#============================================= # Regression by scikit-learn functions #============================================= infile =D:\tkProg\tkProg.main\tkprog_COE\ML\igzo_denisty_min.xlsx outfile=D:\tkProg\tkProg.main\tkprog_COE\ML/igzo_denisty_min-predict.xlsx method=mlp Fraction of test data=0.3 Seed of random() for split data= nmaxiter=1000 For Ridge/LASSO/Elastic Net: alpha=0.1 l1_ratio=0.5 For Random Forest Regression: max_depth= n_estimators=1000 max_features=auto For Multilayer Perceptoron Regression: hidden layer sizes=5,5,5 mlp_solver=lbfgs mlp_activation=relu Cross validaton: activation:['logistic', 'tanh', 'relu'] solver :['lbfgs', 'adam'] alpha :[0.01, 0.001, 0.0001, 1e-05] Plot options: plot_boxplot=0 plot_heatmap=0 plot_pairplot=0 Read [D:\tkProg\tkProg.main\tkprog_COE\ML\igzo_denisty_min.xlsx] Data check isnull() min:Density(g/cm$^3$) $P_{total}$(Pa) $R_{O2}$(%) RF(W) T-S(cm) 9 False False False False False 20 False False False False False 22 False False False False False 23 False False False False False 24 False False False False False 25 False False False False False 26 False False False False False 27 False False False False False 28 False False False False False 29 False False False False False 30 False False False False False 31 False False False False False 32 False False False False False 36 False False False False False 40 False False False False False 42 False False False False False 45 False False False False False 49 False False False False False 53 False False False False False 64 False False False False False 65 False False False False False 71 False False False False False 75 False False False False False 76 False False False False False 113 False False False False False 117 False False False False False 130 False False False False False 218 False False False False False 279 False False False False False 823 False False False False False 838 False False False False False 885 False False False False False 1038 False False False False False 1250 False False False False False 1449 False False False False False 1457 False False False False False 1471 False False False False False 1531 False False False False False 1741 False False False False False 1750 False False False False False 1904 False False False False False 2177 False False False False False 2272 False False False False False 2477 False False False False False 2587 False False False False False 3044 False False False False False 3064 False False False False False 3152 False False False False False 3623 False False False False False 3711 False False False False False 3922 False False False False False 4360 False False False False False 4834 False False False False False 4933 False False False False False isna() min:Density(g/cm$^3$) $P_{total}$(Pa) $R_{O2}$(%) RF(W) T-S(cm) 9 False False False False False 20 False False False False False 22 False False False False False 23 False False False False False 24 False False False False False 25 False False False False False 26 False False False False False 27 False False False False False 28 False False False False False 29 False False False False False 30 False False False False False 31 False False False False False 32 False False False False False 36 False False False False False 40 False False False False False 42 False False False False False 45 False False False False False 49 False False False False False 53 False False False False False 64 False False False False False 65 False False False False False 71 False False False False False 75 False False False False False 76 False False False False False 113 False False False False False 117 False False False False False 130 False False False False False 218 False False False False False 279 False False False False False 823 False False False False False 838 False False False False False 885 False False False False False 1038 False False False False False 1250 False False False False False 1449 False False False False False 1457 False False False False False 1471 False False False False False 1531 False False False False False 1741 False False False False False 1750 False False False False False 1904 False False False False False 2177 False False False False False 2272 False False False False False 2477 False False False False False 2587 False False False False False 3044 False False False False False 3064 False False False False False 3152 False False False False False 3623 False False False False False 3711 False False False False False 3922 False False False False False 4360 False False False False False 4834 False False False False False 4933 False False False False False ndata=54 ndescriptors=4 all_labels=['min:Density(g/cm$^3$)', '$P_{total}$(Pa)', '$R_{O2}$(%)', 'RF(W)', 'T-S(cm)'] x_labels =['$P_{total}$(Pa)', '$R_{O2}$(%)', 'RF(W)', 'T-S(cm)'] o_label =min:Density(g/cm$^3$) Split to training and test data Number of training data:37 Number of test data:17 Covariances of standardized values ++( 0, 1) (min:Density(g/cm$^3$), $P_{total}$(Pa)): 0.6384 ( 0, 2) (min:Density(g/cm$^3$), $R_{O2}$(%)): 0.2104 ( 0, 3) (min:Density(g/cm$^3$), RF(W)): 0.2168 ( 0, 4) (min:Density(g/cm$^3$), T-S(cm)): 0.1560 ( 1, 2) ($P_{total}$(Pa), $R_{O2}$(%)): -0.0775 ( 1, 3) ($P_{total}$(Pa), RF(W)): -0.0499 ( 1, 4) ($P_{total}$(Pa), T-S(cm)): -0.0182 ++( 2, 3) ($R_{O2}$(%), RF(W)): 0.9660 ++( 2, 4) ($R_{O2}$(%), T-S(cm)): 0.6479 ++( 3, 4) ( RF(W), T-S(cm)): 0.5963 Execute regression Standaridization Fit param_grid={'activation': ['logistic', 'tanh', 'relu'], 'solver': ['lbfgs', 'adam'], 'alpha': [0.01, 0.001, 0.0001, 1e-05]} Iteration 1, loss = 16.55005636 Validation score: -7016.680520 Iteration 2, loss = 16.52583078 Validation score: -7006.432723 Iteration 3, loss = 16.50162122 Validation score: -6996.192001 Iteration 4, loss = 16.47742803 Validation score: -6985.958504 Iteration 5, loss = 16.45325148 Validation score: -6975.732369 Iteration 6, loss = 16.42909184 Validation score: -6965.513718 Iteration 7, loss = 16.40494933 Validation score: -6955.302655 Iteration 8, loss = 16.38082417 Validation score: -6945.099263 Iteration 9, loss = 16.35671653 Validation score: -6934.903599 Iteration 10, loss = 16.33262655 Validation score: -6924.715704 Iteration 11, loss = 16.30855436 Validation score: -6914.535606 Iteration 12, loss = 16.28450004 Validation score: -6904.363326 Iteration 13, loss = 16.26046365 Validation score: -6894.198877 Iteration 14, loss = 16.23644525 Validation score: -6884.042270 Iteration 15, loss = 16.21244482 Validation score: -6873.893506 Iteration 16, loss = 16.18846235 Validation score: -6863.752576 Iteration 17, loss = 16.16449779 Validation score: -6853.619456 Iteration 18, loss = 16.14055107 Validation score: -6843.494110 Iteration 19, loss = 16.11662207 Validation score: -6833.376483 Iteration 20, loss = 16.09271067 Validation score: -6823.266501 Iteration 21, loss = 16.06881670 Validation score: -6813.164078 Iteration 22, loss = 16.04493996 Validation score: -6803.069116 Iteration 23, loss = 16.02108024 Validation score: -6792.981508 Iteration 24, loss = 15.99723728 Validation score: -6782.901138 Iteration 25, loss = 15.97341080 Validation score: -6772.827879 Iteration 26, loss = 15.94960049 Validation score: -6762.761596 Iteration 27, loss = 15.92580600 Validation score: -6752.702137 Iteration 28, loss = 15.90202696 Validation score: -6742.649336 Iteration 29, loss = 15.87826297 Validation score: -6732.603010 Iteration 30, loss = 15.85451359 Validation score: -6722.562956 Iteration 31, loss = 15.83077835 Validation score: -6712.528958 Iteration 32, loss = 15.80705675 Validation score: -6702.500786 Iteration 33, loss = 15.78334826 Validation score: -6692.478200 Iteration 34, loss = 15.75965231 Validation score: -6682.460949 Iteration 35, loss = 15.73596831 Validation score: -6672.448772 Iteration 36, loss = 15.71229563 Validation score: -6662.441393 Iteration 37, loss = 15.68863360 Validation score: -6652.438520 Iteration 38, loss = 15.66498155 Validation score: -6642.439847 Iteration 39, loss = 15.64133873 Validation score: -6632.445047 Iteration 40, loss = 15.61770442 Validation score: -6622.453783 Iteration 41, loss = 15.59407781 Validation score: -6612.465703 Iteration 42, loss = 15.57045811 Validation score: -6602.480449 Iteration 43, loss = 15.54684448 Validation score: -6592.497658 Iteration 44, loss = 15.52323607 Validation score: -6582.516956 Iteration 45, loss = 15.49963199 Validation score: -6572.537963 Iteration 46, loss = 15.47603137 Validation score: -6562.560289 Iteration 47, loss = 15.45243328 Validation score: -6552.583535 Iteration 48, loss = 15.42883681 Validation score: -6542.607295 Iteration 49, loss = 15.40524103 Validation score: -6532.631164 Iteration 50, loss = 15.38164501 Validation score: -6522.654739 Iteration 51, loss = 15.35804782 Validation score: -6512.677623 Iteration 52, loss = 15.33444853 Validation score: -6502.699423 Iteration 53, loss = 15.31084623 Validation score: -6492.719752 Iteration 54, loss = 15.28724001 Validation score: -6482.738226 Iteration 55, loss = 15.26362899 Validation score: -6472.754467 Iteration 56, loss = 15.24001230 Validation score: -6462.768105 Iteration 57, loss = 15.21638911 Validation score: -6452.778786 Iteration 58, loss = 15.19275859 Validation score: -6442.786170 Iteration 59, loss = 15.16911995 Validation score: -6432.789935 Iteration 60, loss = 15.14547246 Validation score: -6422.789771 Iteration 61, loss = 15.12181538 Validation score: -6412.785380 Iteration 62, loss = 15.09814804 Validation score: -6402.776476 Iteration 63, loss = 15.07446978 Validation score: -6392.762787 Iteration 64, loss = 15.05077998 Validation score: -6382.744059 Iteration 65, loss = 15.02707807 Validation score: -6372.720057 Iteration 66, loss = 15.00336351 Validation score: -6362.690562 Iteration 67, loss = 14.97963578 Validation score: -6352.655366 Iteration 68, loss = 14.95589441 Validation score: -6342.614274 Iteration 69, loss = 14.93213894 Validation score: -6332.567098 Iteration 70, loss = 14.90836898 Validation score: -6322.513667 Iteration 71, loss = 14.88458412 Validation score: -6312.453824 Iteration 72, loss = 14.86078403 Validation score: -6302.387425 Iteration 73, loss = 14.83696835 Validation score: -6292.314338 Iteration 74, loss = 14.81313679 Validation score: -6282.234433 Iteration 75, loss = 14.78928907 Validation score: -6272.147591 Iteration 76, loss = 14.76542491 Validation score: -6262.053700 Iteration 77, loss = 14.74154409 Validation score: -6251.952662 Iteration 78, loss = 14.71764637 Validation score: -6241.844387 Iteration 79, loss = 14.69373155 Validation score: -6231.728790 Iteration 80, loss = 14.66979945 Validation score: -6221.605790 Iteration 81, loss = 14.64584988 Validation score: -6211.475308 Iteration 82, loss = 14.62188270 Validation score: -6201.337278 Iteration 83, loss = 14.59789774 Validation score: -6191.191640 Iteration 84, loss = 14.57389489 Validation score: -6181.038338 Iteration 85, loss = 14.54987401 Validation score: -6170.877318 Iteration 86, loss = 14.52583500 Validation score: -6160.708527 Iteration 87, loss = 14.50177776 Validation score: -6150.531920 Iteration 88, loss = 14.47770219 Validation score: -6140.347459 Iteration 89, loss = 14.45360820 Validation score: -6130.155107 Iteration 90, loss = 14.42949573 Validation score: -6119.954831 Iteration 91, loss = 14.40536472 Validation score: -6109.746595 Iteration 92, loss = 14.38121508 Validation score: -6099.530371 Iteration 93, loss = 14.35704679 Validation score: -6089.306136 Iteration 94, loss = 14.33285979 Validation score: -6079.073869 Iteration 95, loss = 14.30865403 Validation score: -6068.833548 Iteration 96, loss = 14.28442950 Validation score: -6058.585153 Iteration 97, loss = 14.26018615 Validation score: -6048.328668 Iteration 98, loss = 14.23592397 Validation score: -6038.064083 Iteration 99, loss = 14.21164294 Validation score: -6027.791387 Iteration 100, loss = 14.18734305 Validation score: -6017.510567 Iteration 101, loss = 14.16302428 Validation score: -6007.221616 Iteration 102, loss = 14.13868664 Validation score: -5996.924528 Iteration 103, loss = 14.11433013 Validation score: -5986.619303 Iteration 104, loss = 14.08995475 Validation score: -5976.305936 Iteration 105, loss = 14.06556051 Validation score: -5965.984424 Iteration 106, loss = 14.04114743 Validation score: -5955.654770 Iteration 107, loss = 14.01671551 Validation score: -5945.316979 Iteration 108, loss = 13.99226479 Validation score: -5934.971053 Iteration 109, loss = 13.96779529 Validation score: -5924.616997 Iteration 110, loss = 13.94330704 Validation score: -5914.254817 Iteration 111, loss = 13.91880006 Validation score: -5903.884526 Iteration 112, loss = 13.89427440 Validation score: -5893.506132 Iteration 113, loss = 13.86973008 Validation score: -5883.119645 Iteration 114, loss = 13.84516717 Validation score: -5872.725079 Iteration 115, loss = 13.82058570 Validation score: -5862.322450 Iteration 116, loss = 13.79598571 Validation score: -5851.911774 Iteration 117, loss = 13.77136728 Validation score: -5841.493066 Iteration 118, loss = 13.74673044 Validation score: -5831.066346 Iteration 119, loss = 13.72207527 Validation score: -5820.631638 Iteration 120, loss = 13.69740182 Validation score: -5810.188959 Iteration 121, loss = 13.67271016 Validation score: -5799.738335 Iteration 122, loss = 13.64800036 Validation score: -5789.279792 Iteration 123, loss = 13.62327250 Validation score: -5778.813355 Iteration 124, loss = 13.59852665 Validation score: -5768.339052 Iteration 125, loss = 13.57376290 Validation score: -5757.856914 Iteration 126, loss = 13.54898133 Validation score: -5747.366972 Iteration 127, loss = 13.52418202 Validation score: -5736.869258 Iteration 128, loss = 13.49936508 Validation score: -5726.363807 Iteration 129, loss = 13.47453059 Validation score: -5715.850656 Iteration 130, loss = 13.44967865 Validation score: -5705.329842 Iteration 131, loss = 13.42480936 Validation score: -5694.801404 Iteration 132, loss = 13.39992284 Validation score: -5684.265383 Iteration 133, loss = 13.37501918 Validation score: -5673.721822 Iteration 134, loss = 13.35009851 Validation score: -5663.170764 Iteration 135, loss = 13.32516093 Validation score: -5652.612257 Iteration 136, loss = 13.30020657 Validation score: -5642.046347 Iteration 137, loss = 13.27523555 Validation score: -5631.473082 Iteration 138, loss = 13.25024800 Validation score: -5620.892514 Iteration 139, loss = 13.22524405 Validation score: -5610.304696 Iteration 140, loss = 13.20022382 Validation score: -5599.709680 Iteration 141, loss = 13.17518746 Validation score: -5589.107522 Iteration 142, loss = 13.15013511 Validation score: -5578.498280 Iteration 143, loss = 13.12506690 Validation score: -5567.882010 Iteration 144, loss = 13.09998299 Validation score: -5557.258775 Iteration 145, loss = 13.07488352 Validation score: -5546.628635 Iteration 146, loss = 13.04976865 Validation score: -5535.991653 Iteration 147, loss = 13.02463853 Validation score: -5525.347893 Iteration 148, loss = 12.99949332 Validation score: -5514.697422 Iteration 149, loss = 12.97433318 Validation score: -5504.040307 Iteration 150, loss = 12.94915828 Validation score: -5493.376617 Iteration 151, loss = 12.92396878 Validation score: -5482.706421 Iteration 152, loss = 12.89876486 Validation score: -5472.029792 Iteration 153, loss = 12.87354668 Validation score: -5461.346802 Iteration 154, loss = 12.84831443 Validation score: -5450.657525 Iteration 155, loss = 12.82306828 Validation score: -5439.962037 Iteration 156, loss = 12.79780841 Validation score: -5429.260414 Iteration 157, loss = 12.77253500 Validation score: -5418.552734 Iteration 158, loss = 12.74724825 Validation score: -5407.839075 Iteration 159, loss = 12.72194834 Validation score: -5397.119518 Iteration 160, loss = 12.69663547 Validation score: -5386.394144 Iteration 161, loss = 12.67130981 Validation score: -5375.663035 Iteration 162, loss = 12.64597158 Validation score: -5364.926275 Iteration 163, loss = 12.62062096 Validation score: -5354.183948 Iteration 164, loss = 12.59525816 Validation score: -5343.436138 Iteration 165, loss = 12.56988338 Validation score: -5332.682933 Iteration 166, loss = 12.54449682 Validation score: -5321.924419 Iteration 167, loss = 12.51909869 Validation score: -5311.160684 Iteration 168, loss = 12.49368920 Validation score: -5300.391817 Iteration 169, loss = 12.46826854 Validation score: -5289.617908 Iteration 170, loss = 12.44283694 Validation score: -5278.839047 Iteration 171, loss = 12.41739461 Validation score: -5268.055325 Iteration 172, loss = 12.39194176 Validation score: -5257.266835 Iteration 173, loss = 12.36647860 Validation score: -5246.473668 Iteration 174, loss = 12.34100535 Validation score: -5235.675918 Iteration 175, loss = 12.31552223 Validation score: -5224.873680 Iteration 176, loss = 12.29002946 Validation score: -5214.067046 Iteration 177, loss = 12.26452726 Validation score: -5203.256114 Iteration 178, loss = 12.23901584 Validation score: -5192.440977 Iteration 179, loss = 12.21349544 Validation score: -5181.621734 Iteration 180, loss = 12.18796628 Validation score: -5170.798478 Iteration 181, loss = 12.16242857 Validation score: -5159.971311 Iteration 182, loss = 12.13688255 Validation score: -5149.140324 Iteration 183, loss = 12.11132844 Validation score: -5138.305625 Iteration 184, loss = 12.08576647 Validation score: -5127.467297 Iteration 185, loss = 12.06019687 Validation score: -5116.625464 Iteration 186, loss = 12.03461987 Validation score: -5105.780183 Iteration 187, loss = 12.00903568 Validation score: -5094.931626 Iteration 188, loss = 11.98344456 Validation score: -5084.079768 Iteration 189, loss = 11.95784671 Validation score: -5073.224920 Iteration 190, loss = 11.93224239 Validation score: -5062.366822 Iteration 191, loss = 11.90663181 Validation score: -5051.506145 Iteration 192, loss = 11.88101521 Validation score: -5040.642197 Iteration 193, loss = 11.85539282 Validation score: -5029.775997 Iteration 194, loss = 11.82976488 Validation score: -5018.906957 Iteration 195, loss = 11.80413162 Validation score: -5008.035246 Iteration 196, loss = 11.77849326 Validation score: -4997.161479 Iteration 197, loss = 11.75285005 Validation score: -4986.285157 Iteration 198, loss = 11.72720223 Validation score: -4975.406589 Iteration 199, loss = 11.70155001 Validation score: -4964.526141 Iteration 200, loss = 11.67589364 Validation score: -4953.643478 Iteration 201, loss = 11.65023336 Validation score: -4942.758959 Iteration 202, loss = 11.62456939 Validation score: -4931.872758 Iteration 203, loss = 11.59890198 Validation score: -4920.984683 Iteration 204, loss = 11.57323136 Validation score: -4910.095121 Iteration 205, loss = 11.54755776 Validation score: -4899.204099 Iteration 206, loss = 11.52188141 Validation score: -4888.311548 Iteration 207, loss = 11.49620257 Validation score: -4877.417850 Iteration 208, loss = 11.47052145 Validation score: -4866.522942 Iteration 209, loss = 11.44483830 Validation score: -4855.626853 Iteration 210, loss = 11.41915335 Validation score: -4844.729932 Iteration 211, loss = 11.39346684 Validation score: -4833.832071 Iteration 212, loss = 11.36777900 Validation score: -4822.933386 Iteration 213, loss = 11.34209007 Validation score: -4812.034158 Iteration 214, loss = 11.31640029 Validation score: -4801.134280 Iteration 215, loss = 11.29070988 Validation score: -4790.233937 Iteration 216, loss = 11.26501910 Validation score: -4779.333324 Iteration 217, loss = 11.23932816 Validation score: -4768.432370 Iteration 218, loss = 11.21363732 Validation score: -4757.531306 Iteration 219, loss = 11.18794680 Validation score: -4746.630237 Iteration 220, loss = 11.16225684 Validation score: -4735.729152 Iteration 221, loss = 11.13656768 Validation score: -4724.828301 Iteration 222, loss = 11.11087955 Validation score: -4713.927711 Iteration 223, loss = 11.08519268 Validation score: -4703.027450 Iteration 224, loss = 11.05950732 Validation score: -4692.127741 Iteration 225, loss = 11.03382370 Validation score: -4681.228575 Iteration 226, loss = 11.00814206 Validation score: -4670.330095 Iteration 227, loss = 10.98246263 Validation score: -4659.432460 Iteration 228, loss = 10.95678564 Validation score: -4648.535674 Iteration 229, loss = 10.93111134 Validation score: -4637.639929 Iteration 230, loss = 10.90543996 Validation score: -4626.745308 Iteration 231, loss = 10.87977174 Validation score: -4615.851869 Iteration 232, loss = 10.85410690 Validation score: -4604.959806 Iteration 233, loss = 10.82844569 Validation score: -4594.069151 Iteration 234, loss = 10.80278835 Validation score: -4583.180035 Iteration 235, loss = 10.77713511 Validation score: -4572.292598 Iteration 236, loss = 10.75148620 Validation score: -4561.406879 Iteration 237, loss = 10.72584186 Validation score: -4550.523052 Iteration 238, loss = 10.70020233 Validation score: -4539.641192 Iteration 239, loss = 10.67456785 Validation score: -4528.761393 Iteration 240, loss = 10.64893865 Validation score: -4517.883813 Iteration 241, loss = 10.62331496 Validation score: -4507.008499 Iteration 242, loss = 10.59769703 Validation score: -4496.135605 Iteration 243, loss = 10.57208509 Validation score: -4485.265224 Iteration 244, loss = 10.54647938 Validation score: -4474.397445 Iteration 245, loss = 10.52088013 Validation score: -4463.532421 Iteration 246, loss = 10.49528759 Validation score: -4452.670210 Iteration 247, loss = 10.46970198 Validation score: -4441.810958 Iteration 248, loss = 10.44412355 Validation score: -4430.954760 Iteration 249, loss = 10.41855253 Validation score: -4420.101712 Iteration 250, loss = 10.39298917 Validation score: -4409.251955 Iteration 251, loss = 10.36743370 Validation score: -4398.405556 Iteration 252, loss = 10.34188635 Validation score: -4387.562663 Iteration 253, loss = 10.31634737 Validation score: -4376.723357 Iteration 254, loss = 10.29081699 Validation score: -4365.887758 Iteration 255, loss = 10.26529546 Validation score: -4355.055979 Iteration 256, loss = 10.23978301 Validation score: -4344.228109 Iteration 257, loss = 10.21427987 Validation score: -4333.404287 Iteration 258, loss = 10.18878630 Validation score: -4322.584587 Iteration 259, loss = 10.16330253 Validation score: -4311.769150 Iteration 260, loss = 10.13782880 Validation score: -4300.958056 Iteration 261, loss = 10.11236534 Validation score: -4290.151434 Iteration 262, loss = 10.08691240 Validation score: -4279.349380 Iteration 263, loss = 10.06147023 Validation score: -4268.552005 Iteration 264, loss = 10.03603905 Validation score: -4257.759422 Iteration 265, loss = 10.01061911 Validation score: -4246.971728 Iteration 266, loss = 9.98521066 Validation score: -4236.189047 Iteration 267, loss = 9.95981392 Validation score: -4225.411464 Iteration 268, loss = 9.93442915 Validation score: -4214.639116 Iteration 269, loss = 9.90905659 Validation score: -4203.872073 Iteration 270, loss = 9.88369648 Validation score: -4193.110489 Iteration 271, loss = 9.85834905 Validation score: -4182.354415 Iteration 272, loss = 9.83301456 Validation score: -4171.604029 Iteration 273, loss = 9.80769325 Validation score: -4160.859344 Iteration 274, loss = 9.78238536 Validation score: -4150.120596 Iteration 275, loss = 9.75709112 Validation score: -4139.387711 Iteration 276, loss = 9.73181080 Validation score: -4128.661054 Iteration 277, loss = 9.70654462 Validation score: -4117.940360 Iteration 278, loss = 9.68129284 Validation score: -4107.226270 Iteration 279, loss = 9.65605570 Validation score: -4096.518138 Iteration 280, loss = 9.63083344 Validation score: -4085.817065 Iteration 281, loss = 9.60562631 Validation score: -4075.122012 Iteration 282, loss = 9.58043455 Validation score: -4064.434166 Iteration 283, loss = 9.55525842 Validation score: -4053.752917 Iteration 284, loss = 9.53009814 Validation score: -4043.078484 Iteration 285, loss = 9.50495398 Validation score: -4032.411441 Iteration 286, loss = 9.47982618 Validation score: -4021.751148 Iteration 287, loss = 9.45471497 Validation score: -4011.098342 Iteration 288, loss = 9.42962062 Validation score: -4000.452913 Iteration 289, loss = 9.40454336 Validation score: -3989.814694 Iteration 290, loss = 9.37948345 Validation score: -3979.184363 Iteration 291, loss = 9.35444113 Validation score: -3968.561512 Iteration 292, loss = 9.32941664 Validation score: -3957.946407 Iteration 293, loss = 9.30441024 Validation score: -3947.339402 Iteration 294, loss = 9.27942218 Validation score: -3936.740142 Iteration 295, loss = 9.25445269 Validation score: -3926.149114 Iteration 296, loss = 9.22950204 Validation score: -3915.566337 Iteration 297, loss = 9.20457046 Validation score: -3904.991686 Iteration 298, loss = 9.17965821 Validation score: -3894.425653 Iteration 299, loss = 9.15476553 Validation score: -3883.868045 Iteration 300, loss = 9.12989268 Validation score: -3873.319009 Iteration 301, loss = 9.10503989 Validation score: -3862.778867 Iteration 302, loss = 9.08020743 Validation score: -3852.247403 Iteration 303, loss = 9.05539554 Validation score: -3841.724957 Iteration 304, loss = 9.03060447 Validation score: -3831.211609 Iteration 305, loss = 9.00583447 Validation score: -3820.707288 Iteration 306, loss = 8.98108578 Validation score: -3810.212362 Iteration 307, loss = 8.95635866 Validation score: -3799.726740 Iteration 308, loss = 8.93165335 Validation score: -3789.250557 Iteration 309, loss = 8.90697011 Validation score: -3778.784056 Iteration 310, loss = 8.88230918 Validation score: -3768.327125 Iteration 311, loss = 8.85767082 Validation score: -3757.880047 Iteration 312, loss = 8.83305526 Validation score: -3747.442873 Iteration 313, loss = 8.80846277 Validation score: -3737.015623 Iteration 314, loss = 8.78389359 Validation score: -3726.598572 Iteration 315, loss = 8.75934797 Validation score: 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8.37002436 Validation score: -3551.154333 Iteration 332, loss = 8.34591711 Validation score: -3540.936817 Iteration 333, loss = 8.32183786 Validation score: -3530.731320 Iteration 334, loss = 8.29778684 Validation score: -3520.538020 Iteration 335, loss = 8.27376431 Validation score: -3510.356944 Iteration 336, loss = 8.24977049 Validation score: -3500.188241 Iteration 337, loss = 8.22580564 Validation score: -3490.031993 Iteration 338, loss = 8.20186999 Validation score: -3479.888283 Iteration 339, loss = 8.17796378 Validation score: -3469.757251 Iteration 340, loss = 8.15408725 Validation score: -3459.638938 Iteration 341, loss = 8.13024064 Validation score: -3449.533500 Iteration 342, loss = 8.10642417 Validation score: -3439.440987 Iteration 343, loss = 8.08263810 Validation score: -3429.361522 Iteration 344, loss = 8.05888265 Validation score: -3419.295197 Iteration 345, loss = 8.03515806 Validation score: -3409.242091 Iteration 346, loss = 8.01146456 Validation score: 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7.63678247 Validation score: -3240.454126 Iteration 363, loss = 7.61365200 Validation score: -3230.654959 Iteration 364, loss = 7.59055660 Validation score: -3220.870733 Iteration 365, loss = 7.56749648 Validation score: -3211.101537 Iteration 366, loss = 7.54447184 Validation score: -3201.347452 Iteration 367, loss = 7.52148289 Validation score: -3191.608559 Iteration 368, loss = 7.49852982 Validation score: -3181.884945 Iteration 369, loss = 7.47561285 Validation score: -3172.176683 Iteration 370, loss = 7.45273215 Validation score: -3162.483863 Iteration 371, loss = 7.42988794 Validation score: -3152.806552 Iteration 372, loss = 7.40708041 Validation score: -3143.144844 Iteration 373, loss = 7.38430974 Validation score: -3133.498797 Iteration 374, loss = 7.36157613 Validation score: -3123.868513 Iteration 375, loss = 7.33887977 Validation score: -3114.254037 Iteration 376, loss = 7.31622084 Validation score: -3104.655482 Iteration 377, loss = 7.29359952 Validation score: -3095.072877 Iteration 378, loss = 7.27101600 Validation score: -3085.506352 Iteration 379, loss = 7.24847046 Validation score: -3075.955908 Iteration 380, loss = 7.22596307 Validation score: -3066.421709 Iteration 381, loss = 7.20349401 Validation score: -3056.903707 Iteration 382, loss = 7.18106345 Validation score: -3047.402127 Iteration 383, loss = 7.15867156 Validation score: -3037.916833 Iteration 384, loss = 7.13631852 Validation score: -3028.448165 Iteration 385, loss = 7.11400448 Validation score: -3018.995833 Iteration 386, loss = 7.09172961 Validation score: -3009.560366 Iteration 387, loss = 7.06949407 Validation score: -3000.141246 Iteration 388, loss = 7.04729802 Validation score: -2990.739238 Iteration 389, loss = 7.02514162 Validation score: -2981.353629 Iteration 390, loss = 7.00302501 Validation score: -2971.985239 Iteration 391, loss = 6.98094836 Validation score: -2962.633522 Iteration 392, loss = 6.95891181 Validation score: -2953.298875 Iteration 393, loss = 6.93691550 Validation score: -2943.981350 Iteration 394, loss = 6.91495958 Validation score: -2934.680717 Iteration 395, loss = 6.89304420 Validation score: -2925.397499 Iteration 396, loss = 6.87116948 Validation score: -2916.131273 Iteration 397, loss = 6.84933557 Validation score: -2906.882428 Iteration 398, loss = 6.82754261 Validation score: -2897.650931 Iteration 399, loss = 6.80579071 Validation score: -2888.436670 Iteration 400, loss = 6.78408001 Validation score: -2879.240027 Iteration 401, loss = 6.76241064 Validation score: -2870.060698 Iteration 402, loss = 6.74078272 Validation score: -2860.898977 Iteration 403, loss = 6.71919636 Validation score: -2851.754862 Iteration 404, loss = 6.69765169 Validation score: -2842.628258 Iteration 405, loss = 6.67614883 Validation score: -2833.519471 Iteration 406, loss = 6.65468788 Validation score: -2824.428286 Iteration 407, loss = 6.63326895 Validation score: -2815.354906 Iteration 408, loss = 6.61189216 Validation score: 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6.27567073 Validation score: -2663.862806 Iteration 425, loss = 6.25502403 Validation score: -2655.115515 Iteration 426, loss = 6.23442096 Validation score: -2646.386608 Iteration 427, loss = 6.21386155 Validation score: -2637.676110 Iteration 428, loss = 6.19334586 Validation score: -2628.984092 Iteration 429, loss = 6.17287396 Validation score: -2620.310500 Iteration 430, loss = 6.15244589 Validation score: -2611.655422 Iteration 431, loss = 6.13206169 Validation score: -2603.018841 Iteration 432, loss = 6.11172141 Validation score: -2594.400767 Iteration 433, loss = 6.09142510 Validation score: -2585.801262 Iteration 434, loss = 6.07117280 Validation score: -2577.220281 Iteration 435, loss = 6.05096454 Validation score: -2568.657890 Iteration 436, loss = 6.03080036 Validation score: -2560.114079 Iteration 437, loss = 6.01068030 Validation score: -2551.588852 Iteration 438, loss = 5.99060438 Validation score: -2543.082257 Iteration 439, loss = 5.97057263 Validation score: 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5.65608801 Validation score: -2401.324484 Iteration 456, loss = 5.63680965 Validation score: -2393.153907 Iteration 457, loss = 5.61757564 Validation score: -2385.002000 Iteration 458, loss = 5.59838597 Validation score: -2376.868774 Iteration 459, loss = 5.57924063 Validation score: -2368.754209 Iteration 460, loss = 5.56013961 Validation score: -2360.658310 Iteration 461, loss = 5.54108290 Validation score: -2352.581068 Iteration 462, loss = 5.52207047 Validation score: -2344.522471 Iteration 463, loss = 5.50310232 Validation score: -2336.482523 Iteration 464, loss = 5.48417843 Validation score: -2328.461205 Iteration 465, loss = 5.46529878 Validation score: -2320.458516 Iteration 466, loss = 5.44646335 Validation score: -2312.474445 Iteration 467, loss = 5.42767211 Validation score: -2304.508979 Iteration 468, loss = 5.40892505 Validation score: -2296.562115 Iteration 469, loss = 5.39022214 Validation score: -2288.633836 Iteration 470, loss = 5.37156336 Validation score: 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5.07899891 Validation score: -2156.684636 Iteration 487, loss = 5.06108535 Validation score: -2149.088638 Iteration 488, loss = 5.04321528 Validation score: -2141.510952 Iteration 489, loss = 5.02538867 Validation score: -2133.951556 Iteration 490, loss = 5.00760547 Validation score: -2126.410434 Iteration 491, loss = 4.98986564 Validation score: -2118.887569 Iteration 492, loss = 4.97216913 Validation score: -2111.382939 Iteration 493, loss = 4.95451590 Validation score: -2103.896530 Iteration 494, loss = 4.93690590 Validation score: -2096.428320 Iteration 495, loss = 4.91933910 Validation score: -2088.978291 Iteration 496, loss = 4.90181544 Validation score: -2081.546425 Iteration 497, loss = 4.88433487 Validation score: -2074.132700 Iteration 498, loss = 4.86689736 Validation score: -2066.737100 Iteration 499, loss = 4.84950285 Validation score: -2059.359604 Iteration 500, loss = 4.83215130 Validation score: -2052.000192 Iteration 501, loss = 4.81484265 Validation score: 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4.54370113 Validation score: -1929.638002 Iteration 518, loss = 4.52711463 Validation score: -1922.600730 Iteration 519, loss = 4.51057017 Validation score: -1915.581167 Iteration 520, loss = 4.49406772 Validation score: -1908.579294 Iteration 521, loss = 4.47760721 Validation score: -1901.595091 Iteration 522, loss = 4.46118861 Validation score: -1894.628538 Iteration 523, loss = 4.44481187 Validation score: -1887.679616 Iteration 524, loss = 4.42847694 Validation score: -1880.748308 Iteration 525, loss = 4.41218378 Validation score: -1873.834592 Iteration 526, loss = 4.39593233 Validation score: -1866.938451 Iteration 527, loss = 4.37972256 Validation score: -1860.059866 Iteration 528, loss = 4.36355441 Validation score: -1853.198818 Iteration 529, loss = 4.34742785 Validation score: -1846.355288 Iteration 530, loss = 4.33134283 Validation score: -1839.529259 Iteration 531, loss = 4.31529929 Validation score: -1832.720712 Iteration 532, loss = 4.29929721 Validation score: 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4.04886581 Validation score: -1719.633154 Iteration 549, loss = 4.03356187 Validation score: -1713.136327 Iteration 550, loss = 4.01829865 Validation score: -1706.656663 Iteration 551, loss = 4.00307609 Validation score: -1700.194147 Iteration 552, loss = 3.98789416 Validation score: -1693.748764 Iteration 553, loss = 3.97275284 Validation score: -1687.320500 Iteration 554, loss = 3.95765207 Validation score: -1680.909339 Iteration 555, loss = 3.94259183 Validation score: -1674.515267 Iteration 556, loss = 3.92757207 Validation score: -1668.138270 Iteration 557, loss = 3.91259277 Validation score: -1661.778333 Iteration 558, loss = 3.89765389 Validation score: -1655.435442 Iteration 559, loss = 3.88275539 Validation score: -1649.109583 Iteration 560, loss = 3.86789724 Validation score: -1642.800743 Iteration 561, loss = 3.85307940 Validation score: -1636.508907 Iteration 562, loss = 3.83830185 Validation score: -1630.234062 Iteration 563, loss = 3.82356454 Validation score: 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3.59321535 Validation score: -1526.148781 Iteration 580, loss = 3.57915744 Validation score: -1520.177591 Iteration 581, loss = 3.56513923 Validation score: -1514.223156 Iteration 582, loss = 3.55116068 Validation score: -1508.285464 Iteration 583, loss = 3.53722177 Validation score: -1502.364504 Iteration 584, loss = 3.52332247 Validation score: -1496.460264 Iteration 585, loss = 3.50946276 Validation score: -1490.572732 Iteration 586, loss = 3.49564259 Validation score: -1484.701898 Iteration 587, loss = 3.48186195 Validation score: -1478.847749 Iteration 588, loss = 3.46812080 Validation score: -1473.010275 Iteration 589, loss = 3.45441913 Validation score: -1467.189465 Iteration 590, loss = 3.44075689 Validation score: -1461.385306 Iteration 591, loss = 3.42713407 Validation score: -1455.597787 Iteration 592, loss = 3.41355063 Validation score: -1449.826898 Iteration 593, loss = 3.40000655 Validation score: -1444.072627 Iteration 594, loss = 3.38650180 Validation score: 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3.17575165 Validation score: -1348.781539 Iteration 611, loss = 3.16291118 Validation score: -1343.324433 Iteration 612, loss = 3.15010953 Validation score: -1337.883725 Iteration 613, loss = 3.13734667 Validation score: -1332.459401 Iteration 614, loss = 3.12462256 Validation score: -1327.051450 Iteration 615, loss = 3.11193717 Validation score: -1321.659859 Iteration 616, loss = 3.09929049 Validation score: -1316.284615 Iteration 617, loss = 3.08668246 Validation score: -1310.925705 Iteration 618, loss = 3.07411307 Validation score: -1305.583118 Iteration 619, loss = 3.06158228 Validation score: -1300.256839 Iteration 620, loss = 3.04909006 Validation score: -1294.946856 Iteration 621, loss = 3.03663638 Validation score: -1289.653155 Iteration 622, loss = 3.02422120 Validation score: -1284.375723 Iteration 623, loss = 3.01184449 Validation score: -1279.114547 Iteration 624, loss = 2.99950623 Validation score: -1273.869613 Iteration 625, loss = 2.98720637 Validation score: 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2.79560339 Validation score: -1187.176780 Iteration 642, loss = 2.78395100 Validation score: -1182.221687 Iteration 643, loss = 2.77233635 Validation score: -1177.282546 Iteration 644, loss = 2.76075940 Validation score: -1172.359339 Iteration 645, loss = 2.74922011 Validation score: -1167.452050 Iteration 646, loss = 2.73771844 Validation score: -1162.560660 Iteration 647, loss = 2.72625435 Validation score: -1157.685152 Iteration 648, loss = 2.71482779 Validation score: -1152.825508 Iteration 649, loss = 2.70343873 Validation score: -1147.981710 Iteration 650, loss = 2.69208711 Validation score: -1143.153739 Iteration 651, loss = 2.68077289 Validation score: -1138.341578 Iteration 652, loss = 2.66949603 Validation score: -1133.545207 Iteration 653, loss = 2.65825648 Validation score: -1128.764607 Iteration 654, loss = 2.64705420 Validation score: -1123.999759 Iteration 655, loss = 2.63588914 Validation score: -1119.250645 Iteration 656, loss = 2.62476126 Validation score: -1114.517243 Iteration 657, loss = 2.61367050 Validation score: -1109.799535 Iteration 658, loss = 2.60261682 Validation score: -1105.097501 Iteration 659, loss = 2.59160017 Validation score: -1100.411119 Iteration 660, loss = 2.58062051 Validation score: -1095.740371 Iteration 661, loss = 2.56967778 Validation score: -1091.085235 Iteration 662, loss = 2.55877193 Validation score: -1086.445689 Iteration 663, loss = 2.54790292 Validation score: -1081.821715 Iteration 664, loss = 2.53707069 Validation score: -1077.213289 Iteration 665, loss = 2.52627519 Validation score: -1072.620390 Iteration 666, loss = 2.51551638 Validation score: -1068.042997 Iteration 667, loss = 2.50479419 Validation score: -1063.481088 Iteration 668, loss = 2.49410858 Validation score: -1058.934641 Iteration 669, loss = 2.48345949 Validation score: -1054.403633 Iteration 670, loss = 2.47284687 Validation score: -1049.888041 Iteration 671, loss = 2.46227067 Validation score: -1045.387844 Iteration 672, loss = 2.45173082 Validation score: -1040.903017 Iteration 673, loss = 2.44122728 Validation score: -1036.433538 Iteration 674, loss = 2.43075999 Validation score: -1031.979384 Iteration 675, loss = 2.42032890 Validation score: -1027.540530 Iteration 676, loss = 2.40993394 Validation score: -1023.116953 Iteration 677, loss = 2.39957506 Validation score: -1018.708628 Iteration 678, loss = 2.38925220 Validation score: -1014.315532 Iteration 679, loss = 2.37896531 Validation score: -1009.937641 Iteration 680, loss = 2.36871432 Validation score: -1005.574928 Iteration 681, loss = 2.35849918 Validation score: -1001.227370 Iteration 682, loss = 2.34831983 Validation score: -996.894942 Iteration 683, loss = 2.33817621 Validation score: -992.577618 Iteration 684, loss = 2.32806825 Validation score: -988.275372 Iteration 685, loss = 2.31799590 Validation score: -983.988180 Iteration 686, loss = 2.30795909 Validation score: -979.716014 Iteration 687, loss = 2.29795776 Validation score: -975.458850 Iteration 688, loss = 2.28799186 Validation score: -971.216660 Iteration 689, loss = 2.27806131 Validation score: -966.989419 Iteration 690, loss = 2.26816606 Validation score: -962.777100 Iteration 691, loss = 2.25830604 Validation score: -958.579675 Iteration 692, loss = 2.24848118 Validation score: -954.397118 Iteration 693, loss = 2.23869143 Validation score: -950.229402 Iteration 694, loss = 2.22893671 Validation score: -946.076499 Iteration 695, loss = 2.21921697 Validation score: -941.938382 Iteration 696, loss = 2.20953213 Validation score: -937.815023 Iteration 697, loss = 2.19988213 Validation score: -933.706393 Iteration 698, loss = 2.19026691 Validation score: -929.612466 Iteration 699, loss = 2.18068639 Validation score: -925.533212 Iteration 700, loss = 2.17114051 Validation score: -921.468603 Iteration 701, loss = 2.16162920 Validation score: -917.418610 Iteration 702, loss = 2.15215239 Validation score: -913.383205 Iteration 703, loss = 2.14271001 Validation score: -909.362358 Iteration 704, loss = 2.13330200 Validation score: -905.356041 Iteration 705, loss = 2.12392829 Validation score: -901.364224 Iteration 706, loss = 2.11458880 Validation score: -897.386877 Iteration 707, loss = 2.10528346 Validation score: -893.423972 Iteration 708, loss = 2.09601221 Validation score: -889.475478 Iteration 709, loss = 2.08677497 Validation score: -885.541365 Iteration 710, loss = 2.07757168 Validation score: -881.621603 Iteration 711, loss = 2.06840225 Validation score: -877.716162 Iteration 712, loss = 2.05926662 Validation score: -873.825012 Iteration 713, loss = 2.05016472 Validation score: -869.948121 Iteration 714, loss = 2.04109647 Validation score: -866.085460 Iteration 715, loss = 2.03206180 Validation score: -862.236997 Iteration 716, loss = 2.02306064 Validation score: -858.402702 Iteration 717, loss = 2.01409291 Validation score: -854.582543 Iteration 718, loss = 2.00515853 Validation score: -850.776488 Iteration 719, loss = 1.99625745 Validation score: -846.984508 Iteration 720, loss = 1.98738957 Validation score: -843.206570 Iteration 721, loss = 1.97855482 Validation score: -839.442642 Iteration 722, loss = 1.96975314 Validation score: -835.692693 Iteration 723, loss = 1.96098443 Validation score: -831.956690 Iteration 724, loss = 1.95224864 Validation score: -828.234603 Iteration 725, loss = 1.94354567 Validation score: -824.526398 Iteration 726, loss = 1.93487547 Validation score: -820.832043 Iteration 727, loss = 1.92623793 Validation score: -817.151507 Iteration 728, loss = 1.91763301 Validation score: -813.484756 Iteration 729, loss = 1.90906060 Validation score: -809.831758 Iteration 730, loss = 1.90052064 Validation score: -806.192480 Iteration 731, loss = 1.89201305 Validation score: -802.566889 Iteration 732, loss = 1.88353775 Validation score: -798.954953 Iteration 733, loss = 1.87509466 Validation score: -795.356639 Iteration 734, loss = 1.86668370 Validation score: -791.771912 Iteration 735, loss = 1.85830480 Validation score: -788.200741 Iteration 736, loss = 1.84995788 Validation score: -784.643092 Iteration 737, loss = 1.84164285 Validation score: -781.098931 Iteration 738, loss = 1.83335964 Validation score: -777.568225 Iteration 739, loss = 1.82510817 Validation score: -774.050941 Iteration 740, loss = 1.81688836 Validation score: -770.547044 Iteration 741, loss = 1.80870012 Validation score: -767.056501 Iteration 742, loss = 1.80054338 Validation score: -763.579278 Iteration 743, loss = 1.79241806 Validation score: -760.115341 Iteration 744, loss = 1.78432408 Validation score: -756.664657 Iteration 745, loss = 1.77626135 Validation score: -753.227190 Iteration 746, loss = 1.76822980 Validation score: -749.802908 Iteration 747, loss = 1.76022934 Validation score: -746.391775 Iteration 748, loss = 1.75225989 Validation score: -742.993758 Iteration 749, loss = 1.74432138 Validation score: -739.608822 Iteration 750, loss = 1.73641371 Validation score: -736.236932 Iteration 751, loss = 1.72853681 Validation score: -732.878055 Iteration 752, loss = 1.72069060 Validation score: -729.532156 Iteration 753, loss = 1.71287500 Validation score: -726.199200 Iteration 754, loss = 1.70508991 Validation score: -722.879152 Iteration 755, loss = 1.69733527 Validation score: -719.571979 Iteration 756, loss = 1.68961098 Validation score: -716.277644 Iteration 757, loss = 1.68191696 Validation score: -712.996114 Iteration 758, loss = 1.67425314 Validation score: -709.727353 Iteration 759, loss = 1.66661943 Validation score: -706.471326 Iteration 760, loss = 1.65901575 Validation score: -703.227999 Iteration 761, loss = 1.65144200 Validation score: -699.997337 Iteration 762, loss = 1.64389812 Validation score: -696.779305 Iteration 763, loss = 1.63638402 Validation score: -693.573867 Iteration 764, loss = 1.62889961 Validation score: -690.380988 Iteration 765, loss = 1.62144481 Validation score: -687.200634 Iteration 766, loss = 1.61401954 Validation score: -684.032769 Iteration 767, loss = 1.60662371 Validation score: -680.877358 Iteration 768, loss = 1.59925725 Validation score: -677.734366 Iteration 769, loss = 1.59192006 Validation score: -674.603757 Iteration 770, loss = 1.58461206 Validation score: -671.485496 Iteration 771, loss = 1.57733318 Validation score: -668.379549 Iteration 772, loss = 1.57008332 Validation score: -665.285879 Iteration 773, loss = 1.56286240 Validation score: -662.204452 Iteration 774, loss = 1.55567034 Validation score: -659.135231 Iteration 775, loss = 1.54850706 Validation score: -656.078182 Iteration 776, loss = 1.54137246 Validation score: -653.033270 Iteration 777, loss = 1.53426647 Validation score: -650.000458 Iteration 778, loss = 1.52718901 Validation score: -646.979711 Iteration 779, loss = 1.52013998 Validation score: -643.970995 Iteration 780, loss = 1.51311931 Validation score: -640.974273 Iteration 781, loss = 1.50612691 Validation score: -637.989511 Iteration 782, loss = 1.49916269 Validation score: -635.016672 Iteration 783, loss = 1.49222658 Validation score: -632.055721 Iteration 784, loss = 1.48531848 Validation score: -629.106623 Iteration 785, loss = 1.47843832 Validation score: -626.169343 Iteration 786, loss = 1.47158601 Validation score: -623.243844 Iteration 787, loss = 1.46476147 Validation score: -620.330092 Iteration 788, loss = 1.45796460 Validation score: -617.428051 Iteration 789, loss = 1.45119534 Validation score: -614.537686 Iteration 790, loss = 1.44445359 Validation score: -611.658961 Iteration 791, loss = 1.43773927 Validation score: -608.791841 Iteration 792, loss = 1.43105229 Validation score: -605.936290 Iteration 793, loss = 1.42439258 Validation score: -603.092273 Iteration 794, loss = 1.41776004 Validation score: -600.259755 Iteration 795, loss = 1.41115460 Validation score: -597.438700 Iteration 796, loss = 1.40457617 Validation score: -594.629073 Iteration 797, loss = 1.39802467 Validation score: -591.830838 Iteration 798, loss = 1.39150001 Validation score: -589.043961 Iteration 799, loss = 1.38500211 Validation score: -586.268406 Iteration 800, loss = 1.37853088 Validation score: -583.504137 Iteration 801, loss = 1.37208624 Validation score: -580.751120 Iteration 802, loss = 1.36566811 Validation score: -578.009319 Iteration 803, loss = 1.35927641 Validation score: -575.278699 Iteration 804, loss = 1.35291105 Validation score: -572.559225 Iteration 805, loss = 1.34657194 Validation score: -569.850861 Iteration 806, loss = 1.34025901 Validation score: -567.153573 Iteration 807, loss = 1.33397217 Validation score: -564.467325 Iteration 808, loss = 1.32771134 Validation score: -561.792083 Iteration 809, loss = 1.32147643 Validation score: -559.127811 Iteration 810, loss = 1.31526736 Validation score: -556.474474 Iteration 811, loss = 1.30908406 Validation score: -553.832037 Iteration 812, loss = 1.30292642 Validation score: -551.200466 Iteration 813, loss = 1.29679438 Validation score: -548.579725 Iteration 814, loss = 1.29068785 Validation score: -545.969780 Iteration 815, loss = 1.28460675 Validation score: -543.370595 Iteration 816, loss = 1.27855099 Validation score: -540.782136 Iteration 817, loss = 1.27252049 Validation score: -538.204368 Iteration 818, loss = 1.26651518 Validation score: -535.637257 Iteration 819, loss = 1.26053496 Validation score: -533.080768 Iteration 820, loss = 1.25457975 Validation score: -530.534865 Iteration 821, loss = 1.24864948 Validation score: -527.999515 Iteration 822, loss = 1.24274406 Validation score: -525.474683 Iteration 823, loss = 1.23686341 Validation score: -522.960334 Iteration 824, loss = 1.23100744 Validation score: -520.456434 Iteration 825, loss = 1.22517608 Validation score: -517.962949 Iteration 826, loss = 1.21936925 Validation score: -515.479843 Iteration 827, loss = 1.21358686 Validation score: -513.007084 Iteration 828, loss = 1.20782883 Validation score: -510.544636 Iteration 829, loss = 1.20209508 Validation score: -508.092465 Iteration 830, loss = 1.19638553 Validation score: -505.650537 Iteration 831, loss = 1.19070009 Validation score: -503.218819 Iteration 832, loss = 1.18503869 Validation score: -500.797275 Iteration 833, loss = 1.17940125 Validation score: -498.385872 Iteration 834, loss = 1.17378769 Validation score: -495.984575 Iteration 835, loss = 1.16819792 Validation score: -493.593352 Iteration 836, loss = 1.16263186 Validation score: -491.212168 Iteration 837, loss = 1.15708944 Validation score: -488.840989 Iteration 838, loss = 1.15157057 Validation score: -486.479781 Iteration 839, loss = 1.14607518 Validation score: -484.128511 Iteration 840, loss = 1.14060318 Validation score: -481.787146 Iteration 841, loss = 1.13515450 Validation score: -479.455650 Iteration 842, loss = 1.12972905 Validation score: -477.133992 Iteration 843, loss = 1.12432676 Validation score: -474.822137 Iteration 844, loss = 1.11894754 Validation score: -472.520052 Iteration 845, loss = 1.11359132 Validation score: -470.227704 Iteration 846, loss = 1.10825802 Validation score: -467.945060 Iteration 847, loss = 1.10294755 Validation score: -465.672085 Iteration 848, loss = 1.09765985 Validation score: -463.408748 Iteration 849, loss = 1.09239483 Validation score: -461.155014 Iteration 850, loss = 1.08715241 Validation score: -458.910851 Iteration 851, loss = 1.08193252 Validation score: -456.676226 Iteration 852, loss = 1.07673508 Validation score: -454.451106 Iteration 853, loss = 1.07156000 Validation score: -452.235458 Iteration 854, loss = 1.06640721 Validation score: -450.029249 Iteration 855, loss = 1.06127664 Validation score: -447.832446 Iteration 856, loss = 1.05616820 Validation score: -445.645017 Iteration 857, loss = 1.05108183 Validation score: -443.466929 Iteration 858, loss = 1.04601743 Validation score: -441.298150 Iteration 859, loss = 1.04097494 Validation score: -439.138648 Iteration 860, loss = 1.03595427 Validation score: -436.988388 Iteration 861, loss = 1.03095535 Validation score: -434.847341 Iteration 862, loss = 1.02597811 Validation score: -432.715472 Iteration 863, loss = 1.02102247 Validation score: -430.592750 Iteration 864, loss = 1.01608834 Validation score: -428.479143 Iteration 865, loss = 1.01117566 Validation score: -426.374618 Iteration 866, loss = 1.00628435 Validation score: -424.279145 Iteration 867, loss = 1.00141433 Validation score: -422.192689 Iteration 868, loss = 0.99656553 Validation score: -420.115221 Iteration 869, loss = 0.99173787 Validation score: -418.046708 Iteration 870, loss = 0.98693128 Validation score: -415.987118 Iteration 871, loss = 0.98214568 Validation score: -413.936420 Iteration 872, loss = 0.97738099 Validation score: -411.894581 Iteration 873, loss = 0.97263715 Validation score: -409.861572 Iteration 874, loss = 0.96791408 Validation score: -407.837359 Iteration 875, loss = 0.96321169 Validation score: -405.821912 Iteration 876, loss = 0.95852993 Validation score: -403.815200 Iteration 877, loss = 0.95386870 Validation score: -401.817190 Iteration 878, loss = 0.94922795 Validation score: -399.827853 Iteration 879, loss = 0.94460760 Validation score: -397.847156 Iteration 880, loss = 0.94000756 Validation score: -395.875070 Iteration 881, loss = 0.93542778 Validation score: -393.911562 Iteration 882, loss = 0.93086817 Validation score: -391.956602 Iteration 883, loss = 0.92632867 Validation score: -390.010160 Iteration 884, loss = 0.92180919 Validation score: -388.072204 Iteration 885, loss = 0.91730967 Validation score: -386.142704 Iteration 886, loss = 0.91283004 Validation score: -384.221630 Iteration 887, loss = 0.90837022 Validation score: -382.308950 Iteration 888, loss = 0.90393014 Validation score: -380.404635 Iteration 889, loss = 0.89950972 Validation score: -378.508653 Iteration 890, loss = 0.89510890 Validation score: -376.620976 Iteration 891, loss = 0.89072761 Validation score: -374.741572 Iteration 892, loss = 0.88636577 Validation score: -372.870411 Iteration 893, loss = 0.88202331 Validation score: -371.007464 Iteration 894, loss = 0.87770016 Validation score: -369.152700 Iteration 895, loss = 0.87339625 Validation score: -367.306089 Iteration 896, loss = 0.86911151 Validation score: -365.467602 Iteration 897, loss = 0.86484586 Validation score: -363.637209 Iteration 898, loss = 0.86059924 Validation score: -361.814880 Iteration 899, loss = 0.85637158 Validation score: -360.000586 Iteration 900, loss = 0.85216281 Validation score: -358.194296 Iteration 901, loss = 0.84797285 Validation score: -356.395983 Iteration 902, loss = 0.84380165 Validation score: -354.605615 Iteration 903, loss = 0.83964911 Validation score: -352.823164 Iteration 904, loss = 0.83551519 Validation score: -351.048601 Iteration 905, loss = 0.83139981 Validation score: -349.281897 Iteration 906, loss = 0.82730289 Validation score: -347.523022 Iteration 907, loss = 0.82322438 Validation score: -345.771947 Iteration 908, loss = 0.81916420 Validation score: -344.028644 Iteration 909, loss = 0.81512229 Validation score: -342.293084 Iteration 910, loss = 0.81109857 Validation score: -340.565237 Iteration 911, loss = 0.80709297 Validation score: -338.845076 Iteration 912, loss = 0.80310544 Validation score: -337.132571 Iteration 913, loss = 0.79913590 Validation score: -335.427695 Iteration 914, loss = 0.79518429 Validation score: -333.730418 Iteration 915, loss = 0.79125053 Validation score: -332.040712 Iteration 916, loss = 0.78733456 Validation score: -330.358549 Iteration 917, loss = 0.78343632 Validation score: -328.683901 Iteration 918, loss = 0.77955573 Validation score: -327.016739 Iteration 919, loss = 0.77569273 Validation score: -325.357036 Iteration 920, loss = 0.77184725 Validation score: -323.704763 Iteration 921, loss = 0.76801923 Validation score: -322.059892 Iteration 922, loss = 0.76420860 Validation score: -320.422397 Iteration 923, loss = 0.76041530 Validation score: -318.792248 Iteration 924, loss = 0.75663925 Validation score: -317.169418 Iteration 925, loss = 0.75288040 Validation score: -315.553880 Iteration 926, loss = 0.74913868 Validation score: -313.945606 Iteration 927, loss = 0.74541402 Validation score: -312.344569 Iteration 928, loss = 0.74170635 Validation score: -310.750740 Iteration 929, loss = 0.73801563 Validation score: -309.164094 Iteration 930, loss = 0.73434176 Validation score: -307.584602 Iteration 931, loss = 0.73068471 Validation score: -306.012238 Iteration 932, loss = 0.72704439 Validation score: -304.446974 Iteration 933, loss = 0.72342075 Validation score: -302.888783 Iteration 934, loss = 0.71981372 Validation score: -301.337639 Iteration 935, loss = 0.71622324 Validation score: -299.793515 Iteration 936, loss = 0.71264924 Validation score: -298.256383 Iteration 937, loss = 0.70909166 Validation score: -296.726218 Iteration 938, loss = 0.70555045 Validation score: -295.202992 Iteration 939, loss = 0.70202552 Validation score: -293.686679 Iteration 940, loss = 0.69851683 Validation score: -292.177252 Iteration 941, loss = 0.69502431 Validation score: -290.674686 Iteration 942, loss = 0.69154789 Validation score: -289.178954 Iteration 943, loss = 0.68808752 Validation score: -287.690029 Iteration 944, loss = 0.68464314 Validation score: -286.207885 Iteration 945, loss = 0.68121467 Validation score: -284.732497 Iteration 946, loss = 0.67780206 Validation score: -283.263838 Iteration 947, loss = 0.67440525 Validation score: -281.801883 Iteration 948, loss = 0.67102418 Validation score: -280.346605 Iteration 949, loss = 0.66765878 Validation score: -278.897979 Iteration 950, loss = 0.66430900 Validation score: -277.455979 Iteration 951, loss = 0.66097477 Validation score: -276.020579 Iteration 952, loss = 0.65765603 Validation score: -274.591754 Iteration 953, loss = 0.65435272 Validation score: -273.169479 Iteration 954, loss = 0.65106478 Validation score: -271.753727 Iteration 955, loss = 0.64779216 Validation score: -270.344475 Iteration 956, loss = 0.64453479 Validation score: -268.941695 Iteration 957, loss = 0.64129261 Validation score: -267.545364 Iteration 958, loss = 0.63806556 Validation score: -266.155456 Iteration 959, loss = 0.63485359 Validation score: -264.771946 Iteration 960, loss = 0.63165663 Validation score: -263.394809 Iteration 961, loss = 0.62847462 Validation score: -262.024021 Iteration 962, loss = 0.62530751 Validation score: -260.659556 Iteration 963, loss = 0.62215524 Validation score: -259.301389 Iteration 964, loss = 0.61901774 Validation score: -257.949497 Iteration 965, loss = 0.61589497 Validation score: -256.603854 Iteration 966, loss = 0.61278686 Validation score: -255.264437 Iteration 967, loss = 0.60969335 Validation score: -253.931220 Iteration 968, loss = 0.60661439 Validation score: -252.604179 Iteration 969, loss = 0.60354992 Validation score: -251.283290 Iteration 970, loss = 0.60049988 Validation score: -249.968529 Iteration 971, loss = 0.59746421 Validation score: -248.659871 Iteration 972, loss = 0.59444287 Validation score: -247.357294 Iteration 973, loss = 0.59143578 Validation score: -246.060771 Iteration 974, loss = 0.58844289 Validation score: -244.770281 Iteration 975, loss = 0.58546415 Validation score: -243.485798 Iteration 976, loss = 0.58249951 Validation score: -242.207299 Iteration 977, loss = 0.57954889 Validation score: -240.934761 Iteration 978, loss = 0.57661226 Validation score: -239.668159 Iteration 979, loss = 0.57368955 Validation score: -238.407471 Iteration 980, loss = 0.57078070 Validation score: -237.152672 Iteration 981, loss = 0.56788567 Validation score: -235.903740 Iteration 982, loss = 0.56500439 Validation score: -234.660651 Iteration 983, loss = 0.56213681 Validation score: -233.423382 Iteration 984, loss = 0.55928288 Validation score: -232.191909 Iteration 985, loss = 0.55644254 Validation score: -230.966210 Iteration 986, loss = 0.55361573 Validation score: -229.746261 Iteration 987, loss = 0.55080241 Validation score: -228.532040 Iteration 988, loss = 0.54800251 Validation score: -227.323524 Iteration 989, loss = 0.54521599 Validation score: -226.120689 Iteration 990, loss = 0.54244279 Validation score: -224.923513 Iteration 991, loss = 0.53968285 Validation score: -223.731974 Iteration 992, loss = 0.53693613 Validation score: -222.546049 Iteration 993, loss = 0.53420256 Validation score: -221.365715 Iteration 994, loss = 0.53148210 Validation score: -220.190949 Iteration 995, loss = 0.52877469 Validation score: -219.021730 Iteration 996, loss = 0.52608028 Validation score: -217.858035 Iteration 997, loss = 0.52339882 Validation score: -216.699842 Iteration 998, loss = 0.52073025 Validation score: -215.547129 Iteration 999, loss = 0.51807452 Validation score: -214.399873 Iteration 1000, loss = 0.51543158 Validation score: -213.258053 Iteration 1, loss = 14.04075094 Validation score: -312.022003 Iteration 2, loss = 14.01385965 Validation score: -311.418773 Iteration 3, loss = 13.98694290 Validation score: -310.814961 Iteration 4, loss = 13.96000053 Validation score: -310.210567 Iteration 5, loss = 13.93303236 Validation score: -309.605588 Iteration 6, loss = 13.90603823 Validation score: -309.000023 Iteration 7, loss = 13.87901796 Validation score: -308.393868 Iteration 8, loss = 13.85197140 Validation score: -307.787121 Iteration 9, loss = 13.82489836 Validation score: -307.179775 Iteration 10, loss = 13.79779871 Validation score: -306.571825 Iteration 11, loss = 13.77067228 Validation score: -305.963266 Iteration 12, loss = 13.74351893 Validation score: -305.354093 Iteration 13, loss = 13.71633852 Validation score: -304.744303 Iteration 14, loss = 13.68913093 Validation score: -304.133892 Iteration 15, loss = 13.66189604 Validation score: -303.522858 Iteration 16, loss = 13.63463373 Validation score: -302.911198 Iteration 17, loss = 13.60734391 Validation score: -302.298911 Iteration 18, loss = 13.58002648 Validation score: -301.685995 Iteration 19, loss = 13.55268136 Validation score: -301.072447 Iteration 20, loss = 13.52530849 Validation score: -300.458268 Iteration 21, loss = 13.49790781 Validation score: -299.843456 Iteration 22, loss = 13.47047925 Validation score: -299.228011 Iteration 23, loss = 13.44302279 Validation score: -298.611932 Iteration 24, loss = 13.41553840 Validation score: -297.995220 Iteration 25, loss = 13.38802606 Validation score: -297.377874 Iteration 26, loss = 13.36048576 Validation score: -296.759896 Iteration 27, loss = 13.33291751 Validation score: -296.141287 Iteration 28, loss = 13.30532131 Validation score: -295.522046 Iteration 29, loss = 13.27769720 Validation score: -294.902176 Iteration 30, loss = 13.25004519 Validation score: -294.281679 Iteration 31, loss = 13.22236535 Validation score: -293.660555 Iteration 32, loss = 13.19465770 Validation score: -293.038808 Iteration 33, loss = 13.16692232 Validation score: -292.416439 Iteration 34, loss = 13.13915927 Validation score: -291.793451 Iteration 35, loss = 13.11136861 Validation score: -291.169846 Iteration 36, loss = 13.08355044 Validation score: -290.545628 Iteration 37, loss = 13.05570484 Validation score: -289.920799 Iteration 38, loss = 13.02783190 Validation score: -289.295363 Iteration 39, loss = 12.99993173 Validation score: -288.669324 Iteration 40, loss = 12.97200442 Validation score: -288.042684 Iteration 41, loss = 12.94405009 Validation score: -287.415448 Iteration 42, loss = 12.91606885 Validation score: -286.787619 Iteration 43, loss = 12.88806082 Validation score: -286.159201 Iteration 44, loss = 12.86002612 Validation score: -285.530198 Iteration 45, loss = 12.83196489 Validation score: -284.900616 Iteration 46, loss = 12.80387724 Validation score: -284.270456 Iteration 47, loss = 12.77576332 Validation score: -283.639726 Iteration 48, loss = 12.74762324 Validation score: -283.008427 Iteration 49, loss = 12.71945716 Validation score: -282.376566 Iteration 50, loss = 12.69126521 Validation score: -281.744146 Iteration 51, loss = 12.66304752 Validation score: -281.111172 Iteration 52, loss = 12.63480425 Validation score: -280.477648 Iteration 53, loss = 12.60653552 Validation score: -279.843579 Iteration 54, loss = 12.57824149 Validation score: -279.208969 Iteration 55, loss = 12.54992229 Validation score: -278.573822 Iteration 56, loss = 12.52157806 Validation score: -277.938144 Iteration 57, loss = 12.49320896 Validation score: -277.301937 Iteration 58, loss = 12.46481512 Validation score: -276.665207 Iteration 59, loss = 12.43639669 Validation score: -276.027957 Iteration 60, loss = 12.40795381 Validation score: -275.390192 Iteration 61, loss = 12.37948661 Validation score: -274.751914 Iteration 62, loss = 12.35099524 Validation score: -274.113128 Iteration 63, loss = 12.32247985 Validation score: -273.473838 Iteration 64, loss = 12.29394056 Validation score: -272.834046 Iteration 65, loss = 12.26537752 Validation score: -272.193758 Iteration 66, loss = 12.23679085 Validation score: -271.552975 Iteration 67, loss = 12.20818071 Validation score: -270.911701 Iteration 68, loss = 12.17954721 Validation score: -270.269940 Iteration 69, loss = 12.15089049 Validation score: -269.627694 Iteration 70, loss = 12.12221068 Validation score: -268.984967 Iteration 71, loss = 12.09350790 Validation score: -268.341761 Iteration 72, loss = 12.06478229 Validation score: -267.698080 Iteration 73, loss = 12.03603396 Validation score: -267.053926 Iteration 74, loss = 12.00726304 Validation score: -266.409303 Iteration 75, loss = 11.97846965 Validation score: -265.764212 Iteration 76, loss = 11.94965391 Validation score: -265.118657 Iteration 77, loss = 11.92081592 Validation score: -264.472641 Iteration 78, loss = 11.89195582 Validation score: -263.826165 Iteration 79, loss = 11.86307370 Validation score: -263.179234 Iteration 80, loss = 11.83416968 Validation score: -262.531849 Iteration 81, loss = 11.80524388 Validation score: -261.884013 Iteration 82, loss = 11.77629639 Validation score: -261.235730 Iteration 83, loss = 11.74732734 Validation score: -260.587001 Iteration 84, loss = 11.71833682 Validation score: -259.937829 Iteration 85, loss = 11.68932495 Validation score: -259.288217 Iteration 86, loss = 11.66029182 Validation score: -258.638169 Iteration 87, loss = 11.63123756 Validation score: -257.987686 Iteration 88, loss = 11.60216226 Validation score: -257.336771 Iteration 89, loss = 11.57306605 Validation score: -256.685428 Iteration 90, loss = 11.54394902 Validation score: -256.033660 Iteration 91, loss = 11.51481129 Validation score: -255.381469 Iteration 92, loss = 11.48565298 Validation score: -254.728859 Iteration 93, loss = 11.45647421 Validation score: -254.075833 Iteration 94, loss = 11.42727510 Validation score: -253.422395 Iteration 95, loss = 11.39805576 Validation score: -252.768547 Iteration 96, loss = 11.36881635 Validation score: -252.114294 Iteration 97, loss = 11.33955698 Validation score: -251.459640 Iteration 98, loss = 11.31027779 Validation score: -250.804588 Iteration 99, loss = 11.28097894 Validation score: -250.149143 Iteration 100, loss = 11.25166057 Validation score: -249.493308 Iteration 101, loss = 11.22232283 Validation score: -248.837088 Iteration 102, loss = 11.19296590 Validation score: -248.180489 Iteration 103, loss = 11.16358994 Validation score: -247.523514 Iteration 104, loss = 11.13419514 Validation score: -246.866168 Iteration 105, loss = 11.10478166 Validation score: -246.208458 Iteration 106, loss = 11.07534972 Validation score: -245.550387 Iteration 107, loss = 11.04589950 Validation score: -244.891963 Iteration 108, loss = 11.01643122 Validation score: -244.233191 Iteration 109, loss = 10.98694510 Validation score: -243.574077 Iteration 110, loss = 10.95744136 Validation score: -242.914626 Iteration 111, loss = 10.92792024 Validation score: -242.254847 Iteration 112, loss = 10.89838198 Validation score: -241.594745 Iteration 113, loss = 10.86882683 Validation score: -240.934328 Iteration 114, loss = 10.83925505 Validation score: -240.273602 Iteration 115, loss = 10.80966692 Validation score: -239.612576 Iteration 116, loss = 10.78006271 Validation score: -238.951256 Iteration 117, loss = 10.75044271 Validation score: -238.289651 Iteration 118, loss = 10.72080722 Validation score: -237.627769 Iteration 119, loss = 10.69115653 Validation score: -236.965618 Iteration 120, loss = 10.66149097 Validation score: -236.303206 Iteration 121, loss = 10.63181085 Validation score: -235.640543 Iteration 122, loss = 10.60211650 Validation score: -234.977638 Iteration 123, loss = 10.57240826 Validation score: -234.314498 Iteration 124, loss = 10.54268647 Validation score: -233.651135 Iteration 125, loss = 10.51295150 Validation score: -232.987557 Iteration 126, loss = 10.48320368 Validation score: -232.323774 Iteration 127, loss = 10.45344340 Validation score: -231.659796 Iteration 128, loss = 10.42367103 Validation score: -230.995634 Iteration 129, loss = 10.39388695 Validation score: -230.331296 Iteration 130, loss = 10.36409155 Validation score: 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9.88616536 Validation score: -219.021358 Iteration 147, loss = 9.85624257 Validation score: -218.355760 Iteration 148, loss = 9.82631641 Validation score: -217.690200 Iteration 149, loss = 9.79638737 Validation score: -217.024691 Iteration 150, loss = 9.76645593 Validation score: -216.359244 Iteration 151, loss = 9.73652260 Validation score: -215.693871 Iteration 152, loss = 9.70658786 Validation score: -215.028584 Iteration 153, loss = 9.67665223 Validation score: -214.363393 Iteration 154, loss = 9.64671621 Validation score: -213.698310 Iteration 155, loss = 9.61678031 Validation score: -213.033347 Iteration 156, loss = 9.58684503 Validation score: -212.368515 Iteration 157, loss = 9.55691091 Validation score: -211.703826 Iteration 158, loss = 9.52697845 Validation score: -211.039290 Iteration 159, loss = 9.49704818 Validation score: -210.374920 Iteration 160, loss = 9.46712062 Validation score: -209.710726 Iteration 161, loss = 9.43719632 Validation score: -209.046719 Iteration 162, loss = 9.40727579 Validation score: -208.382912 Iteration 163, loss = 9.37735957 Validation score: -207.719314 Iteration 164, loss = 9.34744820 Validation score: -207.055938 Iteration 165, loss = 9.31754223 Validation score: -206.392794 Iteration 166, loss = 9.28764219 Validation score: -205.729894 Iteration 167, loss = 9.25774864 Validation score: -205.067249 Iteration 168, loss = 9.22786212 Validation score: -204.404870 Iteration 169, loss = 9.19798319 Validation score: -203.742767 Iteration 170, loss = 9.16811239 Validation score: -203.080954 Iteration 171, loss = 9.13825029 Validation score: -202.419439 Iteration 172, loss = 9.10839745 Validation score: -201.758236 Iteration 173, loss = 9.07855442 Validation score: -201.097355 Iteration 174, loss = 9.04872177 Validation score: -200.436807 Iteration 175, loss = 9.01890006 Validation score: -199.776604 Iteration 176, loss = 8.98908987 Validation score: -199.116757 Iteration 177, loss = 8.95929176 Validation score: -198.457278 Iteration 178, loss = 8.92950631 Validation score: -197.798177 Iteration 179, loss = 8.89973408 Validation score: -197.139467 Iteration 180, loss = 8.86997565 Validation score: -196.481159 Iteration 181, loss = 8.84023159 Validation score: -195.823263 Iteration 182, loss = 8.81050249 Validation score: -195.165793 Iteration 183, loss = 8.78078892 Validation score: -194.508759 Iteration 184, loss = 8.75109147 Validation score: -193.852173 Iteration 185, loss = 8.72141071 Validation score: -193.196047 Iteration 186, loss = 8.69174723 Validation score: -192.540392 Iteration 187, loss = 8.66210161 Validation score: -191.885219 Iteration 188, loss = 8.63247443 Validation score: -191.230541 Iteration 189, loss = 8.60286629 Validation score: -190.576370 Iteration 190, loss = 8.57327777 Validation score: -189.922716 Iteration 191, loss = 8.54370945 Validation score: -189.269592 Iteration 192, loss = 8.51416193 Validation score: -188.617008 Iteration 193, loss = 8.48463579 Validation score: 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score: -177.617162 Iteration 210, loss = 7.98653594 Validation score: -176.976301 Iteration 211, loss = 7.95749582 Validation score: -176.336199 Iteration 212, loss = 7.92848831 Validation score: -175.696869 Iteration 213, loss = 7.89951400 Validation score: -175.058319 Iteration 214, loss = 7.87057348 Validation score: -174.420563 Iteration 215, loss = 7.84166734 Validation score: -173.783609 Iteration 216, loss = 7.81279617 Validation score: -173.147471 Iteration 217, loss = 7.78396053 Validation score: -172.512157 Iteration 218, loss = 7.75516103 Validation score: -171.877680 Iteration 219, loss = 7.72639824 Validation score: -171.244050 Iteration 220, loss = 7.69767274 Validation score: -170.611277 Iteration 221, loss = 7.66898511 Validation score: -169.979373 Iteration 222, loss = 7.64033593 Validation score: -169.348348 Iteration 223, loss = 7.61172578 Validation score: -168.718212 Iteration 224, loss = 7.58315522 Validation score: -168.088976 Iteration 225, loss = 7.55462484 Validation score: -167.460650 Iteration 226, loss = 7.52613520 Validation score: -166.833246 Iteration 227, loss = 7.49768687 Validation score: -166.206772 Iteration 228, loss = 7.46928041 Validation score: -165.581240 Iteration 229, loss = 7.44091640 Validation score: -164.956660 Iteration 230, loss = 7.41259539 Validation score: -164.333042 Iteration 231, loss = 7.38431794 Validation score: -163.710395 Iteration 232, loss = 7.35608461 Validation score: -163.088731 Iteration 233, loss = 7.32789596 Validation score: -162.468059 Iteration 234, loss = 7.29975253 Validation score: -161.848390 Iteration 235, loss = 7.27165488 Validation score: -161.229733 Iteration 236, loss = 7.24360355 Validation score: -160.612097 Iteration 237, loss = 7.21559908 Validation score: -159.995494 Iteration 238, loss = 7.18764201 Validation score: -159.379933 Iteration 239, loss = 7.15973289 Validation score: -158.765423 Iteration 240, loss = 7.13187224 Validation score: -158.151974 Iteration 241, loss = 7.10406060 Validation score: -157.539596 Iteration 242, loss = 7.07629848 Validation score: -156.928298 Iteration 243, loss = 7.04858642 Validation score: -156.318090 Iteration 244, loss = 7.02092493 Validation score: -155.708982 Iteration 245, loss = 6.99331453 Validation score: -155.100983 Iteration 246, loss = 6.96575573 Validation score: -154.494101 Iteration 247, loss = 6.93824904 Validation score: -153.888348 Iteration 248, loss = 6.91079495 Validation score: -153.283731 Iteration 249, loss = 6.88339398 Validation score: -152.680259 Iteration 250, loss = 6.85604661 Validation score: -152.077943 Iteration 251, loss = 6.82875334 Validation score: -151.476791 Iteration 252, loss = 6.80151466 Validation score: -150.876811 Iteration 253, loss = 6.77433103 Validation score: -150.278014 Iteration 254, loss = 6.74720295 Validation score: -149.680408 Iteration 255, loss = 6.72013089 Validation score: -149.084000 Iteration 256, loss = 6.69311531 Validation score: -148.488802 Iteration 257, loss = 6.66615667 Validation score: -147.894820 Iteration 258, loss = 6.63925544 Validation score: -147.302064 Iteration 259, loss = 6.61241207 Validation score: -146.710541 Iteration 260, loss = 6.58562700 Validation score: -146.120262 Iteration 261, loss = 6.55890069 Validation score: -145.531233 Iteration 262, loss = 6.53223356 Validation score: -144.943463 Iteration 263, loss = 6.50562606 Validation score: -144.356960 Iteration 264, loss = 6.47907861 Validation score: -143.771733 Iteration 265, loss = 6.45259163 Validation score: -143.187789 Iteration 266, loss = 6.42616554 Validation score: -142.605137 Iteration 267, loss = 6.39980075 Validation score: -142.023785 Iteration 268, loss = 6.37349767 Validation score: -141.443740 Iteration 269, loss = 6.34725671 Validation score: -140.865010 Iteration 270, loss = 6.32107824 Validation score: -140.287602 Iteration 271, loss = 6.29496267 Validation score: -139.711525 Iteration 272, loss = 6.26891039 Validation score: -139.136786 Iteration 273, loss = 6.24292176 Validation score: -138.563392 Iteration 274, loss = 6.21699716 Validation score: -137.991351 Iteration 275, loss = 6.19113696 Validation score: -137.420670 Iteration 276, loss = 6.16534152 Validation score: -136.851356 Iteration 277, loss = 6.13961119 Validation score: -136.283417 Iteration 278, loss = 6.11394633 Validation score: -135.716858 Iteration 279, loss = 6.08834728 Validation score: -135.151688 Iteration 280, loss = 6.06281438 Validation score: -134.587914 Iteration 281, loss = 6.03734795 Validation score: -134.025541 Iteration 282, loss = 6.01194833 Validation score: -133.464577 Iteration 283, loss = 5.98661584 Validation score: -132.905028 Iteration 284, loss = 5.96135079 Validation score: -132.346900 Iteration 285, loss = 5.93615349 Validation score: -131.790201 Iteration 286, loss = 5.91102424 Validation score: -131.234937 Iteration 287, loss = 5.88596334 Validation score: -130.681113 Iteration 288, loss = 5.86097108 Validation score: 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score: -121.492170 Iteration 305, loss = 5.44685717 Validation score: -120.965246 Iteration 306, loss = 5.42314332 Validation score: -120.439864 Iteration 307, loss = 5.39950251 Validation score: -119.916028 Iteration 308, loss = 5.37593489 Validation score: -119.393742 Iteration 309, loss = 5.35244065 Validation score: -118.873012 Iteration 310, loss = 5.32901994 Validation score: -118.353840 Iteration 311, loss = 5.30567291 Validation score: -117.836231 Iteration 312, loss = 5.28239972 Validation score: -117.320189 Iteration 313, loss = 5.25920052 Validation score: -116.805717 Iteration 314, loss = 5.23607543 Validation score: -116.292820 Iteration 315, loss = 5.21302460 Validation score: -115.781500 Iteration 316, loss = 5.19004815 Validation score: -115.271761 Iteration 317, loss = 5.16714620 Validation score: -114.763607 Iteration 318, loss = 5.14431886 Validation score: -114.257041 Iteration 319, loss = 5.12156626 Validation score: -113.752065 Iteration 320, loss = 5.09888850 Validation score: -113.248683 Iteration 321, loss = 5.07628567 Validation score: -112.746899 Iteration 322, loss = 5.05375787 Validation score: -112.246714 Iteration 323, loss = 5.03130520 Validation score: -111.748131 Iteration 324, loss = 5.00892773 Validation score: -111.251154 Iteration 325, loss = 4.98662555 Validation score: -110.755784 Iteration 326, loss = 4.96439872 Validation score: -110.262024 Iteration 327, loss = 4.94224733 Validation score: -109.769877 Iteration 328, loss = 4.92017143 Validation score: -109.279344 Iteration 329, loss = 4.89817109 Validation score: -108.790428 Iteration 330, loss = 4.87624635 Validation score: -108.303130 Iteration 331, loss = 4.85439727 Validation score: -107.817453 Iteration 332, loss = 4.83262389 Validation score: -107.333399 Iteration 333, loss = 4.81092625 Validation score: -106.850969 Iteration 334, loss = 4.78930439 Validation score: -106.370164 Iteration 335, loss = 4.76775833 Validation score: -105.890987 Iteration 336, loss = 4.74628811 Validation score: -105.413438 Iteration 337, loss = 4.72489373 Validation score: -104.937519 Iteration 338, loss = 4.70357523 Validation score: -104.463232 Iteration 339, loss = 4.68233261 Validation score: -103.990576 Iteration 340, loss = 4.66116587 Validation score: -103.519554 Iteration 341, loss = 4.64007502 Validation score: -103.050166 Iteration 342, loss = 4.61906006 Validation score: -102.582413 Iteration 343, loss = 4.59812099 Validation score: -102.116295 Iteration 344, loss = 4.57725778 Validation score: -101.651814 Iteration 345, loss = 4.55647043 Validation score: -101.188969 Iteration 346, loss = 4.53575892 Validation score: -100.727762 Iteration 347, loss = 4.51512323 Validation score: -100.268192 Iteration 348, loss = 4.49456332 Validation score: -99.810259 Iteration 349, loss = 4.47407917 Validation score: -99.353964 Iteration 350, loss = 4.45367074 Validation score: -98.899308 Iteration 351, loss = 4.43333799 Validation score: -98.446288 Iteration 352, loss = 4.41308088 Validation score: -97.994907 Iteration 353, loss = 4.39289936 Validation score: -97.545163 Iteration 354, loss = 4.37279339 Validation score: -97.097056 Iteration 355, loss = 4.35276290 Validation score: -96.650585 Iteration 356, loss = 4.33280784 Validation score: -96.205750 Iteration 357, loss = 4.31292814 Validation score: -95.762551 Iteration 358, loss = 4.29312375 Validation score: -95.320987 Iteration 359, loss = 4.27339458 Validation score: -94.881057 Iteration 360, loss = 4.25374058 Validation score: -94.442759 Iteration 361, loss = 4.23416165 Validation score: -94.006094 Iteration 362, loss = 4.21465773 Validation score: -93.571060 Iteration 363, loss = 4.19522873 Validation score: -93.137656 Iteration 364, loss = 4.17587456 Validation score: -92.705881 Iteration 365, loss = 4.15659514 Validation score: -92.275734 Iteration 366, loss = 4.13739037 Validation score: -91.847213 Iteration 367, loss = 4.11826015 Validation score: -91.420316 Iteration 368, loss = 4.09920439 Validation score: -90.995043 Iteration 369, loss = 4.08022298 Validation score: -90.571392 Iteration 370, loss = 4.06131582 Validation score: -90.149360 Iteration 371, loss = 4.04248280 Validation score: -89.728947 Iteration 372, loss = 4.02372381 Validation score: -89.310151 Iteration 373, loss = 4.00503874 Validation score: -88.892969 Iteration 374, loss = 3.98642746 Validation score: -88.477400 Iteration 375, loss = 3.96788987 Validation score: -88.063442 Iteration 376, loss = 3.94942583 Validation score: -87.651092 Iteration 377, loss = 3.93103522 Validation score: -87.240348 Iteration 378, loss = 3.91271792 Validation score: -86.831209 Iteration 379, loss = 3.89447379 Validation score: -86.423672 Iteration 380, loss = 3.87630271 Validation score: -86.017735 Iteration 381, loss = 3.85820453 Validation score: -85.613395 Iteration 382, loss = 3.84017912 Validation score: -85.210649 Iteration 383, loss = 3.82222633 Validation score: -84.809496 Iteration 384, loss = 3.80434604 Validation score: -84.409932 Iteration 385, loss = 3.78653808 Validation score: -84.011955 Iteration 386, loss = 3.76880232 Validation score: -83.615563 Iteration 387, loss = 3.75113860 Validation score: -83.220752 Iteration 388, loss = 3.73354678 Validation score: -82.827520 Iteration 389, loss = 3.71602669 Validation score: -82.435864 Iteration 390, loss = 3.69857819 Validation score: -82.045780 Iteration 391, loss = 3.68120112 Validation score: -81.657267 Iteration 392, loss = 3.66389531 Validation score: -81.270320 Iteration 393, loss = 3.64666061 Validation score: -80.884937 Iteration 394, loss = 3.62949685 Validation score: -80.501115 Iteration 395, loss = 3.61240386 Validation score: -80.118850 Iteration 396, loss = 3.59538149 Validation score: -79.738140 Iteration 397, loss = 3.57842955 Validation score: -79.358980 Iteration 398, loss = 3.56154788 Validation score: -78.981369 Iteration 399, loss = 3.54473631 Validation score: -78.605301 Iteration 400, loss = 3.52799466 Validation score: -78.230775 Iteration 401, loss = 3.51132275 Validation score: -77.857785 Iteration 402, loss = 3.49472041 Validation score: -77.486330 Iteration 403, loss = 3.47818747 Validation score: -77.116406 Iteration 404, loss = 3.46172373 Validation score: -76.748008 Iteration 405, loss = 3.44532901 Validation score: -76.381133 Iteration 406, loss = 3.42900314 Validation score: -76.015778 Iteration 407, loss = 3.41274593 Validation score: -75.651939 Iteration 408, loss = 3.39655719 Validation score: -75.289612 Iteration 409, loss = 3.38043674 Validation score: -74.928793 Iteration 410, loss = 3.36438438 Validation score: -74.569479 Iteration 411, loss = 3.34839993 Validation score: -74.211666 Iteration 412, loss = 3.33248319 Validation score: -73.855350 Iteration 413, loss = 3.31663397 Validation score: -73.500526 Iteration 414, loss = 3.30085208 Validation score: -73.147192 Iteration 415, loss = 3.28513732 Validation score: -72.795343 Iteration 416, loss = 3.26948950 Validation score: -72.444975 Iteration 417, loss = 3.25390843 Validation score: -72.096085 Iteration 418, loss = 3.23839389 Validation score: -71.748667 Iteration 419, loss = 3.22294570 Validation score: -71.402719 Iteration 420, loss = 3.20756365 Validation score: -71.058235 Iteration 421, loss = 3.19224754 Validation score: -70.715212 Iteration 422, loss = 3.17699718 Validation score: -70.373646 Iteration 423, loss = 3.16181236 Validation score: -70.033532 Iteration 424, loss = 3.14669287 Validation score: -69.694867 Iteration 425, loss = 3.13163851 Validation score: -69.357646 Iteration 426, loss = 3.11664908 Validation score: -69.021864 Iteration 427, loss = 3.10172437 Validation score: -68.687518 Iteration 428, loss = 3.08686418 Validation score: -68.354604 Iteration 429, loss = 3.07206829 Validation score: -68.023116 Iteration 430, loss = 3.05733651 Validation score: -67.693051 Iteration 431, loss = 3.04266861 Validation score: -67.364405 Iteration 432, loss = 3.02806440 Validation score: -67.037172 Iteration 433, loss = 3.01352367 Validation score: -66.711349 Iteration 434, loss = 2.99904619 Validation score: -66.386931 Iteration 435, loss = 2.98463177 Validation score: -66.063914 Iteration 436, loss = 2.97028020 Validation score: -65.742294 Iteration 437, loss = 2.95599125 Validation score: -65.422065 Iteration 438, loss = 2.94176473 Validation score: -65.103224 Iteration 439, loss = 2.92760041 Validation score: -64.785766 Iteration 440, loss = 2.91349809 Validation score: -64.469686 Iteration 441, loss = 2.89945754 Validation score: -64.154980 Iteration 442, loss = 2.88547857 Validation score: -63.841644 Iteration 443, loss = 2.87156095 Validation score: -63.529673 Iteration 444, loss = 2.85770448 Validation score: -63.219063 Iteration 445, loss = 2.84390893 Validation score: -62.909808 Iteration 446, loss = 2.83017409 Validation score: -62.601905 Iteration 447, loss = 2.81649975 Validation score: -62.295349 Iteration 448, loss = 2.80288569 Validation score: -61.990135 Iteration 449, loss = 2.78933171 Validation score: -61.686259 Iteration 450, loss = 2.77583757 Validation score: -61.383716 Iteration 451, loss = 2.76240308 Validation score: -61.082502 Iteration 452, loss = 2.74902800 Validation score: -60.782612 Iteration 453, loss = 2.73571214 Validation score: -60.484041 Iteration 454, loss = 2.72245526 Validation score: -60.186785 Iteration 455, loss = 2.70925717 Validation score: -59.890839 Iteration 456, loss = 2.69611763 Validation score: -59.596199 Iteration 457, loss = 2.68303643 Validation score: -59.302860 Iteration 458, loss = 2.67001337 Validation score: -59.010817 Iteration 459, loss = 2.65704822 Validation score: -58.720066 Iteration 460, loss = 2.64414077 Validation score: -58.430602 Iteration 461, loss = 2.63129080 Validation score: -58.142420 Iteration 462, loss = 2.61849810 Validation score: -57.855517 Iteration 463, loss = 2.60576245 Validation score: -57.569886 Iteration 464, loss = 2.59308363 Validation score: -57.285525 Iteration 465, loss = 2.58046144 Validation score: -57.002427 Iteration 466, loss = 2.56789565 Validation score: -56.720589 Iteration 467, loss = 2.55538606 Validation score: -56.440005 Iteration 468, loss = 2.54293244 Validation score: -56.160672 Iteration 469, loss = 2.53053458 Validation score: -55.882584 Iteration 470, loss = 2.51819227 Validation score: -55.605737 Iteration 471, loss = 2.50590530 Validation score: -55.330126 Iteration 472, loss = 2.49367344 Validation score: -55.055747 Iteration 473, loss = 2.48149649 Validation score: -54.782594 Iteration 474, loss = 2.46937424 Validation score: -54.510665 Iteration 475, loss = 2.45730646 Validation score: -54.239953 Iteration 476, loss = 2.44529295 Validation score: -53.970454 Iteration 477, loss = 2.43333350 Validation score: -53.702163 Iteration 478, loss = 2.42142788 Validation score: -53.435077 Iteration 479, loss = 2.40957590 Validation score: -53.169190 Iteration 480, loss = 2.39777734 Validation score: -52.904498 Iteration 481, loss = 2.38603198 Validation score: -52.640996 Iteration 482, loss = 2.37433962 Validation score: -52.378679 Iteration 483, loss = 2.36270004 Validation score: -52.117544 Iteration 484, loss = 2.35111304 Validation score: -51.857585 Iteration 485, loss = 2.33957841 Validation score: -51.598798 Iteration 486, loss = 2.32809593 Validation score: -51.341178 Iteration 487, loss = 2.31666540 Validation score: -51.084721 Iteration 488, loss = 2.30528660 Validation score: -50.829422 Iteration 489, loss = 2.29395934 Validation score: -50.575277 Iteration 490, loss = 2.28268340 Validation score: -50.322281 Iteration 491, loss = 2.27145857 Validation score: -50.070430 Iteration 492, loss = 2.26028465 Validation score: -49.819719 Iteration 493, loss = 2.24916143 Validation score: -49.570143 Iteration 494, loss = 2.23808871 Validation score: -49.321698 Iteration 495, loss = 2.22706628 Validation score: -49.074380 Iteration 496, loss = 2.21609393 Validation score: -48.828185 Iteration 497, loss = 2.20517146 Validation score: -48.583106 Iteration 498, loss = 2.19429867 Validation score: -48.339141 Iteration 499, loss = 2.18347535 Validation score: -48.096285 Iteration 500, loss = 2.17270130 Validation score: -47.854533 Iteration 501, loss = 2.16197632 Validation score: -47.613881 Iteration 502, loss = 2.15130020 Validation score: -47.374324 Iteration 503, loss = 2.14067275 Validation score: -47.135858 Iteration 504, loss = 2.13009376 Validation score: -46.898479 Iteration 505, loss = 2.11956302 Validation score: -46.662182 Iteration 506, loss = 2.10908036 Validation score: -46.426963 Iteration 507, loss = 2.09864555 Validation score: -46.192817 Iteration 508, loss = 2.08825841 Validation score: -45.959740 Iteration 509, loss = 2.07791873 Validation score: -45.727728 Iteration 510, loss = 2.06762632 Validation score: -45.496776 Iteration 511, loss = 2.05738098 Validation score: -45.266880 Iteration 512, loss = 2.04718252 Validation score: -45.038036 Iteration 513, loss = 2.03703073 Validation score: -44.810239 Iteration 514, loss = 2.02692543 Validation score: -44.583485 Iteration 515, loss = 2.01686642 Validation score: -44.357770 Iteration 516, loss = 2.00685350 Validation score: -44.133090 Iteration 517, loss = 1.99688648 Validation score: -43.909440 Iteration 518, loss = 1.98696516 Validation score: -43.686816 Iteration 519, loss = 1.97708937 Validation score: -43.465213 Iteration 520, loss = 1.96725889 Validation score: -43.244628 Iteration 521, loss = 1.95747355 Validation score: -43.025056 Iteration 522, loss = 1.94773315 Validation score: -42.806494 Iteration 523, loss = 1.93803750 Validation score: -42.588936 Iteration 524, loss = 1.92838641 Validation score: -42.372379 Iteration 525, loss = 1.91877970 Validation score: -42.156818 Iteration 526, loss = 1.90921717 Validation score: -41.942250 Iteration 527, loss = 1.89969864 Validation score: -41.728670 Iteration 528, loss = 1.89022393 Validation score: -41.516075 Iteration 529, loss = 1.88079283 Validation score: -41.304459 Iteration 530, loss = 1.87140518 Validation score: -41.093819 Iteration 531, loss = 1.86206078 Validation score: -40.884151 Iteration 532, loss = 1.85275946 Validation score: -40.675450 Iteration 533, loss = 1.84350102 Validation score: -40.467714 Iteration 534, loss = 1.83428528 Validation score: -40.260936 Iteration 535, loss = 1.82511207 Validation score: -40.055115 Iteration 536, loss = 1.81598120 Validation score: -39.850245 Iteration 537, loss = 1.80689249 Validation score: -39.646322 Iteration 538, loss = 1.79784575 Validation score: -39.443343 Iteration 539, loss = 1.78884082 Validation score: -39.241304 Iteration 540, loss = 1.77987750 Validation score: -39.040200 Iteration 541, loss = 1.77095563 Validation score: -38.840027 Iteration 542, loss = 1.76207502 Validation score: -38.640783 Iteration 543, loss = 1.75323550 Validation score: -38.442462 Iteration 544, loss = 1.74443689 Validation score: -38.245061 Iteration 545, loss = 1.73567902 Validation score: -38.048575 Iteration 546, loss = 1.72696170 Validation score: -37.853002 Iteration 547, loss = 1.71828478 Validation score: -37.658337 Iteration 548, loss = 1.70964806 Validation score: -37.464576 Iteration 549, loss = 1.70105138 Validation score: -37.271716 Iteration 550, loss = 1.69249457 Validation score: -37.079752 Iteration 551, loss = 1.68397745 Validation score: -36.888681 Iteration 552, loss = 1.67549985 Validation score: -36.698499 Iteration 553, loss = 1.66706161 Validation score: -36.509202 Iteration 554, loss = 1.65866255 Validation score: -36.320786 Iteration 555, loss = 1.65030251 Validation score: -36.133248 Iteration 556, loss = 1.64198131 Validation score: -35.946584 Iteration 557, loss = 1.63369879 Validation score: -35.760790 Iteration 558, loss = 1.62545478 Validation score: -35.575863 Iteration 559, loss = 1.61724911 Validation score: -35.391798 Iteration 560, loss = 1.60908162 Validation score: -35.208592 Iteration 561, loss = 1.60095214 Validation score: -35.026241 Iteration 562, loss = 1.59286052 Validation score: -34.844742 Iteration 563, loss = 1.58480657 Validation score: -34.664091 Iteration 564, loss = 1.57679015 Validation score: -34.484285 Iteration 565, loss = 1.56881109 Validation score: -34.305319 Iteration 566, loss = 1.56086922 Validation score: -34.127190 Iteration 567, loss = 1.55296439 Validation score: -33.949895 Iteration 568, loss = 1.54509643 Validation score: -33.773429 Iteration 569, loss = 1.53726519 Validation score: -33.597790 Iteration 570, loss = 1.52947050 Validation score: -33.422974 Iteration 571, loss = 1.52171221 Validation score: -33.248977 Iteration 572, loss = 1.51399016 Validation score: -33.075795 Iteration 573, loss = 1.50630419 Validation score: -32.903426 Iteration 574, loss = 1.49865415 Validation score: -32.731866 Iteration 575, loss = 1.49103988 Validation score: -32.561110 Iteration 576, loss = 1.48346121 Validation score: -32.391157 Iteration 577, loss = 1.47591801 Validation score: -32.222001 Iteration 578, loss = 1.46841011 Validation score: -32.053641 Iteration 579, loss = 1.46093736 Validation score: -31.886072 Iteration 580, loss = 1.45349961 Validation score: -31.719291 Iteration 581, loss = 1.44609671 Validation score: -31.553294 Iteration 582, loss = 1.43872850 Validation score: -31.388078 Iteration 583, loss = 1.43139483 Validation score: -31.223641 Iteration 584, loss = 1.42409556 Validation score: -31.059977 Iteration 585, loss = 1.41683053 Validation score: -30.897085 Iteration 586, loss = 1.40959959 Validation score: -30.734960 Iteration 587, loss = 1.40240260 Validation score: -30.573600 Iteration 588, loss = 1.39523941 Validation score: -30.413001 Iteration 589, loss = 1.38810987 Validation score: -30.253160 Iteration 590, loss = 1.38101383 Validation score: -30.094073 Iteration 591, loss = 1.37395115 Validation score: -29.935737 Iteration 592, loss = 1.36692168 Validation score: -29.778149 Iteration 593, loss = 1.35992528 Validation score: -29.621306 Iteration 594, loss = 1.35296180 Validation score: -29.465205 Iteration 595, loss = 1.34603111 Validation score: -29.309841 Iteration 596, loss = 1.33913305 Validation score: -29.155213 Iteration 597, loss = 1.33226748 Validation score: -29.001317 Iteration 598, loss = 1.32543427 Validation score: -28.848149 Iteration 599, loss = 1.31863328 Validation score: -28.695707 Iteration 600, loss = 1.31186435 Validation score: -28.543987 Iteration 601, loss = 1.30512736 Validation score: -28.392987 Iteration 602, loss = 1.29842215 Validation score: -28.242702 Iteration 603, loss = 1.29174861 Validation score: -28.093130 Iteration 604, loss = 1.28510658 Validation score: -27.944269 Iteration 605, loss = 1.27849592 Validation score: -27.796114 Iteration 606, loss = 1.27191651 Validation score: -27.648663 Iteration 607, loss = 1.26536820 Validation score: -27.501912 Iteration 608, loss = 1.25885087 Validation score: -27.355859 Iteration 609, loss = 1.25236436 Validation score: -27.210501 Iteration 610, loss = 1.24590856 Validation score: -27.065834 Iteration 611, loss = 1.23948332 Validation score: -26.921856 Iteration 612, loss = 1.23308852 Validation score: -26.778563 Iteration 613, loss = 1.22672401 Validation score: -26.635952 Iteration 614, loss = 1.22038967 Validation score: -26.494022 Iteration 615, loss = 1.21408537 Validation score: -26.352767 Iteration 616, loss = 1.20781097 Validation score: -26.212187 Iteration 617, loss = 1.20156634 Validation score: -26.072277 Iteration 618, loss = 1.19535136 Validation score: -25.933035 Iteration 619, loss = 1.18916589 Validation score: -25.794458 Iteration 620, loss = 1.18300981 Validation score: -25.656543 Iteration 621, loss = 1.17688298 Validation score: -25.519287 Iteration 622, loss = 1.17078528 Validation score: -25.382687 Iteration 623, loss = 1.16471659 Validation score: -25.246740 Iteration 624, loss = 1.15867677 Validation score: -25.111444 Iteration 625, loss = 1.15266569 Validation score: -24.976796 Iteration 626, loss = 1.14668325 Validation score: -24.842792 Iteration 627, loss = 1.14072930 Validation score: -24.709431 Iteration 628, loss = 1.13480372 Validation score: -24.576708 Iteration 629, loss = 1.12890639 Validation score: -24.444622 Iteration 630, loss = 1.12303720 Validation score: -24.313170 Iteration 631, loss = 1.11719600 Validation score: -24.182348 Iteration 632, loss = 1.11138268 Validation score: -24.052155 Iteration 633, loss = 1.10559713 Validation score: -23.922587 Iteration 634, loss = 1.09983921 Validation score: -23.793641 Iteration 635, loss = 1.09410881 Validation score: -23.665316 Iteration 636, loss = 1.08840581 Validation score: -23.537608 Iteration 637, loss = 1.08273008 Validation score: -23.410514 Iteration 638, loss = 1.07708151 Validation score: -23.284032 Iteration 639, loss = 1.07145999 Validation score: -23.158159 Iteration 640, loss = 1.06586538 Validation score: -23.032892 Iteration 641, loss = 1.06029757 Validation score: -22.908230 Iteration 642, loss = 1.05475646 Validation score: -22.784168 Iteration 643, loss = 1.04924191 Validation score: -22.660705 Iteration 644, loss = 1.04375381 Validation score: -22.537838 Iteration 645, loss = 1.03829205 Validation score: -22.415564 Iteration 646, loss = 1.03285652 Validation score: -22.293881 Iteration 647, loss = 1.02744709 Validation score: -22.172787 Iteration 648, loss = 1.02206366 Validation score: -22.052277 Iteration 649, loss = 1.01670610 Validation score: -21.932351 Iteration 650, loss = 1.01137432 Validation score: -21.813005 Iteration 651, loss = 1.00606818 Validation score: -21.694237 Iteration 652, loss = 1.00078759 Validation score: -21.576044 Iteration 653, loss = 0.99553243 Validation score: -21.458424 Iteration 654, loss = 0.99030259 Validation score: -21.341375 Iteration 655, loss = 0.98509795 Validation score: -21.224893 Iteration 656, loss = 0.97991842 Validation score: -21.108976 Iteration 657, loss = 0.97476387 Validation score: -20.993623 Iteration 658, loss = 0.96963420 Validation score: -20.878830 Iteration 659, loss = 0.96452929 Validation score: -20.764594 Iteration 660, loss = 0.95944906 Validation score: -20.650914 Iteration 661, loss = 0.95439337 Validation score: -20.537788 Iteration 662, loss = 0.94936213 Validation score: -20.425212 Iteration 663, loss = 0.94435523 Validation score: -20.313184 Iteration 664, loss = 0.93937256 Validation score: -20.201701 Iteration 665, loss = 0.93441401 Validation score: -20.090763 Iteration 666, loss = 0.92947949 Validation score: -19.980365 Iteration 667, loss = 0.92456888 Validation score: -19.870506 Iteration 668, loss = 0.91968208 Validation score: -19.761183 Iteration 669, loss = 0.91481899 Validation score: -19.652394 Iteration 670, loss = 0.90997950 Validation score: -19.544136 Iteration 671, loss = 0.90516351 Validation score: -19.436408 Iteration 672, loss = 0.90037092 Validation score: -19.329207 Iteration 673, loss = 0.89560161 Validation score: -19.222530 Iteration 674, loss = 0.89085550 Validation score: -19.116376 Iteration 675, loss = 0.88613248 Validation score: -19.010741 Iteration 676, loss = 0.88143245 Validation score: -18.905624 Iteration 677, loss = 0.87675531 Validation score: -18.801023 Iteration 678, loss = 0.87210095 Validation score: -18.696935 Iteration 679, loss = 0.86746928 Validation score: -18.593357 Iteration 680, loss = 0.86286020 Validation score: -18.490289 Iteration 681, loss = 0.85827360 Validation score: -18.387726 Iteration 682, loss = 0.85370940 Validation score: -18.285668 Iteration 683, loss = 0.84916749 Validation score: -18.184112 Iteration 684, loss = 0.84464777 Validation score: -18.083056 Iteration 685, loss = 0.84015015 Validation score: -17.982497 Iteration 686, loss = 0.83567453 Validation score: -17.882433 Iteration 687, loss = 0.83122081 Validation score: -17.782863 Iteration 688, loss = 0.82678890 Validation score: -17.683784 Iteration 689, loss = 0.82237870 Validation score: -17.585193 Iteration 690, loss = 0.81799012 Validation score: -17.487089 Iteration 691, loss = 0.81362306 Validation score: -17.389470 Iteration 692, loss = 0.80927742 Validation score: -17.292333 Iteration 693, loss = 0.80495311 Validation score: -17.195676 Iteration 694, loss = 0.80065005 Validation score: -17.099497 Iteration 695, loss = 0.79636812 Validation score: -17.003795 Iteration 696, loss = 0.79210726 Validation score: -16.908566 Iteration 697, loss = 0.78786735 Validation score: -16.813809 Iteration 698, loss = 0.78364830 Validation score: -16.719522 Iteration 699, loss = 0.77945004 Validation score: -16.625703 Iteration 700, loss = 0.77527245 Validation score: -16.532349 Iteration 701, loss = 0.77111546 Validation score: -16.439459 Iteration 702, loss = 0.76697898 Validation score: -16.347030 Iteration 703, loss = 0.76286290 Validation score: -16.255060 Iteration 704, loss = 0.75876715 Validation score: -16.163549 Iteration 705, loss = 0.75469163 Validation score: -16.072492 Iteration 706, loss = 0.75063625 Validation score: -15.981889 Iteration 707, loss = 0.74660093 Validation score: -15.891737 Iteration 708, loss = 0.74258557 Validation score: -15.802035 Iteration 709, loss = 0.73859010 Validation score: -15.712780 Iteration 710, loss = 0.73461441 Validation score: -15.623970 Iteration 711, loss = 0.73065843 Validation score: -15.535604 Iteration 712, loss = 0.72672207 Validation score: -15.447679 Iteration 713, loss = 0.72280523 Validation score: -15.360194 Iteration 714, loss = 0.71890784 Validation score: -15.273147 Iteration 715, loss = 0.71502981 Validation score: -15.186535 Iteration 716, loss = 0.71117105 Validation score: -15.100356 Iteration 717, loss = 0.70733148 Validation score: -15.014610 Iteration 718, loss = 0.70351101 Validation score: -14.929293 Iteration 719, loss = 0.69970956 Validation score: -14.844404 Iteration 720, loss = 0.69592705 Validation score: -14.759941 Iteration 721, loss = 0.69216338 Validation score: -14.675903 Iteration 722, loss = 0.68841849 Validation score: -14.592286 Iteration 723, loss = 0.68469227 Validation score: -14.509090 Iteration 724, loss = 0.68098466 Validation score: -14.426313 Iteration 725, loss = 0.67729557 Validation score: -14.343952 Iteration 726, loss = 0.67362492 Validation score: -14.262006 Iteration 727, loss = 0.66997262 Validation score: -14.180473 Iteration 728, loss = 0.66633860 Validation score: -14.099351 Iteration 729, loss = 0.66272277 Validation score: -14.018638 Iteration 730, loss = 0.65912506 Validation score: -13.938333 Iteration 731, loss = 0.65554537 Validation score: -13.858433 Iteration 732, loss = 0.65198364 Validation score: -13.778937 Iteration 733, loss = 0.64843979 Validation score: -13.699844 Iteration 734, loss = 0.64491373 Validation score: -13.621150 Iteration 735, loss = 0.64140538 Validation score: -13.542855 Iteration 736, loss = 0.63791467 Validation score: -13.464956 Iteration 737, loss = 0.63444152 Validation score: -13.387453 Iteration 738, loss = 0.63098584 Validation score: -13.310342 Iteration 739, loss = 0.62754757 Validation score: -13.233623 Iteration 740, loss = 0.62412663 Validation score: -13.157294 Iteration 741, loss = 0.62072293 Validation score: -13.081352 Iteration 742, loss = 0.61733641 Validation score: -13.005797 Iteration 743, loss = 0.61396698 Validation score: -12.930626 Iteration 744, loss = 0.61061457 Validation score: -12.855837 Iteration 745, loss = 0.60727910 Validation score: -12.781430 Iteration 746, loss = 0.60396050 Validation score: -12.707402 Iteration 747, loss = 0.60065869 Validation score: -12.633752 Iteration 748, loss = 0.59737360 Validation score: -12.560477 Iteration 749, loss = 0.59410515 Validation score: -12.487577 Iteration 750, loss = 0.59085328 Validation score: -12.415049 Iteration 751, loss = 0.58761789 Validation score: -12.342892 Iteration 752, loss = 0.58439893 Validation score: -12.271104 Iteration 753, loss = 0.58119632 Validation score: -12.199683 Iteration 754, loss = 0.57800998 Validation score: -12.128629 Iteration 755, loss = 0.57483985 Validation score: -12.057939 Iteration 756, loss = 0.57168584 Validation score: -11.987611 Iteration 757, loss = 0.56854789 Validation score: -11.917644 Iteration 758, loss = 0.56542593 Validation score: -11.848037 Iteration 759, loss = 0.56231989 Validation score: -11.778787 Iteration 760, loss = 0.55922968 Validation score: -11.709894 Iteration 761, loss = 0.55615525 Validation score: -11.641354 Iteration 762, loss = 0.55309652 Validation score: -11.573168 Iteration 763, loss = 0.55005343 Validation score: -11.505333 Iteration 764, loss = 0.54702589 Validation score: -11.437848 Iteration 765, loss = 0.54401385 Validation score: -11.370711 Iteration 766, loss = 0.54101722 Validation score: -11.303921 Iteration 767, loss = 0.53803595 Validation score: -11.237475 Iteration 768, loss = 0.53506997 Validation score: -11.171373 Iteration 769, loss = 0.53211920 Validation score: -11.105613 Iteration 770, loss = 0.52918357 Validation score: -11.040193 Iteration 771, loss = 0.52626303 Validation score: -10.975112 Iteration 772, loss = 0.52335749 Validation score: -10.910368 Iteration 773, loss = 0.52046690 Validation score: -10.845960 Iteration 774, loss = 0.51759119 Validation score: -10.781887 Iteration 775, loss = 0.51473028 Validation score: -10.718145 Iteration 776, loss = 0.51188412 Validation score: -10.654736 Iteration 777, loss = 0.50905263 Validation score: -10.591655 Iteration 778, loss = 0.50623575 Validation score: -10.528903 Iteration 779, loss = 0.50343341 Validation score: -10.466478 Iteration 780, loss = 0.50064556 Validation score: -10.404378 Iteration 781, loss = 0.49787211 Validation score: -10.342601 Iteration 782, loss = 0.49511302 Validation score: -10.281147 Iteration 783, loss = 0.49236820 Validation score: -10.220014 Iteration 784, loss = 0.48963761 Validation score: -10.159200 Iteration 785, loss = 0.48692116 Validation score: -10.098704 Iteration 786, loss = 0.48421881 Validation score: -10.038524 Iteration 787, loss = 0.48153049 Validation score: -9.978660 Iteration 788, loss = 0.47885612 Validation score: -9.919108 Iteration 789, loss = 0.47619565 Validation score: -9.859869 Iteration 790, loss = 0.47354903 Validation score: -9.800941 Iteration 791, loss = 0.47091617 Validation score: -9.742322 Iteration 792, loss = 0.46829702 Validation score: -9.684011 Iteration 793, loss = 0.46569152 Validation score: -9.626006 Iteration 794, loss = 0.46309961 Validation score: -9.568306 Iteration 795, loss = 0.46052123 Validation score: -9.510910 Iteration 796, loss = 0.45795630 Validation score: -9.453816 Iteration 797, loss = 0.45540478 Validation score: -9.397023 Iteration 798, loss = 0.45286660 Validation score: -9.340530 Iteration 799, loss = 0.45034170 Validation score: -9.284335 Iteration 800, loss = 0.44783001 Validation score: -9.228436 Iteration 801, loss = 0.44533149 Validation score: -9.172833 Iteration 802, loss = 0.44284606 Validation score: -9.117524 Iteration 803, loss = 0.44037368 Validation score: -9.062507 Iteration 804, loss = 0.43791427 Validation score: -9.007782 Iteration 805, loss = 0.43546779 Validation score: -8.953347 Iteration 806, loss = 0.43303416 Validation score: -8.899200 Iteration 807, loss = 0.43061334 Validation score: -8.845341 Iteration 808, loss = 0.42820526 Validation score: -8.791768 Iteration 809, loss = 0.42580987 Validation score: -8.738479 Iteration 810, loss = 0.42342710 Validation score: -8.685474 Iteration 811, loss = 0.42105690 Validation score: -8.632751 Iteration 812, loss = 0.41869921 Validation score: -8.580308 Iteration 813, loss = 0.41635398 Validation score: -8.528145 Iteration 814, loss = 0.41402115 Validation score: -8.476261 Iteration 815, loss = 0.41170065 Validation score: -8.424653 Iteration 816, loss = 0.40939244 Validation score: -8.373320 Iteration 817, loss = 0.40709645 Validation score: -8.322262 Iteration 818, loss = 0.40481264 Validation score: -8.271477 Iteration 819, loss = 0.40254094 Validation score: -8.220964 Iteration 820, loss = 0.40028130 Validation score: -8.170721 Iteration 821, loss = 0.39803366 Validation score: -8.120748 Iteration 822, loss = 0.39579796 Validation score: -8.071042 Iteration 823, loss = 0.39357416 Validation score: -8.021603 Iteration 824, loss = 0.39136220 Validation score: -7.972430 Iteration 825, loss = 0.38916202 Validation score: -7.923521 Iteration 826, loss = 0.38697357 Validation score: -7.874875 Iteration 827, loss = 0.38479679 Validation score: -7.826491 Iteration 828, loss = 0.38263163 Validation score: -7.778368 Iteration 829, loss = 0.38047803 Validation score: -7.730503 Iteration 830, loss = 0.37833595 Validation score: -7.682897 Iteration 831, loss = 0.37620533 Validation score: -7.635548 Iteration 832, loss = 0.37408611 Validation score: -7.588455 Iteration 833, loss = 0.37197825 Validation score: -7.541616 Iteration 834, loss = 0.36988168 Validation score: -7.495031 Iteration 835, loss = 0.36779637 Validation score: -7.448698 Iteration 836, loss = 0.36572224 Validation score: -7.402615 Iteration 837, loss = 0.36365926 Validation score: -7.356783 Iteration 838, loss = 0.36160737 Validation score: -7.311199 Iteration 839, loss = 0.35956652 Validation score: -7.265863 Iteration 840, loss = 0.35753666 Validation score: -7.220773 Iteration 841, loss = 0.35551773 Validation score: -7.175928 Iteration 842, loss = 0.35350969 Validation score: -7.131327 Iteration 843, loss = 0.35151248 Validation score: -7.086969 Iteration 844, loss = 0.34952606 Validation score: -7.042852 Iteration 845, loss = 0.34755037 Validation score: -6.998977 Iteration 846, loss = 0.34558536 Validation score: -6.955340 Iteration 847, loss = 0.34363098 Validation score: -6.911942 Iteration 848, loss = 0.34168719 Validation score: -6.868781 Iteration 849, loss = 0.33975393 Validation score: -6.825856 Iteration 850, loss = 0.33783116 Validation score: -6.783166 Iteration 851, loss = 0.33591882 Validation score: -6.740710 Iteration 852, loss = 0.33401686 Validation score: -6.698487 Iteration 853, loss = 0.33212524 Validation score: -6.656495 Iteration 854, loss = 0.33024391 Validation score: -6.614734 Iteration 855, loss = 0.32837281 Validation score: -6.573202 Iteration 856, loss = 0.32651191 Validation score: -6.531898 Iteration 857, loss = 0.32466115 Validation score: -6.490822 Iteration 858, loss = 0.32282049 Validation score: -6.449971 Iteration 859, loss = 0.32098987 Validation score: -6.409346 Iteration 860, loss = 0.31916926 Validation score: -6.368945 Iteration 861, loss = 0.31735859 Validation score: -6.328767 Iteration 862, loss = 0.31555783 Validation score: -6.288811 Iteration 863, loss = 0.31376693 Validation score: -6.249075 Iteration 864, loss = 0.31198585 Validation score: -6.209559 Iteration 865, loss = 0.31021452 Validation score: -6.170262 Iteration 866, loss = 0.30845292 Validation score: -6.131182 Iteration 867, loss = 0.30670099 Validation score: -6.092320 Iteration 868, loss = 0.30495868 Validation score: -6.053672 Iteration 869, loss = 0.30322596 Validation score: -6.015240 Iteration 870, loss = 0.30150277 Validation score: -5.977020 Iteration 871, loss = 0.29978907 Validation score: -5.939014 Iteration 872, loss = 0.29808481 Validation score: -5.901218 Iteration 873, loss = 0.29638995 Validation score: -5.863633 Iteration 874, loss = 0.29470445 Validation score: -5.826258 Iteration 875, loss = 0.29302826 Validation score: -5.789091 Iteration 876, loss = 0.29136133 Validation score: -5.752131 Iteration 877, loss = 0.28970363 Validation score: -5.715378 Iteration 878, loss = 0.28805510 Validation score: -5.678830 Iteration 879, loss = 0.28641570 Validation score: -5.642487 Iteration 880, loss = 0.28478540 Validation score: -5.606347 Iteration 881, loss = 0.28316414 Validation score: -5.570410 Iteration 882, loss = 0.28155188 Validation score: -5.534674 Iteration 883, loss = 0.27994858 Validation score: -5.499138 Iteration 884, loss = 0.27835419 Validation score: -5.463802 Iteration 885, loss = 0.27676868 Validation score: -5.428665 Iteration 886, loss = 0.27519200 Validation score: -5.393725 Iteration 887, loss = 0.27362410 Validation score: -5.358982 Iteration 888, loss = 0.27206495 Validation score: -5.324434 Iteration 889, loss = 0.27051450 Validation score: -5.290082 Iteration 890, loss = 0.26897272 Validation score: -5.255923 Iteration 891, loss = 0.26743955 Validation score: -5.221956 Iteration 892, loss = 0.26591496 Validation score: -5.188182 Iteration 893, loss = 0.26439890 Validation score: -5.154599 Iteration 894, loss = 0.26289134 Validation score: -5.121206 Iteration 895, loss = 0.26139224 Validation score: -5.088001 Iteration 896, loss = 0.25990154 Validation score: -5.054985 Iteration 897, loss = 0.25841922 Validation score: -5.022156 Iteration 898, loss = 0.25694522 Validation score: -4.989514 Iteration 899, loss = 0.25547952 Validation score: -4.957057 Iteration 900, loss = 0.25402206 Validation score: -4.924784 Iteration 901, loss = 0.25257282 Validation score: -4.892695 Iteration 902, loss = 0.25113174 Validation score: -4.860789 Iteration 903, loss = 0.24969880 Validation score: -4.829065 Iteration 904, loss = 0.24827394 Validation score: -4.797521 Iteration 905, loss = 0.24685714 Validation score: -4.766157 Iteration 906, loss = 0.24544834 Validation score: -4.734973 Iteration 907, loss = 0.24404752 Validation score: -4.703967 Iteration 908, loss = 0.24265463 Validation score: -4.673138 Iteration 909, loss = 0.24126963 Validation score: -4.642485 Iteration 910, loss = 0.23989249 Validation score: -4.612009 Iteration 911, loss = 0.23852316 Validation score: -4.581706 Iteration 912, loss = 0.23716162 Validation score: -4.551578 Iteration 913, loss = 0.23580781 Validation score: -4.521623 Iteration 914, loss = 0.23446171 Validation score: -4.491840 Iteration 915, loss = 0.23312326 Validation score: -4.462228 Iteration 916, loss = 0.23179245 Validation score: -4.432787 Iteration 917, loss = 0.23046922 Validation score: -4.403515 Iteration 918, loss = 0.22915355 Validation score: -4.374412 Iteration 919, loss = 0.22784538 Validation score: -4.345477 Iteration 920, loss = 0.22654470 Validation score: -4.316709 Iteration 921, loss = 0.22525145 Validation score: -4.288107 Iteration 922, loss = 0.22396561 Validation score: -4.259671 Iteration 923, loss = 0.22268713 Validation score: -4.231399 Iteration 924, loss = 0.22141598 Validation score: -4.203291 Iteration 925, loss = 0.22015213 Validation score: -4.175346 Iteration 926, loss = 0.21889553 Validation score: -4.147563 Iteration 927, loss = 0.21764615 Validation score: -4.119941 Iteration 928, loss = 0.21640396 Validation score: -4.092480 Iteration 929, loss = 0.21516892 Validation score: -4.065179 Iteration 930, loss = 0.21394099 Validation score: -4.038036 Iteration 931, loss = 0.21272013 Validation score: -4.011052 Iteration 932, loss = 0.21150633 Validation score: -3.984224 Iteration 933, loss = 0.21029952 Validation score: -3.957554 Iteration 934, loss = 0.20909969 Validation score: -3.931039 Iteration 935, loss = 0.20790680 Validation score: -3.904679 Iteration 936, loss = 0.20672081 Validation score: -3.878473 Iteration 937, loss = 0.20554169 Validation score: -3.852420 Iteration 938, loss = 0.20436940 Validation score: -3.826520 Iteration 939, loss = 0.20320391 Validation score: -3.800772 Iteration 940, loss = 0.20204519 Validation score: -3.775175 Iteration 941, loss = 0.20089320 Validation score: -3.749728 Iteration 942, loss = 0.19974790 Validation score: -3.724430 Iteration 943, loss = 0.19860927 Validation score: -3.699282 Iteration 944, loss = 0.19747727 Validation score: -3.674281 Iteration 945, loss = 0.19635186 Validation score: -3.649428 Iteration 946, loss = 0.19523302 Validation score: -3.624721 Iteration 947, loss = 0.19412071 Validation score: -3.600159 Iteration 948, loss = 0.19301489 Validation score: -3.575743 Iteration 949, loss = 0.19191554 Validation score: -3.551471 Iteration 950, loss = 0.19082262 Validation score: -3.527343 Iteration 951, loss = 0.18973610 Validation score: -3.503357 Iteration 952, loss = 0.18865594 Validation score: -3.479514 Iteration 953, loss = 0.18758212 Validation score: -3.455812 Iteration 954, loss = 0.18651460 Validation score: -3.432250 Iteration 955, loss = 0.18545335 Validation score: -3.408828 Iteration 956, loss = 0.18439834 Validation score: -3.385546 Iteration 957, loss = 0.18334953 Validation score: -3.362401 Iteration 958, loss = 0.18230690 Validation score: -3.339395 Iteration 959, loss = 0.18127040 Validation score: -3.316526 Iteration 960, loss = 0.18024003 Validation score: -3.293792 Iteration 961, loss = 0.17921573 Validation score: -3.271195 Iteration 962, loss = 0.17819748 Validation score: -3.248732 Iteration 963, loss = 0.17718524 Validation score: -3.226404 Iteration 964, loss = 0.17617900 Validation score: -3.204209 Iteration 965, loss = 0.17517871 Validation score: -3.182147 Iteration 966, loss = 0.17418435 Validation score: -3.160217 Iteration 967, loss = 0.17319588 Validation score: -3.138419 Iteration 968, loss = 0.17221327 Validation score: -3.116751 Iteration 969, loss = 0.17123650 Validation score: -3.095214 Iteration 970, loss = 0.17026554 Validation score: -3.073806 Iteration 971, loss = 0.16930035 Validation score: -3.052526 Iteration 972, loss = 0.16834091 Validation score: -3.031375 Iteration 973, loss = 0.16738718 Validation score: -3.010351 Iteration 974, loss = 0.16643913 Validation score: -2.989454 Iteration 975, loss = 0.16549674 Validation score: -2.968683 Iteration 976, loss = 0.16455998 Validation score: -2.948037 Iteration 977, loss = 0.16362882 Validation score: -2.927516 Iteration 978, loss = 0.16270323 Validation score: -2.907119 Iteration 979, loss = 0.16178317 Validation score: -2.886846 Iteration 980, loss = 0.16086863 Validation score: -2.866695 Iteration 981, loss = 0.15995956 Validation score: -2.846666 Iteration 982, loss = 0.15905596 Validation score: -2.826760 Iteration 983, loss = 0.15815777 Validation score: -2.806973 Iteration 984, loss = 0.15726499 Validation score: -2.787308 Iteration 985, loss = 0.15637757 Validation score: -2.767761 Iteration 986, loss = 0.15549549 Validation score: -2.748334 Iteration 987, loss = 0.15461873 Validation score: -2.729025 Iteration 988, loss = 0.15374725 Validation score: -2.709834 Iteration 989, loss = 0.15288103 Validation score: -2.690760 Iteration 990, loss = 0.15202004 Validation score: -2.671803 Iteration 991, loss = 0.15116425 Validation score: -2.652961 Iteration 992, loss = 0.15031363 Validation score: -2.634234 Iteration 993, loss = 0.14946817 Validation score: -2.615622 Iteration 994, loss = 0.14862782 Validation score: -2.597125 Iteration 995, loss = 0.14779257 Validation score: -2.578740 Iteration 996, loss = 0.14696238 Validation score: -2.560469 Iteration 997, loss = 0.14613723 Validation score: -2.542309 Iteration 998, loss = 0.14531710 Validation score: -2.524262 Iteration 999, loss = 0.14450196 Validation score: -2.506325 Iteration 1000, loss = 0.14369177 Validation score: -2.488498 Iteration 1, loss = 13.59736531 Validation score: -426.383444 Iteration 2, loss = 13.57288115 Validation score: -425.615806 Iteration 3, loss = 13.54838446 Validation score: -424.847732 Iteration 4, loss = 13.52387514 Validation score: -424.079218 Iteration 5, loss = 13.49935308 Validation score: -423.310259 Iteration 6, loss = 13.47481816 Validation score: -422.540849 Iteration 7, loss = 13.45027024 Validation score: -421.770983 Iteration 8, loss = 13.42570915 Validation score: -421.000654 Iteration 9, loss = 13.40113475 Validation score: -420.229857 Iteration 10, loss = 13.37654686 Validation score: -419.458585 Iteration 11, loss = 13.35194529 Validation score: -418.686831 Iteration 12, loss = 13.32732987 Validation score: -417.914588 Iteration 13, loss = 13.30270040 Validation score: -417.141848 Iteration 14, loss = 13.27805668 Validation score: -416.368605 Iteration 15, loss = 13.25339851 Validation score: -415.594850 Iteration 16, loss = 13.22872569 Validation score: -414.820577 Iteration 17, loss = 13.20403800 Validation score: -414.045778 Iteration 18, loss = 13.17933525 Validation score: -413.270445 Iteration 19, loss = 13.15461722 Validation score: -412.494571 Iteration 20, loss = 13.12988370 Validation score: -411.718148 Iteration 21, loss = 13.10513448 Validation score: -410.941169 Iteration 22, loss = 13.08036935 Validation score: -410.163627 Iteration 23, loss = 13.05558811 Validation score: -409.385513 Iteration 24, loss = 13.03079056 Validation score: -408.606821 Iteration 25, loss = 13.00597647 Validation score: -407.827545 Iteration 26, loss = 12.98114567 Validation score: -407.047676 Iteration 27, loss = 12.95629794 Validation score: -406.267209 Iteration 28, loss = 12.93143310 Validation score: -405.486137 Iteration 29, loss = 12.90655095 Validation score: -404.704454 Iteration 30, loss = 12.88165131 Validation score: -403.922153 Iteration 31, loss = 12.85673398 Validation score: -403.139230 Iteration 32, loss = 12.83179880 Validation score: -402.355678 Iteration 33, loss = 12.80684557 Validation score: -401.571492 Iteration 34, loss = 12.78187414 Validation score: -400.786669 Iteration 35, loss = 12.75688432 Validation score: -400.001201 Iteration 36, loss = 12.73187596 Validation score: -399.215087 Iteration 37, loss = 12.70684889 Validation score: -398.428320 Iteration 38, loss = 12.68180296 Validation score: -397.640898 Iteration 39, loss = 12.65673800 Validation score: -396.852817 Iteration 40, loss = 12.63165389 Validation score: -396.064073 Iteration 41, loss = 12.60655045 Validation score: -395.274663 Iteration 42, loss = 12.58142757 Validation score: -394.484585 Iteration 43, loss = 12.55628508 Validation score: -393.693837 Iteration 44, loss = 12.53112287 Validation score: -392.902414 Iteration 45, loss = 12.50594080 Validation score: -392.110316 Iteration 46, loss = 12.48073874 Validation score: -391.317541 Iteration 47, loss = 12.45551656 Validation score: -390.524086 Iteration 48, loss = 12.43027415 Validation score: -389.729950 Iteration 49, loss = 12.40501138 Validation score: -388.935132 Iteration 50, loss = 12.37972814 Validation score: -388.139631 Iteration 51, loss = 12.35442432 Validation score: -387.343444 Iteration 52, loss = 12.32909981 Validation score: -386.546572 Iteration 53, loss = 12.30375450 Validation score: -385.749013 Iteration 54, loss = 12.27838828 Validation score: -384.950767 Iteration 55, loss = 12.25300106 Validation score: -384.151834 Iteration 56, loss = 12.22759273 Validation score: -383.352211 Iteration 57, loss = 12.20216321 Validation score: -382.551901 Iteration 58, loss = 12.17671239 Validation score: -381.750901 Iteration 59, loss = 12.15124018 Validation score: -380.949212 Iteration 60, loss = 12.12574650 Validation score: -380.146834 Iteration 61, loss = 12.10023127 Validation score: -379.343767 Iteration 62, loss = 12.07469439 Validation score: -378.540011 Iteration 63, loss = 12.04913578 Validation score: -377.735567 Iteration 64, loss = 12.02355538 Validation score: -376.930434 Iteration 65, loss = 11.99795310 Validation score: -376.124613 Iteration 66, loss = 11.97232888 Validation score: -375.318104 Iteration 67, loss = 11.94668264 Validation score: -374.510909 Iteration 68, loss = 11.92101432 Validation score: -373.703028 Iteration 69, loss = 11.89532385 Validation score: -372.894462 Iteration 70, loss = 11.86961118 Validation score: -372.085212 Iteration 71, loss = 11.84387626 Validation score: -371.275279 Iteration 72, loss = 11.81811902 Validation score: -370.464664 Iteration 73, loss = 11.79233942 Validation score: -369.653368 Iteration 74, loss = 11.76653742 Validation score: -368.841393 Iteration 75, loss = 11.74071297 Validation score: -368.028741 Iteration 76, loss = 11.71486605 Validation score: -367.215413 Iteration 77, loss = 11.68899661 Validation score: -366.401411 Iteration 78, loss = 11.66310463 Validation score: -365.586736 Iteration 79, loss = 11.63719009 Validation score: -364.771392 Iteration 80, loss = 11.61125297 Validation score: -363.955379 Iteration 81, loss = 11.58529325 Validation score: -363.138700 Iteration 82, loss = 11.55931092 Validation score: -362.321358 Iteration 83, loss = 11.53330599 Validation score: -361.503354 Iteration 84, loss = 11.50727844 Validation score: -360.684692 Iteration 85, loss = 11.48122828 Validation score: -359.865373 Iteration 86, loss = 11.45515553 Validation score: -359.045401 Iteration 87, loss = 11.42906019 Validation score: -358.224779 Iteration 88, loss = 11.40294228 Validation score: -357.403508 Iteration 89, loss = 11.37680183 Validation score: -356.581593 Iteration 90, loss = 11.35063887 Validation score: -355.759036 Iteration 91, loss = 11.32445342 Validation score: -354.935840 Iteration 92, loss = 11.29824552 Validation score: -354.112009 Iteration 93, loss = 11.27201522 Validation score: -353.287546 Iteration 94, loss = 11.24576256 Validation score: -352.462455 Iteration 95, loss = 11.21948760 Validation score: -351.636738 Iteration 96, loss = 11.19319038 Validation score: -350.810399 Iteration 97, loss = 11.16687097 Validation score: -349.983443 Iteration 98, loss = 11.14052943 Validation score: -349.155872 Iteration 99, loss = 11.11416584 Validation score: -348.327690 Iteration 100, loss = 11.08778027 Validation score: -347.498902 Iteration 101, loss = 11.06137278 Validation score: -346.669512 Iteration 102, loss = 11.03494348 Validation score: -345.839522 Iteration 103, loss = 11.00849244 Validation score: -345.008939 Iteration 104, loss = 10.98201975 Validation score: -344.177765 Iteration 105, loss = 10.95552552 Validation score: -343.346004 Iteration 106, loss = 10.92900983 Validation score: -342.513663 Iteration 107, loss = 10.90247281 Validation score: -341.680743 Iteration 108, loss = 10.87591454 Validation score: -340.847251 Iteration 109, loss = 10.84933516 Validation score: -340.013191 Iteration 110, loss = 10.82273477 Validation score: -339.178567 Iteration 111, loss = 10.79611351 Validation score: -338.343383 Iteration 112, loss = 10.76947149 Validation score: -337.507646 Iteration 113, loss = 10.74280884 Validation score: -336.671359 Iteration 114, loss = 10.71612572 Validation score: -335.834527 Iteration 115, loss = 10.68942224 Validation score: -334.997155 Iteration 116, loss = 10.66269857 Validation score: -334.159249 Iteration 117, loss = 10.63595484 Validation score: -333.320812 Iteration 118, loss = 10.60919122 Validation score: -332.481851 Iteration 119, loss = 10.58240786 Validation score: -331.642370 Iteration 120, loss = 10.55560493 Validation score: -330.802374 Iteration 121, loss = 10.52878260 Validation score: -329.961868 Iteration 122, loss = 10.50194104 Validation score: -329.120858 Iteration 123, loss = 10.47508043 Validation score: -328.279349 Iteration 124, loss = 10.44820095 Validation score: -327.437345 Iteration 125, loss = 10.42130280 Validation score: -326.594853 Iteration 126, loss = 10.39438616 Validation score: -325.751878 Iteration 127, loss = 10.36745124 Validation score: -324.908424 Iteration 128, loss = 10.34049823 Validation score: -324.064497 Iteration 129, loss = 10.31352736 Validation score: -323.220103 Iteration 130, loss = 10.28653882 Validation score: -322.375247 Iteration 131, loss = 10.25953285 Validation score: -321.529934 Iteration 132, loss = 10.23250966 Validation score: -320.684170 Iteration 133, loss = 10.20546949 Validation score: -319.837961 Iteration 134, loss = 10.17841256 Validation score: -318.991311 Iteration 135, loss = 10.15133913 Validation score: -318.144228 Iteration 136, loss = 10.12424944 Validation score: -317.296717 Iteration 137, loss = 10.09714373 Validation score: -316.448784 Iteration 138, loss = 10.07002227 Validation score: 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Validation score: -301.976136 Iteration 155, loss = 9.60682471 Validation score: -301.121884 Iteration 156, loss = 9.57947049 Validation score: -300.267371 Iteration 157, loss = 9.55210658 Validation score: -299.412608 Iteration 158, loss = 9.52473336 Validation score: -298.557608 Iteration 159, loss = 9.49735123 Validation score: -297.702382 Iteration 160, loss = 9.46996060 Validation score: -296.846944 Iteration 161, loss = 9.44256187 Validation score: -295.991305 Iteration 162, loss = 9.41515545 Validation score: -295.135480 Iteration 163, loss = 9.38774178 Validation score: -294.279482 Iteration 164, loss = 9.36032129 Validation score: -293.423324 Iteration 165, loss = 9.33289441 Validation score: -292.567020 Iteration 166, loss = 9.30546159 Validation score: -291.710585 Iteration 167, loss = 9.27802328 Validation score: -290.854032 Iteration 168, loss = 9.25057995 Validation score: -289.997376 Iteration 169, loss = 9.22313207 Validation score: -289.140632 Iteration 170, loss = 9.19568011 Validation score: -288.283815 Iteration 171, loss = 9.16822455 Validation score: -287.426940 Iteration 172, loss = 9.14076588 Validation score: -286.570022 Iteration 173, loss = 9.11330461 Validation score: -285.713077 Iteration 174, loss = 9.08584123 Validation score: -284.856120 Iteration 175, loss = 9.05837626 Validation score: -283.999168 Iteration 176, loss = 9.03091022 Validation score: -283.142236 Iteration 177, loss = 9.00344363 Validation score: -282.285340 Iteration 178, loss = 8.97597702 Validation score: -281.428496 Iteration 179, loss = 8.94851092 Validation score: -280.571722 Iteration 180, loss = 8.92104590 Validation score: -279.715033 Iteration 181, loss = 8.89358249 Validation score: -278.858446 Iteration 182, loss = 8.86612125 Validation score: -278.001979 Iteration 183, loss = 8.83866275 Validation score: -277.145647 Iteration 184, loss = 8.81120756 Validation score: -276.289469 Iteration 185, loss = 8.78375625 Validation score: -275.433461 Iteration 186, loss = 8.75630940 Validation score: -274.577641 Iteration 187, loss = 8.72886761 Validation score: -273.722026 Iteration 188, loss = 8.70143145 Validation score: -272.866635 Iteration 189, loss = 8.67400154 Validation score: -272.011484 Iteration 190, loss = 8.64657847 Validation score: -271.156591 Iteration 191, loss = 8.61916285 Validation score: -270.301976 Iteration 192, loss = 8.59175530 Validation score: -269.447655 Iteration 193, loss = 8.56435642 Validation score: -268.593647 Iteration 194, loss = 8.53696685 Validation score: -267.739971 Iteration 195, loss = 8.50958721 Validation score: -266.886645 Iteration 196, loss = 8.48221813 Validation score: -266.033687 Iteration 197, loss = 8.45486025 Validation score: -265.181117 Iteration 198, loss = 8.42751421 Validation score: -264.328954 Iteration 199, loss = 8.40018064 Validation score: -263.477215 Iteration 200, loss = 8.37286019 Validation score: -262.625922 Iteration 201, loss = 8.34555352 Validation score: -261.775092 Iteration 202, loss = 8.31826128 Validation score: -260.924745 Iteration 203, loss = 8.29098412 Validation score: -260.074900 Iteration 204, loss = 8.26372270 Validation score: -259.225578 Iteration 205, loss = 8.23647768 Validation score: -258.376797 Iteration 206, loss = 8.20924973 Validation score: -257.528577 Iteration 207, loss = 8.18203952 Validation score: -256.680939 Iteration 208, loss = 8.15484770 Validation score: -255.833901 Iteration 209, loss = 8.12767496 Validation score: -254.987483 Iteration 210, loss = 8.10052196 Validation score: -254.141706 Iteration 211, loss = 8.07338937 Validation score: -253.296590 Iteration 212, loss = 8.04627788 Validation score: -252.452154 Iteration 213, loss = 8.01918816 Validation score: -251.608417 Iteration 214, loss = 7.99212087 Validation score: -250.765401 Iteration 215, loss = 7.96507671 Validation score: -249.923125 Iteration 216, loss = 7.93805635 Validation score: -249.081609 Iteration 217, loss = 7.91106046 Validation score: 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score: -234.911175 Iteration 234, loss = 7.45652917 Validation score: -234.086681 Iteration 235, loss = 7.43008886 Validation score: -233.263314 Iteration 236, loss = 7.40368570 Validation score: -232.441091 Iteration 237, loss = 7.37732031 Validation score: -231.620030 Iteration 238, loss = 7.35099335 Validation score: -230.800149 Iteration 239, loss = 7.32470545 Validation score: -229.981468 Iteration 240, loss = 7.29845723 Validation score: -229.164002 Iteration 241, loss = 7.27224933 Validation score: -228.347770 Iteration 242, loss = 7.24608237 Validation score: -227.532790 Iteration 243, loss = 7.21995697 Validation score: -226.719078 Iteration 244, loss = 7.19387373 Validation score: -225.906653 Iteration 245, loss = 7.16783327 Validation score: -225.095531 Iteration 246, loss = 7.14183620 Validation score: -224.285729 Iteration 247, loss = 7.11588311 Validation score: -223.477264 Iteration 248, loss = 7.08997459 Validation score: -222.670153 Iteration 249, loss = 7.06411125 Validation score: -221.864413 Iteration 250, loss = 7.03829365 Validation score: -221.060060 Iteration 251, loss = 7.01252237 Validation score: -220.257110 Iteration 252, loss = 6.98679800 Validation score: -219.455580 Iteration 253, loss = 6.96112110 Validation score: -218.655486 Iteration 254, loss = 6.93549223 Validation score: -217.856844 Iteration 255, loss = 6.90991194 Validation score: -217.059670 Iteration 256, loss = 6.88438079 Validation score: -216.263978 Iteration 257, loss = 6.85889932 Validation score: -215.469786 Iteration 258, loss = 6.83346807 Validation score: -214.677109 Iteration 259, loss = 6.80808757 Validation score: -213.885961 Iteration 260, loss = 6.78275834 Validation score: -213.096358 Iteration 261, loss = 6.75748091 Validation score: -212.308316 Iteration 262, loss = 6.73225578 Validation score: -211.521848 Iteration 263, loss = 6.70708347 Validation score: -210.736970 Iteration 264, loss = 6.68196446 Validation score: -209.953697 Iteration 265, loss = 6.65689927 Validation score: -209.172043 Iteration 266, loss = 6.63188837 Validation score: -208.392022 Iteration 267, loss = 6.60693224 Validation score: -207.613650 Iteration 268, loss = 6.58203136 Validation score: -206.836939 Iteration 269, loss = 6.55718619 Validation score: -206.061903 Iteration 270, loss = 6.53239719 Validation score: -205.288558 Iteration 271, loss = 6.50766482 Validation score: -204.516916 Iteration 272, loss = 6.48298952 Validation score: -203.746991 Iteration 273, loss = 6.45837173 Validation score: -202.978796 Iteration 274, loss = 6.43381188 Validation score: -202.212344 Iteration 275, loss = 6.40931040 Validation score: -201.447650 Iteration 276, loss = 6.38486770 Validation score: -200.684724 Iteration 277, loss = 6.36048420 Validation score: -199.923582 Iteration 278, loss = 6.33616029 Validation score: -199.164234 Iteration 279, loss = 6.31189638 Validation score: -198.406693 Iteration 280, loss = 6.28769286 Validation score: -197.650972 Iteration 281, loss = 6.26355010 Validation score: -196.897083 Iteration 282, loss = 6.23946848 Validation score: -196.145037 Iteration 283, loss = 6.21544837 Validation score: -195.394847 Iteration 284, loss = 6.19149013 Validation score: -194.646524 Iteration 285, loss = 6.16759411 Validation score: -193.900079 Iteration 286, loss = 6.14376066 Validation score: -193.155523 Iteration 287, loss = 6.11999011 Validation score: -192.412868 Iteration 288, loss = 6.09628281 Validation score: -191.672124 Iteration 289, loss = 6.07263906 Validation score: -190.933301 Iteration 290, loss = 6.04905920 Validation score: -190.196411 Iteration 291, loss = 6.02554352 Validation score: -189.461463 Iteration 292, loss = 6.00209233 Validation score: -188.728468 Iteration 293, loss = 5.97870593 Validation score: -187.997434 Iteration 294, loss = 5.95538460 Validation score: -187.268372 Iteration 295, loss = 5.93212863 Validation score: -186.541291 Iteration 296, loss = 5.90893828 Validation score: -185.816199 Iteration 297, loss = 5.88581383 Validation score: -185.093107 Iteration 298, loss = 5.86275553 Validation score: -184.372022 Iteration 299, loss = 5.83976363 Validation score: -183.652953 Iteration 300, loss = 5.81683839 Validation score: -182.935909 Iteration 301, loss = 5.79398002 Validation score: -182.220897 Iteration 302, loss = 5.77118878 Validation score: -181.507924 Iteration 303, loss = 5.74846487 Validation score: -180.797000 Iteration 304, loss = 5.72580852 Validation score: -180.088130 Iteration 305, loss = 5.70321994 Validation score: -179.381322 Iteration 306, loss = 5.68069932 Validation score: -178.676583 Iteration 307, loss = 5.65824686 Validation score: -177.973920 Iteration 308, loss = 5.63586276 Validation score: -177.273339 Iteration 309, loss = 5.61354719 Validation score: -176.574846 Iteration 310, loss = 5.59130032 Validation score: -175.878447 Iteration 311, loss = 5.56912233 Validation score: -175.184149 Iteration 312, loss = 5.54701338 Validation score: 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score: -163.706982 Iteration 329, loss = 5.18184795 Validation score: -163.051238 Iteration 330, loss = 5.16100178 Validation score: -162.397665 Iteration 331, loss = 5.14022648 Validation score: -161.746264 Iteration 332, loss = 5.11952209 Validation score: -161.097038 Iteration 333, loss = 5.09888866 Validation score: -160.449989 Iteration 334, loss = 5.07832619 Validation score: -159.805116 Iteration 335, loss = 5.05783472 Validation score: -159.162422 Iteration 336, loss = 5.03741425 Validation score: -158.521908 Iteration 337, loss = 5.01706480 Validation score: -157.883573 Iteration 338, loss = 4.99678636 Validation score: -157.247419 Iteration 339, loss = 4.97657895 Validation score: -156.613447 Iteration 340, loss = 4.95644255 Validation score: -155.981655 Iteration 341, loss = 4.93637715 Validation score: -155.352046 Iteration 342, loss = 4.91638273 Validation score: -154.724618 Iteration 343, loss = 4.89645927 Validation score: -154.099371 Iteration 344, loss = 4.87660675 Validation score: -153.476306 Iteration 345, loss = 4.85682514 Validation score: -152.855421 Iteration 346, loss = 4.83711440 Validation score: -152.236716 Iteration 347, loss = 4.81747448 Validation score: -151.620190 Iteration 348, loss = 4.79790534 Validation score: -151.005842 Iteration 349, loss = 4.77840694 Validation score: -150.393672 Iteration 350, loss = 4.75897922 Validation score: -149.783677 Iteration 351, loss = 4.73962212 Validation score: -149.175857 Iteration 352, loss = 4.72033558 Validation score: -148.570209 Iteration 353, loss = 4.70111953 Validation score: -147.966733 Iteration 354, loss = 4.68197389 Validation score: -147.365427 Iteration 355, loss = 4.66289860 Validation score: -146.766288 Iteration 356, loss = 4.64389358 Validation score: -146.169315 Iteration 357, loss = 4.62495873 Validation score: -145.574506 Iteration 358, loss = 4.60609398 Validation score: -144.981857 Iteration 359, loss = 4.58729923 Validation score: -144.391367 Iteration 360, loss = 4.56857439 Validation score: -143.803034 Iteration 361, loss = 4.54991935 Validation score: -143.216854 Iteration 362, loss = 4.53133402 Validation score: -142.632825 Iteration 363, loss = 4.51281829 Validation score: -142.050944 Iteration 364, loss = 4.49437205 Validation score: -141.471208 Iteration 365, loss = 4.47599518 Validation score: -140.893614 Iteration 366, loss = 4.45768758 Validation score: -140.318158 Iteration 367, loss = 4.43944911 Validation score: -139.744838 Iteration 368, loss = 4.42127967 Validation score: -139.173649 Iteration 369, loss = 4.40317912 Validation score: -138.604589 Iteration 370, loss = 4.38514733 Validation score: -138.037654 Iteration 371, loss = 4.36718417 Validation score: -137.472839 Iteration 372, loss = 4.34928952 Validation score: -136.910142 Iteration 373, loss = 4.33146321 Validation score: -136.349558 Iteration 374, loss = 4.31370513 Validation score: -135.791084 Iteration 375, loss = 4.29601512 Validation score: -135.234715 Iteration 376, loss = 4.27839304 Validation score: -134.680447 Iteration 377, loss = 4.26083874 Validation score: -134.128275 Iteration 378, loss = 4.24335207 Validation score: -133.578196 Iteration 379, loss = 4.22593287 Validation score: -133.030205 Iteration 380, loss = 4.20858099 Validation score: -132.484298 Iteration 381, loss = 4.19129627 Validation score: -131.940470 Iteration 382, loss = 4.17407854 Validation score: -131.398716 Iteration 383, loss = 4.15692766 Validation score: -130.859032 Iteration 384, loss = 4.13984344 Validation score: -130.321412 Iteration 385, loss = 4.12282572 Validation score: -129.785853 Iteration 386, loss = 4.10587433 Validation score: -129.252349 Iteration 387, loss = 4.08898910 Validation score: -128.720895 Iteration 388, loss = 4.07216986 Validation score: -128.191486 Iteration 389, loss = 4.05541643 Validation score: -127.664116 Iteration 390, loss = 4.03872864 Validation score: -127.138782 Iteration 391, loss = 4.02210629 Validation score: -126.615477 Iteration 392, loss = 4.00554922 Validation score: -126.094197 Iteration 393, loss = 3.98905724 Validation score: -125.574935 Iteration 394, loss = 3.97263016 Validation score: -125.057687 Iteration 395, loss = 3.95626781 Validation score: -124.542447 Iteration 396, loss = 3.93996998 Validation score: -124.029210 Iteration 397, loss = 3.92373650 Validation score: -123.517970 Iteration 398, loss = 3.90756717 Validation score: -123.008722 Iteration 399, loss = 3.89146180 Validation score: -122.501459 Iteration 400, loss = 3.87542019 Validation score: -121.996177 Iteration 401, loss = 3.85944216 Validation score: -121.492869 Iteration 402, loss = 3.84352751 Validation score: -120.991530 Iteration 403, loss = 3.82767603 Validation score: -120.492154 Iteration 404, loss = 3.81188754 Validation score: -119.994735 Iteration 405, loss = 3.79616183 Validation score: -119.499267 Iteration 406, loss = 3.78049870 Validation score: -119.005745 Iteration 407, loss = 3.76489795 Validation score: -118.514163 Iteration 408, loss = 3.74935938 Validation score: -118.024514 Iteration 409, loss = 3.73388279 Validation score: -117.536792 Iteration 410, loss = 3.71846797 Validation score: -117.050992 Iteration 411, loss = 3.70311472 Validation score: -116.567108 Iteration 412, loss = 3.68782283 Validation score: -116.085133 Iteration 413, loss = 3.67259209 Validation score: -115.605061 Iteration 414, loss = 3.65742230 Validation score: -115.126886 Iteration 415, loss = 3.64231325 Validation score: -114.650603 Iteration 416, loss = 3.62726473 Validation score: -114.176204 Iteration 417, loss = 3.61227654 Validation score: -113.703684 Iteration 418, loss = 3.59734846 Validation score: -113.233037 Iteration 419, loss = 3.58248028 Validation score: -112.764255 Iteration 420, loss = 3.56767180 Validation score: -112.297334 Iteration 421, loss = 3.55292279 Validation score: -111.832267 Iteration 422, loss = 3.53823306 Validation score: -111.369046 Iteration 423, loss = 3.52360239 Validation score: -110.907668 Iteration 424, loss = 3.50903056 Validation score: -110.448123 Iteration 425, loss = 3.49451736 Validation score: -109.990408 Iteration 426, loss = 3.48006259 Validation score: -109.534514 Iteration 427, loss = 3.46566603 Validation score: -109.080437 Iteration 428, loss = 3.45132746 Validation score: -108.628169 Iteration 429, loss = 3.43704667 Validation score: -108.177704 Iteration 430, loss = 3.42282345 Validation score: -107.729036 Iteration 431, loss = 3.40865758 Validation score: -107.282158 Iteration 432, loss = 3.39454886 Validation score: -106.837064 Iteration 433, loss = 3.38049706 Validation score: -106.393748 Iteration 434, loss = 3.36650197 Validation score: -105.952203 Iteration 435, loss = 3.35256338 Validation score: -105.512422 Iteration 436, loss = 3.33868108 Validation score: -105.074401 Iteration 437, loss = 3.32485485 Validation score: -104.638131 Iteration 438, loss = 3.31108447 Validation score: -104.203606 Iteration 439, loss = 3.29736974 Validation score: -103.770821 Iteration 440, loss = 3.28371043 Validation score: -103.339768 Iteration 441, loss = 3.27010634 Validation score: -102.910442 Iteration 442, loss = 3.25655726 Validation score: -102.482836 Iteration 443, loss = 3.24306296 Validation score: -102.056943 Iteration 444, loss = 3.22962323 Validation score: -101.632757 Iteration 445, loss = 3.21623787 Validation score: -101.210272 Iteration 446, loss = 3.20290666 Validation score: -100.789481 Iteration 447, loss = 3.18962938 Validation score: -100.370378 Iteration 448, loss = 3.17640583 Validation score: -99.952957 Iteration 449, loss = 3.16323579 Validation score: -99.537210 Iteration 450, loss = 3.15011906 Validation score: -99.123132 Iteration 451, loss = 3.13705541 Validation score: -98.710717 Iteration 452, loss = 3.12404464 Validation score: -98.299957 Iteration 453, loss = 3.11108654 Validation score: -97.890847 Iteration 454, loss = 3.09818090 Validation score: -97.483380 Iteration 455, loss = 3.08532751 Validation score: -97.077550 Iteration 456, loss = 3.07252615 Validation score: -96.673350 Iteration 457, loss = 3.05977663 Validation score: -96.270775 Iteration 458, loss = 3.04707872 Validation score: -95.869817 Iteration 459, loss = 3.03443223 Validation score: -95.470471 Iteration 460, loss = 3.02183694 Validation score: -95.072730 Iteration 461, loss = 3.00929265 Validation score: -94.676588 Iteration 462, loss = 2.99679914 Validation score: -94.282038 Iteration 463, loss = 2.98435623 Validation score: -93.889075 Iteration 464, loss = 2.97196369 Validation score: -93.497692 Iteration 465, loss = 2.95962132 Validation score: -93.107882 Iteration 466, loss = 2.94732892 Validation score: -92.719641 Iteration 467, loss = 2.93508628 Validation score: -92.332960 Iteration 468, loss = 2.92289321 Validation score: -91.947835 Iteration 469, loss = 2.91074949 Validation score: -91.564259 Iteration 470, loss = 2.89865492 Validation score: -91.182225 Iteration 471, loss = 2.88660931 Validation score: -90.801728 Iteration 472, loss = 2.87461244 Validation score: -90.422762 Iteration 473, loss = 2.86266413 Validation score: -90.045319 Iteration 474, loss = 2.85076417 Validation score: -89.669395 Iteration 475, loss = 2.83891235 Validation score: -89.294983 Iteration 476, loss = 2.82710848 Validation score: -88.922077 Iteration 477, loss = 2.81535237 Validation score: -88.550671 Iteration 478, loss = 2.80364381 Validation score: -88.180759 Iteration 479, loss = 2.79198261 Validation score: -87.812334 Iteration 480, loss = 2.78036857 Validation score: -87.445391 Iteration 481, loss = 2.76880149 Validation score: -87.079924 Iteration 482, loss = 2.75728118 Validation score: -86.715926 Iteration 483, loss = 2.74580745 Validation score: -86.353393 Iteration 484, loss = 2.73438010 Validation score: -85.992317 Iteration 485, loss = 2.72299893 Validation score: -85.632693 Iteration 486, loss = 2.71166376 Validation score: -85.274515 Iteration 487, loss = 2.70037440 Validation score: -84.917777 Iteration 488, loss = 2.68913064 Validation score: -84.562473 Iteration 489, loss = 2.67793231 Validation score: -84.208597 Iteration 490, loss = 2.66677921 Validation score: -83.856144 Iteration 491, loss = 2.65567115 Validation score: -83.505107 Iteration 492, loss = 2.64460794 Validation score: -83.155481 Iteration 493, loss = 2.63358941 Validation score: -82.807260 Iteration 494, loss = 2.62261535 Validation score: -82.460439 Iteration 495, loss = 2.61168558 Validation score: -82.115011 Iteration 496, loss = 2.60079993 Validation score: -81.770970 Iteration 497, loss = 2.58995819 Validation score: -81.428312 Iteration 498, loss = 2.57916020 Validation score: -81.087029 Iteration 499, loss = 2.56840576 Validation score: -80.747118 Iteration 500, loss = 2.55769469 Validation score: -80.408571 Iteration 501, loss = 2.54702681 Validation score: -80.071384 Iteration 502, loss = 2.53640195 Validation score: -79.735551 Iteration 503, loss = 2.52581991 Validation score: -79.401066 Iteration 504, loss = 2.51528052 Validation score: -79.067923 Iteration 505, loss = 2.50478361 Validation score: -78.736117 Iteration 506, loss = 2.49432898 Validation score: -78.405643 Iteration 507, loss = 2.48391647 Validation score: -78.076495 Iteration 508, loss = 2.47354590 Validation score: -77.748667 Iteration 509, loss = 2.46321709 Validation score: -77.422155 Iteration 510, loss = 2.45292987 Validation score: -77.096952 Iteration 511, loss = 2.44268406 Validation score: -76.773053 Iteration 512, loss = 2.43247948 Validation score: -76.450453 Iteration 513, loss = 2.42231598 Validation score: -76.129146 Iteration 514, loss = 2.41219336 Validation score: -75.809128 Iteration 515, loss = 2.40211147 Validation score: -75.490392 Iteration 516, loss = 2.39207013 Validation score: -75.172933 Iteration 517, loss = 2.38206916 Validation score: -74.856747 Iteration 518, loss = 2.37210841 Validation score: -74.541827 Iteration 519, loss = 2.36218770 Validation score: -74.228169 Iteration 520, loss = 2.35230687 Validation score: -73.915767 Iteration 521, loss = 2.34246574 Validation score: -73.604616 Iteration 522, loss = 2.33266415 Validation score: -73.294711 Iteration 523, loss = 2.32290194 Validation score: -72.986047 Iteration 524, loss = 2.31317894 Validation score: -72.678619 Iteration 525, loss = 2.30349498 Validation score: -72.372421 Iteration 526, loss = 2.29384991 Validation score: -72.067448 Iteration 527, loss = 2.28424355 Validation score: -71.763695 Iteration 528, loss = 2.27467576 Validation score: -71.461158 Iteration 529, loss = 2.26514636 Validation score: -71.159831 Iteration 530, loss = 2.25565520 Validation score: -70.859709 Iteration 531, loss = 2.24620211 Validation score: -70.560788 Iteration 532, loss = 2.23678694 Validation score: -70.263061 Iteration 533, loss = 2.22740952 Validation score: -69.966525 Iteration 534, loss = 2.21806971 Validation score: -69.671174 Iteration 535, loss = 2.20876735 Validation score: -69.377004 Iteration 536, loss = 2.19950227 Validation score: -69.084009 Iteration 537, loss = 2.19027432 Validation score: -68.792184 Iteration 538, loss = 2.18108335 Validation score: -68.501526 Iteration 539, loss = 2.17192920 Validation score: -68.212028 Iteration 540, loss = 2.16281173 Validation score: -67.923687 Iteration 541, loss = 2.15373077 Validation score: -67.636497 Iteration 542, loss = 2.14468618 Validation score: -67.350454 Iteration 543, loss = 2.13567780 Validation score: -67.065552 Iteration 544, loss = 2.12670549 Validation score: -66.781788 Iteration 545, loss = 2.11776909 Validation score: -66.499157 Iteration 546, loss = 2.10886845 Validation score: -66.217653 Iteration 547, loss = 2.10000343 Validation score: -65.937272 Iteration 548, loss = 2.09117388 Validation score: -65.658010 Iteration 549, loss = 2.08237966 Validation score: -65.379861 Iteration 550, loss = 2.07362061 Validation score: -65.102823 Iteration 551, loss = 2.06489658 Validation score: -64.826888 Iteration 552, loss = 2.05620745 Validation score: -64.552054 Iteration 553, loss = 2.04755305 Validation score: -64.278316 Iteration 554, loss = 2.03893325 Validation score: -64.005669 Iteration 555, loss = 2.03034791 Validation score: -63.734108 Iteration 556, loss = 2.02179688 Validation score: -63.463630 Iteration 557, loss = 2.01328002 Validation score: -63.194230 Iteration 558, loss = 2.00479718 Validation score: -62.925903 Iteration 559, loss = 1.99634824 Validation score: -62.658644 Iteration 560, loss = 1.98793305 Validation score: -62.392451 Iteration 561, loss = 1.97955147 Validation score: -62.127317 Iteration 562, loss = 1.97120336 Validation score: -61.863240 Iteration 563, loss = 1.96288858 Validation score: -61.600214 Iteration 564, loss = 1.95460701 Validation score: -61.338235 Iteration 565, loss = 1.94635850 Validation score: -61.077299 Iteration 566, loss = 1.93814291 Validation score: -60.817402 Iteration 567, loss = 1.92996011 Validation score: -60.558539 Iteration 568, loss = 1.92180998 Validation score: -60.300706 Iteration 569, loss = 1.91369236 Validation score: -60.043899 Iteration 570, loss = 1.90560714 Validation score: -59.788115 Iteration 571, loss = 1.89755417 Validation score: -59.533347 Iteration 572, loss = 1.88953333 Validation score: -59.279594 Iteration 573, loss = 1.88154448 Validation score: -59.026849 Iteration 574, loss = 1.87358750 Validation score: -58.775110 Iteration 575, loss = 1.86566226 Validation score: -58.524372 Iteration 576, loss = 1.85776862 Validation score: -58.274631 Iteration 577, loss = 1.84990645 Validation score: -58.025884 Iteration 578, loss = 1.84207564 Validation score: -57.778125 Iteration 579, loss = 1.83427604 Validation score: -57.531351 Iteration 580, loss = 1.82650755 Validation score: -57.285558 Iteration 581, loss = 1.81877001 Validation score: -57.040742 Iteration 582, loss = 1.81106333 Validation score: -56.796900 Iteration 583, loss = 1.80338735 Validation score: -56.554026 Iteration 584, loss = 1.79574198 Validation score: -56.312118 Iteration 585, loss = 1.78812707 Validation score: -56.071171 Iteration 586, loss = 1.78054251 Validation score: -55.831181 Iteration 587, loss = 1.77298817 Validation score: -55.592145 Iteration 588, loss = 1.76546393 Validation score: -55.354059 Iteration 589, loss = 1.75796967 Validation score: -55.116918 Iteration 590, loss = 1.75050527 Validation score: -54.880720 Iteration 591, loss = 1.74307061 Validation score: -54.645460 Iteration 592, loss = 1.73566557 Validation score: -54.411134 Iteration 593, loss = 1.72829003 Validation score: -54.177740 Iteration 594, loss = 1.72094387 Validation score: -53.945272 Iteration 595, loss = 1.71362698 Validation score: -53.713727 Iteration 596, loss = 1.70633922 Validation score: -53.483102 Iteration 597, loss = 1.69908050 Validation score: -53.253393 Iteration 598, loss = 1.69185069 Validation score: -53.024597 Iteration 599, loss = 1.68464968 Validation score: -52.796708 Iteration 600, loss = 1.67747734 Validation score: -52.569725 Iteration 601, loss = 1.67033358 Validation score: -52.343643 Iteration 602, loss = 1.66321826 Validation score: -52.118459 Iteration 603, loss = 1.65613129 Validation score: -51.894169 Iteration 604, loss = 1.64907254 Validation score: -51.670770 Iteration 605, loss = 1.64204190 Validation score: -51.448257 Iteration 606, loss = 1.63503927 Validation score: -51.226628 Iteration 607, loss = 1.62806452 Validation score: -51.005879 Iteration 608, loss = 1.62111755 Validation score: -50.786007 Iteration 609, loss = 1.61419825 Validation score: -50.567007 Iteration 610, loss = 1.60730651 Validation score: -50.348877 Iteration 611, loss = 1.60044222 Validation score: -50.131613 Iteration 612, loss = 1.59360526 Validation score: -49.915212 Iteration 613, loss = 1.58679554 Validation score: -49.699670 Iteration 614, loss = 1.58001294 Validation score: -49.484983 Iteration 615, loss = 1.57325736 Validation score: -49.271150 Iteration 616, loss = 1.56652869 Validation score: -49.058165 Iteration 617, loss = 1.55982681 Validation score: -48.846025 Iteration 618, loss = 1.55315164 Validation score: -48.634729 Iteration 619, loss = 1.54650306 Validation score: -48.424271 Iteration 620, loss = 1.53988096 Validation score: -48.214649 Iteration 621, loss = 1.53328525 Validation score: -48.005859 Iteration 622, loss = 1.52671581 Validation score: -47.797898 Iteration 623, loss = 1.52017255 Validation score: -47.590764 Iteration 624, loss = 1.51365536 Validation score: -47.384451 Iteration 625, loss = 1.50716414 Validation score: -47.178959 Iteration 626, loss = 1.50069879 Validation score: -46.974282 Iteration 627, loss = 1.49425920 Validation score: -46.770418 Iteration 628, loss = 1.48784528 Validation score: -46.567365 Iteration 629, loss = 1.48145693 Validation score: -46.365117 Iteration 630, loss = 1.47509403 Validation score: -46.163673 Iteration 631, loss = 1.46875650 Validation score: -45.963030 Iteration 632, loss = 1.46244424 Validation score: -45.763183 Iteration 633, loss = 1.45615714 Validation score: -45.564131 Iteration 634, loss = 1.44989512 Validation score: -45.365870 Iteration 635, loss = 1.44365806 Validation score: -45.168396 Iteration 636, loss = 1.43744587 Validation score: -44.971707 Iteration 637, loss = 1.43125846 Validation score: -44.775800 Iteration 638, loss = 1.42509573 Validation score: -44.580671 Iteration 639, loss = 1.41895758 Validation score: -44.386319 Iteration 640, loss = 1.41284393 Validation score: -44.192738 Iteration 641, loss = 1.40675466 Validation score: -43.999928 Iteration 642, loss = 1.40068969 Validation score: -43.807884 Iteration 643, loss = 1.39464893 Validation score: -43.616603 Iteration 644, loss = 1.38863227 Validation score: -43.426083 Iteration 645, loss = 1.38263963 Validation score: -43.236321 Iteration 646, loss = 1.37667091 Validation score: -43.047314 Iteration 647, loss = 1.37072603 Validation score: -42.859059 Iteration 648, loss = 1.36480488 Validation score: -42.671552 Iteration 649, loss = 1.35890738 Validation score: -42.484792 Iteration 650, loss = 1.35303343 Validation score: -42.298774 Iteration 651, loss = 1.34718295 Validation score: -42.113497 Iteration 652, loss = 1.34135584 Validation score: -41.928958 Iteration 653, loss = 1.33555202 Validation score: -41.745153 Iteration 654, loss = 1.32977139 Validation score: -41.562080 Iteration 655, loss = 1.32401386 Validation score: -41.379735 Iteration 656, loss = 1.31827935 Validation score: -41.198117 Iteration 657, loss = 1.31256776 Validation score: -41.017222 Iteration 658, loss = 1.30687902 Validation score: -40.837048 Iteration 659, loss = 1.30121302 Validation score: -40.657591 Iteration 660, loss = 1.29556969 Validation score: -40.478849 Iteration 661, loss = 1.28994893 Validation score: -40.300820 Iteration 662, loss = 1.28435067 Validation score: -40.123500 Iteration 663, loss = 1.27877481 Validation score: -39.946887 Iteration 664, loss = 1.27322126 Validation score: -39.770978 Iteration 665, loss = 1.26768995 Validation score: -39.595770 Iteration 666, loss = 1.26218079 Validation score: -39.421262 Iteration 667, loss = 1.25669368 Validation score: -39.247449 Iteration 668, loss = 1.25122856 Validation score: -39.074329 Iteration 669, loss = 1.24578533 Validation score: -38.901900 Iteration 670, loss = 1.24036391 Validation score: -38.730160 Iteration 671, loss = 1.23496422 Validation score: -38.559104 Iteration 672, loss = 1.22958617 Validation score: -38.388732 Iteration 673, loss = 1.22422969 Validation score: -38.219040 Iteration 674, loss = 1.21889468 Validation score: -38.050025 Iteration 675, loss = 1.21358108 Validation score: -37.881686 Iteration 676, loss = 1.20828878 Validation score: -37.714019 Iteration 677, loss = 1.20301773 Validation score: -37.547021 Iteration 678, loss = 1.19776783 Validation score: -37.380692 Iteration 679, loss = 1.19253900 Validation score: -37.215027 Iteration 680, loss = 1.18733117 Validation score: -37.050024 Iteration 681, loss = 1.18214426 Validation score: -36.885681 Iteration 682, loss = 1.17697818 Validation score: -36.721996 Iteration 683, loss = 1.17183285 Validation score: -36.558965 Iteration 684, loss = 1.16670820 Validation score: -36.396586 Iteration 685, loss = 1.16160416 Validation score: -36.234858 Iteration 686, loss = 1.15652063 Validation score: -36.073776 Iteration 687, loss = 1.15145755 Validation score: -35.913340 Iteration 688, loss = 1.14641483 Validation score: -35.753546 Iteration 689, loss = 1.14139240 Validation score: -35.594392 Iteration 690, loss = 1.13639019 Validation score: -35.435876 Iteration 691, loss = 1.13140811 Validation score: -35.277995 Iteration 692, loss = 1.12644609 Validation score: -35.120746 Iteration 693, loss = 1.12150406 Validation score: -34.964129 Iteration 694, loss = 1.11658194 Validation score: -34.808139 Iteration 695, loss = 1.11167965 Validation score: -34.652775 Iteration 696, loss = 1.10679711 Validation score: -34.498034 Iteration 697, loss = 1.10193427 Validation score: -34.343914 Iteration 698, loss = 1.09709103 Validation score: -34.190413 Iteration 699, loss = 1.09226733 Validation score: -34.037528 Iteration 700, loss = 1.08746310 Validation score: -33.885257 Iteration 701, loss = 1.08267825 Validation score: -33.733597 Iteration 702, loss = 1.07791273 Validation score: -33.582547 Iteration 703, loss = 1.07316644 Validation score: -33.432104 Iteration 704, loss = 1.06843933 Validation score: -33.282266 Iteration 705, loss = 1.06373132 Validation score: -33.133030 Iteration 706, loss = 1.05904234 Validation score: -32.984395 Iteration 707, loss = 1.05437232 Validation score: -32.836358 Iteration 708, loss = 1.04972118 Validation score: -32.688916 Iteration 709, loss = 1.04508886 Validation score: -32.542068 Iteration 710, loss = 1.04047528 Validation score: -32.395811 Iteration 711, loss = 1.03588038 Validation score: -32.250143 Iteration 712, loss = 1.03130408 Validation score: -32.105062 Iteration 713, loss = 1.02674632 Validation score: -31.960566 Iteration 714, loss = 1.02220702 Validation score: -31.816652 Iteration 715, loss = 1.01768612 Validation score: -31.673318 Iteration 716, loss = 1.01318354 Validation score: -31.530563 Iteration 717, loss = 1.00869923 Validation score: -31.388384 Iteration 718, loss = 1.00423311 Validation score: -31.246778 Iteration 719, loss = 0.99978511 Validation score: -31.105744 Iteration 720, loss = 0.99535516 Validation score: -30.965279 Iteration 721, loss = 0.99094320 Validation score: -30.825382 Iteration 722, loss = 0.98654917 Validation score: -30.686051 Iteration 723, loss = 0.98217299 Validation score: -30.547282 Iteration 724, loss = 0.97781459 Validation score: -30.409074 Iteration 725, loss = 0.97347392 Validation score: -30.271426 Iteration 726, loss = 0.96915090 Validation score: -30.134334 Iteration 727, loss = 0.96484547 Validation score: -29.997797 Iteration 728, loss = 0.96055756 Validation score: -29.861813 Iteration 729, loss = 0.95628711 Validation score: -29.726379 Iteration 730, loss = 0.95203406 Validation score: -29.591495 Iteration 731, loss = 0.94779833 Validation score: -29.457156 Iteration 732, loss = 0.94357987 Validation score: -29.323363 Iteration 733, loss = 0.93937860 Validation score: -29.190111 Iteration 734, loss = 0.93519447 Validation score: -29.057401 Iteration 735, loss = 0.93102742 Validation score: -28.925229 Iteration 736, loss = 0.92687737 Validation score: -28.793593 Iteration 737, loss = 0.92274427 Validation score: -28.662492 Iteration 738, loss = 0.91862805 Validation score: -28.531923 Iteration 739, loss = 0.91452865 Validation score: -28.401885 Iteration 740, loss = 0.91044600 Validation score: -28.272375 Iteration 741, loss = 0.90638005 Validation score: -28.143392 Iteration 742, loss = 0.90233074 Validation score: -28.014934 Iteration 743, loss = 0.89829799 Validation score: -27.886998 Iteration 744, loss = 0.89428176 Validation score: -27.759583 Iteration 745, loss = 0.89028197 Validation score: -27.632687 Iteration 746, loss = 0.88629857 Validation score: -27.506307 Iteration 747, loss = 0.88233149 Validation score: -27.380443 Iteration 748, loss = 0.87838068 Validation score: -27.255092 Iteration 749, loss = 0.87444608 Validation score: -27.130252 Iteration 750, loss = 0.87052762 Validation score: -27.005921 Iteration 751, loss = 0.86662525 Validation score: -26.882098 Iteration 752, loss = 0.86273890 Validation score: -26.758780 Iteration 753, loss = 0.85886852 Validation score: -26.635965 Iteration 754, loss = 0.85501405 Validation score: -26.513653 Iteration 755, loss = 0.85117542 Validation score: -26.391840 Iteration 756, loss = 0.84735259 Validation score: -26.270525 Iteration 757, loss = 0.84354548 Validation score: -26.149707 Iteration 758, loss = 0.83975405 Validation score: -26.029383 Iteration 759, loss = 0.83597823 Validation score: -25.909551 Iteration 760, loss = 0.83221797 Validation score: -25.790210 Iteration 761, loss = 0.82847321 Validation score: -25.671358 Iteration 762, loss = 0.82474389 Validation score: -25.552993 Iteration 763, loss = 0.82102995 Validation score: -25.435114 Iteration 764, loss = 0.81733134 Validation score: -25.317717 Iteration 765, loss = 0.81364801 Validation score: -25.200803 Iteration 766, loss = 0.80997988 Validation score: -25.084368 Iteration 767, loss = 0.80632692 Validation score: -24.968412 Iteration 768, loss = 0.80268906 Validation score: -24.852932 Iteration 769, loss = 0.79906624 Validation score: -24.737926 Iteration 770, loss = 0.79545841 Validation score: -24.623393 Iteration 771, loss = 0.79186552 Validation score: -24.509332 Iteration 772, loss = 0.78828751 Validation score: -24.395740 Iteration 773, loss = 0.78472432 Validation score: -24.282615 Iteration 774, loss = 0.78117591 Validation score: -24.169956 Iteration 775, loss = 0.77764221 Validation score: -24.057762 Iteration 776, loss = 0.77412316 Validation score: -23.946030 Iteration 777, loss = 0.77061873 Validation score: -23.834758 Iteration 778, loss = 0.76712885 Validation score: -23.723946 Iteration 779, loss = 0.76365346 Validation score: -23.613591 Iteration 780, loss = 0.76019252 Validation score: -23.503691 Iteration 781, loss = 0.75674597 Validation score: -23.394246 Iteration 782, loss = 0.75331376 Validation score: -23.285253 Iteration 783, loss = 0.74989584 Validation score: -23.176710 Iteration 784, loss = 0.74649215 Validation score: -23.068617 Iteration 785, loss = 0.74310263 Validation score: -22.960970 Iteration 786, loss = 0.73972725 Validation score: -22.853769 Iteration 787, loss = 0.73636594 Validation score: -22.747013 Iteration 788, loss = 0.73301865 Validation score: -22.640698 Iteration 789, loss = 0.72968533 Validation score: -22.534825 Iteration 790, loss = 0.72636594 Validation score: -22.429390 Iteration 791, loss = 0.72306041 Validation score: -22.324393 Iteration 792, loss = 0.71976869 Validation score: -22.219832 Iteration 793, loss = 0.71649075 Validation score: -22.115704 Iteration 794, loss = 0.71322651 Validation score: -22.012010 Iteration 795, loss = 0.70997594 Validation score: -21.908747 Iteration 796, loss = 0.70673899 Validation score: -21.805912 Iteration 797, loss = 0.70351559 Validation score: -21.703506 Iteration 798, loss = 0.70030571 Validation score: -21.601526 Iteration 799, loss = 0.69710929 Validation score: -21.499971 Iteration 800, loss = 0.69392628 Validation score: -21.398839 Iteration 801, loss = 0.69075664 Validation score: -21.298128 Iteration 802, loss = 0.68760031 Validation score: -21.197838 Iteration 803, loss = 0.68445724 Validation score: -21.097965 Iteration 804, loss = 0.68132739 Validation score: -20.998510 Iteration 805, loss = 0.67821071 Validation score: -20.899470 Iteration 806, loss = 0.67510714 Validation score: -20.800844 Iteration 807, loss = 0.67201664 Validation score: -20.702630 Iteration 808, loss = 0.66893916 Validation score: -20.604827 Iteration 809, loss = 0.66587466 Validation score: -20.507433 Iteration 810, loss = 0.66282307 Validation score: -20.410447 Iteration 811, loss = 0.65978437 Validation score: -20.313866 Iteration 812, loss = 0.65675849 Validation score: -20.217691 Iteration 813, loss = 0.65374539 Validation score: -20.121919 Iteration 814, loss = 0.65074503 Validation score: -20.026549 Iteration 815, loss = 0.64775735 Validation score: -19.931578 Iteration 816, loss = 0.64478231 Validation score: -19.837007 Iteration 817, loss = 0.64181986 Validation score: -19.742833 Iteration 818, loss = 0.63886996 Validation score: -19.649054 Iteration 819, loss = 0.63593256 Validation score: -19.555670 Iteration 820, loss = 0.63300761 Validation score: -19.462679 Iteration 821, loss = 0.63009506 Validation score: -19.370079 Iteration 822, loss = 0.62719488 Validation score: -19.277869 Iteration 823, loss = 0.62430701 Validation score: -19.186047 Iteration 824, loss = 0.62143141 Validation score: -19.094613 Iteration 825, loss = 0.61856803 Validation score: -19.003564 Iteration 826, loss = 0.61571683 Validation score: -18.912900 Iteration 827, loss = 0.61287776 Validation score: -18.822618 Iteration 828, loss = 0.61005078 Validation score: -18.732717 Iteration 829, loss = 0.60723584 Validation score: -18.643197 Iteration 830, loss = 0.60443290 Validation score: -18.554055 Iteration 831, loss = 0.60164191 Validation score: -18.465290 Iteration 832, loss = 0.59886283 Validation score: -18.376901 Iteration 833, loss = 0.59609561 Validation score: -18.288886 Iteration 834, loss = 0.59334022 Validation score: -18.201244 Iteration 835, loss = 0.59059659 Validation score: -18.113974 Iteration 836, loss = 0.58786470 Validation score: -18.027074 Iteration 837, loss = 0.58514450 Validation score: -17.940542 Iteration 838, loss = 0.58243595 Validation score: -17.854378 Iteration 839, loss = 0.57973899 Validation score: -17.768580 Iteration 840, loss = 0.57705360 Validation score: -17.683147 Iteration 841, loss = 0.57437971 Validation score: -17.598077 Iteration 842, loss = 0.57171730 Validation score: -17.513369 Iteration 843, loss = 0.56906632 Validation score: -17.429022 Iteration 844, loss = 0.56642673 Validation score: -17.345034 Iteration 845, loss = 0.56379848 Validation score: -17.261404 Iteration 846, loss = 0.56118153 Validation score: -17.178130 Iteration 847, loss = 0.55857584 Validation score: -17.095212 Iteration 848, loss = 0.55598137 Validation score: -17.012648 Iteration 849, loss = 0.55339807 Validation score: -16.930436 Iteration 850, loss = 0.55082591 Validation score: -16.848576 Iteration 851, loss = 0.54826484 Validation score: -16.767066 Iteration 852, loss = 0.54571482 Validation score: -16.685904 Iteration 853, loss = 0.54317581 Validation score: -16.605090 Iteration 854, loss = 0.54064777 Validation score: -16.524622 Iteration 855, loss = 0.53813065 Validation score: -16.444499 Iteration 856, loss = 0.53562442 Validation score: -16.364719 Iteration 857, loss = 0.53312904 Validation score: -16.285281 Iteration 858, loss = 0.53064446 Validation score: -16.206185 Iteration 859, loss = 0.52817064 Validation score: -16.127428 Iteration 860, loss = 0.52570755 Validation score: -16.049010 Iteration 861, loss = 0.52325514 Validation score: -15.970928 Iteration 862, loss = 0.52081337 Validation score: -15.893183 Iteration 863, loss = 0.51838221 Validation score: -15.815772 Iteration 864, loss = 0.51596161 Validation score: -15.738695 Iteration 865, loss = 0.51355154 Validation score: -15.661950 Iteration 866, loss = 0.51115195 Validation score: -15.585535 Iteration 867, loss = 0.50876280 Validation score: -15.509451 Iteration 868, loss = 0.50638406 Validation score: -15.433694 Iteration 869, loss = 0.50401569 Validation score: -15.358265 Iteration 870, loss = 0.50165764 Validation score: -15.283162 Iteration 871, loss = 0.49930988 Validation score: -15.208383 Iteration 872, loss = 0.49697237 Validation score: -15.133928 Iteration 873, loss = 0.49464508 Validation score: -15.059796 Iteration 874, loss = 0.49232795 Validation score: -14.985984 Iteration 875, loss = 0.49002096 Validation score: -14.912492 Iteration 876, loss = 0.48772407 Validation score: -14.839319 Iteration 877, loss = 0.48543724 Validation score: -14.766464 Iteration 878, loss = 0.48316042 Validation score: -14.693924 Iteration 879, loss = 0.48089359 Validation score: -14.621700 Iteration 880, loss = 0.47863670 Validation score: -14.549789 Iteration 881, loss = 0.47638972 Validation score: -14.478192 Iteration 882, loss = 0.47415261 Validation score: -14.406906 Iteration 883, loss = 0.47192533 Validation score: -14.335930 Iteration 884, loss = 0.46970784 Validation score: -14.265263 Iteration 885, loss = 0.46750011 Validation score: -14.194905 Iteration 886, loss = 0.46530211 Validation score: -14.124853 Iteration 887, loss = 0.46311379 Validation score: -14.055107 Iteration 888, loss = 0.46093511 Validation score: -13.985665 Iteration 889, loss = 0.45876605 Validation score: -13.916527 Iteration 890, loss = 0.45660656 Validation score: -13.847691 Iteration 891, loss = 0.45445660 Validation score: -13.779156 Iteration 892, loss = 0.45231615 Validation score: -13.710922 Iteration 893, loss = 0.45018517 Validation score: -13.642986 Iteration 894, loss = 0.44806361 Validation score: -13.575347 Iteration 895, loss = 0.44595145 Validation score: -13.508005 Iteration 896, loss = 0.44384865 Validation score: -13.440959 Iteration 897, loss = 0.44175517 Validation score: -13.374207 Iteration 898, loss = 0.43967097 Validation score: -13.307748 Iteration 899, loss = 0.43759603 Validation score: -13.241582 Iteration 900, loss = 0.43553030 Validation score: -13.175706 Iteration 901, loss = 0.43347376 Validation score: -13.110120 Iteration 902, loss = 0.43142636 Validation score: -13.044823 Iteration 903, loss = 0.42938807 Validation score: -12.979813 Iteration 904, loss = 0.42735886 Validation score: -12.915090 Iteration 905, loss = 0.42533869 Validation score: -12.850653 Iteration 906, loss = 0.42332753 Validation score: -12.786500 Iteration 907, loss = 0.42132534 Validation score: -12.722630 Iteration 908, loss = 0.41933209 Validation score: -12.659043 Iteration 909, loss = 0.41734774 Validation score: -12.595737 Iteration 910, loss = 0.41537226 Validation score: -12.532710 Iteration 911, loss = 0.41340562 Validation score: -12.469963 Iteration 912, loss = 0.41144778 Validation score: -12.407494 Iteration 913, loss = 0.40949871 Validation score: -12.345301 Iteration 914, loss = 0.40755837 Validation score: -12.283385 Iteration 915, loss = 0.40562674 Validation score: -12.221743 Iteration 916, loss = 0.40370377 Validation score: -12.160375 Iteration 917, loss = 0.40178944 Validation score: -12.099280 Iteration 918, loss = 0.39988371 Validation score: -12.038456 Iteration 919, loss = 0.39798654 Validation score: -11.977903 Iteration 920, loss = 0.39609791 Validation score: -11.917619 Iteration 921, loss = 0.39421779 Validation score: -11.857604 Iteration 922, loss = 0.39234613 Validation score: -11.797856 Iteration 923, loss = 0.39048291 Validation score: -11.738375 Iteration 924, loss = 0.38862810 Validation score: -11.679160 Iteration 925, loss = 0.38678165 Validation score: -11.620208 Iteration 926, loss = 0.38494355 Validation score: -11.561520 Iteration 927, loss = 0.38311375 Validation score: -11.503095 Iteration 928, loss = 0.38129223 Validation score: -11.444931 Iteration 929, loss = 0.37947896 Validation score: -11.387027 Iteration 930, loss = 0.37767389 Validation score: -11.329382 Iteration 931, loss = 0.37587700 Validation score: -11.271996 Iteration 932, loss = 0.37408826 Validation score: -11.214868 Iteration 933, loss = 0.37230764 Validation score: -11.157995 Iteration 934, loss = 0.37053510 Validation score: -11.101378 Iteration 935, loss = 0.36877062 Validation score: -11.045016 Iteration 936, loss = 0.36701415 Validation score: -10.988907 Iteration 937, loss = 0.36526568 Validation score: -10.933050 Iteration 938, loss = 0.36352517 Validation score: -10.877445 Iteration 939, loss = 0.36179258 Validation score: -10.822090 Iteration 940, loss = 0.36006790 Validation score: -10.766985 Iteration 941, loss = 0.35835108 Validation score: -10.712128 Iteration 942, loss = 0.35664210 Validation score: -10.657519 Iteration 943, loss = 0.35494092 Validation score: -10.603156 Iteration 944, loss = 0.35324752 Validation score: -10.549039 Iteration 945, loss = 0.35156187 Validation score: -10.495167 Iteration 946, loss = 0.34988393 Validation score: -10.441539 Iteration 947, loss = 0.34821367 Validation score: -10.388153 Iteration 948, loss = 0.34655107 Validation score: -10.335009 Iteration 949, loss = 0.34489609 Validation score: -10.282106 Iteration 950, loss = 0.34324871 Validation score: -10.229444 Iteration 951, loss = 0.34160890 Validation score: -10.177020 Iteration 952, loss = 0.33997662 Validation score: -10.124834 Iteration 953, loss = 0.33835184 Validation score: -10.072885 Iteration 954, loss = 0.33673454 Validation score: -10.021173 Iteration 955, loss = 0.33512469 Validation score: -9.969696 Iteration 956, loss = 0.33352226 Validation score: -9.918454 Iteration 957, loss = 0.33192722 Validation score: -9.867445 Iteration 958, loss = 0.33033953 Validation score: -9.816668 Iteration 959, loss = 0.32875918 Validation score: -9.766123 Iteration 960, loss = 0.32718612 Validation score: -9.715809 Iteration 961, loss = 0.32562034 Validation score: -9.665725 Iteration 962, loss = 0.32406181 Validation score: -9.615870 Iteration 963, loss = 0.32251049 Validation score: -9.566242 Iteration 964, loss = 0.32096636 Validation score: -9.516842 Iteration 965, loss = 0.31942938 Validation score: -9.467669 Iteration 966, loss = 0.31789954 Validation score: -9.418720 Iteration 967, loss = 0.31637680 Validation score: -9.369996 Iteration 968, loss = 0.31486113 Validation score: -9.321496 Iteration 969, loss = 0.31335251 Validation score: -9.273218 Iteration 970, loss = 0.31185090 Validation score: -9.225163 Iteration 971, loss = 0.31035629 Validation score: -9.177328 Iteration 972, loss = 0.30886864 Validation score: -9.129713 Iteration 973, loss = 0.30738792 Validation score: -9.082318 Iteration 974, loss = 0.30591412 Validation score: -9.035140 Iteration 975, loss = 0.30444719 Validation score: -8.988181 Iteration 976, loss = 0.30298711 Validation score: -8.941438 Iteration 977, loss = 0.30153386 Validation score: -8.894910 Iteration 978, loss = 0.30008741 Validation score: -8.848598 Iteration 979, loss = 0.29864772 Validation score: -8.802500 Iteration 980, loss = 0.29721479 Validation score: -8.756615 Iteration 981, loss = 0.29578856 Validation score: -8.710942 Iteration 982, loss = 0.29436903 Validation score: -8.665481 Iteration 983, loss = 0.29295616 Validation score: -8.620231 Iteration 984, loss = 0.29154993 Validation score: -8.575190 Iteration 985, loss = 0.29015031 Validation score: -8.530358 Iteration 986, loss = 0.28875727 Validation score: -8.485735 Iteration 987, loss = 0.28737079 Validation score: -8.441319 Iteration 988, loss = 0.28599084 Validation score: -8.397109 Iteration 989, loss = 0.28461739 Validation score: -8.353105 Iteration 990, loss = 0.28325042 Validation score: -8.309306 Iteration 991, loss = 0.28188991 Validation score: -8.265711 Iteration 992, loss = 0.28053582 Validation score: -8.222320 Iteration 993, loss = 0.27918813 Validation score: -8.179130 Iteration 994, loss = 0.27784682 Validation score: -8.136143 Iteration 995, loss = 0.27651185 Validation score: -8.093356 Iteration 996, loss = 0.27518321 Validation score: -8.050769 Iteration 997, loss = 0.27386087 Validation score: -8.008381 Iteration 998, loss = 0.27254480 Validation score: -7.966192 Iteration 999, loss = 0.27123497 Validation score: -7.924200 Iteration 1000, loss = 0.26993137 Validation score: -7.882406 Iteration 1, loss = 16.66958825 Validation score: -16958.636802 Iteration 2, loss = 16.64010205 Validation score: -16929.031560 Iteration 3, loss = 16.61061510 Validation score: -16899.424369 Iteration 4, loss = 16.58112761 Validation score: -16869.815631 Iteration 5, loss = 16.55163980 Validation score: -16840.205625 Iteration 6, loss = 16.52215185 Validation score: -16810.594581 Iteration 7, loss = 16.49266398 Validation score: -16780.982709 Iteration 8, loss = 16.46317638 Validation score: -16751.370212 Iteration 9, loss = 16.43368924 Validation score: -16721.757285 Iteration 10, loss = 16.40420273 Validation score: -16692.144118 Iteration 11, loss = 16.37471705 Validation score: -16662.530898 Iteration 12, loss = 16.34523235 Validation score: -16632.917805 Iteration 13, loss = 16.31574881 Validation score: -16603.305016 Iteration 14, loss = 16.28626658 Validation score: -16573.692703 Iteration 15, loss = 16.25678583 Validation score: -16544.081031 Iteration 16, loss = 16.22730669 Validation score: -16514.470159 Iteration 17, loss = 16.19782931 Validation score: -16484.860236 Iteration 18, loss = 16.16835382 Validation score: -16455.251406 Iteration 19, loss = 16.13888036 Validation score: -16425.643803 Iteration 20, loss = 16.10940905 Validation score: -16396.037550 Iteration 21, loss = 16.07994000 Validation score: -16366.432766 Iteration 22, loss = 16.05047332 Validation score: -16336.829557 Iteration 23, loss = 16.02100912 Validation score: -16307.228023 Iteration 24, loss = 15.99154750 Validation score: -16277.628256 Iteration 25, loss = 15.96208854 Validation score: -16248.030340 Iteration 26, loss = 15.93263232 Validation score: -16218.434347 Iteration 27, loss = 15.90317892 Validation score: -16188.840346 Iteration 28, loss = 15.87372839 Validation score: -16159.248392 Iteration 29, loss = 15.84428081 Validation score: -16129.658535 Iteration 30, loss = 15.81483620 Validation score: -16100.070812 Iteration 31, loss = 15.78539462 Validation score: -16070.485252 Iteration 32, loss = 15.75595608 Validation score: -16040.901873 Iteration 33, loss = 15.72652061 Validation score: -16011.320683 Iteration 34, loss = 15.69708822 Validation score: -15981.741679 Iteration 35, loss = 15.66765889 Validation score: -15952.164847 Iteration 36, loss = 15.63823261 Validation score: -15922.590162 Iteration 37, loss = 15.60880936 Validation score: -15893.017584 Iteration 38, loss = 15.57938910 Validation score: -15863.447067 Iteration 39, loss = 15.54997178 Validation score: -15833.878548 Iteration 40, loss = 15.52055733 Validation score: -15804.311956 Iteration 41, loss = 15.49114568 Validation score: -15774.747204 Iteration 42, loss = 15.46173675 Validation score: -15745.184198 Iteration 43, loss = 15.43233043 Validation score: -15715.622829 Iteration 44, loss = 15.40292662 Validation score: -15686.062979 Iteration 45, loss = 15.37352519 Validation score: -15656.504520 Iteration 46, loss = 15.34412602 Validation score: -15626.947314 Iteration 47, loss = 15.31472895 Validation score: -15597.391213 Iteration 48, loss = 15.28533384 Validation score: -15567.836063 Iteration 49, loss = 15.25594052 Validation score: -15538.281704 Iteration 50, loss = 15.22654884 Validation score: -15508.727969 Iteration 51, loss = 15.19715861 Validation score: -15479.174689 Iteration 52, loss = 15.16776966 Validation score: -15449.621691 Iteration 53, loss = 15.13838182 Validation score: -15420.068802 Iteration 54, loss = 15.10899489 Validation score: -15390.515851 Iteration 55, loss = 15.07960870 Validation score: -15360.962666 Iteration 56, loss = 15.05022308 Validation score: -15331.409083 Iteration 57, loss = 15.02083785 Validation score: -15301.854939 Iteration 58, loss = 14.99145283 Validation score: -15272.300080 Iteration 59, loss = 14.96206786 Validation score: -15242.744358 Iteration 60, loss = 14.93268280 Validation score: -15213.187635 Iteration 61, loss = 14.90329748 Validation score: -15183.629778 Iteration 62, loss = 14.87391177 Validation score: -15154.070669 Iteration 63, loss = 14.84452555 Validation score: -15124.510197 Iteration 64, loss = 14.81513869 Validation score: -15094.948260 Iteration 65, loss = 14.78575108 Validation score: -15065.384769 Iteration 66, loss = 14.75636262 Validation score: -15035.819645 Iteration 67, loss = 14.72697324 Validation score: -15006.252815 Iteration 68, loss = 14.69758285 Validation score: -14976.684221 Iteration 69, loss = 14.66819138 Validation score: -14947.113811 Iteration 70, loss = 14.63879877 Validation score: -14917.541541 Iteration 71, loss = 14.60940498 Validation score: -14887.967378 Iteration 72, loss = 14.58000996 Validation score: -14858.391296 Iteration 73, loss = 14.55061369 Validation score: -14828.813273 Iteration 74, loss = 14.52121613 Validation score: -14799.233298 Iteration 75, loss = 14.49181728 Validation score: -14769.651364 Iteration 76, loss = 14.46241711 Validation score: -14740.067469 Iteration 77, loss = 14.43301563 Validation score: -14710.481617 Iteration 78, loss = 14.40361283 Validation score: -14680.893816 Iteration 79, loss = 14.37420872 Validation score: -14651.304079 Iteration 80, loss = 14.34480330 Validation score: -14621.712422 Iteration 81, loss = 14.31539660 Validation score: -14592.118865 Iteration 82, loss = 14.28598863 Validation score: -14562.523430 Iteration 83, loss = 14.25657942 Validation score: -14532.926144 Iteration 84, loss = 14.22716897 Validation score: -14503.327033 Iteration 85, loss = 14.19775734 Validation score: -14473.726129 Iteration 86, loss = 14.16834453 Validation score: -14444.123463 Iteration 87, loss = 14.13893060 Validation score: -14414.519069 Iteration 88, loss = 14.10951556 Validation score: -14384.912983 Iteration 89, loss = 14.08009946 Validation score: -14355.305242 Iteration 90, loss = 14.05068234 Validation score: -14325.695883 Iteration 91, loss = 14.02126424 Validation score: -14296.084946 Iteration 92, loss = 13.99184519 Validation score: -14266.472471 Iteration 93, loss = 13.96242524 Validation score: -14236.858499 Iteration 94, loss = 13.93300443 Validation score: -14207.243071 Iteration 95, loss = 13.90358281 Validation score: -14177.626230 Iteration 96, loss = 13.87416043 Validation score: -14148.008020 Iteration 97, loss = 13.84473733 Validation score: -14118.388482 Iteration 98, loss = 13.81531355 Validation score: -14088.767662 Iteration 99, loss = 13.78588916 Validation score: -14059.145603 Iteration 100, loss = 13.75646418 Validation score: -14029.522349 Iteration 101, loss = 13.72703868 Validation score: -13999.897945 Iteration 102, loss = 13.69761270 Validation score: -13970.272436 Iteration 103, loss = 13.66818629 Validation score: -13940.645866 Iteration 104, loss = 13.63875951 Validation score: -13911.018281 Iteration 105, loss = 13.60933240 Validation score: -13881.389724 Iteration 106, loss = 13.57990501 Validation score: -13851.760240 Iteration 107, loss = 13.55047739 Validation score: -13822.129875 Iteration 108, loss = 13.52104960 Validation score: -13792.498672 Iteration 109, loss = 13.49162168 Validation score: -13762.866676 Iteration 110, loss = 13.46219369 Validation score: -13733.233930 Iteration 111, loss = 13.43276567 Validation score: -13703.600479 Iteration 112, loss = 13.40333767 Validation score: -13673.966366 Iteration 113, loss = 13.37390975 Validation score: -13644.331634 Iteration 114, loss = 13.34448196 Validation score: -13614.696326 Iteration 115, loss = 13.31505434 Validation score: -13585.060484 Iteration 116, loss = 13.28562694 Validation score: -13555.424151 Iteration 117, loss = 13.25619982 Validation score: -13525.787367 Iteration 118, loss = 13.22677301 Validation score: -13496.150176 Iteration 119, loss = 13.19734658 Validation score: -13466.512616 Iteration 120, loss = 13.16792057 Validation score: -13436.874729 Iteration 121, loss = 13.13849502 Validation score: -13407.236554 Iteration 122, loss = 13.10906999 Validation score: -13377.598132 Iteration 123, loss = 13.07964551 Validation score: -13347.959500 Iteration 124, loss = 13.05022164 Validation score: -13318.320697 Iteration 125, loss = 13.02079842 Validation score: -13288.681761 Iteration 126, loss = 12.99137590 Validation score: -13259.042730 Iteration 127, loss = 12.96195413 Validation score: -13229.403641 Iteration 128, loss = 12.93253314 Validation score: -13199.764529 Iteration 129, loss = 12.90311298 Validation score: -13170.125432 Iteration 130, loss = 12.87369369 Validation score: -13140.486384 Iteration 131, loss = 12.84427533 Validation score: -13110.847422 Iteration 132, loss = 12.81485792 Validation score: -13081.208578 Iteration 133, loss = 12.78544151 Validation score: -13051.569888 Iteration 134, loss = 12.75602615 Validation score: -13021.931386 Iteration 135, loss = 12.72661187 Validation score: -12992.293105 Iteration 136, loss = 12.69719872 Validation score: -12962.655078 Iteration 137, loss = 12.66778673 Validation score: -12933.017338 Iteration 138, loss = 12.63837594 Validation score: -12903.379919 Iteration 139, loss = 12.60896640 Validation score: -12873.742852 Iteration 140, loss = 12.57955814 Validation score: -12844.106169 Iteration 141, loss = 12.55015120 Validation score: -12814.469904 Iteration 142, loss = 12.52074562 Validation score: -12784.834088 Iteration 143, loss = 12.49134143 Validation score: -12755.198754 Iteration 144, loss = 12.46193868 Validation score: -12725.563934 Iteration 145, loss = 12.43253740 Validation score: -12695.929661 Iteration 146, loss = 12.40313762 Validation score: -12666.295967 Iteration 147, loss = 12.37373938 Validation score: -12636.662885 Iteration 148, loss = 12.34434272 Validation score: -12607.030450 Iteration 149, loss = 12.31494768 Validation score: -12577.398696 Iteration 150, loss = 12.28555429 Validation score: -12547.767657 Iteration 151, loss = 12.25616258 Validation score: -12518.137369 Iteration 152, loss = 12.22677260 Validation score: -12488.507868 Iteration 153, loss = 12.19738437 Validation score: -12458.879192 Iteration 154, loss = 12.16799794 Validation score: -12429.251379 Iteration 155, loss = 12.13861334 Validation score: -12399.624468 Iteration 156, loss = 12.10923060 Validation score: -12369.998501 Iteration 157, loss = 12.07984977 Validation score: -12340.373519 Iteration 158, loss = 12.05047088 Validation score: -12310.749566 Iteration 159, loss = 12.02109396 Validation score: -12281.126687 Iteration 160, loss = 11.99171906 Validation score: -12251.504928 Iteration 161, loss = 11.96234622 Validation score: -12221.884337 Iteration 162, loss = 11.93297546 Validation score: -12192.264965 Iteration 163, loss = 11.90360684 Validation score: -12162.646861 Iteration 164, loss = 11.87424040 Validation score: -12133.030078 Iteration 165, loss = 11.84487616 Validation score: -12103.414670 Iteration 166, loss = 11.81551419 Validation score: -12073.800693 Iteration 167, loss = 11.78615452 Validation score: -12044.188203 Iteration 168, loss = 11.75679719 Validation score: -12014.577256 Iteration 169, loss = 11.72744226 Validation score: -11984.967910 Iteration 170, loss = 11.69808977 Validation score: -11955.360224 Iteration 171, loss = 11.66873977 Validation score: -11925.754257 Iteration 172, loss = 11.63939231 Validation score: -11896.150066 Iteration 173, loss = 11.61004745 Validation score: -11866.547712 Iteration 174, loss = 11.58070523 Validation score: -11836.947253 Iteration 175, loss = 11.55136573 Validation score: -11807.348747 Iteration 176, loss = 11.52202899 Validation score: -11777.752253 Iteration 177, loss = 11.49269507 Validation score: -11748.157830 Iteration 178, loss = 11.46336405 Validation score: -11718.565536 Iteration 179, loss = 11.43403598 Validation score: -11688.975431 Iteration 180, loss = 11.40471094 Validation score: -11659.387575 Iteration 181, loss = 11.37538901 Validation score: -11629.802028 Iteration 182, loss = 11.34607024 Validation score: -11600.218855 Iteration 183, loss = 11.31675473 Validation score: -11570.638118 Iteration 184, loss = 11.28744256 Validation score: -11541.059885 Iteration 185, loss = 11.25813381 Validation score: -11511.484226 Iteration 186, loss = 11.22882857 Validation score: -11481.911213 Iteration 187, loss = 11.19952693 Validation score: -11452.340921 Iteration 188, loss = 11.17022899 Validation score: -11422.773431 Iteration 189, loss = 11.14093485 Validation score: -11393.208826 Iteration 190, loss = 11.11164462 Validation score: -11363.647194 Iteration 191, loss = 11.08235841 Validation score: -11334.088628 Iteration 192, loss = 11.05307632 Validation score: -11304.533226 Iteration 193, loss = 11.02379848 Validation score: -11274.981090 Iteration 194, loss = 10.99452502 Validation score: -11245.432327 Iteration 195, loss = 10.96525605 Validation score: -11215.887052 Iteration 196, loss = 10.93599171 Validation score: -11186.345382 Iteration 197, loss = 10.90673215 Validation score: -11156.807442 Iteration 198, loss = 10.87747750 Validation score: -11127.273362 Iteration 199, loss = 10.84822791 Validation score: -11097.743280 Iteration 200, loss = 10.81898354 Validation score: -11068.217337 Iteration 201, loss = 10.78974455 Validation score: -11038.695681 Iteration 202, loss = 10.76051110 Validation score: -11009.178469 Iteration 203, loss = 10.73128337 Validation score: -10979.665862 Iteration 204, loss = 10.70206154 Validation score: -10950.158027 Iteration 205, loss = 10.67284578 Validation score: -10920.655139 Iteration 206, loss = 10.64363628 Validation score: -10891.157380 Iteration 207, loss = 10.61443326 Validation score: -10861.664939 Iteration 208, loss = 10.58523689 Validation score: -10832.178010 Iteration 209, loss = 10.55604741 Validation score: -10802.696795 Iteration 210, loss = 10.52686501 Validation score: -10773.221504 Iteration 211, loss = 10.49768993 Validation score: -10743.752354 Iteration 212, loss = 10.46852239 Validation score: -10714.289567 Iteration 213, loss = 10.43936263 Validation score: -10684.833374 Iteration 214, loss = 10.41021089 Validation score: -10655.384014 Iteration 215, loss = 10.38106741 Validation score: -10625.941731 Iteration 216, loss = 10.35193246 Validation score: -10596.506779 Iteration 217, loss = 10.32280630 Validation score: -10567.079417 Iteration 218, loss = 10.29368920 Validation score: -10537.659913 Iteration 219, loss = 10.26458143 Validation score: -10508.248541 Iteration 220, loss = 10.23548328 Validation score: -10478.845584 Iteration 221, loss = 10.20639504 Validation score: -10449.451330 Iteration 222, loss = 10.17731701 Validation score: -10420.066077 Iteration 223, loss = 10.14824948 Validation score: -10390.690129 Iteration 224, loss = 10.11919278 Validation score: -10361.323798 Iteration 225, loss = 10.09014722 Validation score: -10331.967402 Iteration 226, loss = 10.06111313 Validation score: -10302.621268 Iteration 227, loss = 10.03209083 Validation score: -10273.285729 Iteration 228, loss = 10.00308067 Validation score: -10243.961126 Iteration 229, loss = 9.97408300 Validation score: -10214.647806 Iteration 230, loss = 9.94509817 Validation score: -10185.346124 Iteration 231, loss = 9.91612653 Validation score: -10156.056442 Iteration 232, loss = 9.88716845 Validation score: -10126.779130 Iteration 233, loss = 9.85822431 Validation score: -10097.514561 Iteration 234, loss = 9.82929448 Validation score: -10068.263119 Iteration 235, loss = 9.80037936 Validation score: -10039.025194 Iteration 236, loss = 9.77147932 Validation score: -10009.801179 Iteration 237, loss = 9.74259478 Validation score: -9980.591479 Iteration 238, loss = 9.71372613 Validation score: -9951.396502 Iteration 239, loss = 9.68487379 Validation score: -9922.216661 Iteration 240, loss = 9.65603817 Validation score: -9893.052379 Iteration 241, loss = 9.62721970 Validation score: -9863.904083 Iteration 242, loss = 9.59841880 Validation score: -9834.772206 Iteration 243, loss = 9.56963590 Validation score: -9805.657186 Iteration 244, loss = 9.54087145 Validation score: -9776.559469 Iteration 245, loss = 9.51212589 Validation score: -9747.479505 Iteration 246, loss = 9.48339968 Validation score: -9718.417748 Iteration 247, loss = 9.45469326 Validation score: -9689.374661 Iteration 248, loss = 9.42600709 Validation score: -9660.350709 Iteration 249, loss = 9.39734165 Validation score: -9631.346364 Iteration 250, loss = 9.36869739 Validation score: -9602.362101 Iteration 251, loss = 9.34007480 Validation score: -9573.398400 Iteration 252, loss = 9.31147436 Validation score: -9544.455749 Iteration 253, loss = 9.28289654 Validation score: -9515.534635 Iteration 254, loss = 9.25434183 Validation score: -9486.635553 Iteration 255, loss = 9.22581073 Validation score: -9457.759001 Iteration 256, loss = 9.19730372 Validation score: -9428.905481 Iteration 257, loss = 9.16882132 Validation score: -9400.075499 Iteration 258, loss = 9.14036401 Validation score: -9371.269563 Iteration 259, loss = 9.11193230 Validation score: -9342.488188 Iteration 260, loss = 9.08352671 Validation score: -9313.731888 Iteration 261, loss = 9.05514774 Validation score: -9285.001184 Iteration 262, loss = 9.02679590 Validation score: -9256.296597 Iteration 263, loss = 8.99847172 Validation score: -9227.618653 Iteration 264, loss = 8.97017571 Validation score: -9198.967878 Iteration 265, loss = 8.94190840 Validation score: -9170.344804 Iteration 266, loss = 8.91367030 Validation score: -9141.749962 Iteration 267, loss = 8.88546194 Validation score: -9113.183887 Iteration 268, loss = 8.85728386 Validation score: -9084.647116 Iteration 269, loss = 8.82913657 Validation score: -9056.140186 Iteration 270, loss = 8.80102061 Validation score: -9027.663637 Iteration 271, loss = 8.77293650 Validation score: -8999.218011 Iteration 272, loss = 8.74488479 Validation score: -8970.803850 Iteration 273, loss = 8.71686601 Validation score: -8942.421698 Iteration 274, loss = 8.68888069 Validation score: -8914.072099 Iteration 275, loss = 8.66092935 Validation score: -8885.755598 Iteration 276, loss = 8.63301255 Validation score: -8857.472741 Iteration 277, loss = 8.60513081 Validation score: -8829.224075 Iteration 278, loss = 8.57728467 Validation score: -8801.010146 Iteration 279, loss = 8.54947467 Validation score: -8772.831500 Iteration 280, loss = 8.52170134 Validation score: -8744.688684 Iteration 281, loss = 8.49396521 Validation score: -8716.582245 Iteration 282, loss = 8.46626682 Validation score: -8688.512728 Iteration 283, loss = 8.43860670 Validation score: -8660.480679 Iteration 284, loss = 8.41098538 Validation score: -8632.486641 Iteration 285, loss = 8.38340340 Validation score: -8604.531159 Iteration 286, loss = 8.35586128 Validation score: -8576.614776 Iteration 287, loss = 8.32835956 Validation score: -8548.738032 Iteration 288, loss = 8.30089876 Validation score: -8520.901468 Iteration 289, loss = 8.27347940 Validation score: -8493.105622 Iteration 290, loss = 8.24610201 Validation score: -8465.351031 Iteration 291, loss = 8.21876711 Validation score: -8437.638231 Iteration 292, loss = 8.19147522 Validation score: -8409.967754 Iteration 293, loss = 8.16422686 Validation score: -8382.340131 Iteration 294, loss = 8.13702254 Validation score: -8354.755892 Iteration 295, loss = 8.10986277 Validation score: -8327.215561 Iteration 296, loss = 8.08274807 Validation score: -8299.719665 Iteration 297, loss = 8.05567893 Validation score: -8272.268722 Iteration 298, loss = 8.02865587 Validation score: -8244.863253 Iteration 299, loss = 8.00167938 Validation score: -8217.503771 Iteration 300, loss = 7.97474995 Validation score: -8190.190791 Iteration 301, loss = 7.94786810 Validation score: -8162.924820 Iteration 302, loss = 7.92103429 Validation score: -8135.706364 Iteration 303, loss = 7.89424903 Validation score: -8108.535927 Iteration 304, loss = 7.86751279 Validation score: -8081.414007 Iteration 305, loss = 7.84082605 Validation score: -8054.341099 Iteration 306, loss = 7.81418929 Validation score: -8027.317694 Iteration 307, loss = 7.78760298 Validation score: -8000.344281 Iteration 308, loss = 7.76106759 Validation score: -7973.421342 Iteration 309, loss = 7.73458357 Validation score: -7946.549356 Iteration 310, loss = 7.70815138 Validation score: -7919.728800 Iteration 311, loss = 7.68177149 Validation score: -7892.960143 Iteration 312, loss = 7.65544434 Validation score: -7866.243853 Iteration 313, loss = 7.62917037 Validation score: -7839.580390 Iteration 314, loss = 7.60295002 Validation score: -7812.970212 Iteration 315, loss = 7.57678373 Validation score: -7786.413771 Iteration 316, loss = 7.55067193 Validation score: -7759.911515 Iteration 317, loss = 7.52461504 Validation score: -7733.463887 Iteration 318, loss = 7.49861348 Validation score: -7707.071325 Iteration 319, loss = 7.47266767 Validation score: -7680.734261 Iteration 320, loss = 7.44677801 Validation score: -7654.453123 Iteration 321, loss = 7.42094491 Validation score: -7628.228332 Iteration 322, loss = 7.39516877 Validation score: -7602.060307 Iteration 323, loss = 7.36944998 Validation score: -7575.949458 Iteration 324, loss = 7.34378893 Validation score: -7549.896193 Iteration 325, loss = 7.31818599 Validation score: -7523.900910 Iteration 326, loss = 7.29264155 Validation score: -7497.964007 Iteration 327, loss = 7.26715598 Validation score: -7472.085872 Iteration 328, loss = 7.24172964 Validation score: -7446.266889 Iteration 329, loss = 7.21636289 Validation score: -7420.507436 Iteration 330, loss = 7.19105608 Validation score: -7394.807886 Iteration 331, loss = 7.16580955 Validation score: -7369.168604 Iteration 332, loss = 7.14062366 Validation score: -7343.589952 Iteration 333, loss = 7.11549873 Validation score: -7318.072284 Iteration 334, loss = 7.09043510 Validation score: -7292.615949 Iteration 335, loss = 7.06543308 Validation score: -7267.221289 Iteration 336, loss = 7.04049299 Validation score: -7241.888641 Iteration 337, loss = 7.01561514 Validation score: -7216.618336 Iteration 338, loss = 6.99079985 Validation score: -7191.410697 Iteration 339, loss = 6.96604740 Validation score: -7166.266042 Iteration 340, loss = 6.94135808 Validation score: -7141.184685 Iteration 341, loss = 6.91673219 Validation score: -7116.166930 Iteration 342, loss = 6.89217000 Validation score: -7091.213078 Iteration 343, loss = 6.86767178 Validation score: -7066.323420 Iteration 344, loss = 6.84323781 Validation score: -7041.498246 Iteration 345, loss = 6.81886834 Validation score: -7016.737834 Iteration 346, loss = 6.79456362 Validation score: -6992.042461 Iteration 347, loss = 6.77032391 Validation score: -6967.412393 Iteration 348, loss = 6.74614945 Validation score: -6942.847892 Iteration 349, loss = 6.72204046 Validation score: -6918.349215 Iteration 350, loss = 6.69799719 Validation score: -6893.916610 Iteration 351, loss = 6.67401985 Validation score: -6869.550320 Iteration 352, loss = 6.65010865 Validation score: -6845.250582 Iteration 353, loss = 6.62626382 Validation score: -6821.017626 Iteration 354, loss = 6.60248554 Validation score: -6796.851675 Iteration 355, loss = 6.57877403 Validation score: -6772.752947 Iteration 356, loss = 6.55512947 Validation score: -6748.721653 Iteration 357, loss = 6.53155204 Validation score: -6724.757998 Iteration 358, loss = 6.50804192 Validation score: -6700.862181 Iteration 359, loss = 6.48459929 Validation score: -6677.034394 Iteration 360, loss = 6.46122432 Validation score: -6653.274823 Iteration 361, loss = 6.43791716 Validation score: -6629.583647 Iteration 362, loss = 6.41467796 Validation score: -6605.961041 Iteration 363, loss = 6.39150688 Validation score: -6582.407171 Iteration 364, loss = 6.36840405 Validation score: -6558.922200 Iteration 365, loss = 6.34536962 Validation score: -6535.506281 Iteration 366, loss = 6.32240371 Validation score: -6512.159563 Iteration 367, loss = 6.29950644 Validation score: -6488.882190 Iteration 368, loss = 6.27667793 Validation score: -6465.674297 Iteration 369, loss = 6.25391830 Validation score: -6442.536016 Iteration 370, loss = 6.23122766 Validation score: -6419.467471 Iteration 371, loss = 6.20860609 Validation score: -6396.468781 Iteration 372, loss = 6.18605370 Validation score: -6373.540057 Iteration 373, loss = 6.16357057 Validation score: -6350.681407 Iteration 374, loss = 6.14115678 Validation score: -6327.892932 Iteration 375, loss = 6.11881243 Validation score: -6305.174727 Iteration 376, loss = 6.09653756 Validation score: -6282.526880 Iteration 377, loss = 6.07433226 Validation score: -6259.949474 Iteration 378, loss = 6.05219658 Validation score: -6237.442589 Iteration 379, loss = 6.03013058 Validation score: -6215.006294 Iteration 380, loss = 6.00813430 Validation score: -6192.640658 Iteration 381, loss = 5.98620780 Validation score: -6170.345740 Iteration 382, loss = 5.96435111 Validation score: -6148.121595 Iteration 383, loss = 5.94256426 Validation score: -6125.968274 Iteration 384, loss = 5.92084728 Validation score: -6103.885820 Iteration 385, loss = 5.89920019 Validation score: -6081.874272 Iteration 386, loss = 5.87762303 Validation score: -6059.933664 Iteration 387, loss = 5.85611578 Validation score: -6038.064023 Iteration 388, loss = 5.83467848 Validation score: -6016.265373 Iteration 389, loss = 5.81331111 Validation score: -5994.537731 Iteration 390, loss = 5.79201368 Validation score: -5972.881110 Iteration 391, loss = 5.77078618 Validation score: -5951.295516 Iteration 392, loss = 5.74962861 Validation score: -5929.780953 Iteration 393, loss = 5.72854093 Validation score: -5908.337418 Iteration 394, loss = 5.70752314 Validation score: -5886.964902 Iteration 395, loss = 5.68657521 Validation score: -5865.663395 Iteration 396, loss = 5.66569711 Validation score: -5844.432878 Iteration 397, loss = 5.64488880 Validation score: -5823.273329 Iteration 398, loss = 5.62415025 Validation score: -5802.184721 Iteration 399, loss = 5.60348142 Validation score: -5781.167024 Iteration 400, loss = 5.58288226 Validation score: -5760.220201 Iteration 401, loss = 5.56235271 Validation score: -5739.344211 Iteration 402, loss = 5.54189273 Validation score: -5718.539010 Iteration 403, loss = 5.52150225 Validation score: -5697.804549 Iteration 404, loss = 5.50118120 Validation score: -5677.140772 Iteration 405, loss = 5.48092954 Validation score: -5656.547623 Iteration 406, loss = 5.46074717 Validation score: -5636.025039 Iteration 407, loss = 5.44063403 Validation score: -5615.572953 Iteration 408, loss = 5.42059005 Validation score: -5595.191295 Iteration 409, loss = 5.40061512 Validation score: -5574.879990 Iteration 410, loss = 5.38070918 Validation score: -5554.638959 Iteration 411, loss = 5.36087213 Validation score: -5534.468120 Iteration 412, loss = 5.34110389 Validation score: -5514.367387 Iteration 413, loss = 5.32140434 Validation score: -5494.336669 Iteration 414, loss = 5.30177340 Validation score: -5474.375871 Iteration 415, loss = 5.28221095 Validation score: -5454.484897 Iteration 416, loss = 5.26271691 Validation score: -5434.663644 Iteration 417, loss = 5.24329114 Validation score: -5414.912009 Iteration 418, loss = 5.22393355 Validation score: -5395.229881 Iteration 419, loss = 5.20464402 Validation score: -5375.617151 Iteration 420, loss = 5.18542243 Validation score: -5356.073701 Iteration 421, loss = 5.16626865 Validation score: -5336.599414 Iteration 422, loss = 5.14718257 Validation score: -5317.194168 Iteration 423, loss = 5.12816405 Validation score: -5297.857838 Iteration 424, loss = 5.10921297 Validation score: -5278.590295 Iteration 425, loss = 5.09032920 Validation score: -5259.391408 Iteration 426, loss = 5.07151259 Validation score: -5240.261043 Iteration 427, loss = 5.05276301 Validation score: -5221.199062 Iteration 428, loss = 5.03408033 Validation score: -5202.205326 Iteration 429, loss = 5.01546439 Validation score: -5183.279691 Iteration 430, loss = 4.99691506 Validation score: -5164.422012 Iteration 431, loss = 4.97843218 Validation score: -5145.632140 Iteration 432, loss = 4.96001561 Validation score: -5126.909924 Iteration 433, loss = 4.94166519 Validation score: -5108.255210 Iteration 434, loss = 4.92338077 Validation score: -5089.667841 Iteration 435, loss = 4.90516220 Validation score: -5071.147660 Iteration 436, loss = 4.88700931 Validation score: -5052.694505 Iteration 437, loss = 4.86892195 Validation score: -5034.308213 Iteration 438, loss = 4.85089995 Validation score: -5015.988616 Iteration 439, loss = 4.83294315 Validation score: -4997.735549 Iteration 440, loss = 4.81505139 Validation score: -4979.548839 Iteration 441, loss = 4.79722449 Validation score: -4961.428315 Iteration 442, loss = 4.77946228 Validation score: -4943.373803 Iteration 443, loss = 4.76176460 Validation score: -4925.385125 Iteration 444, loss = 4.74413127 Validation score: -4907.462103 Iteration 445, loss = 4.72656212 Validation score: -4889.604558 Iteration 446, loss = 4.70905697 Validation score: -4871.812306 Iteration 447, loss = 4.69161564 Validation score: -4854.085164 Iteration 448, loss = 4.67423796 Validation score: -4836.422946 Iteration 449, loss = 4.65692374 Validation score: -4818.825465 Iteration 450, loss = 4.63967280 Validation score: -4801.292531 Iteration 451, loss = 4.62248497 Validation score: -4783.823954 Iteration 452, loss = 4.60536005 Validation score: -4766.419542 Iteration 453, loss = 4.58829786 Validation score: -4749.079101 Iteration 454, loss = 4.57129821 Validation score: -4731.802437 Iteration 455, loss = 4.55436091 Validation score: -4714.589352 Iteration 456, loss = 4.53748579 Validation score: -4697.439648 Iteration 457, loss = 4.52067263 Validation score: -4680.353128 Iteration 458, loss = 4.50392127 Validation score: -4663.329591 Iteration 459, loss = 4.48723149 Validation score: -4646.368835 Iteration 460, loss = 4.47060312 Validation score: -4629.470657 Iteration 461, loss = 4.45403595 Validation score: -4612.634855 Iteration 462, loss = 4.43752980 Validation score: -4595.861224 Iteration 463, loss = 4.42108446 Validation score: -4579.149558 Iteration 464, loss = 4.40469974 Validation score: -4562.499650 Iteration 465, loss = 4.38837544 Validation score: -4545.911293 Iteration 466, loss = 4.37211137 Validation score: -4529.384279 Iteration 467, loss = 4.35590733 Validation score: -4512.918398 Iteration 468, loss = 4.33976312 Validation score: -4496.513442 Iteration 469, loss = 4.32367853 Validation score: -4480.169198 Iteration 470, loss = 4.30765337 Validation score: -4463.885457 Iteration 471, loss = 4.29168744 Validation score: -4447.662006 Iteration 472, loss = 4.27578054 Validation score: -4431.498633 Iteration 473, loss = 4.25993246 Validation score: -4415.395125 Iteration 474, loss = 4.24414301 Validation score: -4399.351267 Iteration 475, loss = 4.22841198 Validation score: -4383.366847 Iteration 476, loss = 4.21273917 Validation score: -4367.441650 Iteration 477, loss = 4.19712437 Validation score: -4351.575461 Iteration 478, loss = 4.18156739 Validation score: -4335.768065 Iteration 479, loss = 4.16606801 Validation score: -4320.019246 Iteration 480, loss = 4.15062604 Validation score: -4304.328789 Iteration 481, loss = 4.13524127 Validation score: -4288.696477 Iteration 482, loss = 4.11991350 Validation score: -4273.122094 Iteration 483, loss = 4.10464252 Validation score: -4257.605424 Iteration 484, loss = 4.08942813 Validation score: -4242.146250 Iteration 485, loss = 4.07427012 Validation score: -4226.744355 Iteration 486, loss = 4.05916829 Validation score: -4211.399523 Iteration 487, loss = 4.04412243 Validation score: -4196.111536 Iteration 488, loss = 4.02913234 Validation score: -4180.880179 Iteration 489, loss = 4.01419782 Validation score: -4165.705232 Iteration 490, loss = 3.99931866 Validation score: -4150.586481 Iteration 491, loss = 3.98449465 Validation score: -4135.523707 Iteration 492, loss = 3.96972559 Validation score: -4120.516695 Iteration 493, loss = 3.95501128 Validation score: -4105.565227 Iteration 494, loss = 3.94035151 Validation score: -4090.669088 Iteration 495, loss = 3.92574608 Validation score: -4075.828060 Iteration 496, loss = 3.91119478 Validation score: -4061.041927 Iteration 497, loss = 3.89669740 Validation score: -4046.310474 Iteration 498, loss = 3.88225376 Validation score: -4031.633484 Iteration 499, loss = 3.86786363 Validation score: -4017.010743 Iteration 500, loss = 3.85352683 Validation score: -4002.442035 Iteration 501, loss = 3.83924313 Validation score: -3987.927145 Iteration 502, loss = 3.82501235 Validation score: -3973.465859 Iteration 503, loss = 3.81083428 Validation score: -3959.057962 Iteration 504, loss = 3.79670872 Validation score: -3944.703241 Iteration 505, loss = 3.78263546 Validation score: -3930.401482 Iteration 506, loss = 3.76861431 Validation score: -3916.152472 Iteration 507, loss = 3.75464506 Validation score: -3901.955998 Iteration 508, loss = 3.74072751 Validation score: -3887.811848 Iteration 509, loss = 3.72686146 Validation score: -3873.719811 Iteration 510, loss = 3.71304671 Validation score: -3859.679674 Iteration 511, loss = 3.69928306 Validation score: -3845.691228 Iteration 512, loss = 3.68557031 Validation score: -3831.754262 Iteration 513, loss = 3.67190826 Validation score: -3817.868566 Iteration 514, loss = 3.65829672 Validation score: -3804.033932 Iteration 515, loss = 3.64473549 Validation score: -3790.250150 Iteration 516, loss = 3.63122436 Validation score: -3776.517012 Iteration 517, loss = 3.61776314 Validation score: -3762.834310 Iteration 518, loss = 3.60435164 Validation score: -3749.201839 Iteration 519, loss = 3.59098965 Validation score: -3735.619391 Iteration 520, loss = 3.57767699 Validation score: -3722.086762 Iteration 521, loss = 3.56441345 Validation score: -3708.603744 Iteration 522, loss = 3.55119885 Validation score: -3695.170136 Iteration 523, loss = 3.53803299 Validation score: -3681.785731 Iteration 524, loss = 3.52491567 Validation score: -3668.450329 Iteration 525, loss = 3.51184670 Validation score: -3655.163725 Iteration 526, loss = 3.49882589 Validation score: -3641.925718 Iteration 527, loss = 3.48585305 Validation score: -3628.736108 Iteration 528, loss = 3.47292799 Validation score: -3615.594693 Iteration 529, loss = 3.46005051 Validation score: -3602.501275 Iteration 530, loss = 3.44722043 Validation score: -3589.455654 Iteration 531, loss = 3.43443756 Validation score: -3576.457632 Iteration 532, loss = 3.42170170 Validation score: -3563.507011 Iteration 533, loss = 3.40901267 Validation score: -3550.603596 Iteration 534, loss = 3.39637029 Validation score: -3537.747189 Iteration 535, loss = 3.38377436 Validation score: -3524.937595 Iteration 536, loss = 3.37122470 Validation score: -3512.174621 Iteration 537, loss = 3.35872112 Validation score: -3499.458072 Iteration 538, loss = 3.34626344 Validation score: -3486.787755 Iteration 539, loss = 3.33385147 Validation score: -3474.163479 Iteration 540, loss = 3.32148503 Validation score: -3461.585052 Iteration 541, loss = 3.30916394 Validation score: -3449.052282 Iteration 542, loss = 3.29688801 Validation score: -3436.564982 Iteration 543, loss = 3.28465706 Validation score: -3424.122960 Iteration 544, loss = 3.27247092 Validation score: -3411.726030 Iteration 545, loss = 3.26032940 Validation score: -3399.374004 Iteration 546, loss = 3.24823232 Validation score: -3387.066694 Iteration 547, loss = 3.23617950 Validation score: -3374.803916 Iteration 548, loss = 3.22417076 Validation score: -3362.585484 Iteration 549, loss = 3.21220593 Validation score: -3350.411215 Iteration 550, loss = 3.20028483 Validation score: -3338.280924 Iteration 551, loss = 3.18840729 Validation score: -3326.194429 Iteration 552, loss = 3.17657312 Validation score: -3314.151549 Iteration 553, loss = 3.16478215 Validation score: -3302.152102 Iteration 554, loss = 3.15303421 Validation score: -3290.195909 Iteration 555, loss = 3.14132913 Validation score: -3278.282790 Iteration 556, loss = 3.12966673 Validation score: -3266.412567 Iteration 557, loss = 3.11804684 Validation score: -3254.585061 Iteration 558, loss = 3.10646929 Validation score: -3242.800097 Iteration 559, loss = 3.09493391 Validation score: -3231.057498 Iteration 560, loss = 3.08344053 Validation score: -3219.357089 Iteration 561, loss = 3.07198898 Validation score: -3207.698697 Iteration 562, loss = 3.06057909 Validation score: -3196.082146 Iteration 563, loss = 3.04921069 Validation score: -3184.507265 Iteration 564, loss = 3.03788362 Validation score: -3172.973882 Iteration 565, loss = 3.02659771 Validation score: -3161.481825 Iteration 566, loss = 3.01535280 Validation score: -3150.030926 Iteration 567, loss = 3.00414871 Validation score: -3138.621013 Iteration 568, loss = 2.99298529 Validation score: -3127.251919 Iteration 569, loss = 2.98186238 Validation score: -3115.923476 Iteration 570, loss = 2.97077980 Validation score: -3104.635517 Iteration 571, loss = 2.95973740 Validation score: -3093.387876 Iteration 572, loss = 2.94873502 Validation score: -3082.180387 Iteration 573, loss = 2.93777250 Validation score: -3071.012887 Iteration 574, loss = 2.92684967 Validation score: -3059.885212 Iteration 575, loss = 2.91596638 Validation score: -3048.797198 Iteration 576, loss = 2.90512247 Validation score: -3037.748684 Iteration 577, loss = 2.89431778 Validation score: -3026.739508 Iteration 578, loss = 2.88355216 Validation score: -3015.769511 Iteration 579, loss = 2.87282544 Validation score: -3004.838532 Iteration 580, loss = 2.86213748 Validation score: -2993.946414 Iteration 581, loss = 2.85148811 Validation score: -2983.092996 Iteration 582, loss = 2.84087719 Validation score: -2972.278124 Iteration 583, loss = 2.83030456 Validation score: -2961.501640 Iteration 584, loss = 2.81977007 Validation score: -2950.763388 Iteration 585, loss = 2.80927357 Validation score: -2940.063215 Iteration 586, loss = 2.79881490 Validation score: -2929.400965 Iteration 587, loss = 2.78839392 Validation score: -2918.776486 Iteration 588, loss = 2.77801047 Validation score: -2908.189625 Iteration 589, loss = 2.76766441 Validation score: -2897.640230 Iteration 590, loss = 2.75735559 Validation score: -2887.128151 Iteration 591, loss = 2.74708385 Validation score: -2876.653238 Iteration 592, loss = 2.73684906 Validation score: -2866.215341 Iteration 593, loss = 2.72665107 Validation score: -2855.814311 Iteration 594, loss = 2.71648973 Validation score: -2845.450001 Iteration 595, loss = 2.70636489 Validation score: -2835.122264 Iteration 596, loss = 2.69627642 Validation score: -2824.830954 Iteration 597, loss = 2.68622416 Validation score: -2814.575924 Iteration 598, loss = 2.67620798 Validation score: -2804.357031 Iteration 599, loss = 2.66622774 Validation score: -2794.174129 Iteration 600, loss = 2.65628329 Validation score: -2784.027077 Iteration 601, loss = 2.64637449 Validation score: -2773.915730 Iteration 602, loss = 2.63650120 Validation score: -2763.839949 Iteration 603, loss = 2.62666328 Validation score: -2753.799590 Iteration 604, loss = 2.61686060 Validation score: -2743.794515 Iteration 605, loss = 2.60709301 Validation score: -2733.824583 Iteration 606, loss = 2.59736038 Validation score: -2723.889656 Iteration 607, loss = 2.58766257 Validation score: -2713.989595 Iteration 608, loss = 2.57799945 Validation score: -2704.124263 Iteration 609, loss = 2.56837088 Validation score: -2694.293524 Iteration 610, loss = 2.55877672 Validation score: -2684.497240 Iteration 611, loss = 2.54921684 Validation score: -2674.735278 Iteration 612, loss = 2.53969111 Validation score: -2665.007502 Iteration 613, loss = 2.53019940 Validation score: -2655.313778 Iteration 614, loss = 2.52074157 Validation score: -2645.653973 Iteration 615, loss = 2.51131749 Validation score: -2636.027955 Iteration 616, loss = 2.50192702 Validation score: -2626.435591 Iteration 617, loss = 2.49257005 Validation score: -2616.876752 Iteration 618, loss = 2.48324644 Validation score: -2607.351305 Iteration 619, loss = 2.47395606 Validation score: -2597.859122 Iteration 620, loss = 2.46469879 Validation score: -2588.400072 Iteration 621, loss = 2.45547449 Validation score: -2578.974029 Iteration 622, loss = 2.44628304 Validation score: -2569.580863 Iteration 623, loss = 2.43712431 Validation score: -2560.220449 Iteration 624, loss = 2.42799817 Validation score: -2550.892658 Iteration 625, loss = 2.41890451 Validation score: -2541.597366 Iteration 626, loss = 2.40984319 Validation score: -2532.334448 Iteration 627, loss = 2.40081410 Validation score: -2523.103778 Iteration 628, loss = 2.39181711 Validation score: -2513.905233 Iteration 629, loss = 2.38285209 Validation score: -2504.738690 Iteration 630, loss = 2.37391892 Validation score: -2495.604026 Iteration 631, loss = 2.36501749 Validation score: -2486.501119 Iteration 632, loss = 2.35614767 Validation score: -2477.429848 Iteration 633, loss = 2.34730934 Validation score: -2468.390091 Iteration 634, loss = 2.33850238 Validation score: -2459.381730 Iteration 635, loss = 2.32972667 Validation score: -2450.404644 Iteration 636, loss = 2.32098210 Validation score: -2441.458714 Iteration 637, loss = 2.31226854 Validation score: -2432.543823 Iteration 638, loss = 2.30358588 Validation score: -2423.659853 Iteration 639, loss = 2.29493400 Validation score: -2414.806686 Iteration 640, loss = 2.28631279 Validation score: -2405.984206 Iteration 641, loss = 2.27772212 Validation score: -2397.192297 Iteration 642, loss = 2.26916189 Validation score: -2388.430844 Iteration 643, loss = 2.26063198 Validation score: -2379.699733 Iteration 644, loss = 2.25213227 Validation score: -2370.998848 Iteration 645, loss = 2.24366265 Validation score: -2362.328077 Iteration 646, loss = 2.23522302 Validation score: -2353.687307 Iteration 647, loss = 2.22681324 Validation score: -2345.076425 Iteration 648, loss = 2.21843323 Validation score: -2336.495319 Iteration 649, loss = 2.21008285 Validation score: -2327.943879 Iteration 650, loss = 2.20176201 Validation score: -2319.421993 Iteration 651, loss = 2.19347059 Validation score: -2310.929551 Iteration 652, loss = 2.18520848 Validation score: -2302.466445 Iteration 653, loss = 2.17697557 Validation score: -2294.032563 Iteration 654, loss = 2.16877176 Validation score: -2285.627800 Iteration 655, loss = 2.16059694 Validation score: -2277.252045 Iteration 656, loss = 2.15245099 Validation score: -2268.905193 Iteration 657, loss = 2.14433381 Validation score: -2260.587135 Iteration 658, loss = 2.13624530 Validation score: -2252.297767 Iteration 659, loss = 2.12818535 Validation score: -2244.036981 Iteration 660, loss = 2.12015385 Validation score: -2235.804673 Iteration 661, loss = 2.11215070 Validation score: -2227.600738 Iteration 662, loss = 2.10417579 Validation score: -2219.425072 Iteration 663, loss = 2.09622903 Validation score: -2211.277570 Iteration 664, loss = 2.08831029 Validation score: -2203.158131 Iteration 665, loss = 2.08041950 Validation score: -2195.066650 Iteration 666, loss = 2.07255653 Validation score: -2187.003027 Iteration 667, loss = 2.06472129 Validation score: -2178.967159 Iteration 668, loss = 2.05691368 Validation score: -2170.958944 Iteration 669, loss = 2.04913359 Validation score: -2162.978284 Iteration 670, loss = 2.04138093 Validation score: -2155.025076 Iteration 671, loss = 2.03365559 Validation score: -2147.099222 Iteration 672, loss = 2.02595748 Validation score: -2139.200622 Iteration 673, loss = 2.01828650 Validation score: -2131.329178 Iteration 674, loss = 2.01064254 Validation score: -2123.484791 Iteration 675, loss = 2.00302551 Validation score: -2115.667363 Iteration 676, loss = 1.99543531 Validation score: -2107.876798 Iteration 677, loss = 1.98787185 Validation score: -2100.112998 Iteration 678, loss = 1.98033503 Validation score: -2092.375867 Iteration 679, loss = 1.97282474 Validation score: -2084.665309 Iteration 680, loss = 1.96534091 Validation score: -2076.981229 Iteration 681, loss = 1.95788342 Validation score: -2069.323532 Iteration 682, loss = 1.95045218 Validation score: -2061.692123 Iteration 683, loss = 1.94304711 Validation score: -2054.086908 Iteration 684, loss = 1.93566810 Validation score: -2046.507793 Iteration 685, loss = 1.92831506 Validation score: -2038.954686 Iteration 686, loss = 1.92098790 Validation score: -2031.427493 Iteration 687, loss = 1.91368653 Validation score: -2023.926123 Iteration 688, loss = 1.90641085 Validation score: -2016.450483 Iteration 689, loss = 1.89916077 Validation score: -2009.000482 Iteration 690, loss = 1.89193620 Validation score: -2001.576029 Iteration 691, loss = 1.88473706 Validation score: -1994.177034 Iteration 692, loss = 1.87756323 Validation score: -1986.803406 Iteration 693, loss = 1.87041465 Validation score: -1979.455056 Iteration 694, loss = 1.86329122 Validation score: -1972.131894 Iteration 695, loss = 1.85619284 Validation score: -1964.833831 Iteration 696, loss = 1.84911943 Validation score: -1957.560780 Iteration 697, loss = 1.84207090 Validation score: -1950.312651 Iteration 698, loss = 1.83504717 Validation score: -1943.089358 Iteration 699, loss = 1.82804814 Validation score: -1935.890813 Iteration 700, loss = 1.82107373 Validation score: -1928.716929 Iteration 701, loss = 1.81412384 Validation score: -1921.567620 Iteration 702, loss = 1.80719840 Validation score: -1914.442800 Iteration 703, loss = 1.80029732 Validation score: -1907.342383 Iteration 704, loss = 1.79342051 Validation score: -1900.266285 Iteration 705, loss = 1.78656789 Validation score: -1893.214419 Iteration 706, loss = 1.77973936 Validation score: -1886.186702 Iteration 707, loss = 1.77293485 Validation score: -1879.183050 Iteration 708, loss = 1.76615428 Validation score: -1872.203378 Iteration 709, loss = 1.75939755 Validation score: -1865.247605 Iteration 710, loss = 1.75266458 Validation score: -1858.315646 Iteration 711, loss = 1.74595530 Validation score: -1851.407419 Iteration 712, loss = 1.73926962 Validation score: -1844.522842 Iteration 713, loss = 1.73260745 Validation score: -1837.661833 Iteration 714, loss = 1.72596871 Validation score: -1830.824311 Iteration 715, loss = 1.71935333 Validation score: -1824.010195 Iteration 716, loss = 1.71276121 Validation score: -1817.219404 Iteration 717, loss = 1.70619229 Validation score: -1810.451857 Iteration 718, loss = 1.69964647 Validation score: -1803.707475 Iteration 719, loss = 1.69312369 Validation score: -1796.986178 Iteration 720, loss = 1.68662385 Validation score: -1790.287887 Iteration 721, loss = 1.68014688 Validation score: -1783.612522 Iteration 722, loss = 1.67369270 Validation score: -1776.960006 Iteration 723, loss = 1.66726123 Validation score: -1770.330260 Iteration 724, loss = 1.66085240 Validation score: -1763.723206 Iteration 725, loss = 1.65446612 Validation score: -1757.138766 Iteration 726, loss = 1.64810231 Validation score: -1750.576864 Iteration 727, loss = 1.64176090 Validation score: -1744.037422 Iteration 728, loss = 1.63544182 Validation score: -1737.520364 Iteration 729, loss = 1.62914498 Validation score: -1731.025614 Iteration 730, loss = 1.62287031 Validation score: -1724.553096 Iteration 731, loss = 1.61661773 Validation score: -1718.102734 Iteration 732, loss = 1.61038716 Validation score: -1711.674453 Iteration 733, loss = 1.60417854 Validation score: -1705.268179 Iteration 734, loss = 1.59799178 Validation score: -1698.883837 Iteration 735, loss = 1.59182681 Validation score: -1692.521351 Iteration 736, loss = 1.58568356 Validation score: -1686.180650 Iteration 737, loss = 1.57956195 Validation score: -1679.861658 Iteration 738, loss = 1.57346191 Validation score: -1673.564303 Iteration 739, loss = 1.56738336 Validation score: -1667.288512 Iteration 740, loss = 1.56132624 Validation score: -1661.034212 Iteration 741, loss = 1.55529046 Validation score: -1654.801331 Iteration 742, loss = 1.54927595 Validation score: -1648.589796 Iteration 743, loss = 1.54328265 Validation score: -1642.399536 Iteration 744, loss = 1.53731048 Validation score: -1636.230480 Iteration 745, loss = 1.53135937 Validation score: -1630.082556 Iteration 746, loss = 1.52542924 Validation score: -1623.955694 Iteration 747, loss = 1.51952003 Validation score: -1617.849822 Iteration 748, loss = 1.51363167 Validation score: -1611.764871 Iteration 749, loss = 1.50776408 Validation score: -1605.700771 Iteration 750, loss = 1.50191719 Validation score: -1599.657452 Iteration 751, loss = 1.49609094 Validation score: -1593.634845 Iteration 752, loss = 1.49028526 Validation score: -1587.632881 Iteration 753, loss = 1.48450007 Validation score: -1581.651490 Iteration 754, loss = 1.47873530 Validation score: -1575.690605 Iteration 755, loss = 1.47299089 Validation score: -1569.750156 Iteration 756, loss = 1.46726677 Validation score: -1563.830077 Iteration 757, loss = 1.46156287 Validation score: -1557.930300 Iteration 758, loss = 1.45587913 Validation score: -1552.050757 Iteration 759, loss = 1.45021547 Validation score: -1546.191380 Iteration 760, loss = 1.44457182 Validation score: -1540.352104 Iteration 761, loss = 1.43894812 Validation score: -1534.532861 Iteration 762, loss = 1.43334431 Validation score: -1528.733586 Iteration 763, loss = 1.42776031 Validation score: -1522.954212 Iteration 764, loss = 1.42219607 Validation score: -1517.194673 Iteration 765, loss = 1.41665150 Validation score: -1511.454904 Iteration 766, loss = 1.41112656 Validation score: -1505.734840 Iteration 767, loss = 1.40562116 Validation score: -1500.034416 Iteration 768, loss = 1.40013526 Validation score: -1494.353567 Iteration 769, loss = 1.39466877 Validation score: -1488.692229 Iteration 770, loss = 1.38922164 Validation score: -1483.050337 Iteration 771, loss = 1.38379381 Validation score: -1477.427827 Iteration 772, loss = 1.37838520 Validation score: -1471.824636 Iteration 773, loss = 1.37299576 Validation score: -1466.240701 Iteration 774, loss = 1.36762542 Validation score: -1460.675957 Iteration 775, loss = 1.36227411 Validation score: -1455.130343 Iteration 776, loss = 1.35694178 Validation score: -1449.603796 Iteration 777, loss = 1.35162836 Validation score: -1444.096253 Iteration 778, loss = 1.34633378 Validation score: -1438.607651 Iteration 779, loss = 1.34105799 Validation score: -1433.137929 Iteration 780, loss = 1.33580092 Validation score: -1427.687026 Iteration 781, loss = 1.33056252 Validation score: -1422.254880 Iteration 782, loss = 1.32534271 Validation score: -1416.841429 Iteration 783, loss = 1.32014144 Validation score: -1411.446613 Iteration 784, loss = 1.31495865 Validation score: -1406.070370 Iteration 785, loss = 1.30979427 Validation score: -1400.712641 Iteration 786, loss = 1.30464825 Validation score: -1395.373365 Iteration 787, loss = 1.29952051 Validation score: -1390.052481 Iteration 788, loss = 1.29441102 Validation score: -1384.749931 Iteration 789, loss = 1.28931969 Validation score: -1379.465655 Iteration 790, loss = 1.28424648 Validation score: -1374.199592 Iteration 791, loss = 1.27919132 Validation score: -1368.951685 Iteration 792, loss = 1.27415415 Validation score: -1363.721873 Iteration 793, loss = 1.26913492 Validation score: -1358.510100 Iteration 794, loss = 1.26413357 Validation score: -1353.316305 Iteration 795, loss = 1.25915003 Validation score: -1348.140431 Iteration 796, loss = 1.25418425 Validation score: -1342.982419 Iteration 797, loss = 1.24923616 Validation score: -1337.842213 Iteration 798, loss = 1.24430572 Validation score: -1332.719753 Iteration 799, loss = 1.23939287 Validation score: -1327.614984 Iteration 800, loss = 1.23449754 Validation score: -1322.527847 Iteration 801, loss = 1.22961968 Validation score: -1317.458286 Iteration 802, loss = 1.22475922 Validation score: -1312.406245 Iteration 803, loss = 1.21991613 Validation score: -1307.371666 Iteration 804, loss = 1.21509033 Validation score: -1302.354493 Iteration 805, loss = 1.21028177 Validation score: -1297.354670 Iteration 806, loss = 1.20549039 Validation score: -1292.372141 Iteration 807, loss = 1.20071614 Validation score: -1287.406851 Iteration 808, loss = 1.19595897 Validation score: -1282.458744 Iteration 809, loss = 1.19121881 Validation score: -1277.527765 Iteration 810, loss = 1.18649561 Validation score: -1272.613859 Iteration 811, loss = 1.18178932 Validation score: -1267.716970 Iteration 812, loss = 1.17709987 Validation score: -1262.837045 Iteration 813, loss = 1.17242722 Validation score: -1257.974028 Iteration 814, loss = 1.16777131 Validation score: -1253.127866 Iteration 815, loss = 1.16313209 Validation score: -1248.298504 Iteration 816, loss = 1.15850949 Validation score: -1243.485889 Iteration 817, loss = 1.15390348 Validation score: -1238.689966 Iteration 818, loss = 1.14931398 Validation score: -1233.910683 Iteration 819, loss = 1.14474096 Validation score: -1229.147985 Iteration 820, loss = 1.14018435 Validation score: -1224.401821 Iteration 821, loss = 1.13564410 Validation score: -1219.672136 Iteration 822, loss = 1.13112016 Validation score: -1214.958879 Iteration 823, loss = 1.12661248 Validation score: -1210.261996 Iteration 824, loss = 1.12212100 Validation score: -1205.581435 Iteration 825, loss = 1.11764567 Validation score: -1200.917145 Iteration 826, loss = 1.11318644 Validation score: -1196.269073 Iteration 827, loss = 1.10874325 Validation score: -1191.637167 Iteration 828, loss = 1.10431605 Validation score: -1187.021376 Iteration 829, loss = 1.09990480 Validation score: -1182.421649 Iteration 830, loss = 1.09550944 Validation score: -1177.837933 Iteration 831, loss = 1.09112991 Validation score: -1173.270178 Iteration 832, loss = 1.08676617 Validation score: -1168.718334 Iteration 833, loss = 1.08241817 Validation score: -1164.182349 Iteration 834, loss = 1.07808585 Validation score: -1159.662173 Iteration 835, loss = 1.07376917 Validation score: -1155.157755 Iteration 836, loss = 1.06946806 Validation score: -1150.669046 Iteration 837, loss = 1.06518249 Validation score: -1146.195995 Iteration 838, loss = 1.06091241 Validation score: -1141.738552 Iteration 839, loss = 1.05665775 Validation score: -1137.296669 Iteration 840, loss = 1.05241848 Validation score: -1132.870294 Iteration 841, loss = 1.04819454 Validation score: -1128.459380 Iteration 842, loss = 1.04398588 Validation score: -1124.063877 Iteration 843, loss = 1.03979245 Validation score: -1119.683735 Iteration 844, loss = 1.03561421 Validation score: -1115.318907 Iteration 845, loss = 1.03145110 Validation score: -1110.969343 Iteration 846, loss = 1.02730308 Validation score: -1106.634994 Iteration 847, loss = 1.02317010 Validation score: -1102.315814 Iteration 848, loss = 1.01905210 Validation score: -1098.011753 Iteration 849, loss = 1.01494905 Validation score: -1093.722764 Iteration 850, loss = 1.01086089 Validation score: -1089.448798 Iteration 851, loss = 1.00678757 Validation score: -1085.189809 Iteration 852, loss = 1.00272904 Validation score: -1080.945748 Iteration 853, loss = 0.99868527 Validation score: -1076.716568 Iteration 854, loss = 0.99465619 Validation score: -1072.502222 Iteration 855, loss = 0.99064177 Validation score: -1068.302663 Iteration 856, loss = 0.98664195 Validation score: -1064.117845 Iteration 857, loss = 0.98265669 Validation score: -1059.947720 Iteration 858, loss = 0.97868595 Validation score: -1055.792242 Iteration 859, loss = 0.97472967 Validation score: -1051.651364 Iteration 860, loss = 0.97078780 Validation score: -1047.525041 Iteration 861, loss = 0.96686031 Validation score: -1043.413226 Iteration 862, loss = 0.96294714 Validation score: -1039.315873 Iteration 863, loss = 0.95904825 Validation score: -1035.232936 Iteration 864, loss = 0.95516360 Validation score: -1031.164371 Iteration 865, loss = 0.95129313 Validation score: -1027.110131 Iteration 866, loss = 0.94743680 Validation score: -1023.070171 Iteration 867, loss = 0.94359457 Validation score: -1019.044446 Iteration 868, loss = 0.93976639 Validation score: -1015.032912 Iteration 869, loss = 0.93595221 Validation score: -1011.035522 Iteration 870, loss = 0.93215200 Validation score: -1007.052232 Iteration 871, loss = 0.92836570 Validation score: -1003.082998 Iteration 872, loss = 0.92459327 Validation score: -999.127776 Iteration 873, loss = 0.92083466 Validation score: -995.186520 Iteration 874, loss = 0.91708983 Validation score: -991.259187 Iteration 875, loss = 0.91335874 Validation score: -987.345733 Iteration 876, loss = 0.90964135 Validation score: -983.446115 Iteration 877, loss = 0.90593760 Validation score: -979.560287 Iteration 878, loss = 0.90224745 Validation score: -975.688207 Iteration 879, loss = 0.89857087 Validation score: -971.829832 Iteration 880, loss = 0.89490780 Validation score: -967.985117 Iteration 881, loss = 0.89125821 Validation score: -964.154020 Iteration 882, loss = 0.88762204 Validation score: -960.336498 Iteration 883, loss = 0.88399926 Validation score: -956.532508 Iteration 884, loss = 0.88038983 Validation score: -952.742007 Iteration 885, loss = 0.87679369 Validation score: -948.964953 Iteration 886, loss = 0.87321081 Validation score: -945.201303 Iteration 887, loss = 0.86964115 Validation score: -941.451015 Iteration 888, loss = 0.86608465 Validation score: -937.714046 Iteration 889, loss = 0.86254129 Validation score: -933.990355 Iteration 890, loss = 0.85901102 Validation score: -930.279900 Iteration 891, loss = 0.85549379 Validation score: -926.582638 Iteration 892, loss = 0.85198956 Validation score: -922.898528 Iteration 893, loss = 0.84849829 Validation score: -919.227530 Iteration 894, loss = 0.84501995 Validation score: -915.569600 Iteration 895, loss = 0.84155448 Validation score: -911.924698 Iteration 896, loss = 0.83810185 Validation score: -908.292784 Iteration 897, loss = 0.83466201 Validation score: -904.673815 Iteration 898, loss = 0.83123493 Validation score: -901.067751 Iteration 899, loss = 0.82782056 Validation score: -897.474551 Iteration 900, loss = 0.82441886 Validation score: -893.894175 Iteration 901, loss = 0.82102979 Validation score: -890.326581 Iteration 902, loss = 0.81765331 Validation score: -886.771731 Iteration 903, loss = 0.81428938 Validation score: -883.229583 Iteration 904, loss = 0.81093796 Validation score: -879.700097 Iteration 905, loss = 0.80759901 Validation score: -876.183234 Iteration 906, loss = 0.80427249 Validation score: -872.678953 Iteration 907, loss = 0.80095835 Validation score: -869.187215 Iteration 908, loss = 0.79765656 Validation score: -865.707980 Iteration 909, loss = 0.79436709 Validation score: -862.241209 Iteration 910, loss = 0.79108988 Validation score: -858.786862 Iteration 911, loss = 0.78782490 Validation score: -855.344900 Iteration 912, loss = 0.78457211 Validation score: -851.915284 Iteration 913, loss = 0.78133147 Validation score: -848.497975 Iteration 914, loss = 0.77810294 Validation score: -845.092933 Iteration 915, loss = 0.77488648 Validation score: -841.700121 Iteration 916, loss = 0.77168206 Validation score: -838.319500 Iteration 917, loss = 0.76848963 Validation score: -834.951030 Iteration 918, loss = 0.76530915 Validation score: -831.594674 Iteration 919, loss = 0.76214060 Validation score: -828.250393 Iteration 920, loss = 0.75898392 Validation score: -824.918149 Iteration 921, loss = 0.75583908 Validation score: -821.597905 Iteration 922, loss = 0.75270604 Validation score: -818.289621 Iteration 923, loss = 0.74958477 Validation score: -814.993261 Iteration 924, loss = 0.74647522 Validation score: -811.708786 Iteration 925, loss = 0.74337736 Validation score: -808.436159 Iteration 926, loss = 0.74029115 Validation score: -805.175342 Iteration 927, loss = 0.73721655 Validation score: -801.926299 Iteration 928, loss = 0.73415352 Validation score: -798.688991 Iteration 929, loss = 0.73110203 Validation score: -795.463382 Iteration 930, loss = 0.72806204 Validation score: -792.249434 Iteration 931, loss = 0.72503352 Validation score: -789.047111 Iteration 932, loss = 0.72201642 Validation score: -785.856376 Iteration 933, loss = 0.71901070 Validation score: -782.677192 Iteration 934, loss = 0.71601634 Validation score: -779.509523 Iteration 935, loss = 0.71303330 Validation score: -776.353331 Iteration 936, loss = 0.71006153 Validation score: -773.208582 Iteration 937, loss = 0.70710100 Validation score: -770.075237 Iteration 938, loss = 0.70415168 Validation score: -766.953262 Iteration 939, loss = 0.70121352 Validation score: -763.842620 Iteration 940, loss = 0.69828650 Validation score: -760.743275 Iteration 941, loss = 0.69537058 Validation score: -757.655191 Iteration 942, loss = 0.69246571 Validation score: -754.578334 Iteration 943, loss = 0.68957187 Validation score: -751.512666 Iteration 944, loss = 0.68668901 Validation score: -748.458152 Iteration 945, loss = 0.68381711 Validation score: -745.414758 Iteration 946, loss = 0.68095613 Validation score: -742.382447 Iteration 947, loss = 0.67810603 Validation score: -739.361186 Iteration 948, loss = 0.67526677 Validation score: -736.350937 Iteration 949, loss = 0.67243833 Validation score: -733.351667 Iteration 950, loss = 0.66962066 Validation score: -730.363340 Iteration 951, loss = 0.66681373 Validation score: -727.385923 Iteration 952, loss = 0.66401751 Validation score: -724.419379 Iteration 953, loss = 0.66123195 Validation score: -721.463675 Iteration 954, loss = 0.65845704 Validation score: -718.518776 Iteration 955, loss = 0.65569272 Validation score: -715.584647 Iteration 956, loss = 0.65293898 Validation score: -712.661255 Iteration 957, loss = 0.65019576 Validation score: -709.748565 Iteration 958, loss = 0.64746304 Validation score: -706.846543 Iteration 959, loss = 0.64474079 Validation score: -703.955155 Iteration 960, loss = 0.64202897 Validation score: -701.074368 Iteration 961, loss = 0.63932754 Validation score: -698.204147 Iteration 962, loss = 0.63663647 Validation score: -695.344458 Iteration 963, loss = 0.63395573 Validation score: -692.495269 Iteration 964, loss = 0.63128529 Validation score: -689.656545 Iteration 965, loss = 0.62862510 Validation score: -686.828254 Iteration 966, loss = 0.62597515 Validation score: -684.010361 Iteration 967, loss = 0.62333538 Validation score: -681.202835 Iteration 968, loss = 0.62070578 Validation score: -678.405641 Iteration 969, loss = 0.61808630 Validation score: -675.618747 Iteration 970, loss = 0.61547692 Validation score: -672.842119 Iteration 971, loss = 0.61287760 Validation score: -670.075726 Iteration 972, loss = 0.61028830 Validation score: -667.319533 Iteration 973, loss = 0.60770900 Validation score: -664.573510 Iteration 974, loss = 0.60513966 Validation score: -661.837622 Iteration 975, loss = 0.60258025 Validation score: -659.111838 Iteration 976, loss = 0.60003074 Validation score: -656.396125 Iteration 977, loss = 0.59749109 Validation score: -653.690452 Iteration 978, loss = 0.59496128 Validation score: -650.994785 Iteration 979, loss = 0.59244126 Validation score: -648.309093 Iteration 980, loss = 0.58993101 Validation score: -645.633344 Iteration 981, loss = 0.58743050 Validation score: -642.967506 Iteration 982, loss = 0.58493969 Validation score: -640.311547 Iteration 983, loss = 0.58245855 Validation score: -637.665436 Iteration 984, loss = 0.57998705 Validation score: -635.029140 Iteration 985, loss = 0.57752515 Validation score: -632.402629 Iteration 986, loss = 0.57507284 Validation score: -629.785871 Iteration 987, loss = 0.57263007 Validation score: -627.178834 Iteration 988, loss = 0.57019681 Validation score: -624.581488 Iteration 989, loss = 0.56777303 Validation score: -621.993801 Iteration 990, loss = 0.56535870 Validation score: -619.415742 Iteration 991, loss = 0.56295380 Validation score: -616.847281 Iteration 992, loss = 0.56055828 Validation score: -614.288385 Iteration 993, loss = 0.55817211 Validation score: -611.739025 Iteration 994, loss = 0.55579528 Validation score: -609.199170 Iteration 995, loss = 0.55342773 Validation score: -606.668789 Iteration 996, loss = 0.55106946 Validation score: -604.147852 Iteration 997, loss = 0.54872041 Validation score: -601.636328 Iteration 998, loss = 0.54638057 Validation score: -599.134186 Iteration 999, loss = 0.54404991 Validation score: -596.641397 Iteration 1000, loss = 0.54172838 Validation score: -594.157931 Iteration 1, loss = 12.79661216 Validation score: -276.587574 Iteration 2, loss = 12.77122027 Validation score: -276.032283 Iteration 3, loss = 12.74583250 Validation score: -275.477096 Iteration 4, loss = 12.72044904 Validation score: -274.922016 Iteration 5, loss = 12.69507008 Validation score: -274.367047 Iteration 6, loss = 12.66969576 Validation score: -273.812193 Iteration 7, loss = 12.64432624 Validation score: -273.257455 Iteration 8, loss = 12.61896164 Validation score: -272.702838 Iteration 9, loss = 12.59360208 Validation score: -272.148344 Iteration 10, loss = 12.56824769 Validation score: -271.593974 Iteration 11, loss = 12.54289855 Validation score: -271.039732 Iteration 12, loss = 12.51755475 Validation score: -270.485618 Iteration 13, loss = 12.49221638 Validation score: -269.931635 Iteration 14, loss = 12.46688350 Validation score: -269.377783 Iteration 15, loss = 12.44155619 Validation score: -268.824065 Iteration 16, loss = 12.41623449 Validation score: -268.270482 Iteration 17, loss = 12.39091845 Validation score: -267.717034 Iteration 18, loss = 12.36560812 Validation score: -267.163723 Iteration 19, loss = 12.34030354 Validation score: -266.610549 Iteration 20, loss = 12.31500473 Validation score: -266.057513 Iteration 21, loss = 12.28971173 Validation score: -265.504616 Iteration 22, loss = 12.26442455 Validation score: -264.951857 Iteration 23, loss = 12.23914321 Validation score: -264.399239 Iteration 24, loss = 12.21386773 Validation score: -263.846760 Iteration 25, loss = 12.18859812 Validation score: -263.294421 Iteration 26, loss = 12.16333439 Validation score: -262.742223 Iteration 27, loss = 12.13807654 Validation score: -262.190165 Iteration 28, loss = 12.11282458 Validation score: -261.638248 Iteration 29, loss = 12.08757851 Validation score: -261.086473 Iteration 30, loss = 12.06233833 Validation score: -260.534838 Iteration 31, loss = 12.03710404 Validation score: -259.983344 Iteration 32, loss = 12.01187565 Validation score: -259.431992 Iteration 33, loss = 11.98665314 Validation score: -258.880781 Iteration 34, loss = 11.96143653 Validation score: -258.329711 Iteration 35, loss = 11.93622581 Validation score: -257.778783 Iteration 36, loss = 11.91102098 Validation score: -257.227996 Iteration 37, loss = 11.88582204 Validation score: -256.677352 Iteration 38, loss = 11.86062900 Validation score: -256.126849 Iteration 39, loss = 11.83544185 Validation score: -255.576488 Iteration 40, loss = 11.81026060 Validation score: -255.026270 Iteration 41, loss = 11.78508527 Validation score: -254.476195 Iteration 42, loss = 11.75991585 Validation score: -253.926262 Iteration 43, loss = 11.73475235 Validation score: -253.376473 Iteration 44, loss = 11.70959480 Validation score: -252.826827 Iteration 45, loss = 11.68444319 Validation score: -252.277326 Iteration 46, loss = 11.65929756 Validation score: -251.727969 Iteration 47, loss = 11.63415792 Validation score: -251.178758 Iteration 48, loss = 11.60902429 Validation score: -250.629692 Iteration 49, loss = 11.58389669 Validation score: -250.080774 Iteration 50, loss = 11.55877516 Validation score: -249.532002 Iteration 51, loss = 11.53365973 Validation score: -248.983379 Iteration 52, loss = 11.50855042 Validation score: -248.434906 Iteration 53, loss = 11.48344728 Validation score: -247.886582 Iteration 54, loss = 11.45835034 Validation score: -247.338410 Iteration 55, loss = 11.43325965 Validation score: -246.790389 Iteration 56, loss = 11.40817526 Validation score: -246.242523 Iteration 57, loss = 11.38309720 Validation score: -245.694811 Iteration 58, loss = 11.35802554 Validation score: -245.147255 Iteration 59, loss = 11.33296033 Validation score: -244.599856 Iteration 60, loss = 11.30790163 Validation score: -244.052617 Iteration 61, loss = 11.28284950 Validation score: -243.505538 Iteration 62, loss = 11.25780401 Validation score: -242.958621 Iteration 63, loss = 11.23276522 Validation score: -242.411867 Iteration 64, loss = 11.20773320 Validation score: -241.865279 Iteration 65, loss = 11.18270804 Validation score: -241.318858 Iteration 66, loss = 11.15768980 Validation score: -240.772606 Iteration 67, loss = 11.13267858 Validation score: -240.226526 Iteration 68, loss = 11.10767444 Validation score: -239.680618 Iteration 69, loss = 11.08267749 Validation score: -239.134885 Iteration 70, loss = 11.05768780 Validation score: -238.589329 Iteration 71, loss = 11.03270548 Validation score: -238.043952 Iteration 72, loss = 11.00773062 Validation score: -237.498757 Iteration 73, loss = 10.98276331 Validation score: -236.953746 Iteration 74, loss = 10.95780367 Validation score: -236.408921 Iteration 75, loss = 10.93285179 Validation score: -235.864284 Iteration 76, loss = 10.90790779 Validation score: -235.319838 Iteration 77, loss = 10.88297177 Validation score: -234.775586 Iteration 78, loss = 10.85804384 Validation score: -234.231530 Iteration 79, loss = 10.83312413 Validation score: -233.687673 Iteration 80, loss = 10.80821276 Validation score: -233.144017 Iteration 81, loss = 10.78330983 Validation score: -232.600566 Iteration 82, loss = 10.75841549 Validation score: -232.057321 Iteration 83, loss = 10.73352986 Validation score: -231.514287 Iteration 84, loss = 10.70865307 Validation score: 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Validation score: -222.317920 Iteration 101, loss = 10.28724178 Validation score: -221.779231 Iteration 102, loss = 10.26255003 Validation score: -221.240819 Iteration 103, loss = 10.23787019 Validation score: -220.702689 Iteration 104, loss = 10.21320248 Validation score: -220.164844 Iteration 105, loss = 10.18854708 Validation score: -219.627289 Iteration 106, loss = 10.16390419 Validation score: -219.090029 Iteration 107, loss = 10.13927402 Validation score: -218.553068 Iteration 108, loss = 10.11465678 Validation score: -218.016410 Iteration 109, loss = 10.09005267 Validation score: -217.480060 Iteration 110, loss = 10.06546191 Validation score: -216.944022 Iteration 111, loss = 10.04088470 Validation score: -216.408302 Iteration 112, loss = 10.01632127 Validation score: -215.872904 Iteration 113, loss = 9.99177184 Validation score: -215.337832 Iteration 114, loss = 9.96723662 Validation score: -214.803091 Iteration 115, loss = 9.94271584 Validation score: -214.268687 Iteration 116, loss = 9.91820972 Validation score: -213.734624 Iteration 117, loss = 9.89371850 Validation score: -213.200908 Iteration 118, loss = 9.86924241 Validation score: -212.667542 Iteration 119, loss = 9.84478167 Validation score: -212.134532 Iteration 120, loss = 9.82033652 Validation score: -211.601883 Iteration 121, loss = 9.79590719 Validation score: -211.069599 Iteration 122, loss = 9.77149393 Validation score: -210.537687 Iteration 123, loss = 9.74709698 Validation score: -210.006151 Iteration 124, loss = 9.72271657 Validation score: -209.474997 Iteration 125, loss = 9.69835295 Validation score: -208.944228 Iteration 126, loss = 9.67400636 Validation score: -208.413851 Iteration 127, loss = 9.64967706 Validation score: -207.883871 Iteration 128, loss = 9.62536527 Validation score: -207.354292 Iteration 129, loss = 9.60107127 Validation score: -206.825120 Iteration 130, loss = 9.57679528 Validation score: -206.296360 Iteration 131, loss = 9.55253758 Validation score: -205.768018 Iteration 132, loss = 9.52829840 Validation score: -205.240098 Iteration 133, loss = 9.50407800 Validation score: -204.712606 Iteration 134, loss = 9.47987664 Validation score: -204.185547 Iteration 135, loss = 9.45569456 Validation score: -203.658926 Iteration 136, loss = 9.43153204 Validation score: -203.132748 Iteration 137, loss = 9.40738931 Validation score: -202.607019 Iteration 138, loss = 9.38326664 Validation score: -202.081743 Iteration 139, loss = 9.35916429 Validation score: -201.556927 Iteration 140, loss = 9.33508252 Validation score: -201.032575 Iteration 141, loss = 9.31102158 Validation score: -200.508692 Iteration 142, loss = 9.28698173 Validation score: -199.985284 Iteration 143, loss = 9.26296323 Validation score: -199.462356 Iteration 144, loss = 9.23896634 Validation score: -198.939913 Iteration 145, loss = 9.21499133 Validation score: -198.417959 Iteration 146, loss = 9.19103844 Validation score: -197.896502 Iteration 147, loss = 9.16710794 Validation score: -197.375545 Iteration 148, loss = 9.14320009 Validation score: -196.855093 Iteration 149, loss = 9.11931515 Validation score: -196.335152 Iteration 150, loss = 9.09545338 Validation score: -195.815728 Iteration 151, loss = 9.07161503 Validation score: -195.296824 Iteration 152, loss = 9.04780037 Validation score: -194.778447 Iteration 153, loss = 9.02400965 Validation score: -194.260601 Iteration 154, loss = 9.00024313 Validation score: -193.743291 Iteration 155, loss = 8.97650106 Validation score: -193.226523 Iteration 156, loss = 8.95278371 Validation score: -192.710302 Iteration 157, loss = 8.92909132 Validation score: -192.194632 Iteration 158, loss = 8.90542416 Validation score: -191.679519 Iteration 159, loss = 8.88178247 Validation score: -191.164968 Iteration 160, loss = 8.85816651 Validation score: -190.650983 Iteration 161, loss = 8.83457653 Validation score: -190.137570 Iteration 162, loss = 8.81101278 Validation score: -189.624734 Iteration 163, loss = 8.78747551 Validation score: -189.112480 Iteration 164, loss = 8.76396496 Validation score: -188.600812 Iteration 165, loss = 8.74048140 Validation score: -188.089736 Iteration 166, loss = 8.71702505 Validation score: -187.579256 Iteration 167, loss = 8.69359616 Validation score: -187.069377 Iteration 168, loss = 8.67019498 Validation score: -186.560105 Iteration 169, loss = 8.64682175 Validation score: -186.051443 Iteration 170, loss = 8.62347670 Validation score: -185.543397 Iteration 171, loss = 8.60016008 Validation score: -185.035972 Iteration 172, loss = 8.57687212 Validation score: -184.529172 Iteration 173, loss = 8.55361305 Validation score: -184.023001 Iteration 174, loss = 8.53038310 Validation score: -183.517465 Iteration 175, loss = 8.50718252 Validation score: -183.012569 Iteration 176, loss = 8.48401152 Validation score: -182.508315 Iteration 177, loss = 8.46087033 Validation score: -182.004710 Iteration 178, loss = 8.43775917 Validation score: -181.501758 Iteration 179, loss = 8.41467827 Validation score: -180.999463 Iteration 180, loss = 8.39162785 Validation score: -180.497829 Iteration 181, loss = 8.36860813 Validation score: -179.996861 Iteration 182, loss = 8.34561931 Validation score: -179.496563 Iteration 183, loss = 8.32266161 Validation score: -178.996939 Iteration 184, loss = 8.29973525 Validation score: -178.497994 Iteration 185, loss = 8.27684043 Validation score: -177.999731 Iteration 186, loss = 8.25397736 Validation score: -177.502155 Iteration 187, loss = 8.23114624 Validation score: -177.005269 Iteration 188, loss = 8.20834727 Validation score: -176.509078 Iteration 189, loss = 8.18558065 Validation score: -176.013585 Iteration 190, loss = 8.16284657 Validation score: -175.518795 Iteration 191, loss = 8.14014523 Validation score: -175.024710 Iteration 192, loss = 8.11747681 Validation score: -174.531335 Iteration 193, loss = 8.09484151 Validation score: -174.038674 Iteration 194, loss = 8.07223950 Validation score: -173.546729 Iteration 195, loss = 8.04967098 Validation score: -173.055504 Iteration 196, loss = 8.02713612 Validation score: -172.565004 Iteration 197, loss = 8.00463508 Validation score: -172.075230 Iteration 198, loss = 7.98216806 Validation score: -171.586187 Iteration 199, loss = 7.95973522 Validation score: -171.097878 Iteration 200, loss = 7.93733671 Validation score: -170.610305 Iteration 201, loss = 7.91497272 Validation score: -170.123473 Iteration 202, loss = 7.89264340 Validation score: -169.637384 Iteration 203, loss = 7.87034891 Validation score: -169.152040 Iteration 204, loss = 7.84808939 Validation score: -168.667446 Iteration 205, loss = 7.82586502 Validation score: -168.183604 Iteration 206, loss = 7.80367593 Validation score: -167.700516 Iteration 207, loss = 7.78152227 Validation score: -167.218187 Iteration 208, loss = 7.75940418 Validation score: -166.736617 Iteration 209, loss = 7.73732181 Validation score: -166.255810 Iteration 210, loss = 7.71527528 Validation score: -165.775769 Iteration 211, loss = 7.69326474 Validation score: -165.296496 Iteration 212, loss = 7.67129031 Validation score: -164.817994 Iteration 213, loss = 7.64935212 Validation score: -164.340265 Iteration 214, loss = 7.62745030 Validation score: -163.863311 Iteration 215, loss = 7.60558497 Validation score: -163.387135 Iteration 216, loss = 7.58375623 Validation score: -162.911740 Iteration 217, loss = 7.56196422 Validation score: -162.437127 Iteration 218, loss = 7.54020904 Validation score: -161.963298 Iteration 219, loss = 7.51849079 Validation score: -161.490257 Iteration 220, loss = 7.49680959 Validation score: -161.018004 Iteration 221, loss = 7.47516553 Validation score: -160.546542 Iteration 222, loss = 7.45355872 Validation score: -160.075874 Iteration 223, loss = 7.43198925 Validation score: -159.606000 Iteration 224, loss = 7.41045721 Validation score: -159.136924 Iteration 225, loss = 7.38896269 Validation score: -158.668646 Iteration 226, loss = 7.36750578 Validation score: -158.201169 Iteration 227, loss = 7.34608657 Validation score: -157.734494 Iteration 228, loss = 7.32470512 Validation score: -157.268624 Iteration 229, loss = 7.30336153 Validation score: -156.803559 Iteration 230, loss = 7.28205586 Validation score: -156.339302 Iteration 231, loss = 7.26078818 Validation score: -155.875854 Iteration 232, loss = 7.23955857 Validation score: -155.413216 Iteration 233, loss = 7.21836709 Validation score: -154.951391 Iteration 234, loss = 7.19721379 Validation score: -154.490379 Iteration 235, loss = 7.17609875 Validation score: -154.030183 Iteration 236, loss = 7.15502201 Validation score: -153.570803 Iteration 237, loss = 7.13398363 Validation score: -153.112240 Iteration 238, loss = 7.11298365 Validation score: -152.654496 Iteration 239, loss = 7.09202214 Validation score: -152.197573 Iteration 240, loss = 7.07109912 Validation score: -151.741471 Iteration 241, loss = 7.05021464 Validation score: -151.286191 Iteration 242, loss = 7.02936875 Validation score: 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score: -143.673109 Iteration 259, loss = 6.68091578 Validation score: -143.232769 Iteration 260, loss = 6.66076791 Validation score: -142.793263 Iteration 261, loss = 6.64065886 Validation score: -142.354592 Iteration 262, loss = 6.62058861 Validation score: -141.916756 Iteration 263, loss = 6.60055715 Validation score: -141.479755 Iteration 264, loss = 6.58056447 Validation score: -141.043589 Iteration 265, loss = 6.56061054 Validation score: -140.608258 Iteration 266, loss = 6.54069536 Validation score: -140.173763 Iteration 267, loss = 6.52081888 Validation score: -139.740102 Iteration 268, loss = 6.50098110 Validation score: -139.307276 Iteration 269, loss = 6.48118199 Validation score: -138.875285 Iteration 270, loss = 6.46142151 Validation score: -138.444128 Iteration 271, loss = 6.44169964 Validation score: -138.013806 Iteration 272, loss = 6.42201634 Validation score: -137.584318 Iteration 273, loss = 6.40237159 Validation score: -137.155664 Iteration 274, loss = 6.38276534 Validation score: -136.727842 Iteration 275, loss = 6.36319757 Validation score: -136.300854 Iteration 276, loss = 6.34366822 Validation score: -135.874699 Iteration 277, loss = 6.32417726 Validation score: -135.449375 Iteration 278, loss = 6.30472465 Validation score: -135.024883 Iteration 279, loss = 6.28531035 Validation score: -134.601223 Iteration 280, loss = 6.26593430 Validation score: -134.178392 Iteration 281, loss = 6.24659647 Validation score: -133.756392 Iteration 282, loss = 6.22729681 Validation score: -133.335221 Iteration 283, loss = 6.20803526 Validation score: -132.914878 Iteration 284, loss = 6.18881177 Validation score: -132.495363 Iteration 285, loss = 6.16962630 Validation score: -132.076675 Iteration 286, loss = 6.15047879 Validation score: -131.658813 Iteration 287, loss = 6.13136919 Validation score: -131.241777 Iteration 288, loss = 6.11229743 Validation score: -130.825566 Iteration 289, loss = 6.09326347 Validation score: -130.410178 Iteration 290, loss = 6.07426725 Validation score: -129.995613 Iteration 291, loss = 6.05530870 Validation score: -129.581871 Iteration 292, loss = 6.03638776 Validation score: -129.168949 Iteration 293, loss = 6.01750439 Validation score: -128.756847 Iteration 294, loss = 5.99865850 Validation score: -128.345564 Iteration 295, loss = 5.97985005 Validation score: -127.935099 Iteration 296, loss = 5.96107896 Validation score: -127.525451 Iteration 297, loss = 5.94234517 Validation score: -127.116618 Iteration 298, loss = 5.92364863 Validation score: -126.708601 Iteration 299, loss = 5.90498925 Validation score: -126.301397 Iteration 300, loss = 5.88636698 Validation score: -125.895005 Iteration 301, loss = 5.86778175 Validation score: -125.489425 Iteration 302, loss = 5.84923348 Validation score: -125.084654 Iteration 303, loss = 5.83072212 Validation score: -124.680693 Iteration 304, loss = 5.81224759 Validation score: -124.277539 Iteration 305, loss = 5.79380982 Validation score: -123.875191 Iteration 306, loss = 5.77540874 Validation score: -123.473649 Iteration 307, loss = 5.75704429 Validation score: -123.072910 Iteration 308, loss = 5.73871638 Validation score: -122.672974 Iteration 309, loss = 5.72042496 Validation score: -122.273839 Iteration 310, loss = 5.70216994 Validation score: -121.875504 Iteration 311, loss = 5.68395127 Validation score: -121.477968 Iteration 312, loss = 5.66576886 Validation score: -121.081229 Iteration 313, loss = 5.64762264 Validation score: -120.685286 Iteration 314, loss = 5.62951254 Validation score: -120.290137 Iteration 315, loss = 5.61143849 Validation score: -119.895782 Iteration 316, loss = 5.59340042 Validation score: -119.502218 Iteration 317, loss = 5.57539825 Validation score: -119.109445 Iteration 318, loss = 5.55743191 Validation score: -118.717461 Iteration 319, loss = 5.53950134 Validation score: -118.326264 Iteration 320, loss = 5.52160644 Validation score: -117.935854 Iteration 321, loss = 5.50374716 Validation score: -117.546229 Iteration 322, loss = 5.48592343 Validation score: -117.157387 Iteration 323, loss = 5.46813516 Validation score: -116.769327 Iteration 324, loss = 5.45038229 Validation score: -116.382048 Iteration 325, loss = 5.43266475 Validation score: -115.995548 Iteration 326, loss = 5.41498246 Validation score: -115.609826 Iteration 327, loss = 5.39733536 Validation score: -115.224880 Iteration 328, loss = 5.37972337 Validation score: -114.840710 Iteration 329, loss = 5.36214642 Validation score: -114.457313 Iteration 330, loss = 5.34460444 Validation score: -114.074688 Iteration 331, loss = 5.32709737 Validation score: -113.692835 Iteration 332, loss = 5.30962512 Validation score: -113.311750 Iteration 333, loss = 5.29218764 Validation score: -112.931434 Iteration 334, loss = 5.27478486 Validation score: -112.551885 Iteration 335, loss = 5.25741670 Validation score: -112.173101 Iteration 336, loss = 5.24008311 Validation score: -111.795081 Iteration 337, loss = 5.22278400 Validation score: 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score: -105.484355 Iteration 354, loss = 4.93391451 Validation score: -105.119865 Iteration 355, loss = 4.91722551 Validation score: -104.756115 Iteration 356, loss = 4.90056986 Validation score: -104.393104 Iteration 357, loss = 4.88394750 Validation score: -104.030831 Iteration 358, loss = 4.86735838 Validation score: -103.669294 Iteration 359, loss = 4.85080244 Validation score: -103.308494 Iteration 360, loss = 4.83427965 Validation score: -102.948428 Iteration 361, loss = 4.81778994 Validation score: -102.589095 Iteration 362, loss = 4.80133326 Validation score: -102.230495 Iteration 363, loss = 4.78490958 Validation score: -101.872627 Iteration 364, loss = 4.76851885 Validation score: -101.515489 Iteration 365, loss = 4.75216101 Validation score: -101.159081 Iteration 366, loss = 4.73583603 Validation score: -100.803402 Iteration 367, loss = 4.71954386 Validation score: -100.448450 Iteration 368, loss = 4.70328446 Validation score: -100.094226 Iteration 369, loss = 4.68705778 Validation score: -99.740727 Iteration 370, loss = 4.67086378 Validation score: -99.387953 Iteration 371, loss = 4.65470243 Validation score: -99.035903 Iteration 372, loss = 4.63857368 Validation score: -98.684577 Iteration 373, loss = 4.62247750 Validation score: -98.333973 Iteration 374, loss = 4.60641384 Validation score: -97.984091 Iteration 375, loss = 4.59038268 Validation score: -97.634930 Iteration 376, loss = 4.57438397 Validation score: -97.286488 Iteration 377, loss = 4.55841769 Validation score: -96.938767 Iteration 378, loss = 4.54248379 Validation score: -96.591764 Iteration 379, loss = 4.52658224 Validation score: -96.245479 Iteration 380, loss = 4.51071302 Validation score: -95.899911 Iteration 381, loss = 4.49487608 Validation score: -95.555060 Iteration 382, loss = 4.47907141 Validation score: -95.210925 Iteration 383, loss = 4.46329897 Validation score: -94.867505 Iteration 384, loss = 4.44755873 Validation score: -94.524799 Iteration 385, loss = 4.43185066 Validation score: -94.182808 Iteration 386, loss = 4.41617475 Validation score: -93.841531 Iteration 387, loss = 4.40053096 Validation score: -93.500966 Iteration 388, loss = 4.38491927 Validation score: -93.161113 Iteration 389, loss = 4.36933965 Validation score: -92.821973 Iteration 390, loss = 4.35379208 Validation score: -92.483544 Iteration 391, loss = 4.33827654 Validation score: -92.145826 Iteration 392, loss = 4.32279301 Validation score: -91.808818 Iteration 393, loss = 4.30734147 Validation score: -91.472520 Iteration 394, loss = 4.29192189 Validation score: -91.136931 Iteration 395, loss = 4.27653427 Validation score: -90.802052 Iteration 396, loss = 4.26117857 Validation score: -90.467882 Iteration 397, loss = 4.24585479 Validation score: -90.134419 Iteration 398, loss = 4.23056291 Validation score: -89.801665 Iteration 399, loss = 4.21530291 Validation score: -89.469618 Iteration 400, loss = 4.20007478 Validation score: -89.138279 Iteration 401, loss = 4.18487850 Validation score: -88.807646 Iteration 402, loss = 4.16971407 Validation score: -88.477720 Iteration 403, loss = 4.15458146 Validation score: -88.148501 Iteration 404, loss = 4.13948067 Validation score: -87.819987 Iteration 405, loss = 4.12441169 Validation score: -87.492180 Iteration 406, loss = 4.10937450 Validation score: -87.165078 Iteration 407, loss = 4.09436910 Validation score: -86.838681 Iteration 408, loss = 4.07939548 Validation score: -86.512990 Iteration 409, loss = 4.06445364 Validation score: -86.188004 Iteration 410, loss = 4.04954356 Validation score: -85.863722 Iteration 411, loss = 4.03466523 Validation score: -85.540145 Iteration 412, loss = 4.01981866 Validation score: -85.217273 Iteration 413, loss = 4.00500384 Validation score: -84.895105 Iteration 414, loss = 3.99022076 Validation score: -84.573642 Iteration 415, loss = 3.97546942 Validation score: -84.252883 Iteration 416, loss = 3.96074982 Validation score: -83.932828 Iteration 417, loss = 3.94606196 Validation score: -83.613476 Iteration 418, loss = 3.93140583 Validation score: -83.294829 Iteration 419, loss = 3.91678143 Validation score: -82.976886 Iteration 420, loss = 3.90218877 Validation score: -82.659647 Iteration 421, loss = 3.88762783 Validation score: -82.343112 Iteration 422, loss = 3.87309864 Validation score: -82.027281 Iteration 423, loss = 3.85860118 Validation score: -81.712153 Iteration 424, loss = 3.84413545 Validation score: -81.397730 Iteration 425, loss = 3.82970147 Validation score: -81.084010 Iteration 426, loss = 3.81529923 Validation score: -80.770995 Iteration 427, loss = 3.80092874 Validation score: -80.458684 Iteration 428, loss = 3.78659000 Validation score: -80.147076 Iteration 429, loss = 3.77228302 Validation score: -79.836173 Iteration 430, loss = 3.75800780 Validation score: -79.525975 Iteration 431, loss = 3.74376435 Validation score: -79.216481 Iteration 432, loss = 3.72955268 Validation score: -78.907691 Iteration 433, loss = 3.71537278 Validation score: -78.599606 Iteration 434, loss = 3.70122468 Validation score: -78.292226 Iteration 435, loss = 3.68710837 Validation score: -77.985550 Iteration 436, loss = 3.67302387 Validation score: -77.679580 Iteration 437, loss = 3.65897118 Validation score: -77.374315 Iteration 438, loss = 3.64495032 Validation score: -77.069756 Iteration 439, loss = 3.63096129 Validation score: -76.765902 Iteration 440, loss = 3.61700410 Validation score: -76.462754 Iteration 441, loss = 3.60307876 Validation score: -76.160311 Iteration 442, loss = 3.58918529 Validation score: -75.858575 Iteration 443, loss = 3.57532370 Validation score: -75.557546 Iteration 444, loss = 3.56149399 Validation score: -75.257223 Iteration 445, loss = 3.54769618 Validation score: -74.957607 Iteration 446, loss = 3.53393029 Validation score: -74.658698 Iteration 447, loss = 3.52019631 Validation score: -74.360496 Iteration 448, loss = 3.50649428 Validation score: -74.063002 Iteration 449, loss = 3.49282419 Validation score: -73.766215 Iteration 450, loss = 3.47918607 Validation score: -73.470137 Iteration 451, loss = 3.46557993 Validation score: -73.174767 Iteration 452, loss = 3.45200578 Validation score: -72.880106 Iteration 453, loss = 3.43846363 Validation score: -72.586154 Iteration 454, loss = 3.42495351 Validation score: -72.292911 Iteration 455, loss = 3.41147542 Validation score: -72.000377 Iteration 456, loss = 3.39802938 Validation score: -71.708553 Iteration 457, loss = 3.38461541 Validation score: -71.417440 Iteration 458, loss = 3.37123353 Validation score: -71.127037 Iteration 459, loss = 3.35788374 Validation score: -70.837344 Iteration 460, loss = 3.34456607 Validation score: -70.548362 Iteration 461, loss = 3.33128053 Validation score: -70.260092 Iteration 462, loss = 3.31802713 Validation score: -69.972534 Iteration 463, loss = 3.30480590 Validation score: -69.685687 Iteration 464, loss = 3.29161685 Validation score: -69.399553 Iteration 465, loss = 3.27846000 Validation score: -69.114132 Iteration 466, loss = 3.26533537 Validation score: -68.829423 Iteration 467, loss = 3.25224296 Validation score: -68.545428 Iteration 468, loss = 3.23918281 Validation score: -68.262147 Iteration 469, loss = 3.22615493 Validation score: -67.979579 Iteration 470, loss = 3.21315933 Validation score: -67.697726 Iteration 471, loss = 3.20019603 Validation score: -67.416588 Iteration 472, loss = 3.18726505 Validation score: -67.136164 Iteration 473, loss = 3.17436641 Validation score: -66.856457 Iteration 474, loss = 3.16150013 Validation score: -66.577464 Iteration 475, loss = 3.14866622 Validation score: -66.299188 Iteration 476, loss = 3.13586471 Validation score: -66.021629 Iteration 477, loss = 3.12309561 Validation score: -65.744786 Iteration 478, loss = 3.11035893 Validation score: -65.468661 Iteration 479, loss = 3.09765470 Validation score: -65.193253 Iteration 480, loss = 3.08498294 Validation score: -64.918563 Iteration 481, loss = 3.07234366 Validation score: -64.644591 Iteration 482, loss = 3.05973688 Validation score: -64.371338 Iteration 483, loss = 3.04716262 Validation score: -64.098804 Iteration 484, loss = 3.03462090 Validation score: -63.826989 Iteration 485, loss = 3.02211173 Validation score: -63.555893 Iteration 486, loss = 3.00963514 Validation score: -63.285518 Iteration 487, loss = 2.99719114 Validation score: -63.015863 Iteration 488, loss = 2.98477975 Validation score: -62.746929 Iteration 489, loss = 2.97240098 Validation score: -62.478716 Iteration 490, loss = 2.96005486 Validation score: -62.211224 Iteration 491, loss = 2.94774141 Validation score: -61.944454 Iteration 492, loss = 2.93546063 Validation score: -61.678406 Iteration 493, loss = 2.92321255 Validation score: -61.413081 Iteration 494, loss = 2.91099718 Validation score: -61.148478 Iteration 495, loss = 2.89881455 Validation score: -60.884598 Iteration 496, loss = 2.88666466 Validation score: -60.621442 Iteration 497, loss = 2.87454754 Validation score: -60.359009 Iteration 498, loss = 2.86246320 Validation score: -60.097300 Iteration 499, loss = 2.85041166 Validation score: -59.836316 Iteration 500, loss = 2.83839293 Validation score: -59.576056 Iteration 501, loss = 2.82640703 Validation score: -59.316522 Iteration 502, loss = 2.81445399 Validation score: -59.057712 Iteration 503, loss = 2.80253380 Validation score: -58.799628 Iteration 504, loss = 2.79064649 Validation score: -58.542270 Iteration 505, loss = 2.77879207 Validation score: -58.285638 Iteration 506, loss = 2.76697057 Validation score: -58.029733 Iteration 507, loss = 2.75518198 Validation score: -57.774554 Iteration 508, loss = 2.74342633 Validation score: -57.520102 Iteration 509, loss = 2.73170363 Validation score: -57.266377 Iteration 510, loss = 2.72001390 Validation score: -57.013380 Iteration 511, loss = 2.70835715 Validation score: -56.761111 Iteration 512, loss = 2.69673339 Validation score: -56.509569 Iteration 513, loss = 2.68514264 Validation score: -56.258756 Iteration 514, loss = 2.67358490 Validation score: -56.008671 Iteration 515, loss = 2.66206019 Validation score: -55.759315 Iteration 516, loss = 2.65056853 Validation score: -55.510687 Iteration 517, loss = 2.63910992 Validation score: -55.262789 Iteration 518, loss = 2.62768438 Validation score: -55.015620 Iteration 519, loss = 2.61629192 Validation score: -54.769181 Iteration 520, loss = 2.60493254 Validation score: -54.523471 Iteration 521, loss = 2.59360627 Validation score: -54.278491 Iteration 522, loss = 2.58231310 Validation score: -54.034241 Iteration 523, loss = 2.57105305 Validation score: -53.790721 Iteration 524, loss = 2.55982612 Validation score: -53.547931 Iteration 525, loss = 2.54863234 Validation score: -53.305872 Iteration 526, loss = 2.53747169 Validation score: -53.064544 Iteration 527, loss = 2.52634420 Validation score: -52.823946 Iteration 528, loss = 2.51524988 Validation score: -52.584079 Iteration 529, loss = 2.50418871 Validation score: -52.344943 Iteration 530, loss = 2.49316073 Validation score: -52.106538 Iteration 531, loss = 2.48216592 Validation score: -51.868865 Iteration 532, loss = 2.47120430 Validation score: -51.631922 Iteration 533, loss = 2.46027588 Validation score: -51.395711 Iteration 534, loss = 2.44938064 Validation score: -51.160231 Iteration 535, loss = 2.43851862 Validation score: -50.925482 Iteration 536, loss = 2.42768979 Validation score: -50.691465 Iteration 537, loss = 2.41689418 Validation score: -50.458179 Iteration 538, loss = 2.40613178 Validation score: -50.225625 Iteration 539, loss = 2.39540259 Validation score: -49.993802 Iteration 540, loss = 2.38470662 Validation score: -49.762710 Iteration 541, loss = 2.37404386 Validation score: -49.532350 Iteration 542, loss = 2.36341433 Validation score: -49.302722 Iteration 543, loss = 2.35281801 Validation score: -49.073824 Iteration 544, loss = 2.34225492 Validation score: -48.845658 Iteration 545, loss = 2.33172504 Validation score: -48.618223 Iteration 546, loss = 2.32122838 Validation score: -48.391520 Iteration 547, loss = 2.31076494 Validation score: -48.165547 Iteration 548, loss = 2.30033471 Validation score: -47.940305 Iteration 549, loss = 2.28993770 Validation score: -47.715795 Iteration 550, loss = 2.27957389 Validation score: -47.492015 Iteration 551, loss = 2.26924328 Validation score: -47.268965 Iteration 552, loss = 2.25894588 Validation score: -47.046646 Iteration 553, loss = 2.24868166 Validation score: -46.825057 Iteration 554, loss = 2.23845064 Validation score: -46.604198 Iteration 555, loss = 2.22825280 Validation score: -46.384069 Iteration 556, loss = 2.21808814 Validation score: -46.164670 Iteration 557, loss = 2.20795664 Validation score: -45.946001 Iteration 558, loss = 2.19785830 Validation score: -45.728060 Iteration 559, loss = 2.18779312 Validation score: -45.510849 Iteration 560, loss = 2.17776108 Validation score: -45.294366 Iteration 561, loss = 2.16776217 Validation score: -45.078612 Iteration 562, loss = 2.15779638 Validation score: -44.863586 Iteration 563, loss = 2.14786370 Validation score: -44.649288 Iteration 564, loss = 2.13796413 Validation score: -44.435717 Iteration 565, loss = 2.12809764 Validation score: -44.222874 Iteration 566, loss = 2.11826422 Validation score: -44.010757 Iteration 567, loss = 2.10846387 Validation score: -43.799368 Iteration 568, loss = 2.09869656 Validation score: -43.588704 Iteration 569, loss = 2.08896228 Validation score: -43.378766 Iteration 570, loss = 2.07926102 Validation score: -43.169554 Iteration 571, loss = 2.06959276 Validation score: -42.961067 Iteration 572, loss = 2.05995748 Validation score: -42.753304 Iteration 573, loss = 2.05035517 Validation score: -42.546266 Iteration 574, loss = 2.04078581 Validation score: -42.339951 Iteration 575, loss = 2.03124937 Validation score: -42.134359 Iteration 576, loss = 2.02174585 Validation score: -41.929491 Iteration 577, loss = 2.01227521 Validation score: -41.725344 Iteration 578, loss = 2.00283745 Validation score: -41.521920 Iteration 579, loss = 1.99343253 Validation score: -41.319216 Iteration 580, loss = 1.98406044 Validation score: -41.117234 Iteration 581, loss = 1.97472115 Validation score: -40.915972 Iteration 582, loss = 1.96541464 Validation score: -40.715429 Iteration 583, loss = 1.95614089 Validation score: -40.515605 Iteration 584, loss = 1.94689986 Validation score: -40.316500 Iteration 585, loss = 1.93769155 Validation score: -40.118113 Iteration 586, loss = 1.92851591 Validation score: -39.920442 Iteration 587, loss = 1.91937293 Validation score: -39.723489 Iteration 588, loss = 1.91026258 Validation score: -39.527251 Iteration 589, loss = 1.90118482 Validation score: -39.331729 Iteration 590, loss = 1.89213963 Validation score: -39.136921 Iteration 591, loss = 1.88312699 Validation score: -38.942828 Iteration 592, loss = 1.87414685 Validation score: -38.749447 Iteration 593, loss = 1.86519920 Validation score: -38.556779 Iteration 594, loss = 1.85628399 Validation score: -38.364823 Iteration 595, loss = 1.84740120 Validation score: -38.173578 Iteration 596, loss = 1.83855080 Validation score: -37.983043 Iteration 597, loss = 1.82973275 Validation score: -37.793217 Iteration 598, loss = 1.82094702 Validation score: -37.604101 Iteration 599, loss = 1.81219357 Validation score: -37.415692 Iteration 600, loss = 1.80347237 Validation score: -37.227990 Iteration 601, loss = 1.79478338 Validation score: -37.040994 Iteration 602, loss = 1.78612657 Validation score: -36.854704 Iteration 603, loss = 1.77750190 Validation score: -36.669118 Iteration 604, loss = 1.76890933 Validation score: -36.484236 Iteration 605, loss = 1.76034882 Validation score: -36.300057 Iteration 606, loss = 1.75182034 Validation score: -36.116580 Iteration 607, loss = 1.74332385 Validation score: -35.933803 Iteration 608, loss = 1.73485930 Validation score: -35.751727 Iteration 609, loss = 1.72642665 Validation score: -35.570349 Iteration 610, loss = 1.71802587 Validation score: -35.389670 Iteration 611, loss = 1.70965690 Validation score: -35.209688 Iteration 612, loss = 1.70131972 Validation score: -35.030402 Iteration 613, loss = 1.69301427 Validation score: -34.851812 Iteration 614, loss = 1.68474051 Validation score: -34.673915 Iteration 615, loss = 1.67649840 Validation score: -34.496712 Iteration 616, loss = 1.66828789 Validation score: -34.320200 Iteration 617, loss = 1.66010893 Validation score: -34.144380 Iteration 618, loss = 1.65196149 Validation score: -33.969250 Iteration 619, loss = 1.64384551 Validation score: -33.794809 Iteration 620, loss = 1.63576094 Validation score: -33.621055 Iteration 621, loss = 1.62770774 Validation score: -33.447989 Iteration 622, loss = 1.61968586 Validation score: -33.275608 Iteration 623, loss = 1.61169525 Validation score: -33.103911 Iteration 624, loss = 1.60373585 Validation score: -32.932898 Iteration 625, loss = 1.59580763 Validation score: -32.762567 Iteration 626, loss = 1.58791052 Validation score: -32.592917 Iteration 627, loss = 1.58004449 Validation score: -32.423947 Iteration 628, loss = 1.57220946 Validation score: -32.255656 Iteration 629, loss = 1.56440540 Validation score: -32.088042 Iteration 630, loss = 1.55663225 Validation score: -31.921105 Iteration 631, loss = 1.54888996 Validation score: -31.754843 Iteration 632, loss = 1.54117846 Validation score: -31.589254 Iteration 633, loss = 1.53349771 Validation score: -31.424339 Iteration 634, loss = 1.52584766 Validation score: -31.260094 Iteration 635, loss = 1.51822823 Validation score: -31.096520 Iteration 636, loss = 1.51063939 Validation score: -30.933615 Iteration 637, loss = 1.50308107 Validation score: -30.771377 Iteration 638, loss = 1.49555322 Validation score: -30.609805 Iteration 639, loss = 1.48805577 Validation score: -30.448898 Iteration 640, loss = 1.48058868 Validation score: -30.288655 Iteration 641, loss = 1.47315187 Validation score: -30.129074 Iteration 642, loss = 1.46574529 Validation score: -29.970155 Iteration 643, loss = 1.45836889 Validation score: -29.811894 Iteration 644, loss = 1.45102259 Validation score: -29.654292 Iteration 645, loss = 1.44370635 Validation score: -29.497347 Iteration 646, loss = 1.43642010 Validation score: -29.341058 Iteration 647, loss = 1.42916377 Validation score: -29.185422 Iteration 648, loss = 1.42193731 Validation score: -29.030439 Iteration 649, loss = 1.41474065 Validation score: -28.876108 Iteration 650, loss = 1.40757374 Validation score: -28.722426 Iteration 651, loss = 1.40043649 Validation score: -28.569393 Iteration 652, loss = 1.39332887 Validation score: -28.417007 Iteration 653, loss = 1.38625079 Validation score: -28.265267 Iteration 654, loss = 1.37920219 Validation score: -28.114170 Iteration 655, loss = 1.37218302 Validation score: -27.963716 Iteration 656, loss = 1.36519319 Validation score: -27.813904 Iteration 657, loss = 1.35823266 Validation score: -27.664731 Iteration 658, loss = 1.35130134 Validation score: -27.516197 Iteration 659, loss = 1.34439918 Validation score: -27.368299 Iteration 660, loss = 1.33752611 Validation score: -27.221036 Iteration 661, loss = 1.33068206 Validation score: -27.074407 Iteration 662, loss = 1.32386696 Validation score: -26.928410 Iteration 663, loss = 1.31708074 Validation score: -26.783044 Iteration 664, loss = 1.31032334 Validation score: -26.638307 Iteration 665, loss = 1.30359469 Validation score: -26.494198 Iteration 666, loss = 1.29689471 Validation score: -26.350715 Iteration 667, loss = 1.29022335 Validation score: -26.207856 Iteration 668, loss = 1.28358052 Validation score: -26.065620 Iteration 669, loss = 1.27696615 Validation score: -25.924005 Iteration 670, loss = 1.27038019 Validation score: -25.783010 Iteration 671, loss = 1.26382255 Validation score: -25.642634 Iteration 672, loss = 1.25729316 Validation score: -25.502874 Iteration 673, loss = 1.25079196 Validation score: -25.363728 Iteration 674, loss = 1.24431887 Validation score: -25.225197 Iteration 675, loss = 1.23787382 Validation score: -25.087277 Iteration 676, loss = 1.23145674 Validation score: -24.949967 Iteration 677, loss = 1.22506755 Validation score: -24.813266 Iteration 678, loss = 1.21870618 Validation score: -24.677171 Iteration 679, loss = 1.21237256 Validation score: -24.541682 Iteration 680, loss = 1.20606662 Validation score: -24.406797 Iteration 681, loss = 1.19978828 Validation score: -24.272513 Iteration 682, loss = 1.19353746 Validation score: -24.138830 Iteration 683, loss = 1.18731409 Validation score: -24.005745 Iteration 684, loss = 1.18111811 Validation score: -23.873258 Iteration 685, loss = 1.17494942 Validation score: -23.741365 Iteration 686, loss = 1.16880797 Validation score: -23.610067 Iteration 687, loss = 1.16269366 Validation score: -23.479360 Iteration 688, loss = 1.15660644 Validation score: -23.349244 Iteration 689, loss = 1.15054621 Validation score: -23.219716 Iteration 690, loss = 1.14451291 Validation score: -23.090776 Iteration 691, loss = 1.13850646 Validation score: -22.962420 Iteration 692, loss = 1.13252679 Validation score: -22.834648 Iteration 693, loss = 1.12657381 Validation score: -22.707458 Iteration 694, loss = 1.12064745 Validation score: -22.580848 Iteration 695, loss = 1.11474763 Validation score: -22.454817 Iteration 696, loss = 1.10887428 Validation score: -22.329362 Iteration 697, loss = 1.10302732 Validation score: -22.204482 Iteration 698, loss = 1.09720667 Validation score: -22.080175 Iteration 699, loss = 1.09141225 Validation score: -21.956440 Iteration 700, loss = 1.08564399 Validation score: -21.833275 Iteration 701, loss = 1.07990181 Validation score: -21.710677 Iteration 702, loss = 1.07418563 Validation score: -21.588647 Iteration 703, loss = 1.06849536 Validation score: -21.467180 Iteration 704, loss = 1.06283095 Validation score: -21.346277 Iteration 705, loss = 1.05719229 Validation score: -21.225935 Iteration 706, loss = 1.05157933 Validation score: -21.106152 Iteration 707, loss = 1.04599197 Validation score: -20.986926 Iteration 708, loss = 1.04043014 Validation score: -20.868257 Iteration 709, loss = 1.03489376 Validation score: -20.750142 Iteration 710, loss = 1.02938275 Validation score: -20.632579 Iteration 711, loss = 1.02389703 Validation score: -20.515566 Iteration 712, loss = 1.01843652 Validation score: -20.399103 Iteration 713, loss = 1.01300115 Validation score: -20.283187 Iteration 714, loss = 1.00759083 Validation score: -20.167816 Iteration 715, loss = 1.00220548 Validation score: -20.052988 Iteration 716, loss = 0.99684503 Validation score: -19.938703 Iteration 717, loss = 0.99150939 Validation score: -19.824957 Iteration 718, loss = 0.98619849 Validation score: -19.711750 Iteration 719, loss = 0.98091224 Validation score: -19.599079 Iteration 720, loss = 0.97565056 Validation score: -19.486943 Iteration 721, loss = 0.97041339 Validation score: -19.375339 Iteration 722, loss = 0.96520062 Validation score: -19.264267 Iteration 723, loss = 0.96001219 Validation score: -19.153725 Iteration 724, loss = 0.95484801 Validation score: -19.043710 Iteration 725, loss = 0.94970801 Validation score: -18.934221 Iteration 726, loss = 0.94459210 Validation score: -18.825255 Iteration 727, loss = 0.93950021 Validation score: -18.716813 Iteration 728, loss = 0.93443225 Validation score: -18.608890 Iteration 729, loss = 0.92938814 Validation score: -18.501487 Iteration 730, loss = 0.92436780 Validation score: -18.394600 Iteration 731, loss = 0.91937116 Validation score: -18.288229 Iteration 732, loss = 0.91439812 Validation score: -18.182371 Iteration 733, loss = 0.90944862 Validation score: -18.077025 Iteration 734, loss = 0.90452257 Validation score: -17.972188 Iteration 735, loss = 0.89961989 Validation score: -17.867860 Iteration 736, loss = 0.89474050 Validation score: -17.764038 Iteration 737, loss = 0.88988433 Validation score: -17.660720 Iteration 738, loss = 0.88505127 Validation score: -17.557905 Iteration 739, loss = 0.88024127 Validation score: -17.455591 Iteration 740, loss = 0.87545424 Validation score: -17.353776 Iteration 741, loss = 0.87069009 Validation score: -17.252459 Iteration 742, loss = 0.86594876 Validation score: -17.151637 Iteration 743, loss = 0.86123014 Validation score: -17.051309 Iteration 744, loss = 0.85653418 Validation score: -16.951474 Iteration 745, loss = 0.85186078 Validation score: -16.852128 Iteration 746, loss = 0.84720987 Validation score: -16.753271 Iteration 747, loss = 0.84258137 Validation score: -16.654901 Iteration 748, loss = 0.83797519 Validation score: -16.557016 Iteration 749, loss = 0.83339126 Validation score: -16.459614 Iteration 750, loss = 0.82882949 Validation score: -16.362693 Iteration 751, loss = 0.82428981 Validation score: -16.266252 Iteration 752, loss = 0.81977213 Validation score: -16.170289 Iteration 753, loss = 0.81527638 Validation score: -16.074802 Iteration 754, loss = 0.81080248 Validation score: -15.979790 Iteration 755, loss = 0.80635034 Validation score: -15.885250 Iteration 756, loss = 0.80191989 Validation score: -15.791181 Iteration 757, loss = 0.79751105 Validation score: -15.697581 Iteration 758, loss = 0.79312373 Validation score: -15.604448 Iteration 759, loss = 0.78875786 Validation score: -15.511782 Iteration 760, loss = 0.78441336 Validation score: -15.419578 Iteration 761, loss = 0.78009015 Validation score: -15.327837 Iteration 762, loss = 0.77578815 Validation score: -15.236557 Iteration 763, loss = 0.77150727 Validation score: -15.145735 Iteration 764, loss = 0.76724745 Validation score: -15.055369 Iteration 765, loss = 0.76300860 Validation score: -14.965459 Iteration 766, loss = 0.75879065 Validation score: -14.876003 Iteration 767, loss = 0.75459350 Validation score: -14.786997 Iteration 768, loss = 0.75041710 Validation score: -14.698442 Iteration 769, loss = 0.74626135 Validation score: -14.610335 Iteration 770, loss = 0.74212618 Validation score: -14.522674 Iteration 771, loss = 0.73801150 Validation score: -14.435458 Iteration 772, loss = 0.73391725 Validation score: -14.348685 Iteration 773, loss = 0.72984335 Validation score: -14.262354 Iteration 774, loss = 0.72578970 Validation score: -14.176461 Iteration 775, loss = 0.72175625 Validation score: -14.091007 Iteration 776, loss = 0.71774290 Validation score: -14.005988 Iteration 777, loss = 0.71374959 Validation score: -13.921404 Iteration 778, loss = 0.70977622 Validation score: -13.837253 Iteration 779, loss = 0.70582274 Validation score: -13.753533 Iteration 780, loss = 0.70188905 Validation score: -13.670241 Iteration 781, loss = 0.69797508 Validation score: -13.587378 Iteration 782, loss = 0.69408076 Validation score: -13.504940 Iteration 783, loss = 0.69020601 Validation score: -13.422926 Iteration 784, loss = 0.68635074 Validation score: -13.341335 Iteration 785, loss = 0.68251489 Validation score: -13.260165 Iteration 786, loss = 0.67869837 Validation score: -13.179413 Iteration 787, loss = 0.67490112 Validation score: -13.099079 Iteration 788, loss = 0.67112305 Validation score: -13.019161 Iteration 789, loss = 0.66736408 Validation score: -12.939656 Iteration 790, loss = 0.66362415 Validation score: -12.860564 Iteration 791, loss = 0.65990317 Validation score: -12.781883 Iteration 792, loss = 0.65620107 Validation score: -12.703611 Iteration 793, loss = 0.65251777 Validation score: -12.625746 Iteration 794, loss = 0.64885321 Validation score: -12.548286 Iteration 795, loss = 0.64520729 Validation score: -12.471231 Iteration 796, loss = 0.64157995 Validation score: -12.394578 Iteration 797, loss = 0.63797112 Validation score: -12.318326 Iteration 798, loss = 0.63438071 Validation score: -12.242473 Iteration 799, loss = 0.63080865 Validation score: -12.167017 Iteration 800, loss = 0.62725488 Validation score: -12.091957 Iteration 801, loss = 0.62371930 Validation score: -12.017291 Iteration 802, loss = 0.62020186 Validation score: -11.943017 Iteration 803, loss = 0.61670247 Validation score: -11.869135 Iteration 804, loss = 0.61322106 Validation score: -11.795641 Iteration 805, loss = 0.60975755 Validation score: -11.722536 Iteration 806, loss = 0.60631188 Validation score: -11.649816 Iteration 807, loss = 0.60288397 Validation score: -11.577481 Iteration 808, loss = 0.59947375 Validation score: -11.505528 Iteration 809, loss = 0.59608114 Validation score: -11.433956 Iteration 810, loss = 0.59270607 Validation score: -11.362764 Iteration 811, loss = 0.58934846 Validation score: -11.291950 Iteration 812, loss = 0.58600826 Validation score: -11.221513 Iteration 813, loss = 0.58268537 Validation score: -11.151450 Iteration 814, loss = 0.57937973 Validation score: -11.081760 Iteration 815, loss = 0.57609127 Validation score: -11.012442 Iteration 816, loss = 0.57281992 Validation score: -10.943494 Iteration 817, loss = 0.56956560 Validation score: -10.874914 Iteration 818, loss = 0.56632824 Validation score: -10.806701 Iteration 819, loss = 0.56310777 Validation score: -10.738853 Iteration 820, loss = 0.55990412 Validation score: -10.671369 Iteration 821, loss = 0.55671722 Validation score: -10.604247 Iteration 822, loss = 0.55354700 Validation score: -10.537486 Iteration 823, loss = 0.55039338 Validation score: -10.471084 Iteration 824, loss = 0.54725630 Validation score: -10.405039 Iteration 825, loss = 0.54413569 Validation score: -10.339350 Iteration 826, loss = 0.54103147 Validation score: -10.274015 Iteration 827, loss = 0.53794357 Validation score: -10.209034 Iteration 828, loss = 0.53487193 Validation score: -10.144403 Iteration 829, loss = 0.53181647 Validation score: -10.080123 Iteration 830, loss = 0.52877713 Validation score: -10.016190 Iteration 831, loss = 0.52575384 Validation score: -9.952604 Iteration 832, loss = 0.52274653 Validation score: -9.889364 Iteration 833, loss = 0.51975512 Validation score: -9.826467 Iteration 834, loss = 0.51677955 Validation score: -9.763913 Iteration 835, loss = 0.51381976 Validation score: -9.701699 Iteration 836, loss = 0.51087567 Validation score: -9.639824 Iteration 837, loss = 0.50794721 Validation score: -9.578287 Iteration 838, loss = 0.50503432 Validation score: -9.517086 Iteration 839, loss = 0.50213693 Validation score: -9.456220 Iteration 840, loss = 0.49925496 Validation score: -9.395687 Iteration 841, loss = 0.49638837 Validation score: -9.335486 Iteration 842, loss = 0.49353707 Validation score: -9.275615 Iteration 843, loss = 0.49070100 Validation score: -9.216072 Iteration 844, loss = 0.48788009 Validation score: -9.156857 Iteration 845, loss = 0.48507428 Validation score: -9.097968 Iteration 846, loss = 0.48228350 Validation score: -9.039404 Iteration 847, loss = 0.47950768 Validation score: -8.981162 Iteration 848, loss = 0.47674675 Validation score: -8.923242 Iteration 849, loss = 0.47400066 Validation score: -8.865642 Iteration 850, loss = 0.47126934 Validation score: -8.808360 Iteration 851, loss = 0.46855272 Validation score: -8.751396 Iteration 852, loss = 0.46585073 Validation score: -8.694747 Iteration 853, loss = 0.46316331 Validation score: -8.638413 Iteration 854, loss = 0.46049039 Validation score: -8.582391 Iteration 855, loss = 0.45783192 Validation score: -8.526681 Iteration 856, loss = 0.45518782 Validation score: -8.471281 Iteration 857, loss = 0.45255803 Validation score: -8.416190 Iteration 858, loss = 0.44994249 Validation score: -8.361406 Iteration 859, loss = 0.44734113 Validation score: -8.306927 Iteration 860, loss = 0.44475389 Validation score: -8.252753 Iteration 861, loss = 0.44218071 Validation score: -8.198883 Iteration 862, loss = 0.43962152 Validation score: -8.145313 Iteration 863, loss = 0.43707626 Validation score: -8.092044 Iteration 864, loss = 0.43454486 Validation score: -8.039074 Iteration 865, loss = 0.43202727 Validation score: -7.986402 Iteration 866, loss = 0.42952342 Validation score: -7.934025 Iteration 867, loss = 0.42703325 Validation score: -7.881944 Iteration 868, loss = 0.42455670 Validation score: -7.830155 Iteration 869, loss = 0.42209370 Validation score: -7.778659 Iteration 870, loss = 0.41964419 Validation score: -7.727454 Iteration 871, loss = 0.41720812 Validation score: -7.676538 Iteration 872, loss = 0.41478541 Validation score: -7.625909 Iteration 873, loss = 0.41237602 Validation score: -7.575568 Iteration 874, loss = 0.40997987 Validation score: -7.525512 Iteration 875, loss = 0.40759691 Validation score: -7.475739 Iteration 876, loss = 0.40522707 Validation score: -7.426250 Iteration 877, loss = 0.40287030 Validation score: -7.377042 Iteration 878, loss = 0.40052654 Validation score: -7.328113 Iteration 879, loss = 0.39819572 Validation score: -7.279464 Iteration 880, loss = 0.39587779 Validation score: -7.231092 Iteration 881, loss = 0.39357269 Validation score: -7.182996 Iteration 882, loss = 0.39128035 Validation score: -7.135174 Iteration 883, loss = 0.38900073 Validation score: -7.087627 Iteration 884, loss = 0.38673375 Validation score: -7.040351 Iteration 885, loss = 0.38447936 Validation score: -6.993346 Iteration 886, loss = 0.38223750 Validation score: -6.946611 Iteration 887, loss = 0.38000812 Validation score: -6.900145 Iteration 888, loss = 0.37779115 Validation score: -6.853945 Iteration 889, loss = 0.37558654 Validation score: -6.808011 Iteration 890, loss = 0.37339423 Validation score: -6.762342 Iteration 891, loss = 0.37121416 Validation score: -6.716936 Iteration 892, loss = 0.36904627 Validation score: -6.671792 Iteration 893, loss = 0.36689051 Validation score: -6.626909 Iteration 894, loss = 0.36474682 Validation score: -6.582285 Iteration 895, loss = 0.36261515 Validation score: -6.537920 Iteration 896, loss = 0.36049543 Validation score: -6.493811 Iteration 897, loss = 0.35838761 Validation score: -6.449959 Iteration 898, loss = 0.35629164 Validation score: -6.406361 Iteration 899, loss = 0.35420745 Validation score: -6.363016 Iteration 900, loss = 0.35213500 Validation score: -6.319924 Iteration 901, loss = 0.35007422 Validation score: -6.277082 Iteration 902, loss = 0.34802507 Validation score: -6.234490 Iteration 903, loss = 0.34598748 Validation score: -6.192146 Iteration 904, loss = 0.34396140 Validation score: -6.150050 Iteration 905, loss = 0.34194678 Validation score: -6.108200 Iteration 906, loss = 0.33994356 Validation score: -6.066595 Iteration 907, loss = 0.33795168 Validation score: -6.025233 Iteration 908, loss = 0.33597110 Validation score: -5.984114 Iteration 909, loss = 0.33400176 Validation score: -5.943236 Iteration 910, loss = 0.33204361 Validation score: -5.902599 Iteration 911, loss = 0.33009658 Validation score: -5.862200 Iteration 912, loss = 0.32816063 Validation score: -5.822039 Iteration 913, loss = 0.32623571 Validation score: -5.782115 Iteration 914, loss = 0.32432176 Validation score: -5.742426 Iteration 915, loss = 0.32241872 Validation score: -5.702972 Iteration 916, loss = 0.32052655 Validation score: -5.663751 Iteration 917, loss = 0.31864520 Validation score: -5.624761 Iteration 918, loss = 0.31677461 Validation score: -5.586003 Iteration 919, loss = 0.31491472 Validation score: -5.547474 Iteration 920, loss = 0.31306549 Validation score: -5.509174 Iteration 921, loss = 0.31122687 Validation score: -5.471102 Iteration 922, loss = 0.30939880 Validation score: -5.433255 Iteration 923, loss = 0.30758123 Validation score: -5.395634 Iteration 924, loss = 0.30577412 Validation score: -5.358237 Iteration 925, loss = 0.30397740 Validation score: -5.321063 Iteration 926, loss = 0.30219104 Validation score: -5.284111 Iteration 927, loss = 0.30041497 Validation score: -5.247379 Iteration 928, loss = 0.29864915 Validation score: -5.210868 Iteration 929, loss = 0.29689353 Validation score: -5.174574 Iteration 930, loss = 0.29514806 Validation score: -5.138499 Iteration 931, loss = 0.29341268 Validation score: -5.102639 Iteration 932, loss = 0.29168736 Validation score: -5.066995 Iteration 933, loss = 0.28997203 Validation score: -5.031565 Iteration 934, loss = 0.28826665 Validation score: -4.996348 Iteration 935, loss = 0.28657117 Validation score: -4.961344 Iteration 936, loss = 0.28488555 Validation score: -4.926550 Iteration 937, loss = 0.28320973 Validation score: -4.891966 Iteration 938, loss = 0.28154366 Validation score: -4.857591 Iteration 939, loss = 0.27988730 Validation score: -4.823424 Iteration 940, loss = 0.27824060 Validation score: -4.789464 Iteration 941, loss = 0.27660351 Validation score: -4.755709 Iteration 942, loss = 0.27497598 Validation score: -4.722159 Iteration 943, loss = 0.27335796 Validation score: -4.688812 Iteration 944, loss = 0.27174941 Validation score: -4.655668 Iteration 945, loss = 0.27015029 Validation score: -4.622726 Iteration 946, loss = 0.26856053 Validation score: -4.589984 Iteration 947, loss = 0.26698010 Validation score: -4.557442 Iteration 948, loss = 0.26540896 Validation score: -4.525098 Iteration 949, loss = 0.26384704 Validation score: -4.492952 Iteration 950, loss = 0.26229431 Validation score: -4.461002 Iteration 951, loss = 0.26075072 Validation score: -4.429248 Iteration 952, loss = 0.25921623 Validation score: -4.397688 Iteration 953, loss = 0.25769078 Validation score: -4.366321 Iteration 954, loss = 0.25617434 Validation score: -4.335147 Iteration 955, loss = 0.25466686 Validation score: -4.304164 Iteration 956, loss = 0.25316829 Validation score: -4.273372 Iteration 957, loss = 0.25167858 Validation score: -4.242770 Iteration 958, loss = 0.25019770 Validation score: -4.212355 Iteration 959, loss = 0.24872560 Validation score: -4.182129 Iteration 960, loss = 0.24726223 Validation score: -4.152089 Iteration 961, loss = 0.24580755 Validation score: -4.122234 Iteration 962, loss = 0.24436151 Validation score: -4.092564 Iteration 963, loss = 0.24292408 Validation score: -4.063078 Iteration 964, loss = 0.24149520 Validation score: -4.033774 Iteration 965, loss = 0.24007484 Validation score: -4.004653 Iteration 966, loss = 0.23866295 Validation score: -3.975712 Iteration 967, loss = 0.23725948 Validation score: -3.946950 Iteration 968, loss = 0.23586440 Validation score: -3.918368 Iteration 969, loss = 0.23447765 Validation score: -3.889964 Iteration 970, loss = 0.23309921 Validation score: -3.861737 Iteration 971, loss = 0.23172902 Validation score: -3.833686 Iteration 972, loss = 0.23036704 Validation score: -3.805810 Iteration 973, loss = 0.22901324 Validation score: -3.778108 Iteration 974, loss = 0.22766756 Validation score: -3.750580 Iteration 975, loss = 0.22632997 Validation score: -3.723224 Iteration 976, loss = 0.22500043 Validation score: -3.696040 Iteration 977, loss = 0.22367889 Validation score: -3.669026 Iteration 978, loss = 0.22236531 Validation score: -3.642183 Iteration 979, loss = 0.22105965 Validation score: -3.615507 Iteration 980, loss = 0.21976187 Validation score: -3.589000 Iteration 981, loss = 0.21847193 Validation score: -3.562660 Iteration 982, loss = 0.21718979 Validation score: -3.536486 Iteration 983, loss = 0.21591541 Validation score: -3.510478 Iteration 984, loss = 0.21464874 Validation score: -3.484633 Iteration 985, loss = 0.21338975 Validation score: -3.458952 Iteration 986, loss = 0.21213840 Validation score: -3.433434 Iteration 987, loss = 0.21089464 Validation score: -3.408078 Iteration 988, loss = 0.20965845 Validation score: -3.382882 Iteration 989, loss = 0.20842977 Validation score: -3.357847 Iteration 990, loss = 0.20720857 Validation score: -3.332971 Iteration 991, loss = 0.20599481 Validation score: -3.308253 Iteration 992, loss = 0.20478845 Validation score: -3.283692 Iteration 993, loss = 0.20358945 Validation score: -3.259288 Iteration 994, loss = 0.20239777 Validation score: -3.235040 Iteration 995, loss = 0.20121338 Validation score: -3.210947 Iteration 996, loss = 0.20003624 Validation score: -3.187008 Iteration 997, loss = 0.19886630 Validation score: -3.163222 Iteration 998, loss = 0.19770353 Validation score: -3.139589 Iteration 999, loss = 0.19654789 Validation score: -3.116107 Iteration 1000, loss = 0.19539935 Validation score: -3.092776 Iteration 1, loss = 15.13829227 Validation score: -484.579927 Iteration 2, loss = 15.11138019 Validation score: -483.749103 Iteration 3, loss = 15.08446940 Validation score: -482.918296 Iteration 4, loss = 15.05756006 Validation score: -482.087512 Iteration 5, loss = 15.03065232 Validation score: -481.256753 Iteration 6, loss = 15.00374632 Validation score: -480.426024 Iteration 7, loss = 14.97684220 Validation score: -479.595329 Iteration 8, loss = 14.94994007 Validation score: -478.764671 Iteration 9, loss = 14.92304005 Validation score: -477.934052 Iteration 10, loss = 14.89614225 Validation score: -477.103475 Iteration 11, loss = 14.86924676 Validation score: -476.272942 Iteration 12, loss = 14.84235368 Validation score: -475.442456 Iteration 13, loss = 14.81546307 Validation score: -474.612017 Iteration 14, loss = 14.78857501 Validation score: -473.781626 Iteration 15, loss = 14.76168957 Validation score: -472.951284 Iteration 16, loss = 14.73480679 Validation score: -472.120991 Iteration 17, loss = 14.70792673 Validation score: -471.290746 Iteration 18, loss = 14.68104942 Validation score: -470.460548 Iteration 19, loss = 14.65417489 Validation score: -469.630396 Iteration 20, loss = 14.62730317 Validation score: -468.800288 Iteration 21, loss = 14.60043426 Validation score: -467.970222 Iteration 22, loss = 14.57356818 Validation score: -467.140195 Iteration 23, loss = 14.54670493 Validation score: -466.310206 Iteration 24, loss = 14.51984449 Validation score: -465.480254 Iteration 25, loss = 14.49298686 Validation score: -464.650337 Iteration 26, loss = 14.46613201 Validation score: -463.820456 Iteration 27, loss = 14.43927992 Validation score: -462.990608 Iteration 28, loss = 14.41243056 Validation score: -462.160795 Iteration 29, loss = 14.38558388 Validation score: -461.331015 Iteration 30, loss = 14.35873986 Validation score: -460.501269 Iteration 31, loss = 14.33189844 Validation score: -459.671555 Iteration 32, loss = 14.30505956 Validation score: -458.841872 Iteration 33, loss = 14.27822317 Validation score: -458.012218 Iteration 34, loss = 14.25138922 Validation score: -457.182594 Iteration 35, loss = 14.22455762 Validation score: -456.352995 Iteration 36, loss = 14.19772832 Validation score: -455.523422 Iteration 37, loss = 14.17090124 Validation score: -454.693870 Iteration 38, loss = 14.14407629 Validation score: -453.864339 Iteration 39, loss = 14.11725339 Validation score: -453.034825 Iteration 40, loss = 14.09043246 Validation score: -452.205326 Iteration 41, loss = 14.06361341 Validation score: -451.375839 Iteration 42, loss = 14.03679614 Validation score: -450.546361 Iteration 43, loss = 14.00998055 Validation score: -449.716890 Iteration 44, loss = 13.98316653 Validation score: -448.887421 Iteration 45, loss = 13.95635399 Validation score: -448.057951 Iteration 46, loss = 13.92954281 Validation score: -447.228478 Iteration 47, loss = 13.90273289 Validation score: -446.398997 Iteration 48, loss = 13.87592409 Validation score: -445.569505 Iteration 49, loss = 13.84911631 Validation score: -444.739998 Iteration 50, loss = 13.82230941 Validation score: -443.910473 Iteration 51, loss = 13.79550328 Validation score: -443.080924 Iteration 52, loss = 13.76869777 Validation score: -442.251349 Iteration 53, loss = 13.74189276 Validation score: -441.421743 Iteration 54, loss = 13.71508811 Validation score: -440.592102 Iteration 55, loss = 13.68828367 Validation score: -439.762421 Iteration 56, loss = 13.66147931 Validation score: -438.932695 Iteration 57, loss = 13.63467486 Validation score: -438.102921 Iteration 58, loss = 13.60787019 Validation score: -437.273093 Iteration 59, loss = 13.58106513 Validation score: -436.443206 Iteration 60, loss = 13.55425952 Validation score: -435.613256 Iteration 61, loss = 13.52745321 Validation score: -434.783237 Iteration 62, loss = 13.50064603 Validation score: -433.953145 Iteration 63, loss = 13.47383780 Validation score: -433.122974 Iteration 64, loss = 13.44702837 Validation score: -432.292718 Iteration 65, loss = 13.42021754 Validation score: -431.462373 Iteration 66, loss = 13.39340515 Validation score: -430.631932 Iteration 67, loss = 13.36659101 Validation score: -429.801390 Iteration 68, loss = 13.33977494 Validation score: -428.970741 Iteration 69, loss = 13.31295675 Validation score: -428.139980 Iteration 70, loss = 13.28613626 Validation score: -427.309101 Iteration 71, loss = 13.25931328 Validation score: -426.478097 Iteration 72, loss = 13.23248761 Validation score: -425.646963 Iteration 73, loss = 13.20565906 Validation score: -424.815692 Iteration 74, loss = 13.17882744 Validation score: -423.984279 Iteration 75, loss = 13.15199256 Validation score: -423.152718 Iteration 76, loss = 13.12515422 Validation score: -422.321002 Iteration 77, loss = 13.09831221 Validation score: -421.489126 Iteration 78, loss = 13.07146636 Validation score: -420.657084 Iteration 79, loss = 13.04461647 Validation score: -419.824869 Iteration 80, loss = 13.01776235 Validation score: -418.992476 Iteration 81, loss = 12.99090380 Validation score: -418.159899 Iteration 82, loss = 12.96404064 Validation score: -417.327132 Iteration 83, loss = 12.93717269 Validation score: -416.494169 Iteration 84, loss = 12.91029977 Validation score: -415.661006 Iteration 85, loss = 12.88342170 Validation score: -414.827636 Iteration 86, loss = 12.85653830 Validation score: -413.994055 Iteration 87, loss = 12.82964942 Validation score: -413.160257 Iteration 88, loss = 12.80275490 Validation score: -412.326237 Iteration 89, loss = 12.77585457 Validation score: -411.491992 Iteration 90, loss = 12.74894830 Validation score: -410.657516 Iteration 91, loss = 12.72203593 Validation score: -409.822806 Iteration 92, loss = 12.69511735 Validation score: -408.987857 Iteration 93, loss = 12.66819242 Validation score: -408.152665 Iteration 94, loss = 12.64126103 Validation score: -407.317229 Iteration 95, loss = 12.61432307 Validation score: -406.481543 Iteration 96, loss = 12.58737845 Validation score: -405.645606 Iteration 97, loss = 12.56042707 Validation score: -404.809415 Iteration 98, loss = 12.53346886 Validation score: -403.972967 Iteration 99, loss = 12.50650374 Validation score: -403.136262 Iteration 100, loss = 12.47953167 Validation score: -402.299297 Iteration 101, loss = 12.45255259 Validation score: -401.462070 Iteration 102, loss = 12.42556646 Validation score: -400.624582 Iteration 103, loss = 12.39857325 Validation score: -399.786832 Iteration 104, loss = 12.37157296 Validation score: -398.948818 Iteration 105, loss = 12.34456557 Validation score: -398.110542 Iteration 106, loss = 12.31755109 Validation score: -397.272004 Iteration 107, loss = 12.29052952 Validation score: -396.433204 Iteration 108, loss = 12.26350090 Validation score: -395.594143 Iteration 109, loss = 12.23646526 Validation score: -394.754823 Iteration 110, loss = 12.20942265 Validation score: -393.915245 Iteration 111, loss = 12.18237312 Validation score: -393.075412 Iteration 112, loss = 12.15531672 Validation score: -392.235325 Iteration 113, loss = 12.12825355 Validation score: -391.394988 Iteration 114, loss = 12.10118367 Validation score: -390.554402 Iteration 115, loss = 12.07410719 Validation score: -389.713571 Iteration 116, loss = 12.04702420 Validation score: -388.872498 Iteration 117, loss = 12.01993481 Validation score: -388.031187 Iteration 118, loss = 11.99283914 Validation score: -387.189642 Iteration 119, loss = 11.96573732 Validation score: -386.347867 Iteration 120, loss = 11.93862947 Validation score: -385.505866 Iteration 121, loss = 11.91151574 Validation score: -384.663644 Iteration 122, loss = 11.88439629 Validation score: -383.821205 Iteration 123, loss = 11.85727125 Validation score: -382.978555 Iteration 124, loss = 11.83014080 Validation score: -382.135699 Iteration 125, loss = 11.80300511 Validation score: -381.292642 Iteration 126, loss = 11.77586435 Validation score: -380.449390 Iteration 127, loss = 11.74871870 Validation score: -379.605948 Iteration 128, loss = 11.72156836 Validation score: -378.762324 Iteration 129, loss = 11.69441350 Validation score: -377.918522 Iteration 130, loss = 11.66725434 Validation score: -377.074549 Iteration 131, loss = 11.64009108 Validation score: -376.230412 Iteration 132, loss = 11.61292393 Validation score: -375.386117 Iteration 133, loss = 11.58575310 Validation score: -374.541671 Iteration 134, loss = 11.55857881 Validation score: -373.697081 Iteration 135, loss = 11.53140128 Validation score: -372.852354 Iteration 136, loss = 11.50422075 Validation score: -372.007498 Iteration 137, loss = 11.47703745 Validation score: -371.162518 Iteration 138, loss = 11.44985161 Validation score: 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11.01474074 Validation score: -356.786785 Iteration 155, loss = 10.98755144 Validation score: -355.940978 Iteration 156, loss = 10.96036443 Validation score: -355.095207 Iteration 157, loss = 10.93318001 Validation score: -354.249480 Iteration 158, loss = 10.90599848 Validation score: -353.403808 Iteration 159, loss = 10.87882012 Validation score: -352.558199 Iteration 160, loss = 10.85164524 Validation score: -351.712663 Iteration 161, loss = 10.82447413 Validation score: -350.867209 Iteration 162, loss = 10.79730711 Validation score: -350.021846 Iteration 163, loss = 10.77014447 Validation score: -349.176584 Iteration 164, loss = 10.74298652 Validation score: -348.331432 Iteration 165, loss = 10.71583356 Validation score: -347.486400 Iteration 166, loss = 10.68868591 Validation score: -346.641497 Iteration 167, loss = 10.66154387 Validation score: -345.796733 Iteration 168, loss = 10.63440775 Validation score: -344.952118 Iteration 169, loss = 10.60727787 Validation score: 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10.17430702 Validation score: -330.625882 Iteration 186, loss = 10.14733195 Validation score: -329.785623 Iteration 187, loss = 10.12036890 Validation score: -328.945701 Iteration 188, loss = 10.09341821 Validation score: -328.106125 Iteration 189, loss = 10.06648019 Validation score: -327.266906 Iteration 190, loss = 10.03955519 Validation score: -326.428055 Iteration 191, loss = 10.01264352 Validation score: -325.589580 Iteration 192, loss = 9.98574552 Validation score: -324.751492 Iteration 193, loss = 9.95886152 Validation score: -323.913802 Iteration 194, loss = 9.93199185 Validation score: -323.076518 Iteration 195, loss = 9.90513684 Validation score: -322.239652 Iteration 196, loss = 9.87829682 Validation score: -321.403214 Iteration 197, loss = 9.85147212 Validation score: -320.567213 Iteration 198, loss = 9.82466308 Validation score: -319.731659 Iteration 199, loss = 9.79787003 Validation score: -318.896563 Iteration 200, loss = 9.77109329 Validation score: -318.061935 Iteration 201, loss = 9.74433320 Validation score: -317.227784 Iteration 202, loss = 9.71759009 Validation score: -316.394121 Iteration 203, loss = 9.69086430 Validation score: -315.560956 Iteration 204, loss = 9.66415615 Validation score: -314.728299 Iteration 205, loss = 9.63746598 Validation score: -313.896160 Iteration 206, loss = 9.61079412 Validation score: -313.064549 Iteration 207, loss = 9.58414089 Validation score: -312.233476 Iteration 208, loss = 9.55750665 Validation score: -311.402951 Iteration 209, loss = 9.53089170 Validation score: -310.572984 Iteration 210, loss = 9.50429639 Validation score: -309.743586 Iteration 211, loss = 9.47772105 Validation score: -308.914765 Iteration 212, loss = 9.45116601 Validation score: -308.086533 Iteration 213, loss = 9.42463159 Validation score: -307.258898 Iteration 214, loss = 9.39811813 Validation score: -306.431872 Iteration 215, loss = 9.37162595 Validation score: -305.605463 Iteration 216, loss = 9.34515540 Validation score: 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score: -291.660659 Iteration 233, loss = 8.89877964 Validation score: -290.847060 Iteration 234, loss = 8.87275382 Validation score: -290.034266 Iteration 235, loss = 8.84675575 Validation score: -289.222285 Iteration 236, loss = 8.82078575 Validation score: -288.411127 Iteration 237, loss = 8.79484412 Validation score: -287.600801 Iteration 238, loss = 8.76893118 Validation score: -286.791318 Iteration 239, loss = 8.74304724 Validation score: -285.982686 Iteration 240, loss = 8.71719261 Validation score: -285.174914 Iteration 241, loss = 8.69136760 Validation score: -284.368013 Iteration 242, loss = 8.66557251 Validation score: -283.561992 Iteration 243, loss = 8.63980766 Validation score: -282.756859 Iteration 244, loss = 8.61407334 Validation score: -281.952625 Iteration 245, loss = 8.58836986 Validation score: -281.149297 Iteration 246, loss = 8.56269752 Validation score: -280.346887 Iteration 247, loss = 8.53705662 Validation score: -279.545402 Iteration 248, loss = 8.51144746 Validation score: -278.744852 Iteration 249, loss = 8.48587034 Validation score: -277.945245 Iteration 250, loss = 8.46032556 Validation score: -277.146592 Iteration 251, loss = 8.43481340 Validation score: -276.348901 Iteration 252, loss = 8.40933416 Validation score: -275.552180 Iteration 253, loss = 8.38388814 Validation score: -274.756440 Iteration 254, loss = 8.35847561 Validation score: -273.961688 Iteration 255, loss = 8.33309688 Validation score: -273.167934 Iteration 256, loss = 8.30775223 Validation score: -272.375186 Iteration 257, loss = 8.28244194 Validation score: -271.583453 Iteration 258, loss = 8.25716630 Validation score: -270.792745 Iteration 259, loss = 8.23192558 Validation score: -270.003069 Iteration 260, loss = 8.20672007 Validation score: -269.214435 Iteration 261, loss = 8.18155005 Validation score: -268.426850 Iteration 262, loss = 8.15641578 Validation score: -267.640324 Iteration 263, loss = 8.13131756 Validation score: -266.854865 Iteration 264, loss = 8.10625564 Validation score: -266.070482 Iteration 265, loss = 8.08123031 Validation score: -265.287182 Iteration 266, loss = 8.05624182 Validation score: -264.504975 Iteration 267, loss = 8.03129045 Validation score: -263.723869 Iteration 268, loss = 8.00637647 Validation score: -262.943871 Iteration 269, loss = 7.98150012 Validation score: -262.164991 Iteration 270, loss = 7.95666169 Validation score: -261.387236 Iteration 271, loss = 7.93186142 Validation score: -260.610615 Iteration 272, loss = 7.90709957 Validation score: -259.835135 Iteration 273, loss = 7.88237641 Validation score: -259.060805 Iteration 274, loss = 7.85769217 Validation score: -258.287633 Iteration 275, loss = 7.83304712 Validation score: -257.515626 Iteration 276, loss = 7.80844150 Validation score: -256.744793 Iteration 277, loss = 7.78387556 Validation score: -255.975141 Iteration 278, loss = 7.75934955 Validation score: -255.206678 Iteration 279, loss = 7.73486370 Validation score: -254.439412 Iteration 280, loss = 7.71041826 Validation score: -253.673350 Iteration 281, loss = 7.68601347 Validation score: -252.908500 Iteration 282, loss = 7.66164956 Validation score: -252.144869 Iteration 283, loss = 7.63732677 Validation score: -251.382466 Iteration 284, loss = 7.61304532 Validation score: -250.621296 Iteration 285, loss = 7.58880545 Validation score: -249.861368 Iteration 286, loss = 7.56460739 Validation score: -249.102689 Iteration 287, loss = 7.54045136 Validation score: -248.345265 Iteration 288, loss = 7.51633758 Validation score: -247.589104 Iteration 289, loss = 7.49226628 Validation score: -246.834214 Iteration 290, loss = 7.46823767 Validation score: -246.080600 Iteration 291, loss = 7.44425196 Validation score: -245.328271 Iteration 292, loss = 7.42030937 Validation score: -244.577232 Iteration 293, loss = 7.39641012 Validation score: -243.827490 Iteration 294, loss = 7.37255440 Validation score: -243.079052 Iteration 295, loss = 7.34874243 Validation score: -242.331925 Iteration 296, loss = 7.32497440 Validation score: -241.586116 Iteration 297, loss = 7.30125053 Validation score: -240.841629 Iteration 298, loss = 7.27757100 Validation score: -240.098473 Iteration 299, loss = 7.25393602 Validation score: -239.356653 Iteration 300, loss = 7.23034578 Validation score: -238.616175 Iteration 301, loss = 7.20680047 Validation score: -237.877046 Iteration 302, loss = 7.18330028 Validation score: -237.139272 Iteration 303, loss = 7.15984539 Validation score: -236.402858 Iteration 304, loss = 7.13643599 Validation score: -235.667811 Iteration 305, loss = 7.11307226 Validation score: -234.934136 Iteration 306, loss = 7.08975437 Validation score: -234.201839 Iteration 307, loss = 7.06648252 Validation score: -233.470926 Iteration 308, loss = 7.04325686 Validation score: -232.741402 Iteration 309, loss = 7.02007757 Validation score: -232.013273 Iteration 310, loss = 6.99694482 Validation score: -231.286544 Iteration 311, loss = 6.97385877 Validation score: 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score: -219.151271 Iteration 328, loss = 6.58869045 Validation score: -218.450585 Iteration 329, loss = 6.56647060 Validation score: -217.751387 Iteration 330, loss = 6.54430014 Validation score: -217.053682 Iteration 331, loss = 6.52217916 Validation score: -216.357473 Iteration 332, loss = 6.50010780 Validation score: -215.662764 Iteration 333, loss = 6.47808616 Validation score: -214.969558 Iteration 334, loss = 6.45611434 Validation score: -214.277859 Iteration 335, loss = 6.43419246 Validation score: -213.587670 Iteration 336, loss = 6.41232062 Validation score: -212.898996 Iteration 337, loss = 6.39049891 Validation score: -212.211838 Iteration 338, loss = 6.36872745 Validation score: -211.526201 Iteration 339, loss = 6.34700631 Validation score: -210.842088 Iteration 340, loss = 6.32533561 Validation score: -210.159501 Iteration 341, loss = 6.30371542 Validation score: -209.478444 Iteration 342, loss = 6.28214585 Validation score: -208.798920 Iteration 343, loss = 6.26062697 Validation score: -208.120931 Iteration 344, loss = 6.23915887 Validation score: -207.444481 Iteration 345, loss = 6.21774163 Validation score: -206.769572 Iteration 346, loss = 6.19637533 Validation score: -206.096207 Iteration 347, loss = 6.17506006 Validation score: -205.424388 Iteration 348, loss = 6.15379588 Validation score: -204.754118 Iteration 349, loss = 6.13258287 Validation score: -204.085400 Iteration 350, loss = 6.11142109 Validation score: -203.418235 Iteration 351, loss = 6.09031063 Validation score: -202.752627 Iteration 352, loss = 6.06925154 Validation score: -202.088577 Iteration 353, loss = 6.04824389 Validation score: -201.426087 Iteration 354, loss = 6.02728774 Validation score: -200.765160 Iteration 355, loss = 6.00638314 Validation score: -200.105798 Iteration 356, loss = 5.98553017 Validation score: -199.448002 Iteration 357, loss = 5.96472887 Validation score: -198.791775 Iteration 358, loss = 5.94397929 Validation score: -198.137119 Iteration 359, loss = 5.92328150 Validation score: -197.484034 Iteration 360, loss = 5.90263553 Validation score: -196.832524 Iteration 361, loss = 5.88204143 Validation score: -196.182589 Iteration 362, loss = 5.86149926 Validation score: -195.534231 Iteration 363, loss = 5.84100904 Validation score: -194.887452 Iteration 364, loss = 5.82057083 Validation score: -194.242253 Iteration 365, loss = 5.80018466 Validation score: -193.598635 Iteration 366, loss = 5.77985056 Validation score: -192.956601 Iteration 367, loss = 5.75956859 Validation score: -192.316150 Iteration 368, loss = 5.73933875 Validation score: -191.677285 Iteration 369, loss = 5.71916110 Validation score: -191.040006 Iteration 370, loss = 5.69903565 Validation score: -190.404314 Iteration 371, loss = 5.67896243 Validation score: -189.770211 Iteration 372, loss = 5.65894147 Validation score: -189.137698 Iteration 373, loss = 5.63897280 Validation score: -188.506775 Iteration 374, loss = 5.61905642 Validation score: -187.877443 Iteration 375, loss = 5.59919237 Validation score: -187.249703 Iteration 376, loss = 5.57938066 Validation score: -186.623556 Iteration 377, loss = 5.55962131 Validation score: -185.999002 Iteration 378, loss = 5.53991432 Validation score: -185.376042 Iteration 379, loss = 5.52025972 Validation score: -184.754677 Iteration 380, loss = 5.50065752 Validation score: -184.134907 Iteration 381, loss = 5.48110771 Validation score: -183.516733 Iteration 382, loss = 5.46161032 Validation score: -182.900154 Iteration 383, loss = 5.44216533 Validation score: -182.285172 Iteration 384, loss = 5.42277277 Validation score: -181.671786 Iteration 385, loss = 5.40343263 Validation score: -181.059997 Iteration 386, loss = 5.38414491 Validation score: -180.449805 Iteration 387, loss = 5.36490961 Validation score: -179.841210 Iteration 388, loss = 5.34572672 Validation score: -179.234212 Iteration 389, loss = 5.32659624 Validation score: -178.628811 Iteration 390, loss = 5.30751817 Validation score: -178.025008 Iteration 391, loss = 5.28849250 Validation score: -177.422801 Iteration 392, loss = 5.26951922 Validation score: -176.822192 Iteration 393, loss = 5.25059831 Validation score: -176.223179 Iteration 394, loss = 5.23172977 Validation score: -175.625763 Iteration 395, loss = 5.21291358 Validation score: -175.029943 Iteration 396, loss = 5.19414973 Validation score: -174.435719 Iteration 397, loss = 5.17543819 Validation score: -173.843091 Iteration 398, loss = 5.15677895 Validation score: -173.252057 Iteration 399, loss = 5.13817200 Validation score: -172.662619 Iteration 400, loss = 5.11961730 Validation score: -172.074775 Iteration 401, loss = 5.10111483 Validation score: -171.488524 Iteration 402, loss = 5.08266458 Validation score: -170.903867 Iteration 403, loss = 5.06426652 Validation score: -170.320802 Iteration 404, loss = 5.04592061 Validation score: -169.739328 Iteration 405, loss = 5.02762684 Validation score: -169.159446 Iteration 406, loss = 5.00938516 Validation score: 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score: -159.543972 Iteration 423, loss = 4.70721297 Validation score: -158.992557 Iteration 424, loss = 4.68990256 Validation score: -158.442712 Iteration 425, loss = 4.67264344 Validation score: -157.894435 Iteration 426, loss = 4.65543557 Validation score: -157.347725 Iteration 427, loss = 4.63827888 Validation score: -156.802580 Iteration 428, loss = 4.62117333 Validation score: -156.258998 Iteration 429, loss = 4.60411884 Validation score: -155.716978 Iteration 430, loss = 4.58711538 Validation score: -155.176518 Iteration 431, loss = 4.57016287 Validation score: -154.637616 Iteration 432, loss = 4.55326125 Validation score: -154.100271 Iteration 433, loss = 4.53641047 Validation score: -153.564481 Iteration 434, loss = 4.51961047 Validation score: -153.030244 Iteration 435, loss = 4.50286117 Validation score: -152.497558 Iteration 436, loss = 4.48616252 Validation score: -151.966422 Iteration 437, loss = 4.46951444 Validation score: -151.436833 Iteration 438, loss = 4.45291688 Validation score: -150.908789 Iteration 439, loss = 4.43636977 Validation score: -150.382290 Iteration 440, loss = 4.41987304 Validation score: -149.857332 Iteration 441, loss = 4.40342661 Validation score: -149.333913 Iteration 442, loss = 4.38703043 Validation score: -148.812033 Iteration 443, loss = 4.37068441 Validation score: -148.291687 Iteration 444, loss = 4.35438849 Validation score: -147.772876 Iteration 445, loss = 4.33814260 Validation score: -147.255595 Iteration 446, loss = 4.32194666 Validation score: -146.739844 Iteration 447, loss = 4.30580060 Validation score: -146.225620 Iteration 448, loss = 4.28970434 Validation score: -145.712920 Iteration 449, loss = 4.27365780 Validation score: -145.201744 Iteration 450, loss = 4.25766092 Validation score: -144.692087 Iteration 451, loss = 4.24171361 Validation score: -144.183949 Iteration 452, loss = 4.22581579 Validation score: -143.677326 Iteration 453, loss = 4.20996739 Validation score: -143.172217 Iteration 454, loss = 4.19416832 Validation score: -142.668619 Iteration 455, loss = 4.17841851 Validation score: -142.166529 Iteration 456, loss = 4.16271788 Validation score: -141.665946 Iteration 457, loss = 4.14706633 Validation score: -141.166867 Iteration 458, loss = 4.13146379 Validation score: -140.669289 Iteration 459, loss = 4.11591018 Validation score: -140.173210 Iteration 460, loss = 4.10040541 Validation score: -139.678627 Iteration 461, loss = 4.08494940 Validation score: -139.185539 Iteration 462, loss = 4.06954205 Validation score: -138.693942 Iteration 463, loss = 4.05418329 Validation score: -138.203833 Iteration 464, loss = 4.03887303 Validation score: -137.715211 Iteration 465, loss = 4.02361117 Validation score: -137.228072 Iteration 466, loss = 4.00839763 Validation score: -136.742415 Iteration 467, loss = 3.99323233 Validation score: -136.258236 Iteration 468, loss = 3.97811517 Validation score: -135.775532 Iteration 469, loss = 3.96304606 Validation score: -135.294302 Iteration 470, loss = 3.94802491 Validation score: -134.814542 Iteration 471, loss = 3.93305162 Validation score: -134.336249 Iteration 472, loss = 3.91812612 Validation score: -133.859421 Iteration 473, loss = 3.90324830 Validation score: -133.384056 Iteration 474, loss = 3.88841806 Validation score: -132.910149 Iteration 475, loss = 3.87363533 Validation score: -132.437699 Iteration 476, loss = 3.85890000 Validation score: -131.966703 Iteration 477, loss = 3.84421197 Validation score: -131.497158 Iteration 478, loss = 3.82957116 Validation score: -131.029060 Iteration 479, loss = 3.81497746 Validation score: -130.562408 Iteration 480, loss = 3.80043078 Validation score: -130.097197 Iteration 481, loss = 3.78593102 Validation score: -129.633426 Iteration 482, loss = 3.77147808 Validation score: -129.171092 Iteration 483, loss = 3.75707187 Validation score: -128.710191 Iteration 484, loss = 3.74271229 Validation score: -128.250720 Iteration 485, loss = 3.72839923 Validation score: -127.792677 Iteration 486, loss = 3.71413260 Validation score: -127.336058 Iteration 487, loss = 3.69991230 Validation score: -126.880861 Iteration 488, loss = 3.68573822 Validation score: -126.427083 Iteration 489, loss = 3.67161027 Validation score: -125.974720 Iteration 490, loss = 3.65752835 Validation score: -125.523769 Iteration 491, loss = 3.64349234 Validation score: -125.074228 Iteration 492, loss = 3.62950216 Validation score: -124.626093 Iteration 493, loss = 3.61555769 Validation score: -124.179361 Iteration 494, loss = 3.60165884 Validation score: -123.734029 Iteration 495, loss = 3.58780549 Validation score: -123.290094 Iteration 496, loss = 3.57399755 Validation score: -122.847554 Iteration 497, loss = 3.56023492 Validation score: -122.406404 Iteration 498, loss = 3.54651747 Validation score: -121.966641 Iteration 499, loss = 3.53284513 Validation score: -121.528263 Iteration 500, loss = 3.51921776 Validation score: -121.091267 Iteration 501, loss = 3.50563528 Validation score: 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score: -113.870532 Iteration 518, loss = 3.28149555 Validation score: -113.457844 Iteration 519, loss = 3.26870244 Validation score: -113.046476 Iteration 520, loss = 3.25595215 Validation score: -112.636423 Iteration 521, loss = 3.24324456 Validation score: -112.227682 Iteration 522, loss = 3.23057956 Validation score: -111.820251 Iteration 523, loss = 3.21795703 Validation score: -111.414125 Iteration 524, loss = 3.20537687 Validation score: -111.009302 Iteration 525, loss = 3.19283897 Validation score: -110.605778 Iteration 526, loss = 3.18034320 Validation score: -110.203549 Iteration 527, loss = 3.16788947 Validation score: -109.802612 Iteration 528, loss = 3.15547765 Validation score: -109.402965 Iteration 529, loss = 3.14310764 Validation score: -109.004602 Iteration 530, loss = 3.13077932 Validation score: -108.607522 Iteration 531, loss = 3.11849257 Validation score: -108.211720 Iteration 532, loss = 3.10624730 Validation score: -107.817194 Iteration 533, loss = 3.09404338 Validation score: -107.423939 Iteration 534, loss = 3.08188069 Validation score: -107.031952 Iteration 535, loss = 3.06975914 Validation score: -106.641231 Iteration 536, loss = 3.05767860 Validation score: -106.251771 Iteration 537, loss = 3.04563896 Validation score: -105.863569 Iteration 538, loss = 3.03364010 Validation score: -105.476622 Iteration 539, loss = 3.02168192 Validation score: -105.090925 Iteration 540, loss = 3.00976430 Validation score: -104.706477 Iteration 541, loss = 2.99788712 Validation score: -104.323273 Iteration 542, loss = 2.98605028 Validation score: -103.941310 Iteration 543, loss = 2.97425365 Validation score: -103.560585 Iteration 544, loss = 2.96249713 Validation score: -103.181093 Iteration 545, loss = 2.95078061 Validation score: -102.802832 Iteration 546, loss = 2.93910396 Validation score: -102.425798 Iteration 547, loss = 2.92746707 Validation score: -102.049988 Iteration 548, loss = 2.91586983 Validation score: -101.675398 Iteration 549, loss = 2.90431213 Validation score: -101.302025 Iteration 550, loss = 2.89279385 Validation score: -100.929866 Iteration 551, loss = 2.88131488 Validation score: -100.558916 Iteration 552, loss = 2.86987511 Validation score: -100.189173 Iteration 553, loss = 2.85847441 Validation score: -99.820633 Iteration 554, loss = 2.84711268 Validation score: -99.453292 Iteration 555, loss = 2.83578981 Validation score: -99.087148 Iteration 556, loss = 2.82450568 Validation score: -98.722196 Iteration 557, loss = 2.81326017 Validation score: -98.358433 Iteration 558, loss = 2.80205317 Validation score: -97.995857 Iteration 559, loss = 2.79088458 Validation score: -97.634463 Iteration 560, loss = 2.77975427 Validation score: -97.274247 Iteration 561, loss = 2.76866213 Validation score: -96.915208 Iteration 562, loss = 2.75760805 Validation score: -96.557340 Iteration 563, loss = 2.74659192 Validation score: -96.200641 Iteration 564, loss = 2.73561361 Validation score: -95.845107 Iteration 565, loss = 2.72467303 Validation score: -95.490735 Iteration 566, loss = 2.71377006 Validation score: -95.137522 Iteration 567, loss = 2.70290458 Validation score: -94.785463 Iteration 568, loss = 2.69207648 Validation score: -94.434556 Iteration 569, loss = 2.68128564 Validation score: -94.084797 Iteration 570, loss = 2.67053197 Validation score: -93.736183 Iteration 571, loss = 2.65981533 Validation score: -93.388710 Iteration 572, loss = 2.64913563 Validation score: -93.042374 Iteration 573, loss = 2.63849274 Validation score: -92.697174 Iteration 574, loss = 2.62788657 Validation score: -92.353104 Iteration 575, loss = 2.61731698 Validation score: -92.010163 Iteration 576, loss = 2.60678388 Validation score: -91.668345 Iteration 577, loss = 2.59628715 Validation score: -91.327649 Iteration 578, loss = 2.58582668 Validation score: -90.988070 Iteration 579, loss = 2.57540236 Validation score: -90.649605 Iteration 580, loss = 2.56501407 Validation score: -90.312251 Iteration 581, loss = 2.55466171 Validation score: -89.976004 Iteration 582, loss = 2.54434517 Validation score: -89.640861 Iteration 583, loss = 2.53406433 Validation score: -89.306819 Iteration 584, loss = 2.52381908 Validation score: -88.973875 Iteration 585, loss = 2.51360931 Validation score: -88.642024 Iteration 586, loss = 2.50343492 Validation score: -88.311264 Iteration 587, loss = 2.49329579 Validation score: -87.981592 Iteration 588, loss = 2.48319182 Validation score: -87.653003 Iteration 589, loss = 2.47312289 Validation score: -87.325495 Iteration 590, loss = 2.46308889 Validation score: -86.999064 Iteration 591, loss = 2.45308972 Validation score: -86.673708 Iteration 592, loss = 2.44312526 Validation score: -86.349422 Iteration 593, loss = 2.43319541 Validation score: -86.026203 Iteration 594, loss = 2.42330005 Validation score: -85.704049 Iteration 595, loss = 2.41343909 Validation score: -85.382955 Iteration 596, loss = 2.40361241 Validation score: -85.062919 Iteration 597, loss = 2.39381990 Validation score: -84.743937 Iteration 598, loss = 2.38406146 Validation score: -84.426006 Iteration 599, loss = 2.37433697 Validation score: -84.109123 Iteration 600, loss = 2.36464634 Validation score: -83.793284 Iteration 601, loss = 2.35498945 Validation score: -83.478487 Iteration 602, loss = 2.34536619 Validation score: -83.164727 Iteration 603, loss = 2.33577647 Validation score: -82.852002 Iteration 604, loss = 2.32622017 Validation score: -82.540309 Iteration 605, loss = 2.31669718 Validation score: -82.229644 Iteration 606, loss = 2.30720741 Validation score: -81.920003 Iteration 607, loss = 2.29775074 Validation score: -81.611385 Iteration 608, loss = 2.28832707 Validation score: -81.303785 Iteration 609, loss = 2.27893630 Validation score: -80.997201 Iteration 610, loss = 2.26957832 Validation score: -80.691629 Iteration 611, loss = 2.26025302 Validation score: -80.387066 Iteration 612, loss = 2.25096030 Validation score: -80.083509 Iteration 613, loss = 2.24170006 Validation score: -79.780954 Iteration 614, loss = 2.23247220 Validation score: -79.479399 Iteration 615, loss = 2.22327660 Validation score: -79.178841 Iteration 616, loss = 2.21411316 Validation score: -78.879276 Iteration 617, loss = 2.20498179 Validation score: -78.580701 Iteration 618, loss = 2.19588238 Validation score: -78.283113 Iteration 619, loss = 2.18681482 Validation score: -77.986509 Iteration 620, loss = 2.17777902 Validation score: -77.690885 Iteration 621, loss = 2.16877487 Validation score: -77.396239 Iteration 622, loss = 2.15980227 Validation score: -77.102568 Iteration 623, loss = 2.15086112 Validation score: -76.809869 Iteration 624, loss = 2.14195132 Validation score: -76.518138 Iteration 625, loss = 2.13307277 Validation score: -76.227372 Iteration 626, loss = 2.12422536 Validation score: -75.937568 Iteration 627, loss = 2.11540899 Validation score: -75.648724 Iteration 628, loss = 2.10662358 Validation score: -75.360836 Iteration 629, loss = 2.09786900 Validation score: -75.073901 Iteration 630, loss = 2.08914518 Validation score: -74.787917 Iteration 631, loss = 2.08045200 Validation score: -74.502879 Iteration 632, loss = 2.07178937 Validation score: -74.218786 Iteration 633, loss = 2.06315718 Validation score: -73.935633 Iteration 634, loss = 2.05455535 Validation score: -73.653419 Iteration 635, loss = 2.04598377 Validation score: -73.372140 Iteration 636, loss = 2.03744235 Validation score: -73.091793 Iteration 637, loss = 2.02893098 Validation score: -72.812376 Iteration 638, loss = 2.02044958 Validation score: -72.533885 Iteration 639, loss = 2.01199804 Validation score: -72.256317 Iteration 640, loss = 2.00357626 Validation score: -71.979669 Iteration 641, loss = 1.99518416 Validation score: -71.703939 Iteration 642, loss = 1.98682163 Validation score: -71.429124 Iteration 643, loss = 1.97848858 Validation score: -71.155220 Iteration 644, loss = 1.97018491 Validation score: -70.882225 Iteration 645, loss = 1.96191053 Validation score: -70.610136 Iteration 646, loss = 1.95366535 Validation score: -70.338949 Iteration 647, loss = 1.94544926 Validation score: -70.068663 Iteration 648, loss = 1.93726218 Validation score: -69.799274 Iteration 649, loss = 1.92910401 Validation score: -69.530780 Iteration 650, loss = 1.92097466 Validation score: -69.263177 Iteration 651, loss = 1.91287403 Validation score: -68.996463 Iteration 652, loss = 1.90480204 Validation score: -68.730635 Iteration 653, loss = 1.89675858 Validation score: -68.465690 Iteration 654, loss = 1.88874357 Validation score: -68.201625 Iteration 655, loss = 1.88075692 Validation score: -67.938438 Iteration 656, loss = 1.87279853 Validation score: -67.676125 Iteration 657, loss = 1.86486831 Validation score: -67.414684 Iteration 658, loss = 1.85696617 Validation score: -67.154113 Iteration 659, loss = 1.84909202 Validation score: -66.894408 Iteration 660, loss = 1.84124577 Validation score: -66.635566 Iteration 661, loss = 1.83342733 Validation score: -66.377586 Iteration 662, loss = 1.82563661 Validation score: -66.120464 Iteration 663, loss = 1.81787352 Validation score: -65.864197 Iteration 664, loss = 1.81013798 Validation score: -65.608783 Iteration 665, loss = 1.80242988 Validation score: -65.354219 Iteration 666, loss = 1.79474915 Validation score: -65.100503 Iteration 667, loss = 1.78709569 Validation score: -64.847631 Iteration 668, loss = 1.77946943 Validation score: -64.595601 Iteration 669, loss = 1.77187026 Validation score: -64.344411 Iteration 670, loss = 1.76429810 Validation score: -64.094057 Iteration 671, loss = 1.75675288 Validation score: -63.844538 Iteration 672, loss = 1.74923449 Validation score: -63.595850 Iteration 673, loss = 1.74174285 Validation score: -63.347991 Iteration 674, loss = 1.73427789 Validation score: -63.100958 Iteration 675, loss = 1.72683950 Validation score: -62.854749 Iteration 676, loss = 1.71942761 Validation score: -62.609360 Iteration 677, loss = 1.71204213 Validation score: -62.364791 Iteration 678, loss = 1.70468298 Validation score: -62.121037 Iteration 679, loss = 1.69735007 Validation score: -61.878096 Iteration 680, loss = 1.69004332 Validation score: -61.635966 Iteration 681, loss = 1.68276264 Validation score: -61.394645 Iteration 682, loss = 1.67550796 Validation score: -61.154129 Iteration 683, loss = 1.66827918 Validation score: -60.914417 Iteration 684, loss = 1.66107623 Validation score: -60.675505 Iteration 685, loss = 1.65389902 Validation score: -60.437391 Iteration 686, loss = 1.64674747 Validation score: -60.200073 Iteration 687, loss = 1.63962150 Validation score: -59.963548 Iteration 688, loss = 1.63252103 Validation score: -59.727814 Iteration 689, loss = 1.62544597 Validation score: -59.492868 Iteration 690, loss = 1.61839625 Validation score: -59.258708 Iteration 691, loss = 1.61137178 Validation score: -59.025331 Iteration 692, loss = 1.60437249 Validation score: -58.792735 Iteration 693, loss = 1.59739829 Validation score: -58.560918 Iteration 694, loss = 1.59044911 Validation score: -58.329877 Iteration 695, loss = 1.58352486 Validation score: -58.099609 Iteration 696, loss = 1.57662547 Validation score: -57.870113 Iteration 697, loss = 1.56975086 Validation score: -57.641385 Iteration 698, loss = 1.56290095 Validation score: -57.413424 Iteration 699, loss = 1.55607565 Validation score: -57.186228 Iteration 700, loss = 1.54927490 Validation score: -56.959793 Iteration 701, loss = 1.54249862 Validation score: -56.734117 Iteration 702, loss = 1.53574673 Validation score: -56.509199 Iteration 703, loss = 1.52901915 Validation score: -56.285035 Iteration 704, loss = 1.52231580 Validation score: -56.061624 Iteration 705, loss = 1.51563661 Validation score: -55.838962 Iteration 706, loss = 1.50898151 Validation score: -55.617049 Iteration 707, loss = 1.50235041 Validation score: -55.395882 Iteration 708, loss = 1.49574325 Validation score: -55.175457 Iteration 709, loss = 1.48915995 Validation score: -54.955774 Iteration 710, loss = 1.48260043 Validation score: -54.736829 Iteration 711, loss = 1.47606461 Validation score: -54.518621 Iteration 712, loss = 1.46955243 Validation score: -54.301147 Iteration 713, loss = 1.46306382 Validation score: -54.084404 Iteration 714, loss = 1.45659869 Validation score: -53.868392 Iteration 715, loss = 1.45015697 Validation score: -53.653108 Iteration 716, loss = 1.44373859 Validation score: -53.438548 Iteration 717, loss = 1.43734349 Validation score: -53.224712 Iteration 718, loss = 1.43097158 Validation score: -53.011597 Iteration 719, loss = 1.42462279 Validation score: -52.799200 Iteration 720, loss = 1.41829706 Validation score: -52.587520 Iteration 721, loss = 1.41199431 Validation score: -52.376555 Iteration 722, loss = 1.40571447 Validation score: -52.166302 Iteration 723, loss = 1.39945747 Validation score: -51.956759 Iteration 724, loss = 1.39322324 Validation score: -51.747924 Iteration 725, loss = 1.38701171 Validation score: -51.539795 Iteration 726, loss = 1.38082280 Validation score: -51.332370 Iteration 727, loss = 1.37465646 Validation score: -51.125646 Iteration 728, loss = 1.36851261 Validation score: -50.919622 Iteration 729, loss = 1.36239117 Validation score: -50.714296 Iteration 730, loss = 1.35629209 Validation score: -50.509665 Iteration 731, loss = 1.35021529 Validation score: -50.305727 Iteration 732, loss = 1.34416071 Validation score: -50.102481 Iteration 733, loss = 1.33812828 Validation score: -49.899923 Iteration 734, loss = 1.33211793 Validation score: -49.698053 Iteration 735, loss = 1.32612959 Validation score: -49.496869 Iteration 736, loss = 1.32016319 Validation score: -49.296367 Iteration 737, loss = 1.31421868 Validation score: -49.096546 Iteration 738, loss = 1.30829597 Validation score: -48.897405 Iteration 739, loss = 1.30239502 Validation score: -48.698940 Iteration 740, loss = 1.29651574 Validation score: -48.501151 Iteration 741, loss = 1.29065808 Validation score: -48.304035 Iteration 742, loss = 1.28482197 Validation score: -48.107590 Iteration 743, loss = 1.27900734 Validation score: -47.911814 Iteration 744, loss = 1.27321413 Validation score: -47.716706 Iteration 745, loss = 1.26744228 Validation score: -47.522262 Iteration 746, loss = 1.26169171 Validation score: -47.328482 Iteration 747, loss = 1.25596238 Validation score: -47.135364 Iteration 748, loss = 1.25025420 Validation score: -46.942905 Iteration 749, loss = 1.24456713 Validation score: -46.751103 Iteration 750, loss = 1.23890109 Validation score: -46.559958 Iteration 751, loss = 1.23325603 Validation score: -46.369466 Iteration 752, loss = 1.22763187 Validation score: -46.179626 Iteration 753, loss = 1.22202856 Validation score: -45.990435 Iteration 754, loss = 1.21644604 Validation score: -45.801893 Iteration 755, loss = 1.21088424 Validation score: -45.613998 Iteration 756, loss = 1.20534311 Validation score: -45.426746 Iteration 757, loss = 1.19982257 Validation score: -45.240137 Iteration 758, loss = 1.19432257 Validation score: -45.054169 Iteration 759, loss = 1.18884306 Validation score: -44.868840 Iteration 760, loss = 1.18338396 Validation score: -44.684148 Iteration 761, loss = 1.17794521 Validation score: -44.500091 Iteration 762, loss = 1.17252677 Validation score: -44.316667 Iteration 763, loss = 1.16712856 Validation score: -44.133875 Iteration 764, loss = 1.16175053 Validation score: -43.951713 Iteration 765, loss = 1.15639262 Validation score: -43.770179 Iteration 766, loss = 1.15105477 Validation score: -43.589271 Iteration 767, loss = 1.14573692 Validation score: -43.408988 Iteration 768, loss = 1.14043900 Validation score: -43.229327 Iteration 769, loss = 1.13516098 Validation score: -43.050288 Iteration 770, loss = 1.12990277 Validation score: -42.871867 Iteration 771, loss = 1.12466434 Validation score: -42.694064 Iteration 772, loss = 1.11944561 Validation score: -42.516877 Iteration 773, loss = 1.11424653 Validation score: -42.340304 Iteration 774, loss = 1.10906705 Validation score: -42.164343 Iteration 775, loss = 1.10390710 Validation score: -41.988992 Iteration 776, loss = 1.09876664 Validation score: -41.814251 Iteration 777, loss = 1.09364560 Validation score: -41.640116 Iteration 778, loss = 1.08854392 Validation score: -41.466587 Iteration 779, loss = 1.08346156 Validation score: -41.293662 Iteration 780, loss = 1.07839845 Validation score: -41.121339 Iteration 781, loss = 1.07335454 Validation score: -40.949616 Iteration 782, loss = 1.06832977 Validation score: -40.778493 Iteration 783, loss = 1.06332410 Validation score: -40.607966 Iteration 784, loss = 1.05833745 Validation score: -40.438035 Iteration 785, loss = 1.05336979 Validation score: -40.268697 Iteration 786, loss = 1.04842104 Validation score: -40.099952 Iteration 787, loss = 1.04349117 Validation score: -39.931797 Iteration 788, loss = 1.03858011 Validation score: -39.764231 Iteration 789, loss = 1.03368782 Validation score: -39.597253 Iteration 790, loss = 1.02881423 Validation score: -39.430860 Iteration 791, loss = 1.02395929 Validation score: -39.265052 Iteration 792, loss = 1.01912295 Validation score: -39.099825 Iteration 793, loss = 1.01430516 Validation score: -38.935180 Iteration 794, loss = 1.00950587 Validation score: -38.771114 Iteration 795, loss = 1.00472501 Validation score: -38.607626 Iteration 796, loss = 0.99996255 Validation score: -38.444714 Iteration 797, loss = 0.99521842 Validation score: -38.282376 Iteration 798, loss = 0.99049257 Validation score: -38.120612 Iteration 799, loss = 0.98578496 Validation score: -37.959419 Iteration 800, loss = 0.98109552 Validation score: -37.798796 Iteration 801, loss = 0.97642421 Validation score: -37.638741 Iteration 802, loss = 0.97177098 Validation score: -37.479254 Iteration 803, loss = 0.96713578 Validation score: -37.320331 Iteration 804, loss = 0.96251855 Validation score: -37.161973 Iteration 805, loss = 0.95791924 Validation score: -37.004176 Iteration 806, loss = 0.95333780 Validation score: -36.846941 Iteration 807, loss = 0.94877419 Validation score: -36.690264 Iteration 808, loss = 0.94422835 Validation score: -36.534146 Iteration 809, loss = 0.93970022 Validation score: -36.378584 Iteration 810, loss = 0.93518977 Validation score: -36.223576 Iteration 811, loss = 0.93069694 Validation score: -36.069122 Iteration 812, loss = 0.92622168 Validation score: -35.915219 Iteration 813, loss = 0.92176395 Validation score: -35.761867 Iteration 814, loss = 0.91732368 Validation score: -35.609064 Iteration 815, loss = 0.91290084 Validation score: -35.456808 Iteration 816, loss = 0.90849537 Validation score: -35.305098 Iteration 817, loss = 0.90410723 Validation score: -35.153932 Iteration 818, loss = 0.89973636 Validation score: -35.003310 Iteration 819, loss = 0.89538272 Validation score: -34.853229 Iteration 820, loss = 0.89104626 Validation score: -34.703688 Iteration 821, loss = 0.88672693 Validation score: -34.554686 Iteration 822, loss = 0.88242469 Validation score: -34.406221 Iteration 823, loss = 0.87813947 Validation score: -34.258292 Iteration 824, loss = 0.87387125 Validation score: -34.110897 Iteration 825, loss = 0.86961996 Validation score: -33.964036 Iteration 826, loss = 0.86538557 Validation score: -33.817706 Iteration 827, loss = 0.86116802 Validation score: -33.671906 Iteration 828, loss = 0.85696727 Validation score: -33.526635 Iteration 829, loss = 0.85278326 Validation score: -33.381891 Iteration 830, loss = 0.84861596 Validation score: -33.237674 Iteration 831, loss = 0.84446532 Validation score: -33.093981 Iteration 832, loss = 0.84033128 Validation score: -32.950811 Iteration 833, loss = 0.83621381 Validation score: -32.808163 Iteration 834, loss = 0.83211286 Validation score: -32.666035 Iteration 835, loss = 0.82802837 Validation score: -32.524427 Iteration 836, loss = 0.82396031 Validation score: -32.383336 Iteration 837, loss = 0.81990862 Validation score: -32.242762 Iteration 838, loss = 0.81587327 Validation score: -32.102702 Iteration 839, loss = 0.81185420 Validation score: -31.963157 Iteration 840, loss = 0.80785137 Validation score: -31.824123 Iteration 841, loss = 0.80386474 Validation score: -31.685601 Iteration 842, loss = 0.79989426 Validation score: -31.547588 Iteration 843, loss = 0.79593988 Validation score: -31.410083 Iteration 844, loss = 0.79200156 Validation score: -31.273085 Iteration 845, loss = 0.78807925 Validation score: -31.136593 Iteration 846, loss = 0.78417291 Validation score: -31.000605 Iteration 847, loss = 0.78028250 Validation score: -30.865120 Iteration 848, loss = 0.77640796 Validation score: -30.730137 Iteration 849, loss = 0.77254926 Validation score: -30.595654 Iteration 850, loss = 0.76870635 Validation score: -30.461669 Iteration 851, loss = 0.76487918 Validation score: -30.328183 Iteration 852, loss = 0.76106771 Validation score: -30.195193 Iteration 853, loss = 0.75727190 Validation score: -30.062698 Iteration 854, loss = 0.75349171 Validation score: -29.930696 Iteration 855, loss = 0.74972708 Validation score: -29.799187 Iteration 856, loss = 0.74597798 Validation score: -29.668169 Iteration 857, loss = 0.74224436 Validation score: -29.537642 Iteration 858, loss = 0.73852617 Validation score: -29.407602 Iteration 859, loss = 0.73482338 Validation score: -29.278050 Iteration 860, loss = 0.73113594 Validation score: -29.148984 Iteration 861, loss = 0.72746381 Validation score: -29.020402 Iteration 862, loss = 0.72380694 Validation score: -28.892305 Iteration 863, loss = 0.72016529 Validation score: -28.764689 Iteration 864, loss = 0.71653882 Validation score: -28.637554 Iteration 865, loss = 0.71292748 Validation score: -28.510898 Iteration 866, loss = 0.70933123 Validation score: -28.384721 Iteration 867, loss = 0.70575003 Validation score: -28.259022 Iteration 868, loss = 0.70218383 Validation score: -28.133797 Iteration 869, loss = 0.69863260 Validation score: -28.009048 Iteration 870, loss = 0.69509629 Validation score: -27.884772 Iteration 871, loss = 0.69157485 Validation score: -27.760968 Iteration 872, loss = 0.68806825 Validation score: -27.637634 Iteration 873, loss = 0.68457645 Validation score: -27.514770 Iteration 874, loss = 0.68109939 Validation score: -27.392375 Iteration 875, loss = 0.67763704 Validation score: -27.270446 Iteration 876, loss = 0.67418936 Validation score: -27.148984 Iteration 877, loss = 0.67075629 Validation score: -27.027986 Iteration 878, loss = 0.66733782 Validation score: -26.907451 Iteration 879, loss = 0.66393388 Validation score: -26.787379 Iteration 880, loss = 0.66054444 Validation score: -26.667767 Iteration 881, loss = 0.65716945 Validation score: -26.548615 Iteration 882, loss = 0.65380888 Validation score: -26.429921 Iteration 883, loss = 0.65046268 Validation score: -26.311685 Iteration 884, loss = 0.64713081 Validation score: -26.193904 Iteration 885, loss = 0.64381323 Validation score: -26.076579 Iteration 886, loss = 0.64050990 Validation score: -25.959706 Iteration 887, loss = 0.63722078 Validation score: -25.843287 Iteration 888, loss = 0.63394582 Validation score: -25.727318 Iteration 889, loss = 0.63068499 Validation score: -25.611799 Iteration 890, loss = 0.62743823 Validation score: -25.496729 Iteration 891, loss = 0.62420552 Validation score: -25.382106 Iteration 892, loss = 0.62098681 Validation score: -25.267929 Iteration 893, loss = 0.61778206 Validation score: -25.154198 Iteration 894, loss = 0.61459123 Validation score: -25.040910 Iteration 895, loss = 0.61141427 Validation score: -24.928065 Iteration 896, loss = 0.60825116 Validation score: -24.815661 Iteration 897, loss = 0.60510183 Validation score: -24.703698 Iteration 898, loss = 0.60196627 Validation score: -24.592174 Iteration 899, loss = 0.59884441 Validation score: -24.481087 Iteration 900, loss = 0.59573623 Validation score: -24.370437 Iteration 901, loss = 0.59264169 Validation score: -24.260223 Iteration 902, loss = 0.58956073 Validation score: -24.150443 Iteration 903, loss = 0.58649333 Validation score: -24.041095 Iteration 904, loss = 0.58343944 Validation score: -23.932180 Iteration 905, loss = 0.58039902 Validation score: -23.823696 Iteration 906, loss = 0.57737204 Validation score: -23.715641 Iteration 907, loss = 0.57435844 Validation score: -23.608014 Iteration 908, loss = 0.57135819 Validation score: -23.500814 Iteration 909, loss = 0.56837126 Validation score: -23.394041 Iteration 910, loss = 0.56539759 Validation score: -23.287692 Iteration 911, loss = 0.56243715 Validation score: -23.181766 Iteration 912, loss = 0.55948991 Validation score: -23.076263 Iteration 913, loss = 0.55655581 Validation score: -22.971182 Iteration 914, loss = 0.55363482 Validation score: -22.866520 Iteration 915, loss = 0.55072691 Validation score: -22.762277 Iteration 916, loss = 0.54783202 Validation score: -22.658452 Iteration 917, loss = 0.54495012 Validation score: -22.555044 Iteration 918, loss = 0.54208118 Validation score: -22.452051 Iteration 919, loss = 0.53922514 Validation score: -22.349472 Iteration 920, loss = 0.53638198 Validation score: -22.247306 Iteration 921, loss = 0.53355165 Validation score: -22.145552 Iteration 922, loss = 0.53073411 Validation score: -22.044209 Iteration 923, loss = 0.52792932 Validation score: -21.943275 Iteration 924, loss = 0.52513724 Validation score: -21.842749 Iteration 925, loss = 0.52235784 Validation score: -21.742631 Iteration 926, loss = 0.51959107 Validation score: -21.642919 Iteration 927, loss = 0.51683690 Validation score: -21.543612 Iteration 928, loss = 0.51409528 Validation score: -21.444708 Iteration 929, loss = 0.51136618 Validation score: -21.346207 Iteration 930, loss = 0.50864955 Validation score: -21.248108 Iteration 931, loss = 0.50594536 Validation score: -21.150408 Iteration 932, loss = 0.50325357 Validation score: -21.053108 Iteration 933, loss = 0.50057414 Validation score: -20.956206 Iteration 934, loss = 0.49790702 Validation score: -20.859700 Iteration 935, loss = 0.49525219 Validation score: -20.763590 Iteration 936, loss = 0.49260960 Validation score: -20.667875 Iteration 937, loss = 0.48997921 Validation score: -20.572553 Iteration 938, loss = 0.48736098 Validation score: -20.477623 Iteration 939, loss = 0.48475488 Validation score: -20.383085 Iteration 940, loss = 0.48216087 Validation score: -20.288936 Iteration 941, loss = 0.47957890 Validation score: -20.195176 Iteration 942, loss = 0.47700894 Validation score: -20.101803 Iteration 943, loss = 0.47445094 Validation score: -20.008817 Iteration 944, loss = 0.47190488 Validation score: -19.916216 Iteration 945, loss = 0.46937071 Validation score: -19.824000 Iteration 946, loss = 0.46684840 Validation score: -19.732166 Iteration 947, loss = 0.46433789 Validation score: -19.640715 Iteration 948, loss = 0.46183916 Validation score: -19.549644 Iteration 949, loss = 0.45935217 Validation score: -19.458952 Iteration 950, loss = 0.45687688 Validation score: -19.368640 Iteration 951, loss = 0.45441325 Validation score: -19.278704 Iteration 952, loss = 0.45196124 Validation score: -19.189145 Iteration 953, loss = 0.44952081 Validation score: -19.099961 Iteration 954, loss = 0.44709193 Validation score: -19.011151 Iteration 955, loss = 0.44467455 Validation score: -18.922713 Iteration 956, loss = 0.44226864 Validation score: -18.834647 Iteration 957, loss = 0.43987417 Validation score: -18.746952 Iteration 958, loss = 0.43749108 Validation score: -18.659626 Iteration 959, loss = 0.43511934 Validation score: -18.572669 Iteration 960, loss = 0.43275893 Validation score: -18.486078 Iteration 961, loss = 0.43040978 Validation score: -18.399854 Iteration 962, loss = 0.42807188 Validation score: -18.313995 Iteration 963, loss = 0.42574518 Validation score: -18.228499 Iteration 964, loss = 0.42342964 Validation score: -18.143366 Iteration 965, loss = 0.42112522 Validation score: -18.058594 Iteration 966, loss = 0.41883189 Validation score: -17.974183 Iteration 967, loss = 0.41654962 Validation score: -17.890131 Iteration 968, loss = 0.41427835 Validation score: -17.806438 Iteration 969, loss = 0.41201805 Validation score: -17.723101 Iteration 970, loss = 0.40976869 Validation score: -17.640120 Iteration 971, loss = 0.40753023 Validation score: -17.557494 Iteration 972, loss = 0.40530263 Validation score: -17.475222 Iteration 973, loss = 0.40308585 Validation score: -17.393302 Iteration 974, loss = 0.40087986 Validation score: -17.311734 Iteration 975, loss = 0.39868461 Validation score: -17.230516 Iteration 976, loss = 0.39650007 Validation score: -17.149647 Iteration 977, loss = 0.39432620 Validation score: -17.069127 Iteration 978, loss = 0.39216297 Validation score: -16.988953 Iteration 979, loss = 0.39001034 Validation score: -16.909125 Iteration 980, loss = 0.38786826 Validation score: -16.829642 Iteration 981, loss = 0.38573671 Validation score: -16.750503 Iteration 982, loss = 0.38361564 Validation score: -16.671706 Iteration 983, loss = 0.38150502 Validation score: -16.593251 Iteration 984, loss = 0.37940481 Validation score: -16.515136 Iteration 985, loss = 0.37731497 Validation score: -16.437360 Iteration 986, loss = 0.37523547 Validation score: -16.359923 Iteration 987, loss = 0.37316627 Validation score: -16.282822 Iteration 988, loss = 0.37110734 Validation score: -16.206057 Iteration 989, loss = 0.36905862 Validation score: -16.129628 Iteration 990, loss = 0.36702010 Validation score: -16.053532 Iteration 991, loss = 0.36499172 Validation score: -15.977768 Iteration 992, loss = 0.36297346 Validation score: -15.902336 Iteration 993, loss = 0.36096528 Validation score: -15.827235 Iteration 994, loss = 0.35896714 Validation score: -15.752463 Iteration 995, loss = 0.35697900 Validation score: -15.678019 Iteration 996, loss = 0.35500083 Validation score: -15.603902 Iteration 997, loss = 0.35303259 Validation score: -15.530111 Iteration 998, loss = 0.35107424 Validation score: -15.456646 Iteration 999, loss = 0.34912575 Validation score: -15.383504 Iteration 1000, loss = 0.34718709 Validation score: -15.310685 Iteration 1, loss = 17.18217716 Validation score: -311.432626 Iteration 2, loss = 17.15301330 Validation score: -310.912787 Iteration 3, loss = 17.12386309 Validation score: -310.393176 Iteration 4, loss = 17.09472687 Validation score: -309.873793 Iteration 5, loss = 17.06560492 Validation score: -309.354640 Iteration 6, loss = 17.03649755 Validation score: -308.835716 Iteration 7, loss = 17.00740499 Validation score: -308.317027 Iteration 8, loss = 16.97832750 Validation score: -307.798582 Iteration 9, loss = 16.94926529 Validation score: -307.280388 Iteration 10, loss = 16.92021858 Validation score: -306.762452 Iteration 11, loss = 16.89118756 Validation score: -306.244780 Iteration 12, loss = 16.86217241 Validation score: -305.727376 Iteration 13, loss = 16.83317328 Validation score: -305.210244 Iteration 14, loss = 16.80419033 Validation score: -304.693387 Iteration 15, loss = 16.77522369 Validation score: -304.176807 Iteration 16, loss = 16.74627347 Validation score: -303.660507 Iteration 17, loss = 16.71733978 Validation score: -303.144489 Iteration 18, loss = 16.68842271 Validation score: -302.628755 Iteration 19, loss = 16.65952233 Validation score: -302.113306 Iteration 20, loss = 16.63063869 Validation score: -301.598143 Iteration 21, loss = 16.60177185 Validation score: -301.083268 Iteration 22, loss = 16.57292185 Validation score: -300.568681 Iteration 23, loss = 16.54408869 Validation score: -300.054383 Iteration 24, loss = 16.51527239 Validation score: -299.540373 Iteration 25, loss = 16.48647294 Validation score: -299.026654 Iteration 26, loss = 16.45769033 Validation score: -298.513223 Iteration 27, loss = 16.42892453 Validation score: -298.000081 Iteration 28, loss = 16.40017550 Validation score: -297.487228 Iteration 29, loss = 16.37144319 Validation score: -296.974663 Iteration 30, loss = 16.34272755 Validation score: -296.462385 Iteration 31, loss = 16.31402850 Validation score: -295.950393 Iteration 32, loss = 16.28534598 Validation score: -295.438685 Iteration 33, loss = 16.25667988 Validation score: -294.927261 Iteration 34, loss = 16.22803012 Validation score: -294.416119 Iteration 35, loss = 16.19939660 Validation score: -293.905257 Iteration 36, loss = 16.17077921 Validation score: -293.394674 Iteration 37, loss = 16.14217782 Validation score: -292.884366 Iteration 38, loss = 16.11359233 Validation score: -292.374332 Iteration 39, loss = 16.08502259 Validation score: -291.864569 Iteration 40, loss = 16.05646848 Validation score: -291.355076 Iteration 41, loss = 16.02792986 Validation score: -290.845848 Iteration 42, loss = 15.99940658 Validation score: -290.336885 Iteration 43, loss = 15.97089849 Validation score: -289.828181 Iteration 44, loss = 15.94240545 Validation score: -289.319735 Iteration 45, loss = 15.91392729 Validation score: -288.811544 Iteration 46, loss = 15.88546385 Validation score: -288.303605 Iteration 47, loss = 15.85701498 Validation score: -287.795914 Iteration 48, loss = 15.82858049 Validation score: -287.288468 Iteration 49, loss = 15.80016024 Validation score: -286.781263 Iteration 50, loss = 15.77175404 Validation score: -286.274298 Iteration 51, loss = 15.74336172 Validation score: -285.767567 Iteration 52, loss = 15.71498310 Validation score: -285.261068 Iteration 53, loss = 15.68661801 Validation score: -284.754798 Iteration 54, loss = 15.65826627 Validation score: -284.248753 Iteration 55, loss = 15.62992769 Validation score: -283.742929 Iteration 56, loss = 15.60160211 Validation score: -283.237323 Iteration 57, loss = 15.57328933 Validation score: -282.731931 Iteration 58, loss = 15.54498916 Validation score: -282.226751 Iteration 59, loss = 15.51670144 Validation score: -281.721778 Iteration 60, loss = 15.48842596 Validation score: -281.217008 Iteration 61, loss = 15.46016255 Validation score: -280.712439 Iteration 62, loss = 15.43191102 Validation score: -280.208066 Iteration 63, loss = 15.40367119 Validation score: -279.703886 Iteration 64, loss = 15.37544286 Validation score: -279.199895 Iteration 65, loss = 15.34722586 Validation score: -278.696090 Iteration 66, loss = 15.31902000 Validation score: -278.192467 Iteration 67, loss = 15.29082508 Validation score: -277.689021 Iteration 68, loss = 15.26264093 Validation score: -277.185750 Iteration 69, loss = 15.23446736 Validation score: -276.682650 Iteration 70, loss = 15.20630419 Validation score: -276.179716 Iteration 71, loss = 15.17815122 Validation score: -275.676946 Iteration 72, loss = 15.15000829 Validation score: -275.174335 Iteration 73, loss = 15.12187519 Validation score: -274.671880 Iteration 74, loss = 15.09375176 Validation score: -274.169576 Iteration 75, loss = 15.06563781 Validation score: -273.667421 Iteration 76, loss = 15.03753316 Validation score: -273.165410 Iteration 77, loss = 15.00943762 Validation score: -272.663540 Iteration 78, loss = 14.98135103 Validation score: -272.161807 Iteration 79, loss = 14.95327319 Validation score: -271.660207 Iteration 80, loss = 14.92520394 Validation score: -271.158737 Iteration 81, loss = 14.89714310 Validation score: -270.657392 Iteration 82, loss = 14.86909050 Validation score: -270.156171 Iteration 83, loss = 14.84104595 Validation score: -269.655068 Iteration 84, loss = 14.81300930 Validation score: -269.154081 Iteration 85, loss = 14.78498036 Validation score: -268.653206 Iteration 86, loss = 14.75695897 Validation score: -268.152439 Iteration 87, loss = 14.72894496 Validation score: -267.651779 Iteration 88, loss = 14.70093817 Validation score: -267.151220 Iteration 89, loss = 14.67293843 Validation score: -266.650760 Iteration 90, loss = 14.64494557 Validation score: -266.150396 Iteration 91, loss = 14.61695944 Validation score: -265.650125 Iteration 92, loss = 14.58897988 Validation score: -265.149943 Iteration 93, loss = 14.56100672 Validation score: -264.649848 Iteration 94, loss = 14.53303982 Validation score: -264.149837 Iteration 95, loss = 14.50507901 Validation score: -263.649908 Iteration 96, loss = 14.47712415 Validation score: -263.150056 Iteration 97, loss = 14.44917508 Validation score: -262.650280 Iteration 98, loss = 14.42123165 Validation score: -262.150576 Iteration 99, loss = 14.39329373 Validation score: -261.650943 Iteration 100, loss = 14.36536115 Validation score: -261.151377 Iteration 101, loss = 14.33743378 Validation score: -260.651876 Iteration 102, loss = 14.30951148 Validation score: -260.152437 Iteration 103, loss = 14.28159411 Validation score: -259.653058 Iteration 104, loss = 14.25368152 Validation score: -259.153736 Iteration 105, loss = 14.22577358 Validation score: -258.654469 Iteration 106, loss = 14.19787016 Validation score: -258.155255 Iteration 107, loss = 14.16997112 Validation score: -257.656090 Iteration 108, loss = 14.14207634 Validation score: -257.156973 Iteration 109, loss = 14.11418568 Validation score: -256.657901 Iteration 110, loss = 14.08629901 Validation score: -256.158873 Iteration 111, loss = 14.05841621 Validation score: -255.659885 Iteration 112, loss = 14.03053715 Validation score: -255.160935 Iteration 113, loss = 14.00266172 Validation score: -254.662022 Iteration 114, loss = 13.97478979 Validation score: -254.163142 Iteration 115, loss = 13.94692123 Validation score: -253.664295 Iteration 116, loss = 13.91905595 Validation score: -253.165477 Iteration 117, loss = 13.89119381 Validation score: -252.666687 Iteration 118, loss = 13.86333470 Validation score: -252.167922 Iteration 119, loss = 13.83547852 Validation score: -251.669181 Iteration 120, loss = 13.80762514 Validation score: -251.170461 Iteration 121, loss = 13.77977447 Validation score: -250.671761 Iteration 122, loss = 13.75192638 Validation score: -250.173079 Iteration 123, loss = 13.72408079 Validation score: -249.674412 Iteration 124, loss = 13.69623758 Validation score: -249.175759 Iteration 125, loss = 13.66839665 Validation score: -248.677118 Iteration 126, loss = 13.64055790 Validation score: -248.178488 Iteration 127, loss = 13.61272123 Validation score: -247.679866 Iteration 128, loss = 13.58488654 Validation score: -247.181251 Iteration 129, loss = 13.55705374 Validation score: -246.682640 Iteration 130, loss = 13.52922273 Validation score: -246.184034 Iteration 131, loss = 13.50139343 Validation score: -245.685429 Iteration 132, loss = 13.47356574 Validation score: -245.186824 Iteration 133, loss = 13.44573957 Validation score: -244.688219 Iteration 134, loss = 13.41791484 Validation score: -244.189610 Iteration 135, loss = 13.39009146 Validation score: -243.690997 Iteration 136, loss = 13.36226935 Validation score: -243.192379 Iteration 137, loss = 13.33444843 Validation score: -242.693754 Iteration 138, loss = 13.30662863 Validation score: -242.195121 Iteration 139, loss = 13.27880986 Validation score: -241.696478 Iteration 140, loss = 13.25099205 Validation score: -241.197825 Iteration 141, loss = 13.22317513 Validation score: -240.699160 Iteration 142, loss = 13.19535904 Validation score: -240.200481 Iteration 143, loss = 13.16754370 Validation score: -239.701789 Iteration 144, loss = 13.13972904 Validation score: -239.203081 Iteration 145, loss = 13.11191502 Validation score: -238.704357 Iteration 146, loss = 13.08410156 Validation score: -238.205617 Iteration 147, loss = 13.05628862 Validation score: -237.706858 Iteration 148, loss = 13.02847613 Validation score: -237.208080 Iteration 149, loss = 13.00066404 Validation score: -236.709283 Iteration 150, loss = 12.97285231 Validation score: -236.210465 Iteration 151, loss = 12.94504089 Validation score: -235.711626 Iteration 152, loss = 12.91722974 Validation score: -235.212766 Iteration 153, loss = 12.88941882 Validation score: -234.713883 Iteration 154, loss = 12.86160808 Validation score: -234.214978 Iteration 155, loss = 12.83379751 Validation score: -233.716049 Iteration 156, loss = 12.80598705 Validation score: -233.217097 Iteration 157, loss = 12.77817670 Validation score: -232.718121 Iteration 158, loss = 12.75036643 Validation score: -232.219120 Iteration 159, loss = 12.72255620 Validation score: -231.720095 Iteration 160, loss = 12.69474602 Validation score: -231.221046 Iteration 161, loss = 12.66693586 Validation score: -230.721971 Iteration 162, loss = 12.63912572 Validation score: -230.222872 Iteration 163, loss = 12.61131559 Validation score: -229.723748 Iteration 164, loss = 12.58350547 Validation score: -229.224600 Iteration 165, loss = 12.55569535 Validation score: -228.725427 Iteration 166, loss = 12.52788526 Validation score: -228.226231 Iteration 167, loss = 12.50007518 Validation score: -227.727010 Iteration 168, loss = 12.47226515 Validation score: -227.227767 Iteration 169, loss = 12.44445518 Validation score: -226.728500 Iteration 170, loss = 12.41664529 Validation score: -226.229211 Iteration 171, loss = 12.38883551 Validation score: -225.729901 Iteration 172, loss = 12.36102587 Validation score: -225.230570 Iteration 173, loss = 12.33321640 Validation score: -224.731219 Iteration 174, loss = 12.30540715 Validation score: -224.231849 Iteration 175, loss = 12.27759815 Validation score: -223.732461 Iteration 176, loss = 12.24978946 Validation score: -223.233057 Iteration 177, loss = 12.22198114 Validation score: -222.733636 Iteration 178, loss = 12.19417323 Validation score: -222.234201 Iteration 179, loss = 12.16636580 Validation score: -221.734754 Iteration 180, loss = 12.13855892 Validation score: -221.235294 Iteration 181, loss = 12.11075266 Validation score: -220.735825 Iteration 182, loss = 12.08294709 Validation score: -220.236347 Iteration 183, loss = 12.05514230 Validation score: -219.736863 Iteration 184, loss = 12.02733837 Validation score: -219.237373 Iteration 185, loss = 11.99953540 Validation score: 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11.55490869 Validation score: -210.747514 Iteration 202, loss = 11.52714014 Validation score: -210.248350 Iteration 203, loss = 11.49937493 Validation score: -209.749231 Iteration 204, loss = 11.47161324 Validation score: -209.250162 Iteration 205, loss = 11.44385526 Validation score: -208.751146 Iteration 206, loss = 11.41610116 Validation score: -208.252187 Iteration 207, loss = 11.38835113 Validation score: -207.753288 Iteration 208, loss = 11.36060536 Validation score: -207.254453 Iteration 209, loss = 11.33286404 Validation score: -206.755686 Iteration 210, loss = 11.30512736 Validation score: -206.256991 Iteration 211, loss = 11.27739553 Validation score: -205.758371 Iteration 212, loss = 11.24966875 Validation score: -205.259831 Iteration 213, loss = 11.22194723 Validation score: -204.761375 Iteration 214, loss = 11.19423117 Validation score: -204.263007 Iteration 215, loss = 11.16652080 Validation score: -203.764731 Iteration 216, loss = 11.13881632 Validation score: -203.266551 Iteration 217, loss = 11.11111796 Validation score: -202.768471 Iteration 218, loss = 11.08342593 Validation score: -202.270497 Iteration 219, loss = 11.05574047 Validation score: -201.772631 Iteration 220, loss = 11.02806179 Validation score: -201.274880 Iteration 221, loss = 11.00039014 Validation score: -200.777246 Iteration 222, loss = 10.97272574 Validation score: -200.279736 Iteration 223, loss = 10.94506883 Validation score: -199.782353 Iteration 224, loss = 10.91741965 Validation score: -199.285101 Iteration 225, loss = 10.88977844 Validation score: -198.787987 Iteration 226, loss = 10.86214544 Validation score: -198.291013 Iteration 227, loss = 10.83452090 Validation score: -197.794186 Iteration 228, loss = 10.80690506 Validation score: -197.297510 Iteration 229, loss = 10.77929817 Validation score: -196.800990 Iteration 230, loss = 10.75170048 Validation score: -196.304631 Iteration 231, loss = 10.72411226 Validation score: -195.808437 Iteration 232, loss = 10.69653374 Validation score: -195.312414 Iteration 233, loss = 10.66896519 Validation score: -194.816566 Iteration 234, loss = 10.64140686 Validation score: -194.320899 Iteration 235, loss = 10.61385903 Validation score: -193.825418 Iteration 236, loss = 10.58632193 Validation score: -193.330128 Iteration 237, loss = 10.55879585 Validation score: -192.835033 Iteration 238, loss = 10.53128104 Validation score: -192.340139 Iteration 239, loss = 10.50377776 Validation score: -191.845452 Iteration 240, loss = 10.47628629 Validation score: -191.350976 Iteration 241, loss = 10.44880689 Validation score: -190.856717 Iteration 242, loss = 10.42133983 Validation score: -190.362679 Iteration 243, loss = 10.39388538 Validation score: -189.868868 Iteration 244, loss = 10.36644381 Validation score: -189.375290 Iteration 245, loss = 10.33901539 Validation score: -188.881949 Iteration 246, loss = 10.31160038 Validation score: -188.388851 Iteration 247, loss = 10.28419908 Validation score: -187.896001 Iteration 248, loss = 10.25681173 Validation score: -187.403405 Iteration 249, loss = 10.22943863 Validation score: -186.911067 Iteration 250, loss = 10.20208005 Validation score: -186.418993 Iteration 251, loss = 10.17473625 Validation score: -185.927189 Iteration 252, loss = 10.14740752 Validation score: -185.435659 Iteration 253, loss = 10.12009413 Validation score: -184.944409 Iteration 254, loss = 10.09279635 Validation score: -184.453444 Iteration 255, loss = 10.06551446 Validation score: -183.962770 Iteration 256, loss = 10.03824874 Validation score: -183.472392 Iteration 257, loss = 10.01099946 Validation score: -182.982316 Iteration 258, loss = 9.98376690 Validation score: -182.492545 Iteration 259, loss = 9.95655134 Validation score: -182.003087 Iteration 260, loss = 9.92935305 Validation score: -181.513945 Iteration 261, loss = 9.90217230 Validation score: -181.025126 Iteration 262, loss = 9.87500938 Validation score: -180.536635 Iteration 263, loss = 9.84786456 Validation score: -180.048477 Iteration 264, loss = 9.82073812 Validation score: -179.560656 Iteration 265, loss = 9.79363032 Validation score: -179.073180 Iteration 266, loss = 9.76654146 Validation score: -178.586051 Iteration 267, loss = 9.73947180 Validation score: -178.099277 Iteration 268, loss = 9.71242161 Validation score: -177.612861 Iteration 269, loss = 9.68539118 Validation score: -177.126810 Iteration 270, loss = 9.65838077 Validation score: -176.641128 Iteration 271, loss = 9.63139066 Validation score: -176.155820 Iteration 272, loss = 9.60442113 Validation score: -175.670891 Iteration 273, loss = 9.57747245 Validation score: -175.186347 Iteration 274, loss = 9.55054489 Validation score: -174.702193 Iteration 275, loss = 9.52363872 Validation score: -174.218433 Iteration 276, loss = 9.49675421 Validation score: -173.735073 Iteration 277, loss = 9.46989165 Validation score: -173.252117 Iteration 278, loss = 9.44305129 Validation score: -172.769571 Iteration 279, loss = 9.41623341 Validation score: -172.287440 Iteration 280, loss = 9.38943828 Validation score: -171.805727 Iteration 281, loss = 9.36266617 Validation score: -171.324439 Iteration 282, loss = 9.33591735 Validation score: -170.843580 Iteration 283, loss = 9.30919209 Validation score: -170.363155 Iteration 284, loss = 9.28249065 Validation score: -169.883169 Iteration 285, loss = 9.25581331 Validation score: -169.403626 Iteration 286, loss = 9.22916033 Validation score: -168.924531 Iteration 287, loss = 9.20253198 Validation score: -168.445889 Iteration 288, loss = 9.17592853 Validation score: -167.967706 Iteration 289, loss = 9.14935023 Validation score: -167.489984 Iteration 290, loss = 9.12279737 Validation score: -167.012730 Iteration 291, loss = 9.09627020 Validation score: -166.535947 Iteration 292, loss = 9.06976899 Validation score: -166.059641 Iteration 293, loss = 9.04329400 Validation score: -165.583816 Iteration 294, loss = 9.01684550 Validation score: -165.108477 Iteration 295, loss = 8.99042374 Validation score: -164.633627 Iteration 296, loss = 8.96402901 Validation score: -164.159273 Iteration 297, loss = 8.93766154 Validation score: -163.685418 Iteration 298, loss = 8.91132162 Validation score: -163.212066 Iteration 299, loss = 8.88500950 Validation score: -162.739223 Iteration 300, loss = 8.85872544 Validation score: -162.266893 Iteration 301, loss = 8.83246971 Validation score: -161.795079 Iteration 302, loss = 8.80624256 Validation score: -161.323788 Iteration 303, loss = 8.78004426 Validation score: -160.853023 Iteration 304, loss = 8.75387507 Validation score: -160.382789 Iteration 305, loss = 8.72773524 Validation score: -159.913089 Iteration 306, loss = 8.70162504 Validation score: -159.443929 Iteration 307, loss = 8.67554473 Validation score: -158.975313 Iteration 308, loss = 8.64949457 Validation score: -158.507245 Iteration 309, loss = 8.62347482 Validation score: -158.039730 Iteration 310, loss = 8.59748573 Validation score: -157.572772 Iteration 311, loss = 8.57152757 Validation score: -157.106375 Iteration 312, loss = 8.54560059 Validation score: -156.640544 Iteration 313, loss = 8.51970506 Validation score: -156.175283 Iteration 314, loss = 8.49384123 Validation score: -155.710597 Iteration 315, loss = 8.46800935 Validation score: -155.246489 Iteration 316, loss = 8.44220970 Validation score: -154.782964 Iteration 317, loss = 8.41644253 Validation score: -154.320027 Iteration 318, loss = 8.39070810 Validation score: -153.857682 Iteration 319, loss = 8.36500666 Validation score: -153.395932 Iteration 320, loss = 8.33933847 Validation score: -152.934783 Iteration 321, loss = 8.31370379 Validation score: -152.474239 Iteration 322, loss = 8.28810289 Validation score: -152.014304 Iteration 323, loss = 8.26253601 Validation score: -151.554982 Iteration 324, loss = 8.23700342 Validation score: -151.096278 Iteration 325, loss = 8.21150538 Validation score: -150.638196 Iteration 326, loss = 8.18604214 Validation score: 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score: -142.950150 Iteration 343, loss = 7.75874226 Validation score: -142.504003 Iteration 344, loss = 7.73394964 Validation score: -142.058560 Iteration 345, loss = 7.70919674 Validation score: -141.613826 Iteration 346, loss = 7.68448379 Validation score: -141.169805 Iteration 347, loss = 7.65981107 Validation score: -140.726501 Iteration 348, loss = 7.63517883 Validation score: -140.283918 Iteration 349, loss = 7.61058733 Validation score: -139.842062 Iteration 350, loss = 7.58603682 Validation score: -139.400935 Iteration 351, loss = 7.56152755 Validation score: -138.960544 Iteration 352, loss = 7.53705979 Validation score: -138.520891 Iteration 353, loss = 7.51263378 Validation score: -138.081982 Iteration 354, loss = 7.48824979 Validation score: -137.643820 Iteration 355, loss = 7.46390806 Validation score: -137.206411 Iteration 356, loss = 7.43960885 Validation score: -136.769757 Iteration 357, loss = 7.41535242 Validation score: -136.333865 Iteration 358, loss = 7.39113901 Validation score: -135.898737 Iteration 359, loss = 7.36696888 Validation score: -135.464379 Iteration 360, loss = 7.34284228 Validation score: -135.030794 Iteration 361, loss = 7.31875945 Validation score: -134.597987 Iteration 362, loss = 7.29472066 Validation score: -134.165962 Iteration 363, loss = 7.27072614 Validation score: -133.734723 Iteration 364, loss = 7.24677614 Validation score: -133.304275 Iteration 365, loss = 7.22287092 Validation score: -132.874622 Iteration 366, loss = 7.19901071 Validation score: -132.445769 Iteration 367, loss = 7.17519577 Validation score: -132.017718 Iteration 368, loss = 7.15142633 Validation score: -131.590476 Iteration 369, loss = 7.12770264 Validation score: -131.164045 Iteration 370, loss = 7.10402494 Validation score: -130.738430 Iteration 371, loss = 7.08039347 Validation score: -130.313635 Iteration 372, loss = 7.05680847 Validation score: -129.889664 Iteration 373, loss = 7.03327017 Validation score: -129.466522 Iteration 374, loss = 7.00977882 Validation score: -129.044212 Iteration 375, loss = 6.98633465 Validation score: -128.622739 Iteration 376, loss = 6.96293788 Validation score: -128.202106 Iteration 377, loss = 6.93958876 Validation score: -127.782319 Iteration 378, loss = 6.91628751 Validation score: -127.363379 Iteration 379, loss = 6.89303437 Validation score: -126.945293 Iteration 380, loss = 6.86982955 Validation score: -126.528063 Iteration 381, loss = 6.84667328 Validation score: -126.111693 Iteration 382, loss = 6.82356579 Validation score: -125.696188 Iteration 383, loss = 6.80050729 Validation score: -125.281551 Iteration 384, loss = 6.77749801 Validation score: -124.867787 Iteration 385, loss = 6.75453817 Validation score: -124.454898 Iteration 386, loss = 6.73162797 Validation score: -124.042889 Iteration 387, loss = 6.70876763 Validation score: -123.631763 Iteration 388, loss = 6.68595737 Validation score: -123.221524 Iteration 389, loss = 6.66319738 Validation score: -122.812176 Iteration 390, loss = 6.64048789 Validation score: -122.403723 Iteration 391, loss = 6.61782908 Validation score: -121.996167 Iteration 392, loss = 6.59522117 Validation score: -121.589513 Iteration 393, loss = 6.57266435 Validation score: -121.183764 Iteration 394, loss = 6.55015882 Validation score: -120.778924 Iteration 395, loss = 6.52770478 Validation score: -120.374995 Iteration 396, loss = 6.50530241 Validation score: -119.971982 Iteration 397, loss = 6.48295191 Validation score: -119.569887 Iteration 398, loss = 6.46065346 Validation score: -119.168714 Iteration 399, loss = 6.43840724 Validation score: -118.768466 Iteration 400, loss = 6.41621344 Validation score: -118.369146 Iteration 401, loss = 6.39407224 Validation score: -117.970758 Iteration 402, loss = 6.37198381 Validation score: -117.573304 Iteration 403, loss = 6.34994832 Validation score: -117.176788 Iteration 404, loss = 6.32796594 Validation score: -116.781212 Iteration 405, loss = 6.30603685 Validation score: -116.386580 Iteration 406, loss = 6.28416120 Validation score: -115.992895 Iteration 407, loss = 6.26233916 Validation score: -115.600158 Iteration 408, loss = 6.24057088 Validation score: -115.208374 Iteration 409, loss = 6.21885653 Validation score: -114.817544 Iteration 410, loss = 6.19719624 Validation score: -114.427672 Iteration 411, loss = 6.17559017 Validation score: -114.038759 Iteration 412, loss = 6.15403847 Validation score: -113.650810 Iteration 413, loss = 6.13254128 Validation score: -113.263825 Iteration 414, loss = 6.11109873 Validation score: -112.877808 Iteration 415, loss = 6.08971097 Validation score: -112.492761 Iteration 416, loss = 6.06837813 Validation score: -112.108686 Iteration 417, loss = 6.04710033 Validation score: -111.725586 Iteration 418, loss = 6.02587770 Validation score: -111.343463 Iteration 419, loss = 6.00471038 Validation score: -110.962318 Iteration 420, loss = 5.98359846 Validation score: -110.582155 Iteration 421, loss = 5.96254208 Validation score: 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score: -104.271252 Iteration 438, loss = 5.61317667 Validation score: -103.909043 Iteration 439, loss = 5.59313596 Validation score: -103.547844 Iteration 440, loss = 5.57315235 Validation score: -103.187655 Iteration 441, loss = 5.55322591 Validation score: -102.828479 Iteration 442, loss = 5.53335666 Validation score: -102.470315 Iteration 443, loss = 5.51354466 Validation score: -102.113165 Iteration 444, loss = 5.49378994 Validation score: -101.757028 Iteration 445, loss = 5.47409255 Validation score: -101.401907 Iteration 446, loss = 5.45445251 Validation score: -101.047801 Iteration 447, loss = 5.43486985 Validation score: -100.694710 Iteration 448, loss = 5.41534459 Validation score: -100.342636 Iteration 449, loss = 5.39587678 Validation score: -99.991579 Iteration 450, loss = 5.37646641 Validation score: -99.641539 Iteration 451, loss = 5.35711351 Validation score: -99.292516 Iteration 452, loss = 5.33781810 Validation score: -98.944511 Iteration 453, loss = 5.31858018 Validation score: -98.597524 Iteration 454, loss = 5.29939977 Validation score: -98.251555 Iteration 455, loss = 5.28027686 Validation score: -97.906604 Iteration 456, loss = 5.26121146 Validation score: -97.562671 Iteration 457, loss = 5.24220356 Validation score: -97.219757 Iteration 458, loss = 5.22325317 Validation score: -96.877861 Iteration 459, loss = 5.20436027 Validation score: -96.536982 Iteration 460, loss = 5.18552486 Validation score: -96.197122 Iteration 461, loss = 5.16674692 Validation score: -95.858279 Iteration 462, loss = 5.14802644 Validation score: -95.520453 Iteration 463, loss = 5.12936340 Validation score: -95.183645 Iteration 464, loss = 5.11075777 Validation score: -94.847853 Iteration 465, loss = 5.09220953 Validation score: -94.513077 Iteration 466, loss = 5.07371866 Validation score: -94.179318 Iteration 467, loss = 5.05528512 Validation score: -93.846574 Iteration 468, loss = 5.03690888 Validation score: -93.514844 Iteration 469, loss = 5.01858992 Validation score: -93.184129 Iteration 470, loss = 5.00032818 Validation score: -92.854427 Iteration 471, loss = 4.98212363 Validation score: -92.525738 Iteration 472, loss = 4.96397623 Validation score: -92.198062 Iteration 473, loss = 4.94588593 Validation score: -91.871397 Iteration 474, loss = 4.92785269 Validation score: -91.545742 Iteration 475, loss = 4.90987645 Validation score: -91.221097 Iteration 476, loss = 4.89195716 Validation score: -90.897461 Iteration 477, loss = 4.87409477 Validation score: -90.574833 Iteration 478, loss = 4.85628922 Validation score: -90.253212 Iteration 479, loss = 4.83854044 Validation score: -89.932596 Iteration 480, loss = 4.82084839 Validation score: -89.612986 Iteration 481, loss = 4.80321299 Validation score: -89.294379 Iteration 482, loss = 4.78563418 Validation score: -88.976775 Iteration 483, loss = 4.76811190 Validation score: -88.660172 Iteration 484, loss = 4.75064606 Validation score: -88.344570 Iteration 485, loss = 4.73323659 Validation score: -88.029967 Iteration 486, loss = 4.71588344 Validation score: -87.716361 Iteration 487, loss = 4.69858650 Validation score: -87.403752 Iteration 488, loss = 4.68134572 Validation score: -87.092138 Iteration 489, loss = 4.66416100 Validation score: -86.781517 Iteration 490, loss = 4.64703227 Validation score: -86.471889 Iteration 491, loss = 4.62995944 Validation score: -86.163252 Iteration 492, loss = 4.61294243 Validation score: -85.855604 Iteration 493, loss = 4.59598114 Validation score: -85.548944 Iteration 494, loss = 4.57907549 Validation score: -85.243270 Iteration 495, loss = 4.56222539 Validation score: -84.938581 Iteration 496, loss = 4.54543074 Validation score: -84.634875 Iteration 497, loss = 4.52869145 Validation score: -84.332151 Iteration 498, loss = 4.51200742 Validation score: -84.030406 Iteration 499, loss = 4.49537856 Validation score: -83.729640 Iteration 500, loss = 4.47880476 Validation score: -83.429850 Iteration 501, loss = 4.46228593 Validation score: -83.131035 Iteration 502, loss = 4.44582196 Validation score: -82.833193 Iteration 503, loss = 4.42941275 Validation score: -82.536322 Iteration 504, loss = 4.41305819 Validation score: -82.240420 Iteration 505, loss = 4.39675817 Validation score: -81.945486 Iteration 506, loss = 4.38051260 Validation score: -81.651517 Iteration 507, loss = 4.36432135 Validation score: -81.358512 Iteration 508, loss = 4.34818432 Validation score: -81.066469 Iteration 509, loss = 4.33210140 Validation score: -80.775386 Iteration 510, loss = 4.31607247 Validation score: -80.485261 Iteration 511, loss = 4.30009742 Validation score: -80.196092 Iteration 512, loss = 4.28417613 Validation score: -79.907877 Iteration 513, loss = 4.26830849 Validation score: -79.620613 Iteration 514, loss = 4.25249437 Validation score: -79.334300 Iteration 515, loss = 4.23673367 Validation score: -79.048935 Iteration 516, loss = 4.22102625 Validation score: -78.764515 Iteration 517, loss = 4.20537201 Validation score: -78.481039 Iteration 518, loss = 4.18977080 Validation score: -78.198505 Iteration 519, loss = 4.17422253 Validation score: -77.916910 Iteration 520, loss = 4.15872705 Validation score: -77.636252 Iteration 521, loss = 4.14328425 Validation score: -77.356529 Iteration 522, loss = 4.12789399 Validation score: -77.077740 Iteration 523, loss = 4.11255616 Validation score: -76.799881 Iteration 524, loss = 4.09727062 Validation score: -76.522951 Iteration 525, loss = 4.08203725 Validation score: -76.246947 Iteration 526, loss = 4.06685591 Validation score: -75.971868 Iteration 527, loss = 4.05172649 Validation score: -75.697710 Iteration 528, loss = 4.03664884 Validation score: -75.424471 Iteration 529, loss = 4.02162284 Validation score: -75.152150 Iteration 530, loss = 4.00664835 Validation score: -74.880744 Iteration 531, loss = 3.99172524 Validation score: -74.610251 Iteration 532, loss = 3.97685338 Validation score: -74.340668 Iteration 533, loss = 3.96203263 Validation score: -74.071994 Iteration 534, loss = 3.94726287 Validation score: -73.804225 Iteration 535, loss = 3.93254394 Validation score: -73.537359 Iteration 536, loss = 3.91787573 Validation score: -73.271394 Iteration 537, loss = 3.90325809 Validation score: -73.006328 Iteration 538, loss = 3.88869089 Validation score: -72.742159 Iteration 539, loss = 3.87417399 Validation score: -72.478883 Iteration 540, loss = 3.85970725 Validation score: -72.216499 Iteration 541, loss = 3.84529053 Validation score: -71.955004 Iteration 542, loss = 3.83092370 Validation score: -71.694395 Iteration 543, loss = 3.81660661 Validation score: -71.434671 Iteration 544, loss = 3.80233913 Validation score: -71.175829 Iteration 545, loss = 3.78812112 Validation score: -70.917866 Iteration 546, loss = 3.77395244 Validation score: -70.660780 Iteration 547, loss = 3.75983294 Validation score: -70.404569 Iteration 548, loss = 3.74576250 Validation score: -70.149230 Iteration 549, loss = 3.73174095 Validation score: -69.894761 Iteration 550, loss = 3.71776817 Validation score: -69.641158 Iteration 551, loss = 3.70384402 Validation score: -69.388421 Iteration 552, loss = 3.68996835 Validation score: -69.136545 Iteration 553, loss = 3.67614102 Validation score: -68.885530 Iteration 554, loss = 3.66236188 Validation score: -68.635371 Iteration 555, loss = 3.64863080 Validation score: -68.386068 Iteration 556, loss = 3.63494763 Validation score: -68.137617 Iteration 557, loss = 3.62131224 Validation score: -67.890016 Iteration 558, loss = 3.60772447 Validation score: -67.643262 Iteration 559, loss = 3.59418419 Validation score: -67.397352 Iteration 560, loss = 3.58069124 Validation score: -67.152286 Iteration 561, loss = 3.56724550 Validation score: -66.908059 Iteration 562, loss = 3.55384681 Validation score: -66.664669 Iteration 563, loss = 3.54049503 Validation score: -66.422114 Iteration 564, loss = 3.52719002 Validation score: -66.180392 Iteration 565, loss = 3.51393164 Validation score: -65.939499 Iteration 566, loss = 3.50071974 Validation score: -65.699434 Iteration 567, loss = 3.48755417 Validation score: -65.460193 Iteration 568, loss = 3.47443480 Validation score: -65.221775 Iteration 569, loss = 3.46136148 Validation score: -64.984176 Iteration 570, loss = 3.44833407 Validation score: -64.747395 Iteration 571, loss = 3.43535242 Validation score: -64.511428 Iteration 572, loss = 3.42241639 Validation score: -64.276274 Iteration 573, loss = 3.40952584 Validation score: -64.041929 Iteration 574, loss = 3.39668062 Validation score: -63.808392 Iteration 575, loss = 3.38388059 Validation score: -63.575659 Iteration 576, loss = 3.37112561 Validation score: -63.343729 Iteration 577, loss = 3.35841553 Validation score: -63.112598 Iteration 578, loss = 3.34575021 Validation score: -62.882264 Iteration 579, loss = 3.33312951 Validation score: -62.652725 Iteration 580, loss = 3.32055329 Validation score: -62.423978 Iteration 581, loss = 3.30802139 Validation score: -62.196021 Iteration 582, loss = 3.29553369 Validation score: -61.968851 Iteration 583, loss = 3.28309003 Validation score: -61.742465 Iteration 584, loss = 3.27069027 Validation score: -61.516862 Iteration 585, loss = 3.25833428 Validation score: -61.292038 Iteration 586, loss = 3.24602191 Validation score: -61.067992 Iteration 587, loss = 3.23375301 Validation score: -60.844720 Iteration 588, loss = 3.22152745 Validation score: -60.622220 Iteration 589, loss = 3.20934509 Validation score: -60.400490 Iteration 590, loss = 3.19720577 Validation score: -60.179527 Iteration 591, loss = 3.18510937 Validation score: -59.959329 Iteration 592, loss = 3.17305575 Validation score: -59.739894 Iteration 593, loss = 3.16104475 Validation score: -59.521218 Iteration 594, loss = 3.14907624 Validation score: -59.303299 Iteration 595, loss = 3.13715008 Validation score: -59.086135 Iteration 596, loss = 3.12526613 Validation score: -58.869723 Iteration 597, loss = 3.11342425 Validation score: -58.654062 Iteration 598, loss = 3.10162430 Validation score: -58.439148 Iteration 599, loss = 3.08986614 Validation score: -58.224979 Iteration 600, loss = 3.07814963 Validation score: -58.011552 Iteration 601, loss = 3.06647464 Validation score: -57.798866 Iteration 602, loss = 3.05484102 Validation score: -57.586917 Iteration 603, loss = 3.04324863 Validation score: -57.375704 Iteration 604, loss = 3.03169734 Validation score: -57.165223 Iteration 605, loss = 3.02018701 Validation score: -56.955473 Iteration 606, loss = 3.00871751 Validation score: -56.746451 Iteration 607, loss = 2.99728869 Validation score: -56.538154 Iteration 608, loss = 2.98590042 Validation score: -56.330581 Iteration 609, loss = 2.97455256 Validation score: -56.123728 Iteration 610, loss = 2.96324497 Validation score: -55.917594 Iteration 611, loss = 2.95197752 Validation score: -55.712175 Iteration 612, loss = 2.94075008 Validation score: -55.507471 Iteration 613, loss = 2.92956251 Validation score: -55.303477 Iteration 614, loss = 2.91841467 Validation score: -55.100192 Iteration 615, loss = 2.90730643 Validation score: -54.897614 Iteration 616, loss = 2.89623765 Validation score: -54.695739 Iteration 617, loss = 2.88520820 Validation score: -54.494567 Iteration 618, loss = 2.87421795 Validation score: -54.294094 Iteration 619, loss = 2.86326676 Validation score: -54.094317 Iteration 620, loss = 2.85235450 Validation score: -53.895236 Iteration 621, loss = 2.84148104 Validation score: -53.696846 Iteration 622, loss = 2.83064624 Validation score: -53.499147 Iteration 623, loss = 2.81984998 Validation score: -53.302135 Iteration 624, loss = 2.80909211 Validation score: -53.105809 Iteration 625, loss = 2.79837252 Validation score: -52.910165 Iteration 626, loss = 2.78769106 Validation score: -52.715202 Iteration 627, loss = 2.77704761 Validation score: -52.520918 Iteration 628, loss = 2.76644203 Validation score: -52.327310 Iteration 629, loss = 2.75587421 Validation score: -52.134375 Iteration 630, loss = 2.74534400 Validation score: -51.942112 Iteration 631, loss = 2.73485128 Validation score: -51.750518 Iteration 632, loss = 2.72439592 Validation score: -51.559592 Iteration 633, loss = 2.71397779 Validation score: -51.369329 Iteration 634, loss = 2.70359676 Validation score: -51.179730 Iteration 635, loss = 2.69325271 Validation score: -50.990790 Iteration 636, loss = 2.68294550 Validation score: -50.802508 Iteration 637, loss = 2.67267502 Validation score: -50.614882 Iteration 638, loss = 2.66244113 Validation score: -50.427910 Iteration 639, loss = 2.65224370 Validation score: -50.241588 Iteration 640, loss = 2.64208262 Validation score: -50.055916 Iteration 641, loss = 2.63195776 Validation score: -49.870890 Iteration 642, loss = 2.62186898 Validation score: -49.686509 Iteration 643, loss = 2.61181617 Validation score: -49.502770 Iteration 644, loss = 2.60179920 Validation score: -49.319671 Iteration 645, loss = 2.59181795 Validation score: -49.137210 Iteration 646, loss = 2.58187230 Validation score: -48.955385 Iteration 647, loss = 2.57196211 Validation score: -48.774194 Iteration 648, loss = 2.56208728 Validation score: -48.593634 Iteration 649, loss = 2.55224766 Validation score: -48.413703 Iteration 650, loss = 2.54244315 Validation score: -48.234399 Iteration 651, loss = 2.53267363 Validation score: -48.055721 Iteration 652, loss = 2.52293896 Validation score: -47.877665 Iteration 653, loss = 2.51323903 Validation score: -47.700229 Iteration 654, loss = 2.50357372 Validation score: -47.523412 Iteration 655, loss = 2.49394291 Validation score: -47.347212 Iteration 656, loss = 2.48434648 Validation score: -47.171626 Iteration 657, loss = 2.47478430 Validation score: -46.996652 Iteration 658, loss = 2.46525627 Validation score: -46.822288 Iteration 659, loss = 2.45576226 Validation score: -46.648532 Iteration 660, loss = 2.44630215 Validation score: -46.475382 Iteration 661, loss = 2.43687583 Validation score: -46.302835 Iteration 662, loss = 2.42748317 Validation score: -46.130891 Iteration 663, loss = 2.41812407 Validation score: -45.959546 Iteration 664, loss = 2.40879840 Validation score: -45.788798 Iteration 665, loss = 2.39950605 Validation score: -45.618646 Iteration 666, loss = 2.39024690 Validation score: -45.449088 Iteration 667, loss = 2.38102084 Validation score: -45.280121 Iteration 668, loss = 2.37182775 Validation score: -45.111743 Iteration 669, loss = 2.36266751 Validation score: -44.943953 Iteration 670, loss = 2.35354002 Validation score: -44.776748 Iteration 671, loss = 2.34444516 Validation score: -44.610126 Iteration 672, loss = 2.33538281 Validation score: -44.444086 Iteration 673, loss = 2.32635287 Validation score: -44.278625 Iteration 674, loss = 2.31735521 Validation score: -44.113741 Iteration 675, loss = 2.30838973 Validation score: -43.949433 Iteration 676, loss = 2.29945632 Validation score: -43.785698 Iteration 677, loss = 2.29055486 Validation score: -43.622534 Iteration 678, loss = 2.28168524 Validation score: -43.459939 Iteration 679, loss = 2.27284735 Validation score: -43.297912 Iteration 680, loss = 2.26404108 Validation score: -43.136451 Iteration 681, loss = 2.25526633 Validation score: -42.975553 Iteration 682, loss = 2.24652297 Validation score: -42.815216 Iteration 683, loss = 2.23781091 Validation score: -42.655440 Iteration 684, loss = 2.22913003 Validation score: -42.496220 Iteration 685, loss = 2.22048022 Validation score: -42.337557 Iteration 686, loss = 2.21186138 Validation score: -42.179448 Iteration 687, loss = 2.20327340 Validation score: -42.021890 Iteration 688, loss = 2.19471617 Validation score: -41.864883 Iteration 689, loss = 2.18618958 Validation score: -41.708424 Iteration 690, loss = 2.17769353 Validation score: -41.552511 Iteration 691, loss = 2.16922791 Validation score: -41.397142 Iteration 692, loss = 2.16079262 Validation score: -41.242316 Iteration 693, loss = 2.15238755 Validation score: -41.088030 Iteration 694, loss = 2.14401259 Validation score: -40.934284 Iteration 695, loss = 2.13566764 Validation score: -40.781074 Iteration 696, loss = 2.12735260 Validation score: -40.628399 Iteration 697, loss = 2.11906736 Validation score: -40.476258 Iteration 698, loss = 2.11081182 Validation score: -40.324648 Iteration 699, loss = 2.10258587 Validation score: -40.173568 Iteration 700, loss = 2.09438942 Validation score: -40.023015 Iteration 701, loss = 2.08622235 Validation score: -39.872988 Iteration 702, loss = 2.07808457 Validation score: -39.723486 Iteration 703, loss = 2.06997598 Validation score: -39.574505 Iteration 704, loss = 2.06189648 Validation score: -39.426046 Iteration 705, loss = 2.05384595 Validation score: -39.278105 Iteration 706, loss = 2.04582431 Validation score: -39.130681 Iteration 707, loss = 2.03783145 Validation score: -38.983772 Iteration 708, loss = 2.02986728 Validation score: -38.837376 Iteration 709, loss = 2.02193169 Validation score: -38.691492 Iteration 710, loss = 2.01402458 Validation score: -38.546119 Iteration 711, loss = 2.00614586 Validation score: -38.401253 Iteration 712, loss = 1.99829542 Validation score: -38.256893 Iteration 713, loss = 1.99047317 Validation score: -38.113038 Iteration 714, loss = 1.98267902 Validation score: -37.969687 Iteration 715, loss = 1.97491286 Validation score: -37.826836 Iteration 716, loss = 1.96717459 Validation score: -37.684485 Iteration 717, loss = 1.95946413 Validation score: -37.542631 Iteration 718, loss = 1.95178136 Validation score: -37.401274 Iteration 719, loss = 1.94412621 Validation score: -37.260411 Iteration 720, loss = 1.93649857 Validation score: -37.120040 Iteration 721, loss = 1.92889834 Validation score: -36.980161 Iteration 722, loss = 1.92132544 Validation score: -36.840771 Iteration 723, loss = 1.91377976 Validation score: -36.701868 Iteration 724, loss = 1.90626122 Validation score: -36.563452 Iteration 725, loss = 1.89876972 Validation score: -36.425519 Iteration 726, loss = 1.89130516 Validation score: -36.288070 Iteration 727, loss = 1.88386746 Validation score: -36.151101 Iteration 728, loss = 1.87645652 Validation score: -36.014612 Iteration 729, loss = 1.86907224 Validation score: -35.878600 Iteration 730, loss = 1.86171454 Validation score: -35.743064 Iteration 731, loss = 1.85438332 Validation score: -35.608003 Iteration 732, loss = 1.84707850 Validation score: -35.473414 Iteration 733, loss = 1.83979998 Validation score: -35.339297 Iteration 734, loss = 1.83254766 Validation score: -35.205649 Iteration 735, loss = 1.82532147 Validation score: -35.072469 Iteration 736, loss = 1.81812131 Validation score: -34.939756 Iteration 737, loss = 1.81094708 Validation score: -34.807507 Iteration 738, loss = 1.80379871 Validation score: -34.675722 Iteration 739, loss = 1.79667610 Validation score: -34.544398 Iteration 740, loss = 1.78957916 Validation score: -34.413534 Iteration 741, loss = 1.78250781 Validation score: -34.283129 Iteration 742, loss = 1.77546195 Validation score: -34.153180 Iteration 743, loss = 1.76844150 Validation score: -34.023687 Iteration 744, loss = 1.76144638 Validation score: -33.894648 Iteration 745, loss = 1.75447648 Validation score: -33.766061 Iteration 746, loss = 1.74753174 Validation score: -33.637925 Iteration 747, loss = 1.74061205 Validation score: -33.510238 Iteration 748, loss = 1.73371734 Validation score: -33.382998 Iteration 749, loss = 1.72684752 Validation score: -33.256205 Iteration 750, loss = 1.72000250 Validation score: -33.129856 Iteration 751, loss = 1.71318220 Validation score: -33.003950 Iteration 752, loss = 1.70638653 Validation score: -32.878486 Iteration 753, loss = 1.69961541 Validation score: -32.753462 Iteration 754, loss = 1.69286875 Validation score: -32.628877 Iteration 755, loss = 1.68614647 Validation score: -32.504729 Iteration 756, loss = 1.67944849 Validation score: -32.381016 Iteration 757, loss = 1.67277473 Validation score: -32.257738 Iteration 758, loss = 1.66612509 Validation score: -32.134892 Iteration 759, loss = 1.65949950 Validation score: -32.012477 Iteration 760, loss = 1.65289788 Validation score: -31.890493 Iteration 761, loss = 1.64632014 Validation score: -31.768936 Iteration 762, loss = 1.63976620 Validation score: -31.647806 Iteration 763, loss = 1.63323598 Validation score: -31.527102 Iteration 764, loss = 1.62672940 Validation score: -31.406822 Iteration 765, loss = 1.62024637 Validation score: -31.286964 Iteration 766, loss = 1.61378682 Validation score: -31.167527 Iteration 767, loss = 1.60735067 Validation score: -31.048510 Iteration 768, loss = 1.60093784 Validation score: -30.929911 Iteration 769, loss = 1.59454824 Validation score: -30.811729 Iteration 770, loss = 1.58818180 Validation score: -30.693963 Iteration 771, loss = 1.58183844 Validation score: -30.576610 Iteration 772, loss = 1.57551808 Validation score: -30.459670 Iteration 773, loss = 1.56922064 Validation score: -30.343142 Iteration 774, loss = 1.56294604 Validation score: -30.227023 Iteration 775, loss = 1.55669420 Validation score: -30.111312 Iteration 776, loss = 1.55046506 Validation score: -29.996009 Iteration 777, loss = 1.54425852 Validation score: -29.881111 Iteration 778, loss = 1.53807451 Validation score: -29.766618 Iteration 779, loss = 1.53191296 Validation score: -29.652528 Iteration 780, loss = 1.52577379 Validation score: -29.538839 Iteration 781, loss = 1.51965693 Validation score: -29.425551 Iteration 782, loss = 1.51356229 Validation score: -29.312661 Iteration 783, loss = 1.50748980 Validation score: -29.200170 Iteration 784, loss = 1.50143938 Validation score: -29.088074 Iteration 785, loss = 1.49541097 Validation score: -28.976373 Iteration 786, loss = 1.48940449 Validation score: -28.865066 Iteration 787, loss = 1.48341985 Validation score: -28.754151 Iteration 788, loss = 1.47745699 Validation score: -28.643627 Iteration 789, loss = 1.47151583 Validation score: -28.533493 Iteration 790, loss = 1.46559631 Validation score: -28.423747 Iteration 791, loss = 1.45969833 Validation score: -28.314388 Iteration 792, loss = 1.45382184 Validation score: -28.205415 Iteration 793, loss = 1.44796676 Validation score: -28.096826 Iteration 794, loss = 1.44213302 Validation score: -27.988620 Iteration 795, loss = 1.43632054 Validation score: -27.880796 Iteration 796, loss = 1.43052925 Validation score: -27.773353 Iteration 797, loss = 1.42475908 Validation score: -27.666289 Iteration 798, loss = 1.41900996 Validation score: -27.559603 Iteration 799, loss = 1.41328182 Validation score: -27.453294 Iteration 800, loss = 1.40757458 Validation score: -27.347360 Iteration 801, loss = 1.40188818 Validation score: -27.241801 Iteration 802, loss = 1.39622254 Validation score: -27.136614 Iteration 803, loss = 1.39057759 Validation score: -27.031799 Iteration 804, loss = 1.38495327 Validation score: -26.927355 Iteration 805, loss = 1.37934950 Validation score: -26.823280 Iteration 806, loss = 1.37376622 Validation score: -26.719573 Iteration 807, loss = 1.36820335 Validation score: -26.616233 Iteration 808, loss = 1.36266083 Validation score: -26.513258 Iteration 809, loss = 1.35713858 Validation score: -26.410648 Iteration 810, loss = 1.35163654 Validation score: -26.308400 Iteration 811, loss = 1.34615464 Validation score: -26.206515 Iteration 812, loss = 1.34069282 Validation score: -26.104990 Iteration 813, loss = 1.33525099 Validation score: -26.003825 Iteration 814, loss = 1.32982911 Validation score: -25.903019 Iteration 815, loss = 1.32442709 Validation score: -25.802569 Iteration 816, loss = 1.31904487 Validation score: -25.702475 Iteration 817, loss = 1.31368239 Validation score: -25.602736 Iteration 818, loss = 1.30833958 Validation score: -25.503350 Iteration 819, loss = 1.30301636 Validation score: -25.404317 Iteration 820, loss = 1.29771269 Validation score: -25.305635 Iteration 821, loss = 1.29242848 Validation score: -25.207304 Iteration 822, loss = 1.28716368 Validation score: -25.109320 Iteration 823, loss = 1.28191821 Validation score: -25.011685 Iteration 824, loss = 1.27669202 Validation score: -24.914396 Iteration 825, loss = 1.27148504 Validation score: -24.817453 Iteration 826, loss = 1.26629720 Validation score: -24.720854 Iteration 827, loss = 1.26112843 Validation score: -24.624598 Iteration 828, loss = 1.25597869 Validation score: -24.528684 Iteration 829, loss = 1.25084789 Validation score: -24.433110 Iteration 830, loss = 1.24573598 Validation score: -24.337877 Iteration 831, loss = 1.24064289 Validation score: -24.242982 Iteration 832, loss = 1.23556856 Validation score: -24.148424 Iteration 833, loss = 1.23051292 Validation score: -24.054203 Iteration 834, loss = 1.22547592 Validation score: -23.960317 Iteration 835, loss = 1.22045749 Validation score: -23.866765 Iteration 836, loss = 1.21545757 Validation score: -23.773545 Iteration 837, loss = 1.21047609 Validation score: -23.680658 Iteration 838, loss = 1.20551300 Validation score: -23.588102 Iteration 839, loss = 1.20056823 Validation score: -23.495875 Iteration 840, loss = 1.19564171 Validation score: -23.403977 Iteration 841, loss = 1.19073340 Validation score: -23.312406 Iteration 842, loss = 1.18584322 Validation score: -23.221162 Iteration 843, loss = 1.18097112 Validation score: -23.130243 Iteration 844, loss = 1.17611704 Validation score: -23.039648 Iteration 845, loss = 1.17128091 Validation score: -22.949377 Iteration 846, loss = 1.16646267 Validation score: -22.859428 Iteration 847, loss = 1.16166227 Validation score: -22.769799 Iteration 848, loss = 1.15687964 Validation score: -22.680491 Iteration 849, loss = 1.15211472 Validation score: -22.591501 Iteration 850, loss = 1.14736747 Validation score: -22.502830 Iteration 851, loss = 1.14263780 Validation score: -22.414475 Iteration 852, loss = 1.13792568 Validation score: -22.326436 Iteration 853, loss = 1.13323103 Validation score: -22.238711 Iteration 854, loss = 1.12855380 Validation score: -22.151301 Iteration 855, loss = 1.12389393 Validation score: -22.064203 Iteration 856, loss = 1.11925136 Validation score: -21.977416 Iteration 857, loss = 1.11462603 Validation score: -21.890940 Iteration 858, loss = 1.11001790 Validation score: -21.804774 Iteration 859, loss = 1.10542689 Validation score: -21.718916 Iteration 860, loss = 1.10085295 Validation score: -21.633366 Iteration 861, loss = 1.09629602 Validation score: -21.548122 Iteration 862, loss = 1.09175605 Validation score: -21.463184 Iteration 863, loss = 1.08723298 Validation score: -21.378550 Iteration 864, loss = 1.08272676 Validation score: -21.294220 Iteration 865, loss = 1.07823732 Validation score: -21.210192 Iteration 866, loss = 1.07376461 Validation score: -21.126465 Iteration 867, loss = 1.06930857 Validation score: -21.043039 Iteration 868, loss = 1.06486915 Validation score: -20.959913 Iteration 869, loss = 1.06044629 Validation score: -20.877085 Iteration 870, loss = 1.05603994 Validation score: -20.794554 Iteration 871, loss = 1.05165004 Validation score: -20.712320 Iteration 872, loss = 1.04727654 Validation score: -20.630382 Iteration 873, loss = 1.04291937 Validation score: -20.548738 Iteration 874, loss = 1.03857850 Validation score: -20.467387 Iteration 875, loss = 1.03425385 Validation score: -20.386330 Iteration 876, loss = 1.02994538 Validation score: -20.305564 Iteration 877, loss = 1.02565304 Validation score: -20.225088 Iteration 878, loss = 1.02137676 Validation score: -20.144903 Iteration 879, loss = 1.01711650 Validation score: -20.065006 Iteration 880, loss = 1.01287219 Validation score: -19.985397 Iteration 881, loss = 1.00864380 Validation score: -19.906075 Iteration 882, loss = 1.00443126 Validation score: -19.827039 Iteration 883, loss = 1.00023452 Validation score: -19.748288 Iteration 884, loss = 0.99605353 Validation score: -19.669821 Iteration 885, loss = 0.99188824 Validation score: -19.591637 Iteration 886, loss = 0.98773858 Validation score: -19.513735 Iteration 887, loss = 0.98360452 Validation score: -19.436114 Iteration 888, loss = 0.97948600 Validation score: -19.358774 Iteration 889, loss = 0.97538296 Validation score: -19.281713 Iteration 890, loss = 0.97129535 Validation score: -19.204931 Iteration 891, loss = 0.96722313 Validation score: -19.128426 Iteration 892, loss = 0.96316624 Validation score: -19.052198 Iteration 893, loss = 0.95912462 Validation score: -18.976246 Iteration 894, loss = 0.95509824 Validation score: -18.900569 Iteration 895, loss = 0.95108703 Validation score: -18.825165 Iteration 896, loss = 0.94709095 Validation score: -18.750035 Iteration 897, loss = 0.94310994 Validation score: -18.675176 Iteration 898, loss = 0.93914396 Validation score: -18.600589 Iteration 899, loss = 0.93519295 Validation score: -18.526273 Iteration 900, loss = 0.93125686 Validation score: -18.452225 Iteration 901, loss = 0.92733565 Validation score: -18.378447 Iteration 902, loss = 0.92342927 Validation score: -18.304936 Iteration 903, loss = 0.91953765 Validation score: -18.231691 Iteration 904, loss = 0.91566077 Validation score: -18.158713 Iteration 905, loss = 0.91179855 Validation score: -18.086000 Iteration 906, loss = 0.90795097 Validation score: -18.013551 Iteration 907, loss = 0.90411796 Validation score: -17.941365 Iteration 908, loss = 0.90029948 Validation score: -17.869442 Iteration 909, loss = 0.89649548 Validation score: -17.797780 Iteration 910, loss = 0.89270591 Validation score: -17.726379 Iteration 911, loss = 0.88893072 Validation score: -17.655238 Iteration 912, loss = 0.88516987 Validation score: -17.584356 Iteration 913, loss = 0.88142330 Validation score: -17.513732 Iteration 914, loss = 0.87769097 Validation score: -17.443365 Iteration 915, loss = 0.87397283 Validation score: -17.373255 Iteration 916, loss = 0.87026884 Validation score: -17.303400 Iteration 917, loss = 0.86657893 Validation score: -17.233801 Iteration 918, loss = 0.86290308 Validation score: -17.164455 Iteration 919, loss = 0.85924123 Validation score: -17.095362 Iteration 920, loss = 0.85559333 Validation score: -17.026521 Iteration 921, loss = 0.85195934 Validation score: -16.957932 Iteration 922, loss = 0.84833920 Validation score: -16.889594 Iteration 923, loss = 0.84473289 Validation score: -16.821505 Iteration 924, loss = 0.84114034 Validation score: -16.753665 Iteration 925, loss = 0.83756150 Validation score: -16.686073 Iteration 926, loss = 0.83399635 Validation score: -16.618729 Iteration 927, loss = 0.83044482 Validation score: -16.551631 Iteration 928, loss = 0.82690688 Validation score: -16.484779 Iteration 929, loss = 0.82338247 Validation score: -16.418172 Iteration 930, loss = 0.81987156 Validation score: -16.351809 Iteration 931, loss = 0.81637409 Validation score: -16.285689 Iteration 932, loss = 0.81289002 Validation score: -16.219811 Iteration 933, loss = 0.80941931 Validation score: -16.154176 Iteration 934, loss = 0.80596191 Validation score: -16.088781 Iteration 935, loss = 0.80251778 Validation score: -16.023626 Iteration 936, loss = 0.79908686 Validation score: -15.958710 Iteration 937, loss = 0.79566913 Validation score: -15.894033 Iteration 938, loss = 0.79226453 Validation score: -15.829594 Iteration 939, loss = 0.78887302 Validation score: -15.765392 Iteration 940, loss = 0.78549455 Validation score: -15.701426 Iteration 941, loss = 0.78212908 Validation score: -15.637695 Iteration 942, loss = 0.77877657 Validation score: -15.574198 Iteration 943, loss = 0.77543697 Validation score: -15.510936 Iteration 944, loss = 0.77211025 Validation score: -15.447907 Iteration 945, loss = 0.76879635 Validation score: -15.385110 Iteration 946, loss = 0.76549523 Validation score: -15.322544 Iteration 947, loss = 0.76220685 Validation score: -15.260209 Iteration 948, loss = 0.75893117 Validation score: -15.198105 Iteration 949, loss = 0.75566814 Validation score: -15.136229 Iteration 950, loss = 0.75241773 Validation score: -15.074582 Iteration 951, loss = 0.74917988 Validation score: -15.013163 Iteration 952, loss = 0.74595456 Validation score: -14.951970 Iteration 953, loss = 0.74274173 Validation score: -14.891004 Iteration 954, loss = 0.73954134 Validation score: -14.830263 Iteration 955, loss = 0.73635334 Validation score: -14.769747 Iteration 956, loss = 0.73317771 Validation score: -14.709455 Iteration 957, loss = 0.73001439 Validation score: -14.649387 Iteration 958, loss = 0.72686335 Validation score: -14.589541 Iteration 959, loss = 0.72372454 Validation score: -14.529916 Iteration 960, loss = 0.72059793 Validation score: -14.470513 Iteration 961, loss = 0.71748346 Validation score: -14.411330 Iteration 962, loss = 0.71438110 Validation score: -14.352366 Iteration 963, loss = 0.71129082 Validation score: -14.293622 Iteration 964, loss = 0.70821256 Validation score: -14.235095 Iteration 965, loss = 0.70514629 Validation score: -14.176786 Iteration 966, loss = 0.70209196 Validation score: -14.118694 Iteration 967, loss = 0.69904954 Validation score: -14.060818 Iteration 968, loss = 0.69601899 Validation score: -14.003156 Iteration 969, loss = 0.69300026 Validation score: -13.945710 Iteration 970, loss = 0.68999332 Validation score: -13.888477 Iteration 971, loss = 0.68699813 Validation score: -13.831458 Iteration 972, loss = 0.68401464 Validation score: -13.774650 Iteration 973, loss = 0.68104281 Validation score: -13.718055 Iteration 974, loss = 0.67808262 Validation score: -13.661671 Iteration 975, loss = 0.67513401 Validation score: -13.605497 Iteration 976, loss = 0.67219695 Validation score: -13.549532 Iteration 977, loss = 0.66927140 Validation score: -13.493777 Iteration 978, loss = 0.66635731 Validation score: -13.438229 Iteration 979, loss = 0.66345466 Validation score: -13.382890 Iteration 980, loss = 0.66056340 Validation score: -13.327757 Iteration 981, loss = 0.65768349 Validation score: -13.272830 Iteration 982, loss = 0.65481490 Validation score: -13.218109 Iteration 983, loss = 0.65195758 Validation score: -13.163593 Iteration 984, loss = 0.64911151 Validation score: -13.109280 Iteration 985, loss = 0.64627663 Validation score: -13.055172 Iteration 986, loss = 0.64345291 Validation score: -13.001266 Iteration 987, loss = 0.64064031 Validation score: -12.947562 Iteration 988, loss = 0.63783881 Validation score: -12.894059 Iteration 989, loss = 0.63504834 Validation score: -12.840757 Iteration 990, loss = 0.63226889 Validation score: -12.787656 Iteration 991, loss = 0.62950042 Validation score: -12.734754 Iteration 992, loss = 0.62674287 Validation score: -12.682050 Iteration 993, loss = 0.62399623 Validation score: -12.629545 Iteration 994, loss = 0.62126044 Validation score: -12.577237 Iteration 995, loss = 0.61853548 Validation score: -12.525126 Iteration 996, loss = 0.61582131 Validation score: -12.473211 Iteration 997, loss = 0.61311788 Validation score: -12.421491 Iteration 998, loss = 0.61042517 Validation score: -12.369967 Iteration 999, loss = 0.60774314 Validation score: -12.318636 Iteration 1000, loss = 0.60507174 Validation score: -12.267499 Iteration 1, loss = 13.89593313 Validation score: -448.505355 Iteration 2, loss = 13.87442022 Validation score: -447.816513 Iteration 3, loss = 13.85291255 Validation score: -447.127833 Iteration 4, loss = 13.83141025 Validation score: -446.439320 Iteration 5, loss = 13.80991339 Validation score: -445.750976 Iteration 6, loss = 13.78842208 Validation score: -445.062802 Iteration 7, loss = 13.76693637 Validation score: -444.374801 Iteration 8, loss = 13.74545633 Validation score: -443.686975 Iteration 9, loss = 13.72398199 Validation score: -442.999323 Iteration 10, loss = 13.70251339 Validation score: -442.311847 Iteration 11, loss = 13.68105053 Validation score: -441.624547 Iteration 12, loss = 13.65959343 Validation score: -440.937422 Iteration 13, loss = 13.63814205 Validation score: -440.250471 Iteration 14, loss = 13.61669639 Validation score: -439.563694 Iteration 15, loss = 13.59525639 Validation score: -438.877087 Iteration 16, loss = 13.57382200 Validation score: -438.190650 Iteration 17, loss = 13.55239314 Validation score: -437.504379 Iteration 18, loss = 13.53096973 Validation score: -436.818272 Iteration 19, loss = 13.50955166 Validation score: -436.132324 Iteration 20, loss = 13.48813882 Validation score: -435.446531 Iteration 21, loss = 13.46673109 Validation score: -434.760890 Iteration 22, loss = 13.44532830 Validation score: -434.075394 Iteration 23, loss = 13.42393032 Validation score: -433.390040 Iteration 24, loss = 13.40253695 Validation score: -432.704820 Iteration 25, loss = 13.38114802 Validation score: -432.019729 Iteration 26, loss = 13.35976331 Validation score: -431.334760 Iteration 27, loss = 13.33838263 Validation score: -430.649905 Iteration 28, loss = 13.31700572 Validation score: -429.965158 Iteration 29, loss = 13.29563236 Validation score: -429.280510 Iteration 30, loss = 13.27426229 Validation score: -428.595952 Iteration 31, loss = 13.25289522 Validation score: -427.911477 Iteration 32, loss = 13.23153089 Validation score: -427.227075 Iteration 33, loss = 13.21016899 Validation score: -426.542736 Iteration 34, loss = 13.18880921 Validation score: -425.858451 Iteration 35, loss = 13.16745122 Validation score: -425.174208 Iteration 36, loss = 13.14609470 Validation score: -424.489997 Iteration 37, loss = 13.12473928 Validation score: -423.805808 Iteration 38, loss = 13.10338461 Validation score: -423.121628 Iteration 39, loss = 13.08203032 Validation score: -422.437446 Iteration 40, loss = 13.06067601 Validation score: -421.753248 Iteration 41, loss = 13.03932128 Validation score: -421.069024 Iteration 42, loss = 13.01796572 Validation score: -420.384758 Iteration 43, loss = 12.99660891 Validation score: -419.700439 Iteration 44, loss = 12.97525040 Validation score: -419.016051 Iteration 45, loss = 12.95388976 Validation score: -418.331582 Iteration 46, loss = 12.93252652 Validation score: -417.647015 Iteration 47, loss = 12.91116021 Validation score: -416.962337 Iteration 48, loss = 12.88979034 Validation score: -416.277532 Iteration 49, loss = 12.86841643 Validation score: -415.592584 Iteration 50, loss = 12.84703797 Validation score: -414.907477 Iteration 51, loss = 12.82565443 Validation score: -414.222195 Iteration 52, loss = 12.80426531 Validation score: -413.536721 Iteration 53, loss = 12.78287006 Validation score: -412.851038 Iteration 54, loss = 12.76146814 Validation score: -412.165129 Iteration 55, loss = 12.74005900 Validation score: -411.478976 Iteration 56, loss = 12.71864208 Validation score: -410.792561 Iteration 57, loss = 12.69721680 Validation score: -410.105866 Iteration 58, loss = 12.67578260 Validation score: -409.418873 Iteration 59, loss = 12.65433888 Validation score: -408.731564 Iteration 60, loss = 12.63288506 Validation score: -408.043918 Iteration 61, loss = 12.61142054 Validation score: -407.355919 Iteration 62, loss = 12.58994473 Validation score: -406.667546 Iteration 63, loss = 12.56845702 Validation score: -405.978781 Iteration 64, loss = 12.54695681 Validation score: -405.289604 Iteration 65, loss = 12.52544349 Validation score: -404.599997 Iteration 66, loss = 12.50391646 Validation score: -403.909939 Iteration 67, loss = 12.48237510 Validation score: -403.219413 Iteration 68, loss = 12.46081881 Validation score: -402.528398 Iteration 69, loss = 12.43924699 Validation score: -401.836877 Iteration 70, loss = 12.41765905 Validation score: -401.144830 Iteration 71, loss = 12.39605439 Validation score: -400.452239 Iteration 72, loss = 12.37443242 Validation score: -399.759085 Iteration 73, loss = 12.35279257 Validation score: -399.065351 Iteration 74, loss = 12.33113428 Validation score: -398.371019 Iteration 75, loss = 12.30945698 Validation score: -397.676072 Iteration 76, loss = 12.28776014 Validation score: -396.980492 Iteration 77, loss = 12.26604321 Validation score: -396.284264 Iteration 78, loss = 12.24430568 Validation score: -395.587372 Iteration 79, loss = 12.22254706 Validation score: -394.889799 Iteration 80, loss = 12.20076684 Validation score: -394.191532 Iteration 81, loss = 12.17896456 Validation score: -393.492555 Iteration 82, loss = 12.15713976 Validation score: -392.792855 Iteration 83, loss = 12.13529201 Validation score: -392.092419 Iteration 84, loss = 12.11342089 Validation score: -391.391233 Iteration 85, loss = 12.09152600 Validation score: -390.689286 Iteration 86, loss = 12.06960696 Validation score: -389.986566 Iteration 87, loss = 12.04766340 Validation score: -389.283062 Iteration 88, loss = 12.02569498 Validation score: -388.578764 Iteration 89, loss = 12.00370137 Validation score: -387.873662 Iteration 90, loss = 11.98168227 Validation score: -387.167747 Iteration 91, loss = 11.95963738 Validation score: -386.461010 Iteration 92, loss = 11.93756644 Validation score: -385.753444 Iteration 93, loss = 11.91546918 Validation score: -385.045039 Iteration 94, loss = 11.89334538 Validation score: -384.335790 Iteration 95, loss = 11.87119481 Validation score: -383.625690 Iteration 96, loss = 11.84901727 Validation score: -382.914733 Iteration 97, loss = 11.82681257 Validation score: -382.202913 Iteration 98, loss = 11.80458053 Validation score: -381.490225 Iteration 99, loss = 11.78232100 Validation score: -380.776665 Iteration 100, loss = 11.76003384 Validation score: -380.062229 Iteration 101, loss = 11.73771891 Validation score: -379.346912 Iteration 102, loss = 11.71537610 Validation score: -378.630711 Iteration 103, loss = 11.69300529 Validation score: -377.913623 Iteration 104, loss = 11.67060641 Validation score: -377.195646 Iteration 105, loss = 11.64817938 Validation score: -376.476777 Iteration 106, loss = 11.62572411 Validation score: -375.757014 Iteration 107, loss = 11.60324056 Validation score: -375.036356 Iteration 108, loss = 11.58072867 Validation score: -374.314802 Iteration 109, loss = 11.55818841 Validation score: -373.592349 Iteration 110, loss = 11.53561976 Validation score: -372.868998 Iteration 111, loss = 11.51302269 Validation score: -372.144748 Iteration 112, loss = 11.49039720 Validation score: -371.419599 Iteration 113, loss = 11.46774329 Validation score: -370.693551 Iteration 114, loss = 11.44506096 Validation score: -369.966605 Iteration 115, loss = 11.42235023 Validation score: -369.238760 Iteration 116, loss = 11.39961112 Validation score: -368.510018 Iteration 117, loss = 11.37684367 Validation score: -367.780380 Iteration 118, loss = 11.35404791 Validation score: -367.049846 Iteration 119, loss = 11.33122390 Validation score: -366.318419 Iteration 120, loss = 11.30837168 Validation score: -365.586101 Iteration 121, loss = 11.28549131 Validation score: -364.852892 Iteration 122, loss = 11.26258287 Validation score: -364.118795 Iteration 123, loss = 11.23964641 Validation score: 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10.86893432 Validation score: -351.506065 Iteration 140, loss = 10.84553805 Validation score: -350.756518 Iteration 141, loss = 10.82211598 Validation score: -350.006151 Iteration 142, loss = 10.79866827 Validation score: -349.254970 Iteration 143, loss = 10.77519511 Validation score: -348.502979 Iteration 144, loss = 10.75169665 Validation score: -347.750185 Iteration 145, loss = 10.72817310 Validation score: -346.996591 Iteration 146, loss = 10.70462462 Validation score: -346.242203 Iteration 147, loss = 10.68105141 Validation score: -345.487028 Iteration 148, loss = 10.65745367 Validation score: -344.731070 Iteration 149, loss = 10.63383158 Validation score: -343.974336 Iteration 150, loss = 10.61018536 Validation score: -343.216832 Iteration 151, loss = 10.58651521 Validation score: -342.458563 Iteration 152, loss = 10.56282133 Validation score: -341.699535 Iteration 153, loss = 10.53910394 Validation score: -340.939756 Iteration 154, loss = 10.51536327 Validation score: 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10.13253989 Validation score: -327.915189 Iteration 171, loss = 10.10844084 Validation score: -327.143102 Iteration 172, loss = 10.08432315 Validation score: -326.370408 Iteration 173, loss = 10.06018713 Validation score: -325.597117 Iteration 174, loss = 10.03603309 Validation score: -324.823237 Iteration 175, loss = 10.01186133 Validation score: -324.048778 Iteration 176, loss = 9.98767217 Validation score: -323.273750 Iteration 177, loss = 9.96346591 Validation score: -322.498163 Iteration 178, loss = 9.93924289 Validation score: -321.722025 Iteration 179, loss = 9.91500343 Validation score: -320.945347 Iteration 180, loss = 9.89074786 Validation score: -320.168140 Iteration 181, loss = 9.86647651 Validation score: -319.390413 Iteration 182, loss = 9.84218972 Validation score: -318.612177 Iteration 183, loss = 9.81788785 Validation score: -317.833442 Iteration 184, loss = 9.79357122 Validation score: -317.054219 Iteration 185, loss = 9.76924020 Validation score: -316.274520 Iteration 186, loss = 9.74489515 Validation score: -315.494354 Iteration 187, loss = 9.72053642 Validation score: -314.713734 Iteration 188, loss = 9.69616438 Validation score: -313.932671 Iteration 189, loss = 9.67177940 Validation score: -313.151175 Iteration 190, loss = 9.64738185 Validation score: -312.369259 Iteration 191, loss = 9.62297211 Validation score: -311.586935 Iteration 192, loss = 9.59855056 Validation score: -310.804213 Iteration 193, loss = 9.57411759 Validation score: -310.021108 Iteration 194, loss = 9.54967360 Validation score: -309.237630 Iteration 195, loss = 9.52521897 Validation score: -308.453792 Iteration 196, loss = 9.50075410 Validation score: -307.669606 Iteration 197, loss = 9.47627941 Validation score: -306.885086 Iteration 198, loss = 9.45179529 Validation score: -306.100244 Iteration 199, loss = 9.42730216 Validation score: -305.315093 Iteration 200, loss = 9.40280043 Validation score: -304.529646 Iteration 201, loss = 9.37829053 Validation score: 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score: -291.145137 Iteration 218, loss = 8.96079759 Validation score: -290.356757 Iteration 219, loss = 8.93621681 Validation score: -289.568356 Iteration 220, loss = 8.91163656 Validation score: -288.779947 Iteration 221, loss = 8.88705734 Validation score: -287.991546 Iteration 222, loss = 8.86247962 Validation score: -287.203171 Iteration 223, loss = 8.83790393 Validation score: -286.414835 Iteration 224, loss = 8.81333074 Validation score: -285.626555 Iteration 225, loss = 8.78876058 Validation score: -284.838346 Iteration 226, loss = 8.76419394 Validation score: -284.050226 Iteration 227, loss = 8.73963133 Validation score: -283.262209 Iteration 228, loss = 8.71507327 Validation score: -282.474312 Iteration 229, loss = 8.69052026 Validation score: -281.686551 Iteration 230, loss = 8.66597283 Validation score: -280.898943 Iteration 231, loss = 8.64143148 Validation score: -280.111503 Iteration 232, loss = 8.61689675 Validation score: -279.324248 Iteration 233, loss = 8.59236914 Validation score: -278.537194 Iteration 234, loss = 8.56784919 Validation score: -277.750357 Iteration 235, loss = 8.54333742 Validation score: -276.963755 Iteration 236, loss = 8.51883435 Validation score: -276.177404 Iteration 237, loss = 8.49434052 Validation score: -275.391320 Iteration 238, loss = 8.46985644 Validation score: -274.605520 Iteration 239, loss = 8.44538266 Validation score: -273.820020 Iteration 240, loss = 8.42091971 Validation score: -273.034838 Iteration 241, loss = 8.39646811 Validation score: -272.249990 Iteration 242, loss = 8.37202841 Validation score: -271.465492 Iteration 243, loss = 8.34760113 Validation score: -270.681361 Iteration 244, loss = 8.32318681 Validation score: -269.897615 Iteration 245, loss = 8.29878599 Validation score: -269.114270 Iteration 246, loss = 8.27439920 Validation score: -268.331343 Iteration 247, loss = 8.25002699 Validation score: -267.548851 Iteration 248, loss = 8.22566988 Validation score: -266.766810 Iteration 249, loss = 8.20132842 Validation score: -265.985237 Iteration 250, loss = 8.17700313 Validation score: -265.204150 Iteration 251, loss = 8.15269457 Validation score: -264.423565 Iteration 252, loss = 8.12840326 Validation score: -263.643498 Iteration 253, loss = 8.10412974 Validation score: -262.863968 Iteration 254, loss = 8.07987456 Validation score: -262.084991 Iteration 255, loss = 8.05563823 Validation score: -261.306583 Iteration 256, loss = 8.03142130 Validation score: -260.528761 Iteration 257, loss = 8.00722431 Validation score: -259.751543 Iteration 258, loss = 7.98304778 Validation score: -258.974946 Iteration 259, loss = 7.95889225 Validation score: -258.198985 Iteration 260, loss = 7.93475824 Validation score: -257.423678 Iteration 261, loss = 7.91064629 Validation score: -256.649042 Iteration 262, loss = 7.88655693 Validation score: -255.875093 Iteration 263, loss = 7.86249068 Validation score: -255.101848 Iteration 264, loss = 7.83844806 Validation score: -254.329324 Iteration 265, loss = 7.81442961 Validation score: -253.557538 Iteration 266, loss = 7.79043583 Validation score: -252.786506 Iteration 267, loss = 7.76646726 Validation score: -252.016245 Iteration 268, loss = 7.74252440 Validation score: -251.246771 Iteration 269, loss = 7.71860778 Validation score: -250.478101 Iteration 270, loss = 7.69471791 Validation score: -249.710252 Iteration 271, loss = 7.67085529 Validation score: -248.943239 Iteration 272, loss = 7.64702043 Validation score: -248.177079 Iteration 273, loss = 7.62321385 Validation score: -247.411789 Iteration 274, loss = 7.59943604 Validation score: -246.647385 Iteration 275, loss = 7.57568750 Validation score: -245.883883 Iteration 276, loss = 7.55196873 Validation score: -245.121298 Iteration 277, loss = 7.52828023 Validation score: -244.359648 Iteration 278, loss = 7.50462248 Validation score: -243.598948 Iteration 279, loss = 7.48099597 Validation score: -242.839213 Iteration 280, loss = 7.45740119 Validation score: -242.080461 Iteration 281, loss = 7.43383861 Validation score: -241.322705 Iteration 282, loss = 7.41030872 Validation score: -240.565963 Iteration 283, loss = 7.38681199 Validation score: -239.810249 Iteration 284, loss = 7.36334889 Validation score: -239.055579 Iteration 285, loss = 7.33991988 Validation score: -238.301968 Iteration 286, loss = 7.31652543 Validation score: -237.549431 Iteration 287, loss = 7.29316599 Validation score: -236.797984 Iteration 288, loss = 7.26984203 Validation score: -236.047642 Iteration 289, loss = 7.24655399 Validation score: -235.298418 Iteration 290, loss = 7.22330232 Validation score: -234.550328 Iteration 291, loss = 7.20008745 Validation score: -233.803387 Iteration 292, loss = 7.17690984 Validation score: -233.057609 Iteration 293, loss = 7.15376990 Validation score: -232.313008 Iteration 294, loss = 7.13066808 Validation score: -231.569599 Iteration 295, loss = 7.10760479 Validation score: -230.827395 Iteration 296, loss = 7.08458045 Validation score: 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score: -218.407237 Iteration 313, loss = 6.69951023 Validation score: -217.688957 Iteration 314, loss = 6.67725331 Validation score: -216.972119 Iteration 315, loss = 6.65504238 Validation score: -216.256735 Iteration 316, loss = 6.63287775 Validation score: -215.542815 Iteration 317, loss = 6.61075975 Validation score: -214.830368 Iteration 318, loss = 6.58868867 Validation score: -214.119406 Iteration 319, loss = 6.56666482 Validation score: -213.409938 Iteration 320, loss = 6.54468849 Validation score: -212.701974 Iteration 321, loss = 6.52275998 Validation score: -211.995525 Iteration 322, loss = 6.50087957 Validation score: -211.290598 Iteration 323, loss = 6.47904754 Validation score: -210.587205 Iteration 324, loss = 6.45726415 Validation score: -209.885353 Iteration 325, loss = 6.43552970 Validation score: -209.185052 Iteration 326, loss = 6.41384442 Validation score: -208.486310 Iteration 327, loss = 6.39220859 Validation score: -207.789137 Iteration 328, loss = 6.37062245 Validation score: -207.093540 Iteration 329, loss = 6.34908624 Validation score: -206.399527 Iteration 330, loss = 6.32760022 Validation score: -205.707108 Iteration 331, loss = 6.30616461 Validation score: -205.016289 Iteration 332, loss = 6.28477965 Validation score: -204.327079 Iteration 333, loss = 6.26344555 Validation score: -203.639484 Iteration 334, loss = 6.24216254 Validation score: -202.953512 Iteration 335, loss = 6.22093084 Validation score: -202.269171 Iteration 336, loss = 6.19975063 Validation score: -201.586466 Iteration 337, loss = 6.17862214 Validation score: -200.905406 Iteration 338, loss = 6.15754556 Validation score: -200.225996 Iteration 339, loss = 6.13652107 Validation score: -199.548244 Iteration 340, loss = 6.11554887 Validation score: -198.872154 Iteration 341, loss = 6.09462913 Validation score: -198.197734 Iteration 342, loss = 6.07376203 Validation score: -197.524989 Iteration 343, loss = 6.05294773 Validation score: -196.853925 Iteration 344, loss = 6.03218642 Validation score: -196.184548 Iteration 345, loss = 6.01147823 Validation score: -195.516862 Iteration 346, loss = 5.99082333 Validation score: -194.850873 Iteration 347, loss = 5.97022187 Validation score: -194.186587 Iteration 348, loss = 5.94967398 Validation score: -193.524008 Iteration 349, loss = 5.92917982 Validation score: -192.863140 Iteration 350, loss = 5.90873950 Validation score: -192.203989 Iteration 351, loss = 5.88835317 Validation score: -191.546558 Iteration 352, loss = 5.86802093 Validation score: -190.890852 Iteration 353, loss = 5.84774292 Validation score: -190.236876 Iteration 354, loss = 5.82751924 Validation score: -189.584632 Iteration 355, loss = 5.80735001 Validation score: -188.934124 Iteration 356, loss = 5.78723532 Validation score: -188.285357 Iteration 357, loss = 5.76717528 Validation score: -187.638333 Iteration 358, loss = 5.74716997 Validation score: -186.993057 Iteration 359, loss = 5.72721950 Validation score: -186.349530 Iteration 360, loss = 5.70732393 Validation score: -185.707756 Iteration 361, loss = 5.68748336 Validation score: -185.067738 Iteration 362, loss = 5.66769786 Validation score: -184.429478 Iteration 363, loss = 5.64796750 Validation score: -183.792980 Iteration 364, loss = 5.62829234 Validation score: -183.158244 Iteration 365, loss = 5.60867245 Validation score: -182.525274 Iteration 366, loss = 5.58910788 Validation score: -181.894072 Iteration 367, loss = 5.56959869 Validation score: -181.264639 Iteration 368, loss = 5.55014493 Validation score: -180.636977 Iteration 369, loss = 5.53074664 Validation score: -180.011089 Iteration 370, loss = 5.51140386 Validation score: -179.386974 Iteration 371, loss = 5.49211662 Validation score: -178.764636 Iteration 372, loss = 5.47288497 Validation score: -178.144075 Iteration 373, loss = 5.45370892 Validation score: -177.525292 Iteration 374, loss = 5.43458850 Validation score: -176.908288 Iteration 375, loss = 5.41552374 Validation score: -176.293064 Iteration 376, loss = 5.39651464 Validation score: -175.679621 Iteration 377, loss = 5.37756123 Validation score: -175.067959 Iteration 378, loss = 5.35866350 Validation score: -174.458079 Iteration 379, loss = 5.33982147 Validation score: -173.849981 Iteration 380, loss = 5.32103513 Validation score: -173.243666 Iteration 381, loss = 5.30230449 Validation score: -172.639133 Iteration 382, loss = 5.28362954 Validation score: -172.036382 Iteration 383, loss = 5.26501026 Validation score: -171.435414 Iteration 384, loss = 5.24644665 Validation score: -170.836228 Iteration 385, loss = 5.22793870 Validation score: -170.238824 Iteration 386, loss = 5.20948637 Validation score: -169.643201 Iteration 387, loss = 5.19108965 Validation score: -169.049359 Iteration 388, loss = 5.17274851 Validation score: -168.457296 Iteration 389, loss = 5.15446293 Validation score: -167.867014 Iteration 390, loss = 5.13623286 Validation score: -167.278509 Iteration 391, loss = 5.11805829 Validation score: 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score: -157.544713 Iteration 408, loss = 4.81753234 Validation score: -156.987962 Iteration 409, loss = 4.80034739 Validation score: -156.432956 Iteration 410, loss = 4.78321675 Validation score: -155.879692 Iteration 411, loss = 4.76614034 Validation score: -155.328167 Iteration 412, loss = 4.74911807 Validation score: -154.778379 Iteration 413, loss = 4.73214985 Validation score: -154.230324 Iteration 414, loss = 4.71523560 Validation score: -153.684000 Iteration 415, loss = 4.69837521 Validation score: -153.139405 Iteration 416, loss = 4.68156861 Validation score: -152.596534 Iteration 417, loss = 4.66481568 Validation score: -152.055386 Iteration 418, loss = 4.64811634 Validation score: -151.515957 Iteration 419, loss = 4.63147048 Validation score: -150.978243 Iteration 420, loss = 4.61487801 Validation score: -150.442243 Iteration 421, loss = 4.59833882 Validation score: -149.907952 Iteration 422, loss = 4.58185280 Validation score: -149.375367 Iteration 423, loss = 4.56541985 Validation score: -148.844485 Iteration 424, loss = 4.54903987 Validation score: -148.315302 Iteration 425, loss = 4.53271275 Validation score: -147.787816 Iteration 426, loss = 4.51643837 Validation score: -147.262022 Iteration 427, loss = 4.50021662 Validation score: -146.737918 Iteration 428, loss = 4.48404740 Validation score: -146.215499 Iteration 429, loss = 4.46793059 Validation score: -145.694762 Iteration 430, loss = 4.45186607 Validation score: -145.175704 Iteration 431, loss = 4.43585374 Validation score: -144.658320 Iteration 432, loss = 4.41989346 Validation score: -144.142607 Iteration 433, loss = 4.40398513 Validation score: -143.628561 Iteration 434, loss = 4.38812862 Validation score: -143.116179 Iteration 435, loss = 4.37232382 Validation score: -142.605457 Iteration 436, loss = 4.35657060 Validation score: -142.096390 Iteration 437, loss = 4.34086884 Validation score: -141.588975 Iteration 438, loss = 4.32521842 Validation score: -141.083208 Iteration 439, loss = 4.30961922 Validation score: -140.579085 Iteration 440, loss = 4.29407110 Validation score: -140.076602 Iteration 441, loss = 4.27857394 Validation score: -139.575754 Iteration 442, loss = 4.26312762 Validation score: -139.076539 Iteration 443, loss = 4.24773201 Validation score: -138.578952 Iteration 444, loss = 4.23238698 Validation score: -138.082989 Iteration 445, loss = 4.21709240 Validation score: -137.588645 Iteration 446, loss = 4.20184814 Validation score: -137.095917 Iteration 447, loss = 4.18665407 Validation score: -136.604800 Iteration 448, loss = 4.17151007 Validation score: -136.115291 Iteration 449, loss = 4.15641599 Validation score: -135.627385 Iteration 450, loss = 4.14137171 Validation score: -135.141077 Iteration 451, loss = 4.12637710 Validation score: -134.656364 Iteration 452, loss = 4.11143201 Validation score: -134.173242 Iteration 453, loss = 4.09653633 Validation score: -133.691705 Iteration 454, loss = 4.08168991 Validation score: -133.211750 Iteration 455, loss = 4.06689261 Validation score: -132.733373 Iteration 456, loss = 4.05214431 Validation score: -132.256568 Iteration 457, loss = 4.03744487 Validation score: -131.781333 Iteration 458, loss = 4.02279415 Validation score: -131.307662 Iteration 459, loss = 4.00819202 Validation score: -130.835551 Iteration 460, loss = 3.99363834 Validation score: -130.364996 Iteration 461, loss = 3.97913297 Validation score: -129.895992 Iteration 462, loss = 3.96467577 Validation score: -129.428535 Iteration 463, loss = 3.95026661 Validation score: -128.962621 Iteration 464, loss = 3.93590535 Validation score: -128.498245 Iteration 465, loss = 3.92159186 Validation score: -128.035402 Iteration 466, loss = 3.90732598 Validation score: -127.574089 Iteration 467, loss = 3.89310759 Validation score: -127.114300 Iteration 468, loss = 3.87893655 Validation score: -126.656032 Iteration 469, loss = 3.86481272 Validation score: -126.199280 Iteration 470, loss = 3.85073595 Validation score: -125.744040 Iteration 471, loss = 3.83670611 Validation score: -125.290306 Iteration 472, loss = 3.82272306 Validation score: -124.838075 Iteration 473, loss = 3.80878667 Validation score: -124.387342 Iteration 474, loss = 3.79489678 Validation score: -123.938103 Iteration 475, loss = 3.78105326 Validation score: -123.490353 Iteration 476, loss = 3.76725598 Validation score: -123.044087 Iteration 477, loss = 3.75350479 Validation score: -122.599302 Iteration 478, loss = 3.73979955 Validation score: -122.155993 Iteration 479, loss = 3.72614012 Validation score: -121.714154 Iteration 480, loss = 3.71252637 Validation score: -121.273783 Iteration 481, loss = 3.69895815 Validation score: -120.834874 Iteration 482, loss = 3.68543532 Validation score: -120.397422 Iteration 483, loss = 3.67195775 Validation score: -119.961424 Iteration 484, loss = 3.65852529 Validation score: -119.526875 Iteration 485, loss = 3.64513781 Validation score: -119.093770 Iteration 486, loss = 3.63179516 Validation score: -118.662105 Iteration 487, loss = 3.61849721 Validation score: -118.231876 Iteration 488, loss = 3.60524381 Validation score: -117.803077 Iteration 489, loss = 3.59203483 Validation score: -117.375705 Iteration 490, loss = 3.57887014 Validation score: -116.949755 Iteration 491, loss = 3.56574958 Validation score: -116.525223 Iteration 492, loss = 3.55267302 Validation score: -116.102104 Iteration 493, loss = 3.53964032 Validation score: -115.680393 Iteration 494, loss = 3.52665135 Validation score: -115.260087 Iteration 495, loss = 3.51370597 Validation score: -114.841180 Iteration 496, loss = 3.50080403 Validation score: -114.423669 Iteration 497, loss = 3.48794540 Validation score: -114.007549 Iteration 498, loss = 3.47512995 Validation score: -113.592816 Iteration 499, loss = 3.46235753 Validation score: -113.179464 Iteration 500, loss = 3.44962800 Validation score: -112.767491 Iteration 501, loss = 3.43694124 Validation score: -112.356890 Iteration 502, loss = 3.42429710 Validation score: -111.947659 Iteration 503, loss = 3.41169545 Validation score: -111.539792 Iteration 504, loss = 3.39913615 Validation score: -111.133286 Iteration 505, loss = 3.38661907 Validation score: -110.728135 Iteration 506, loss = 3.37414406 Validation score: -110.324336 Iteration 507, loss = 3.36171100 Validation score: -109.921884 Iteration 508, loss = 3.34931974 Validation score: -109.520774 Iteration 509, loss = 3.33697016 Validation score: -109.121003 Iteration 510, loss = 3.32466212 Validation score: -108.722567 Iteration 511, loss = 3.31239548 Validation score: -108.325460 Iteration 512, loss = 3.30017012 Validation score: -107.929678 Iteration 513, loss = 3.28798589 Validation score: -107.535218 Iteration 514, loss = 3.27584266 Validation score: -107.142075 Iteration 515, loss = 3.26374030 Validation score: -106.750244 Iteration 516, loss = 3.25167868 Validation score: -106.359722 Iteration 517, loss = 3.23965766 Validation score: -105.970504 Iteration 518, loss = 3.22767712 Validation score: -105.582586 Iteration 519, loss = 3.21573692 Validation score: -105.195963 Iteration 520, loss = 3.20383692 Validation score: -104.810632 Iteration 521, loss = 3.19197701 Validation score: -104.426588 Iteration 522, loss = 3.18015704 Validation score: -104.043828 Iteration 523, loss = 3.16837689 Validation score: -103.662346 Iteration 524, loss = 3.15663642 Validation score: -103.282139 Iteration 525, loss = 3.14493552 Validation score: -102.903202 Iteration 526, loss = 3.13327404 Validation score: -102.525532 Iteration 527, loss = 3.12165185 Validation score: -102.149124 Iteration 528, loss = 3.11006884 Validation score: -101.773974 Iteration 529, loss = 3.09852487 Validation score: -101.400078 Iteration 530, loss = 3.08701982 Validation score: -101.027432 Iteration 531, loss = 3.07555355 Validation score: -100.656032 Iteration 532, loss = 3.06412594 Validation score: -100.285874 Iteration 533, loss = 3.05273687 Validation score: -99.916953 Iteration 534, loss = 3.04138620 Validation score: -99.549266 Iteration 535, loss = 3.03007381 Validation score: -99.182808 Iteration 536, loss = 3.01879957 Validation score: -98.817576 Iteration 537, loss = 3.00756337 Validation score: -98.453565 Iteration 538, loss = 2.99636507 Validation score: -98.090772 Iteration 539, loss = 2.98520455 Validation score: -97.729192 Iteration 540, loss = 2.97408168 Validation score: -97.368822 Iteration 541, loss = 2.96299636 Validation score: -97.009658 Iteration 542, loss = 2.95194844 Validation score: -96.651695 Iteration 543, loss = 2.94093780 Validation score: -96.294930 Iteration 544, loss = 2.92996434 Validation score: -95.939358 Iteration 545, loss = 2.91902791 Validation score: -95.584977 Iteration 546, loss = 2.90812841 Validation score: -95.231781 Iteration 547, loss = 2.89726570 Validation score: -94.879767 Iteration 548, loss = 2.88643968 Validation score: -94.528932 Iteration 549, loss = 2.87565022 Validation score: -94.179270 Iteration 550, loss = 2.86489719 Validation score: -93.830780 Iteration 551, loss = 2.85418049 Validation score: -93.483455 Iteration 552, loss = 2.84349998 Validation score: -93.137294 Iteration 553, loss = 2.83285556 Validation score: -92.792292 Iteration 554, loss = 2.82224710 Validation score: -92.448445 Iteration 555, loss = 2.81167449 Validation score: -92.105749 Iteration 556, loss = 2.80113761 Validation score: -91.764201 Iteration 557, loss = 2.79063634 Validation score: -91.423797 Iteration 558, loss = 2.78017056 Validation score: -91.084533 Iteration 559, loss = 2.76974017 Validation score: -90.746405 Iteration 560, loss = 2.75934504 Validation score: -90.409410 Iteration 561, loss = 2.74898505 Validation score: -90.073544 Iteration 562, loss = 2.73866010 Validation score: -89.738804 Iteration 563, loss = 2.72837007 Validation score: -89.405185 Iteration 564, loss = 2.71811484 Validation score: -89.072684 Iteration 565, loss = 2.70789430 Validation score: -88.741298 Iteration 566, loss = 2.69770834 Validation score: -88.411022 Iteration 567, loss = 2.68755685 Validation score: -88.081853 Iteration 568, loss = 2.67743971 Validation score: -87.753788 Iteration 569, loss = 2.66735681 Validation score: -87.426822 Iteration 570, loss = 2.65730804 Validation score: -87.100953 Iteration 571, loss = 2.64729328 Validation score: -86.776177 Iteration 572, loss = 2.63731244 Validation score: -86.452490 Iteration 573, loss = 2.62736539 Validation score: -86.129888 Iteration 574, loss = 2.61745203 Validation score: -85.808369 Iteration 575, loss = 2.60757224 Validation score: -85.487928 Iteration 576, loss = 2.59772593 Validation score: -85.168562 Iteration 577, loss = 2.58791297 Validation score: -84.850268 Iteration 578, loss = 2.57813327 Validation score: -84.533042 Iteration 579, loss = 2.56838671 Validation score: -84.216881 Iteration 580, loss = 2.55867319 Validation score: -83.901781 Iteration 581, loss = 2.54899259 Validation score: -83.587738 Iteration 582, loss = 2.53934482 Validation score: -83.274750 Iteration 583, loss = 2.52972977 Validation score: -82.962813 Iteration 584, loss = 2.52014732 Validation score: -82.651924 Iteration 585, loss = 2.51059739 Validation score: -82.342079 Iteration 586, loss = 2.50107985 Validation score: -82.033274 Iteration 587, loss = 2.49159461 Validation score: -81.725508 Iteration 588, loss = 2.48214156 Validation score: -81.418775 Iteration 589, loss = 2.47272060 Validation score: -81.113073 Iteration 590, loss = 2.46333162 Validation score: -80.808398 Iteration 591, loss = 2.45397453 Validation score: -80.504748 Iteration 592, loss = 2.44464921 Validation score: -80.202118 Iteration 593, loss = 2.43535557 Validation score: -79.900506 Iteration 594, loss = 2.42609351 Validation score: -79.599908 Iteration 595, loss = 2.41686292 Validation score: -79.300322 Iteration 596, loss = 2.40766370 Validation score: -79.001743 Iteration 597, loss = 2.39849575 Validation score: -78.704169 Iteration 598, loss = 2.38935898 Validation score: -78.407596 Iteration 599, loss = 2.38025328 Validation score: -78.112021 Iteration 600, loss = 2.37117855 Validation score: -77.817442 Iteration 601, loss = 2.36213469 Validation score: -77.523854 Iteration 602, loss = 2.35312161 Validation score: -77.231255 Iteration 603, loss = 2.34413920 Validation score: -76.939641 Iteration 604, loss = 2.33518738 Validation score: -76.649009 Iteration 605, loss = 2.32626603 Validation score: -76.359357 Iteration 606, loss = 2.31737507 Validation score: -76.070681 Iteration 607, loss = 2.30851439 Validation score: -75.782977 Iteration 608, loss = 2.29968391 Validation score: -75.496244 Iteration 609, loss = 2.29088352 Validation score: -75.210477 Iteration 610, loss = 2.28211313 Validation score: -74.925674 Iteration 611, loss = 2.27337264 Validation score: -74.641832 Iteration 612, loss = 2.26466196 Validation score: -74.358948 Iteration 613, loss = 2.25598100 Validation score: -74.077018 Iteration 614, loss = 2.24732965 Validation score: -73.796039 Iteration 615, loss = 2.23870783 Validation score: -73.516009 Iteration 616, loss = 2.23011544 Validation score: -73.236925 Iteration 617, loss = 2.22155239 Validation score: -72.958783 Iteration 618, loss = 2.21301859 Validation score: -72.681580 Iteration 619, loss = 2.20451394 Validation score: -72.405314 Iteration 620, loss = 2.19603836 Validation score: -72.129982 Iteration 621, loss = 2.18759174 Validation score: -71.855581 Iteration 622, loss = 2.17917400 Validation score: -71.582107 Iteration 623, loss = 2.17078505 Validation score: -71.309558 Iteration 624, loss = 2.16242480 Validation score: -71.037931 Iteration 625, loss = 2.15409316 Validation score: -70.767224 Iteration 626, loss = 2.14579003 Validation score: -70.497432 Iteration 627, loss = 2.13751533 Validation score: -70.228553 Iteration 628, loss = 2.12926896 Validation score: -69.960585 Iteration 629, loss = 2.12105085 Validation score: -69.693525 Iteration 630, loss = 2.11286089 Validation score: -69.427369 Iteration 631, loss = 2.10469901 Validation score: -69.162115 Iteration 632, loss = 2.09656511 Validation score: -68.897760 Iteration 633, loss = 2.08845910 Validation score: -68.634301 Iteration 634, loss = 2.08038091 Validation score: -68.371736 Iteration 635, loss = 2.07233044 Validation score: -68.110061 Iteration 636, loss = 2.06430760 Validation score: -67.849274 Iteration 637, loss = 2.05631231 Validation score: -67.589372 Iteration 638, loss = 2.04834449 Validation score: -67.330353 Iteration 639, loss = 2.04040404 Validation score: -67.072213 Iteration 640, loss = 2.03249088 Validation score: -66.814950 Iteration 641, loss = 2.02460493 Validation score: -66.558561 Iteration 642, loss = 2.01674611 Validation score: -66.303043 Iteration 643, loss = 2.00891432 Validation score: -66.048394 Iteration 644, loss = 2.00110948 Validation score: -65.794611 Iteration 645, loss = 1.99333151 Validation score: -65.541691 Iteration 646, loss = 1.98558033 Validation score: -65.289632 Iteration 647, loss = 1.97785585 Validation score: -65.038431 Iteration 648, loss = 1.97015800 Validation score: -64.788085 Iteration 649, loss = 1.96248668 Validation score: -64.538591 Iteration 650, loss = 1.95484181 Validation score: -64.289948 Iteration 651, loss = 1.94722332 Validation score: -64.042152 Iteration 652, loss = 1.93963112 Validation score: -63.795200 Iteration 653, loss = 1.93206513 Validation score: -63.549091 Iteration 654, loss = 1.92452526 Validation score: -63.303821 Iteration 655, loss = 1.91701145 Validation score: -63.059388 Iteration 656, loss = 1.90952360 Validation score: -62.815790 Iteration 657, loss = 1.90206164 Validation score: -62.573023 Iteration 658, loss = 1.89462549 Validation score: -62.331085 Iteration 659, loss = 1.88721507 Validation score: -62.089974 Iteration 660, loss = 1.87983029 Validation score: -61.849687 Iteration 661, loss = 1.87247108 Validation score: -61.610221 Iteration 662, loss = 1.86513736 Validation score: -61.371575 Iteration 663, loss = 1.85782906 Validation score: -61.133745 Iteration 664, loss = 1.85054608 Validation score: -60.896728 Iteration 665, loss = 1.84328837 Validation score: -60.660524 Iteration 666, loss = 1.83605583 Validation score: -60.425128 Iteration 667, loss = 1.82884839 Validation score: -60.190539 Iteration 668, loss = 1.82166597 Validation score: -59.956754 Iteration 669, loss = 1.81450850 Validation score: -59.723770 Iteration 670, loss = 1.80737589 Validation score: -59.491585 Iteration 671, loss = 1.80026808 Validation score: -59.260197 Iteration 672, loss = 1.79318499 Validation score: -59.029603 Iteration 673, loss = 1.78612654 Validation score: -58.799801 Iteration 674, loss = 1.77909265 Validation score: -58.570788 Iteration 675, loss = 1.77208325 Validation score: -58.342562 Iteration 676, loss = 1.76509827 Validation score: -58.115121 Iteration 677, loss = 1.75813763 Validation score: -57.888462 Iteration 678, loss = 1.75120125 Validation score: -57.662582 Iteration 679, loss = 1.74428906 Validation score: -57.437479 Iteration 680, loss = 1.73740099 Validation score: -57.213152 Iteration 681, loss = 1.73053696 Validation score: -56.989597 Iteration 682, loss = 1.72369690 Validation score: -56.766812 Iteration 683, loss = 1.71688073 Validation score: -56.544795 Iteration 684, loss = 1.71008839 Validation score: -56.323544 Iteration 685, loss = 1.70331980 Validation score: -56.103055 Iteration 686, loss = 1.69657488 Validation score: -55.883328 Iteration 687, loss = 1.68985357 Validation score: -55.664359 Iteration 688, loss = 1.68315579 Validation score: -55.446146 Iteration 689, loss = 1.67648147 Validation score: -55.228687 Iteration 690, loss = 1.66983054 Validation score: -55.011980 Iteration 691, loss = 1.66320293 Validation score: -54.796022 Iteration 692, loss = 1.65659856 Validation score: -54.580811 Iteration 693, loss = 1.65001737 Validation score: -54.366344 Iteration 694, loss = 1.64345928 Validation score: -54.152620 Iteration 695, loss = 1.63692422 Validation score: -53.939636 Iteration 696, loss = 1.63041213 Validation score: -53.727391 Iteration 697, loss = 1.62392293 Validation score: -53.515880 Iteration 698, loss = 1.61745655 Validation score: -53.305104 Iteration 699, loss = 1.61101293 Validation score: -53.095058 Iteration 700, loss = 1.60459199 Validation score: -52.885741 Iteration 701, loss = 1.59819366 Validation score: -52.677151 Iteration 702, loss = 1.59181788 Validation score: -52.469286 Iteration 703, loss = 1.58546458 Validation score: -52.262143 Iteration 704, loss = 1.57913368 Validation score: -52.055720 Iteration 705, loss = 1.57282513 Validation score: -51.850015 Iteration 706, loss = 1.56653884 Validation score: -51.645026 Iteration 707, loss = 1.56027476 Validation score: -51.440750 Iteration 708, loss = 1.55403282 Validation score: -51.237186 Iteration 709, loss = 1.54781294 Validation score: -51.034331 Iteration 710, loss = 1.54161506 Validation score: -50.832183 Iteration 711, loss = 1.53543912 Validation score: -50.630740 Iteration 712, loss = 1.52928504 Validation score: -50.430000 Iteration 713, loss = 1.52315276 Validation score: -50.229960 Iteration 714, loss = 1.51704222 Validation score: -50.030619 Iteration 715, loss = 1.51095334 Validation score: -49.831974 Iteration 716, loss = 1.50488607 Validation score: -49.634024 Iteration 717, loss = 1.49884032 Validation score: -49.436765 Iteration 718, loss = 1.49281605 Validation score: -49.240197 Iteration 719, loss = 1.48681318 Validation score: -49.044316 Iteration 720, loss = 1.48083165 Validation score: -48.849122 Iteration 721, loss = 1.47487139 Validation score: -48.654611 Iteration 722, loss = 1.46893234 Validation score: -48.460782 Iteration 723, loss = 1.46301444 Validation score: -48.267632 Iteration 724, loss = 1.45711761 Validation score: -48.075160 Iteration 725, loss = 1.45124179 Validation score: -47.883363 Iteration 726, loss = 1.44538693 Validation score: -47.692240 Iteration 727, loss = 1.43955295 Validation score: -47.501788 Iteration 728, loss = 1.43373979 Validation score: -47.312006 Iteration 729, loss = 1.42794739 Validation score: -47.122890 Iteration 730, loss = 1.42217569 Validation score: -46.934440 Iteration 731, loss = 1.41642462 Validation score: -46.746653 Iteration 732, loss = 1.41069411 Validation score: -46.559528 Iteration 733, loss = 1.40498412 Validation score: -46.373061 Iteration 734, loss = 1.39929456 Validation score: -46.187252 Iteration 735, loss = 1.39362539 Validation score: -46.002098 Iteration 736, loss = 1.38797653 Validation score: -45.817596 Iteration 737, loss = 1.38234792 Validation score: -45.633747 Iteration 738, loss = 1.37673952 Validation score: -45.450546 Iteration 739, loss = 1.37115124 Validation score: -45.267992 Iteration 740, loss = 1.36558303 Validation score: -45.086084 Iteration 741, loss = 1.36003483 Validation score: -44.904819 Iteration 742, loss = 1.35450658 Validation score: -44.724195 Iteration 743, loss = 1.34899821 Validation score: -44.544210 Iteration 744, loss = 1.34350967 Validation score: -44.364863 Iteration 745, loss = 1.33804089 Validation score: -44.186151 Iteration 746, loss = 1.33259181 Validation score: -44.008073 Iteration 747, loss = 1.32716238 Validation score: -43.830626 Iteration 748, loss = 1.32175253 Validation score: -43.653809 Iteration 749, loss = 1.31636220 Validation score: -43.477620 Iteration 750, loss = 1.31099134 Validation score: -43.302056 Iteration 751, loss = 1.30563987 Validation score: -43.127116 Iteration 752, loss = 1.30030775 Validation score: -42.952799 Iteration 753, loss = 1.29499491 Validation score: -42.779101 Iteration 754, loss = 1.28970130 Validation score: -42.606021 Iteration 755, loss = 1.28442685 Validation score: -42.433557 Iteration 756, loss = 1.27917150 Validation score: -42.261708 Iteration 757, loss = 1.27393520 Validation score: -42.090472 Iteration 758, loss = 1.26871789 Validation score: -41.919846 Iteration 759, loss = 1.26351951 Validation score: -41.749828 Iteration 760, loss = 1.25834000 Validation score: -41.580418 Iteration 761, loss = 1.25317930 Validation score: -41.411612 Iteration 762, loss = 1.24803736 Validation score: -41.243410 Iteration 763, loss = 1.24291411 Validation score: -41.075809 Iteration 764, loss = 1.23780951 Validation score: -40.908807 Iteration 765, loss = 1.23272348 Validation score: -40.742403 Iteration 766, loss = 1.22765598 Validation score: -40.576594 Iteration 767, loss = 1.22260694 Validation score: -40.411380 Iteration 768, loss = 1.21757632 Validation score: -40.246757 Iteration 769, loss = 1.21256404 Validation score: -40.082725 Iteration 770, loss = 1.20757006 Validation score: -39.919282 Iteration 771, loss = 1.20259432 Validation score: -39.756425 Iteration 772, loss = 1.19763677 Validation score: -39.594152 Iteration 773, loss = 1.19269734 Validation score: -39.432463 Iteration 774, loss = 1.18777597 Validation score: -39.271355 Iteration 775, loss = 1.18287263 Validation score: -39.110826 Iteration 776, loss = 1.17798724 Validation score: -38.950876 Iteration 777, loss = 1.17311975 Validation score: -38.791500 Iteration 778, loss = 1.16827010 Validation score: -38.632699 Iteration 779, loss = 1.16343825 Validation score: -38.474471 Iteration 780, loss = 1.15862414 Validation score: -38.316813 Iteration 781, loss = 1.15382770 Validation score: -38.159723 Iteration 782, loss = 1.14904889 Validation score: -38.003201 Iteration 783, loss = 1.14428765 Validation score: -37.847244 Iteration 784, loss = 1.13954392 Validation score: -37.691850 Iteration 785, loss = 1.13481766 Validation score: -37.537018 Iteration 786, loss = 1.13010880 Validation score: -37.382746 Iteration 787, loss = 1.12541729 Validation score: -37.229033 Iteration 788, loss = 1.12074308 Validation score: -37.075876 Iteration 789, loss = 1.11608612 Validation score: -36.923273 Iteration 790, loss = 1.11144634 Validation score: -36.771224 Iteration 791, loss = 1.10682370 Validation score: -36.619727 Iteration 792, loss = 1.10221815 Validation score: -36.468778 Iteration 793, loss = 1.09762962 Validation score: -36.318378 Iteration 794, loss = 1.09305807 Validation score: -36.168524 Iteration 795, loss = 1.08850344 Validation score: -36.019215 Iteration 796, loss = 1.08396568 Validation score: -35.870449 Iteration 797, loss = 1.07944473 Validation score: -35.722223 Iteration 798, loss = 1.07494055 Validation score: -35.574537 Iteration 799, loss = 1.07045308 Validation score: -35.427389 Iteration 800, loss = 1.06598227 Validation score: -35.280778 Iteration 801, loss = 1.06152807 Validation score: -35.134700 Iteration 802, loss = 1.05709042 Validation score: -34.989155 Iteration 803, loss = 1.05266927 Validation score: -34.844142 Iteration 804, loss = 1.04826457 Validation score: -34.699658 Iteration 805, loss = 1.04387626 Validation score: -34.555701 Iteration 806, loss = 1.03950431 Validation score: -34.412271 Iteration 807, loss = 1.03514865 Validation score: -34.269365 Iteration 808, loss = 1.03080923 Validation score: -34.126983 Iteration 809, loss = 1.02648600 Validation score: -33.985121 Iteration 810, loss = 1.02217892 Validation score: -33.843779 Iteration 811, loss = 1.01788792 Validation score: -33.702955 Iteration 812, loss = 1.01361297 Validation score: -33.562647 Iteration 813, loss = 1.00935400 Validation score: -33.422854 Iteration 814, loss = 1.00511097 Validation score: -33.283574 Iteration 815, loss = 1.00088383 Validation score: -33.144806 Iteration 816, loss = 0.99667252 Validation score: -33.006547 Iteration 817, loss = 0.99247700 Validation score: -32.868797 Iteration 818, loss = 0.98829722 Validation score: -32.731553 Iteration 819, loss = 0.98413312 Validation score: -32.594815 Iteration 820, loss = 0.97998466 Validation score: -32.458579 Iteration 821, loss = 0.97585178 Validation score: -32.322846 Iteration 822, loss = 0.97173445 Validation score: -32.187613 Iteration 823, loss = 0.96763260 Validation score: -32.052879 Iteration 824, loss = 0.96354619 Validation score: -31.918642 Iteration 825, loss = 0.95947517 Validation score: -31.784901 Iteration 826, loss = 0.95541949 Validation score: -31.651653 Iteration 827, loss = 0.95137910 Validation score: -31.518899 Iteration 828, loss = 0.94735395 Validation score: -31.386635 Iteration 829, loss = 0.94334400 Validation score: -31.254860 Iteration 830, loss = 0.93934919 Validation score: -31.123573 Iteration 831, loss = 0.93536948 Validation score: -30.992772 Iteration 832, loss = 0.93140482 Validation score: -30.862457 Iteration 833, loss = 0.92745516 Validation score: -30.732624 Iteration 834, loss = 0.92352045 Validation score: -30.603273 Iteration 835, loss = 0.91960065 Validation score: -30.474402 Iteration 836, loss = 0.91569570 Validation score: -30.346009 Iteration 837, loss = 0.91180557 Validation score: -30.218094 Iteration 838, loss = 0.90793019 Validation score: -30.090654 Iteration 839, loss = 0.90406953 Validation score: -29.963689 Iteration 840, loss = 0.90022354 Validation score: -29.837196 Iteration 841, loss = 0.89639216 Validation score: -29.711173 Iteration 842, loss = 0.89257536 Validation score: -29.585621 Iteration 843, loss = 0.88877308 Validation score: -29.460536 Iteration 844, loss = 0.88498529 Validation score: -29.335918 Iteration 845, loss = 0.88121192 Validation score: -29.211765 Iteration 846, loss = 0.87745295 Validation score: -29.088076 Iteration 847, loss = 0.87370831 Validation score: -28.964848 Iteration 848, loss = 0.86997796 Validation score: -28.842082 Iteration 849, loss = 0.86626187 Validation score: -28.719774 Iteration 850, loss = 0.86255997 Validation score: -28.597924 Iteration 851, loss = 0.85887223 Validation score: -28.476530 Iteration 852, loss = 0.85519860 Validation score: -28.355591 Iteration 853, loss = 0.85153903 Validation score: -28.235105 Iteration 854, loss = 0.84789348 Validation score: -28.115072 Iteration 855, loss = 0.84426190 Validation score: -27.995488 Iteration 856, loss = 0.84064425 Validation score: -27.876353 Iteration 857, loss = 0.83704048 Validation score: -27.757666 Iteration 858, loss = 0.83345055 Validation score: -27.639425 Iteration 859, loss = 0.82987442 Validation score: -27.521629 Iteration 860, loss = 0.82631203 Validation score: -27.404275 Iteration 861, loss = 0.82276334 Validation score: -27.287364 Iteration 862, loss = 0.81922831 Validation score: -27.170892 Iteration 863, loss = 0.81570689 Validation score: -27.054860 Iteration 864, loss = 0.81219904 Validation score: -26.939265 Iteration 865, loss = 0.80870472 Validation score: -26.824107 Iteration 866, loss = 0.80522388 Validation score: -26.709382 Iteration 867, loss = 0.80175648 Validation score: -26.595092 Iteration 868, loss = 0.79830247 Validation score: -26.481233 Iteration 869, loss = 0.79486181 Validation score: -26.367804 Iteration 870, loss = 0.79143445 Validation score: -26.254805 Iteration 871, loss = 0.78802036 Validation score: -26.142233 Iteration 872, loss = 0.78461948 Validation score: -26.030088 Iteration 873, loss = 0.78123178 Validation score: -25.918368 Iteration 874, loss = 0.77785722 Validation score: -25.807071 Iteration 875, loss = 0.77449574 Validation score: -25.696196 Iteration 876, loss = 0.77114731 Validation score: -25.585742 Iteration 877, loss = 0.76781188 Validation score: -25.475708 Iteration 878, loss = 0.76448941 Validation score: -25.366091 Iteration 879, loss = 0.76117986 Validation score: -25.256892 Iteration 880, loss = 0.75788319 Validation score: -25.148108 Iteration 881, loss = 0.75459935 Validation score: -25.039737 Iteration 882, loss = 0.75132830 Validation score: -24.931780 Iteration 883, loss = 0.74807000 Validation score: -24.824233 Iteration 884, loss = 0.74482441 Validation score: -24.717097 Iteration 885, loss = 0.74159148 Validation score: -24.610370 Iteration 886, loss = 0.73837118 Validation score: -24.504049 Iteration 887, loss = 0.73516345 Validation score: -24.398135 Iteration 888, loss = 0.73196827 Validation score: -24.292625 Iteration 889, loss = 0.72878559 Validation score: -24.187519 Iteration 890, loss = 0.72561536 Validation score: -24.082815 Iteration 891, loss = 0.72245755 Validation score: -23.978511 Iteration 892, loss = 0.71931211 Validation score: -23.874607 Iteration 893, loss = 0.71617901 Validation score: -23.771100 Iteration 894, loss = 0.71305820 Validation score: -23.667991 Iteration 895, loss = 0.70994964 Validation score: -23.565277 Iteration 896, loss = 0.70685330 Validation score: -23.462957 Iteration 897, loss = 0.70376912 Validation score: -23.361030 Iteration 898, loss = 0.70069708 Validation score: -23.259495 Iteration 899, loss = 0.69763712 Validation score: -23.158350 Iteration 900, loss = 0.69458922 Validation score: -23.057594 Iteration 901, loss = 0.69155333 Validation score: -22.957226 Iteration 902, loss = 0.68852940 Validation score: -22.857244 Iteration 903, loss = 0.68551741 Validation score: -22.757647 Iteration 904, loss = 0.68251730 Validation score: -22.658435 Iteration 905, loss = 0.67952905 Validation score: -22.559605 Iteration 906, loss = 0.67655261 Validation score: -22.461156 Iteration 907, loss = 0.67358794 Validation score: -22.363088 Iteration 908, loss = 0.67063500 Validation score: -22.265398 Iteration 909, loss = 0.66769375 Validation score: -22.168086 Iteration 910, loss = 0.66476416 Validation score: -22.071150 Iteration 911, loss = 0.66184618 Validation score: -21.974590 Iteration 912, loss = 0.65893978 Validation score: -21.878403 Iteration 913, loss = 0.65604491 Validation score: -21.782589 Iteration 914, loss = 0.65316155 Validation score: -21.687147 Iteration 915, loss = 0.65028964 Validation score: -21.592074 Iteration 916, loss = 0.64742915 Validation score: -21.497371 Iteration 917, loss = 0.64458005 Validation score: -21.403035 Iteration 918, loss = 0.64174229 Validation score: -21.309066 Iteration 919, loss = 0.63891584 Validation score: -21.215462 Iteration 920, loss = 0.63610065 Validation score: -21.122222 Iteration 921, loss = 0.63329670 Validation score: -21.029345 Iteration 922, loss = 0.63050394 Validation score: -20.936830 Iteration 923, loss = 0.62772233 Validation score: -20.844675 Iteration 924, loss = 0.62495184 Validation score: -20.752879 Iteration 925, loss = 0.62219243 Validation score: -20.661442 Iteration 926, loss = 0.61944407 Validation score: -20.570361 Iteration 927, loss = 0.61670670 Validation score: -20.479636 Iteration 928, loss = 0.61398031 Validation score: -20.389266 Iteration 929, loss = 0.61126485 Validation score: -20.299248 Iteration 930, loss = 0.60856027 Validation score: -20.209583 Iteration 931, loss = 0.60586656 Validation score: -20.120269 Iteration 932, loss = 0.60318366 Validation score: -20.031304 Iteration 933, loss = 0.60051155 Validation score: -19.942689 Iteration 934, loss = 0.59785019 Validation score: -19.854420 Iteration 935, loss = 0.59519953 Validation score: -19.766498 Iteration 936, loss = 0.59255955 Validation score: -19.678921 Iteration 937, loss = 0.58993020 Validation score: -19.591688 Iteration 938, loss = 0.58731146 Validation score: -19.504797 Iteration 939, loss = 0.58470328 Validation score: -19.418248 Iteration 940, loss = 0.58210563 Validation score: -19.332040 Iteration 941, loss = 0.57951847 Validation score: -19.246171 Iteration 942, loss = 0.57694177 Validation score: -19.160640 Iteration 943, loss = 0.57437549 Validation score: -19.075447 Iteration 944, loss = 0.57181960 Validation score: -18.990589 Iteration 945, loss = 0.56927406 Validation score: -18.906066 Iteration 946, loss = 0.56673883 Validation score: -18.821876 Iteration 947, loss = 0.56421389 Validation score: -18.738020 Iteration 948, loss = 0.56169918 Validation score: -18.654494 Iteration 949, loss = 0.55919469 Validation score: -18.571299 Iteration 950, loss = 0.55670037 Validation score: -18.488433 Iteration 951, loss = 0.55421619 Validation score: -18.405895 Iteration 952, loss = 0.55174212 Validation score: -18.323684 Iteration 953, loss = 0.54927811 Validation score: -18.241799 Iteration 954, loss = 0.54682414 Validation score: -18.160238 Iteration 955, loss = 0.54438017 Validation score: -18.079002 Iteration 956, loss = 0.54194617 Validation score: -17.998087 Iteration 957, loss = 0.53952210 Validation score: -17.917494 Iteration 958, loss = 0.53710793 Validation score: -17.837222 Iteration 959, loss = 0.53470362 Validation score: -17.757269 Iteration 960, loss = 0.53230915 Validation score: -17.677633 Iteration 961, loss = 0.52992446 Validation score: -17.598315 Iteration 962, loss = 0.52754954 Validation score: -17.519313 Iteration 963, loss = 0.52518435 Validation score: -17.440626 Iteration 964, loss = 0.52282886 Validation score: -17.362253 Iteration 965, loss = 0.52048302 Validation score: -17.284193 Iteration 966, loss = 0.51814681 Validation score: -17.206444 Iteration 967, loss = 0.51582020 Validation score: -17.129006 Iteration 968, loss = 0.51350315 Validation score: -17.051877 Iteration 969, loss = 0.51119563 Validation score: -16.975057 Iteration 970, loss = 0.50889760 Validation score: -16.898545 Iteration 971, loss = 0.50660903 Validation score: -16.822338 Iteration 972, loss = 0.50432989 Validation score: -16.746438 Iteration 973, loss = 0.50206015 Validation score: -16.670841 Iteration 974, loss = 0.49979977 Validation score: -16.595548 Iteration 975, loss = 0.49754873 Validation score: -16.520557 Iteration 976, loss = 0.49530698 Validation score: -16.445868 Iteration 977, loss = 0.49307449 Validation score: -16.371478 Iteration 978, loss = 0.49085125 Validation score: -16.297388 Iteration 979, loss = 0.48863720 Validation score: -16.223595 Iteration 980, loss = 0.48643232 Validation score: -16.150100 Iteration 981, loss = 0.48423658 Validation score: -16.076901 Iteration 982, loss = 0.48204995 Validation score: -16.003997 Iteration 983, loss = 0.47987239 Validation score: -15.931387 Iteration 984, loss = 0.47770387 Validation score: -15.859070 Iteration 985, loss = 0.47554436 Validation score: -15.787045 Iteration 986, loss = 0.47339383 Validation score: -15.715310 Iteration 987, loss = 0.47125224 Validation score: -15.643866 Iteration 988, loss = 0.46911958 Validation score: -15.572711 Iteration 989, loss = 0.46699579 Validation score: -15.501844 Iteration 990, loss = 0.46488086 Validation score: -15.431264 Iteration 991, loss = 0.46277475 Validation score: -15.360970 Iteration 992, loss = 0.46067744 Validation score: -15.290960 Iteration 993, loss = 0.45858888 Validation score: -15.221235 Iteration 994, loss = 0.45650905 Validation score: -15.151793 Iteration 995, loss = 0.45443792 Validation score: -15.082633 Iteration 996, loss = 0.45237546 Validation score: -15.013754 Iteration 997, loss = 0.45032163 Validation score: -14.945155 Iteration 998, loss = 0.44827642 Validation score: -14.876835 Iteration 999, loss = 0.44623977 Validation score: -14.808793 Iteration 1000, loss = 0.44421168 Validation score: -14.741028 Iteration 1, loss = 20.00085092 Validation score: -913.545989 Iteration 2, loss = 19.96779669 Validation score: -911.991995 Iteration 3, loss = 19.93478078 Validation score: -910.439818 Iteration 4, loss = 19.90180387 Validation score: -908.889488 Iteration 5, loss = 19.86886649 Validation score: -907.341037 Iteration 6, loss = 19.83596917 Validation score: -905.794497 Iteration 7, loss = 19.80311251 Validation score: -904.249901 Iteration 8, loss = 19.77029712 Validation score: -902.707283 Iteration 9, loss = 19.73752357 Validation score: -901.166672 Iteration 10, loss = 19.70479242 Validation score: -899.628102 Iteration 11, loss = 19.67210419 Validation score: -898.091599 Iteration 12, loss = 19.63945937 Validation score: -896.557191 Iteration 13, loss = 19.60685841 Validation score: -895.024900 Iteration 14, loss = 19.57430174 Validation score: -893.494747 Iteration 15, loss = 19.54178976 Validation score: -891.966750 Iteration 16, loss = 19.50932283 Validation score: -890.440923 Iteration 17, loss = 19.47690130 Validation score: -888.917282 Iteration 18, loss = 19.44452546 Validation score: -887.395838 Iteration 19, loss = 19.41219560 Validation score: -885.876604 Iteration 20, loss = 19.37991196 Validation score: -884.359590 Iteration 21, loss = 19.34767478 Validation score: -882.844805 Iteration 22, loss = 19.31548424 Validation score: -881.332260 Iteration 23, loss = 19.28334051 Validation score: -879.821962 Iteration 24, loss = 19.25124373 Validation score: -878.313918 Iteration 25, loss = 19.21919402 Validation score: -876.808133 Iteration 26, loss = 19.18719147 Validation score: -875.304615 Iteration 27, loss = 19.15523613 Validation score: -873.803366 Iteration 28, loss = 19.12332806 Validation score: -872.304390 Iteration 29, loss = 19.09146727 Validation score: -870.807691 Iteration 30, loss = 19.05965376 Validation score: -869.313270 Iteration 31, loss = 19.02788749 Validation score: -867.821128 Iteration 32, loss = 18.99616844 Validation score: -866.331266 Iteration 33, loss = 18.96449653 Validation score: -864.843684 Iteration 34, loss = 18.93287167 Validation score: -863.358381 Iteration 35, loss = 18.90129377 Validation score: -861.875356 Iteration 36, loss = 18.86976271 Validation score: -860.394605 Iteration 37, loss = 18.83827834 Validation score: -858.916127 Iteration 38, loss = 18.80684052 Validation score: -857.439919 Iteration 39, loss = 18.77544908 Validation score: -855.965976 Iteration 40, loss = 18.74410384 Validation score: -854.494295 Iteration 41, loss = 18.71280461 Validation score: -853.024869 Iteration 42, loss = 18.68155116 Validation score: -851.557695 Iteration 43, loss = 18.65034330 Validation score: -850.092766 Iteration 44, loss = 18.61918078 Validation score: -848.630075 Iteration 45, loss = 18.58806337 Validation score: -847.169616 Iteration 46, loss = 18.55699082 Validation score: -845.711382 Iteration 47, loss = 18.52596286 Validation score: -844.255364 Iteration 48, loss = 18.49497924 Validation score: -842.801554 Iteration 49, loss = 18.46403967 Validation score: -841.349943 Iteration 50, loss = 18.43314389 Validation score: -839.900523 Iteration 51, loss = 18.40229161 Validation score: -838.453282 Iteration 52, loss = 18.37148252 Validation score: -837.008213 Iteration 53, loss = 18.34071636 Validation score: -835.565302 Iteration 54, loss = 18.30999280 Validation score: -834.124541 Iteration 55, loss = 18.27931157 Validation score: -832.685918 Iteration 56, loss = 18.24867234 Validation score: -831.249420 Iteration 57, loss = 18.21807483 Validation score: -829.815036 Iteration 58, loss = 18.18751872 Validation score: -828.382755 Iteration 59, loss = 18.15700372 Validation score: -826.952563 Iteration 60, loss = 18.12652951 Validation score: -825.524448 Iteration 61, loss = 18.09609579 Validation score: -824.098398 Iteration 62, loss = 18.06570227 Validation score: -822.674399 Iteration 63, loss = 18.03534863 Validation score: -821.252439 Iteration 64, loss = 18.00503458 Validation score: -819.832504 Iteration 65, loss = 17.97475982 Validation score: -818.414582 Iteration 66, loss = 17.94452406 Validation score: -816.998660 Iteration 67, loss = 17.91432700 Validation score: -815.584725 Iteration 68, loss = 17.88416835 Validation score: -814.172764 Iteration 69, loss = 17.85404784 Validation score: -812.762765 Iteration 70, loss = 17.82396518 Validation score: -811.354716 Iteration 71, loss = 17.79392009 Validation score: -809.948604 Iteration 72, loss = 17.76391232 Validation score: -808.544418 Iteration 73, loss = 17.73394158 Validation score: -807.142146 Iteration 74, loss = 17.70400762 Validation score: -805.741777 Iteration 75, loss = 17.67411019 Validation score: -804.343301 Iteration 76, loss = 17.64424904 Validation score: -802.946707 Iteration 77, loss = 17.61442394 Validation score: -801.551985 Iteration 78, loss = 17.58463464 Validation score: -800.159127 Iteration 79, loss = 17.55488093 Validation score: -798.768123 Iteration 80, loss = 17.52516258 Validation score: -797.378965 Iteration 81, loss = 17.49547939 Validation score: -795.991646 Iteration 82, loss = 17.46583115 Validation score: -794.606158 Iteration 83, loss = 17.43621766 Validation score: -793.222495 Iteration 84, loss = 17.40663875 Validation score: -791.840652 Iteration 85, loss = 17.37709424 Validation score: -790.460622 Iteration 86, loss = 17.34758395 Validation score: -789.082401 Iteration 87, loss = 17.31810772 Validation score: -787.705986 Iteration 88, loss = 17.28866541 Validation score: -786.331372 Iteration 89, loss = 17.25925686 Validation score: -784.958556 Iteration 90, loss = 17.22988194 Validation score: -783.587537 Iteration 91, loss = 17.20054052 Validation score: -782.218312 Iteration 92, loss = 17.17123249 Validation score: -780.850879 Iteration 93, loss = 17.14195773 Validation score: -779.485238 Iteration 94, loss = 17.11271613 Validation score: -778.121386 Iteration 95, loss = 17.08350759 Validation score: -776.759322 Iteration 96, loss = 17.05433204 Validation score: -775.399047 Iteration 97, loss = 17.02518938 Validation score: -774.040558 Iteration 98, loss = 16.99607954 Validation score: -772.683854 Iteration 99, loss = 16.96700246 Validation score: -771.328933 Iteration 100, loss = 16.93795806 Validation score: -769.975794 Iteration 101, loss = 16.90894629 Validation score: -768.624435 Iteration 102, loss = 16.87996711 Validation score: -767.274851 Iteration 103, loss = 16.85102046 Validation score: -765.927042 Iteration 104, loss = 16.82210632 Validation score: -764.581002 Iteration 105, loss = 16.79322464 Validation score: -763.236729 Iteration 106, loss = 16.76437541 Validation score: -761.894218 Iteration 107, loss = 16.73555860 Validation score: -760.553466 Iteration 108, loss = 16.70677419 Validation score: -759.214469 Iteration 109, loss = 16.67802217 Validation score: -757.877222 Iteration 110, loss = 16.64930254 Validation score: -756.541722 Iteration 111, loss = 16.62061528 Validation score: -755.207965 Iteration 112, loss = 16.59196041 Validation score: -753.875948 Iteration 113, loss = 16.56333793 Validation score: -752.545666 Iteration 114, loss = 16.53474785 Validation score: -751.217118 Iteration 115, loss = 16.50619018 Validation score: -749.890301 Iteration 116, loss = 16.47766494 Validation score: -748.565211 Iteration 117, loss = 16.44917215 Validation score: -747.241848 Iteration 118, loss = 16.42071183 Validation score: -745.920209 Iteration 119, loss = 16.39228402 Validation score: -744.600292 Iteration 120, loss = 16.36388874 Validation score: -743.282098 Iteration 121, loss = 16.33552604 Validation score: -741.965623 Iteration 122, loss = 16.30719594 Validation score: -740.650869 Iteration 123, loss = 16.27889848 Validation score: -739.337834 Iteration 124, loss = 16.25063372 Validation score: -738.026519 Iteration 125, loss = 16.22240170 Validation score: -736.716923 Iteration 126, loss = 16.19420247 Validation score: -735.409046 Iteration 127, loss = 16.16603608 Validation score: -734.102888 Iteration 128, loss = 16.13790258 Validation score: -732.798452 Iteration 129, loss = 16.10980204 Validation score: -731.495736 Iteration 130, loss = 16.08173452 Validation score: -730.194742 Iteration 131, loss = 16.05370007 Validation score: -728.895471 Iteration 132, loss = 16.02569876 Validation score: -727.597925 Iteration 133, loss = 15.99773067 Validation score: -726.302103 Iteration 134, loss = 15.96979586 Validation score: -725.008009 Iteration 135, loss = 15.94189441 Validation score: -723.715643 Iteration 136, loss = 15.91402639 Validation score: -722.425008 Iteration 137, loss = 15.88619188 Validation score: -721.136104 Iteration 138, loss = 15.85839097 Validation score: -719.848934 Iteration 139, loss = 15.83062373 Validation score: -718.563500 Iteration 140, loss = 15.80289025 Validation score: -717.279804 Iteration 141, loss = 15.77519062 Validation score: -715.997849 Iteration 142, loss = 15.74752493 Validation score: -714.717636 Iteration 143, loss = 15.71989328 Validation score: -713.439167 Iteration 144, loss = 15.69229575 Validation score: -712.162447 Iteration 145, loss = 15.66473245 Validation score: -710.887476 Iteration 146, loss = 15.63720347 Validation score: -709.614258 Iteration 147, loss = 15.60970892 Validation score: -708.342795 Iteration 148, loss = 15.58224891 Validation score: -707.073091 Iteration 149, loss = 15.55482353 Validation score: -705.805148 Iteration 150, loss = 15.52743291 Validation score: -704.538969 Iteration 151, loss = 15.50007714 Validation score: -703.274558 Iteration 152, loss = 15.47275635 Validation score: -702.011917 Iteration 153, loss = 15.44547064 Validation score: -700.751050 Iteration 154, loss = 15.41822014 Validation score: -699.491959 Iteration 155, loss = 15.39100497 Validation score: -698.234650 Iteration 156, loss = 15.36382525 Validation score: -696.979124 Iteration 157, loss = 15.33668110 Validation score: -695.725386 Iteration 158, loss = 15.30957264 Validation score: -694.473438 Iteration 159, loss = 15.28250002 Validation score: -693.223286 Iteration 160, loss = 15.25546335 Validation score: -691.974931 Iteration 161, loss = 15.22846277 Validation score: -690.728379 Iteration 162, loss = 15.20149841 Validation score: -689.483632 Iteration 163, loss = 15.17457041 Validation score: -688.240696 Iteration 164, loss = 15.14767891 Validation score: -686.999572 Iteration 165, loss = 15.12082404 Validation score: -685.760267 Iteration 166, loss = 15.09400595 Validation score: -684.522782 Iteration 167, loss = 15.06722477 Validation score: -683.287123 Iteration 168, loss = 15.04048066 Validation score: -682.053294 Iteration 169, loss = 15.01377376 Validation score: -680.821298 Iteration 170, loss = 14.98710421 Validation score: -679.591140 Iteration 171, loss = 14.96047217 Validation score: -678.362824 Iteration 172, loss = 14.93387779 Validation score: -677.136353 Iteration 173, loss = 14.90732121 Validation score: -675.911733 Iteration 174, loss = 14.88080259 Validation score: -674.688968 Iteration 175, loss = 14.85432208 Validation score: -673.468060 Iteration 176, loss = 14.82787984 Validation score: -672.249016 Iteration 177, loss = 14.80147602 Validation score: -671.031839 Iteration 178, loss = 14.77511079 Validation score: -669.816534 Iteration 179, loss = 14.74878429 Validation score: -668.603105 Iteration 180, loss = 14.72249669 Validation score: -667.391555 Iteration 181, loss = 14.69624815 Validation score: -666.181891 Iteration 182, loss = 14.67003882 Validation score: -664.974115 Iteration 183, loss = 14.64386888 Validation score: -663.768232 Iteration 184, loss = 14.61773847 Validation score: -662.564247 Iteration 185, loss = 14.59164775 Validation score: -661.362164 Iteration 186, loss = 14.56559691 Validation score: -660.161988 Iteration 187, loss = 14.53958608 Validation score: -658.963722 Iteration 188, loss = 14.51361544 Validation score: -657.767371 Iteration 189, loss = 14.48768515 Validation score: -656.572940 Iteration 190, loss = 14.46179537 Validation score: -655.380433 Iteration 191, loss = 14.43594626 Validation score: -654.189854 Iteration 192, loss = 14.41013799 Validation score: -653.001207 Iteration 193, loss = 14.38437072 Validation score: -651.814498 Iteration 194, loss = 14.35864460 Validation score: -650.629729 Iteration 195, loss = 14.33295980 Validation score: -649.446905 Iteration 196, loss = 14.30731648 Validation score: -648.266031 Iteration 197, loss = 14.28171480 Validation score: -647.087111 Iteration 198, loss = 14.25615492 Validation score: -645.910148 Iteration 199, loss = 14.23063699 Validation score: -644.735148 Iteration 200, loss = 14.20516118 Validation score: -643.562113 Iteration 201, loss = 14.17972764 Validation score: -642.391048 Iteration 202, loss = 14.15433652 Validation score: -641.221957 Iteration 203, loss = 14.12898798 Validation score: -640.054845 Iteration 204, loss = 14.10368217 Validation score: -638.889714 Iteration 205, loss = 14.07841924 Validation score: -637.726568 Iteration 206, loss = 14.05319934 Validation score: -636.565412 Iteration 207, loss = 14.02802263 Validation score: -635.406249 Iteration 208, loss = 14.00288924 Validation score: -634.249082 Iteration 209, loss = 13.97779932 Validation score: -633.093916 Iteration 210, loss = 13.95275302 Validation score: -631.940754 Iteration 211, loss = 13.92775048 Validation score: -630.789599 Iteration 212, loss = 13.90279183 Validation score: -629.640455 Iteration 213, loss = 13.87787722 Validation score: -628.493324 Iteration 214, loss = 13.85300677 Validation score: -627.348211 Iteration 215, loss = 13.82818063 Validation score: -626.205118 Iteration 216, loss = 13.80339892 Validation score: -625.064049 Iteration 217, loss = 13.77866177 Validation score: -623.925006 Iteration 218, loss = 13.75396931 Validation score: -622.787992 Iteration 219, loss = 13.72932166 Validation score: -621.653011 Iteration 220, loss = 13.70471894 Validation score: -620.520064 Iteration 221, loss = 13.68016127 Validation score: -619.389155 Iteration 222, loss = 13.65564877 Validation score: -618.260286 Iteration 223, loss = 13.63118155 Validation score: -617.133460 Iteration 224, loss = 13.60675971 Validation score: -616.008678 Iteration 225, loss = 13.58238338 Validation score: -614.885944 Iteration 226, loss = 13.55805264 Validation score: -613.765260 Iteration 227, loss = 13.53376761 Validation score: -612.646627 Iteration 228, loss = 13.50952839 Validation score: -611.530047 Iteration 229, loss = 13.48533506 Validation score: -610.415524 Iteration 230, loss = 13.46118771 Validation score: -609.303057 Iteration 231, loss = 13.43708645 Validation score: -608.192650 Iteration 232, loss = 13.41303135 Validation score: -607.084303 Iteration 233, loss = 13.38902250 Validation score: -605.978018 Iteration 234, loss = 13.36505998 Validation score: -604.873797 Iteration 235, loss = 13.34114386 Validation score: -603.771640 Iteration 236, loss = 13.31727421 Validation score: -602.671549 Iteration 237, loss = 13.29345111 Validation score: -601.573526 Iteration 238, loss = 13.26967462 Validation score: -600.477570 Iteration 239, loss = 13.24594480 Validation score: -599.383683 Iteration 240, loss = 13.22226171 Validation score: -598.291865 Iteration 241, loss = 13.19862541 Validation score: -597.202118 Iteration 242, loss = 13.17503594 Validation score: -596.114441 Iteration 243, loss = 13.15149336 Validation score: -595.028835 Iteration 244, loss = 13.12799771 Validation score: -593.945301 Iteration 245, loss = 13.10454903 Validation score: -592.863837 Iteration 246, loss = 13.08114736 Validation score: -591.784445 Iteration 247, loss = 13.05779273 Validation score: -590.707125 Iteration 248, loss = 13.03448517 Validation score: -589.631875 Iteration 249, loss = 13.01122471 Validation score: -588.558697 Iteration 250, loss = 12.98801136 Validation score: -587.487588 Iteration 251, loss = 12.96484515 Validation score: -586.418550 Iteration 252, loss = 12.94172609 Validation score: -585.351580 Iteration 253, loss = 12.91865420 Validation score: -584.286679 Iteration 254, loss = 12.89562947 Validation score: -583.223846 Iteration 255, loss = 12.87265192 Validation score: -582.163078 Iteration 256, loss = 12.84972154 Validation score: -581.104376 Iteration 257, loss = 12.82683833 Validation score: -580.047738 Iteration 258, loss = 12.80400228 Validation score: -578.993163 Iteration 259, loss = 12.78121337 Validation score: -577.940648 Iteration 260, loss = 12.75847160 Validation score: -576.890193 Iteration 261, loss = 12.73577695 Validation score: -575.841796 Iteration 262, loss = 12.71312938 Validation score: -574.795455 Iteration 263, loss = 12.69052888 Validation score: -573.751167 Iteration 264, loss = 12.66797542 Validation score: -572.708931 Iteration 265, loss = 12.64546896 Validation score: -571.668745 Iteration 266, loss = 12.62300945 Validation score: -570.630606 Iteration 267, loss = 12.60059687 Validation score: -569.594511 Iteration 268, loss = 12.57823117 Validation score: -568.560459 Iteration 269, loss = 12.55591229 Validation score: -567.528446 Iteration 270, loss = 12.53364018 Validation score: -566.498470 Iteration 271, loss = 12.51141480 Validation score: -565.470528 Iteration 272, loss = 12.48923607 Validation score: -564.444616 Iteration 273, loss = 12.46710394 Validation score: -563.420731 Iteration 274, loss = 12.44501834 Validation score: -562.398871 Iteration 275, loss = 12.42297920 Validation score: -561.379032 Iteration 276, loss = 12.40098644 Validation score: -560.361210 Iteration 277, loss = 12.37903999 Validation score: -559.345401 Iteration 278, loss = 12.35713976 Validation score: -558.331603 Iteration 279, loss = 12.33528568 Validation score: -557.319810 Iteration 280, loss = 12.31347765 Validation score: -556.310020 Iteration 281, loss = 12.29171559 Validation score: -555.302227 Iteration 282, loss = 12.26999940 Validation score: -554.296429 Iteration 283, loss = 12.24832897 Validation score: -553.292619 Iteration 284, loss = 12.22670422 Validation score: -552.290795 Iteration 285, loss = 12.20512503 Validation score: -551.290951 Iteration 286, loss = 12.18359131 Validation score: -550.293083 Iteration 287, loss = 12.16210293 Validation score: -549.297186 Iteration 288, loss = 12.14065978 Validation score: -548.303256 Iteration 289, loss = 12.11926175 Validation score: -547.311286 Iteration 290, loss = 12.09790872 Validation score: -546.321272 Iteration 291, loss = 12.07660056 Validation score: -545.333210 Iteration 292, loss = 12.05533714 Validation score: -544.347093 Iteration 293, loss = 12.03411835 Validation score: -543.362916 Iteration 294, loss = 12.01294404 Validation score: -542.380674 Iteration 295, loss = 11.99181407 Validation score: -541.400361 Iteration 296, loss = 11.97072832 Validation score: -540.421971 Iteration 297, loss = 11.94968664 Validation score: -539.445498 Iteration 298, loss = 11.92868889 Validation score: -538.470937 Iteration 299, loss = 11.90773491 Validation score: -537.498282 Iteration 300, loss = 11.88682457 Validation score: -536.527526 Iteration 301, loss = 11.86595770 Validation score: -535.558663 Iteration 302, loss = 11.84513415 Validation score: -534.591687 Iteration 303, loss = 11.82435377 Validation score: -533.626591 Iteration 304, loss = 11.80361638 Validation score: -532.663369 Iteration 305, loss = 11.78292184 Validation score: -531.702014 Iteration 306, loss = 11.76226998 Validation score: -530.742520 Iteration 307, loss = 11.74166062 Validation score: -529.784879 Iteration 308, loss = 11.72109359 Validation score: -528.829085 Iteration 309, loss = 11.70056872 Validation score: -527.875130 Iteration 310, loss = 11.68008585 Validation score: -526.923008 Iteration 311, loss = 11.65964477 Validation score: -525.972711 Iteration 312, loss = 11.63924533 Validation score: -525.024233 Iteration 313, loss = 11.61888732 Validation score: -524.077565 Iteration 314, loss = 11.59857058 Validation score: -523.132700 Iteration 315, loss = 11.57829490 Validation score: -522.189630 Iteration 316, loss = 11.55806011 Validation score: -521.248349 Iteration 317, loss = 11.53786600 Validation score: -520.308848 Iteration 318, loss = 11.51771239 Validation score: -519.371119 Iteration 319, loss = 11.49759907 Validation score: -518.435154 Iteration 320, loss = 11.47752585 Validation score: -517.500946 Iteration 321, loss = 11.45749252 Validation score: -516.568486 Iteration 322, loss = 11.43749889 Validation score: -515.637766 Iteration 323, loss = 11.41754475 Validation score: -514.708778 Iteration 324, loss = 11.39762988 Validation score: -513.781514 Iteration 325, loss = 11.37775409 Validation score: -512.855965 Iteration 326, loss = 11.35791716 Validation score: -511.932122 Iteration 327, loss = 11.33811887 Validation score: -511.009977 Iteration 328, loss = 11.31835902 Validation score: -510.089522 Iteration 329, loss = 11.29863738 Validation score: -509.170747 Iteration 330, loss = 11.27895374 Validation score: -508.253644 Iteration 331, loss = 11.25930787 Validation score: -507.338204 Iteration 332, loss = 11.23969955 Validation score: -506.424418 Iteration 333, loss = 11.22012856 Validation score: -505.512276 Iteration 334, loss = 11.20059468 Validation score: -504.601771 Iteration 335, loss = 11.18109766 Validation score: -503.692891 Iteration 336, loss = 11.16163729 Validation score: -502.785629 Iteration 337, loss = 11.14221333 Validation score: -501.879975 Iteration 338, loss = 11.12282555 Validation score: -500.975919 Iteration 339, loss = 11.10347372 Validation score: -500.073452 Iteration 340, loss = 11.08415760 Validation score: -499.172565 Iteration 341, loss = 11.06487694 Validation score: -498.273247 Iteration 342, loss = 11.04563152 Validation score: -497.375489 Iteration 343, loss = 11.02642108 Validation score: -496.479282 Iteration 344, loss = 11.00724539 Validation score: -495.584615 Iteration 345, loss = 10.98810421 Validation score: -494.691478 Iteration 346, loss = 10.96899728 Validation score: -493.799862 Iteration 347, loss = 10.94992437 Validation score: -492.909757 Iteration 348, loss = 10.93088521 Validation score: -492.021152 Iteration 349, loss = 10.91187957 Validation score: -491.134037 Iteration 350, loss = 10.89290719 Validation score: -490.248402 Iteration 351, loss = 10.87396782 Validation score: -489.364236 Iteration 352, loss = 10.85506120 Validation score: -488.481530 Iteration 353, loss = 10.83618708 Validation score: -487.600273 Iteration 354, loss = 10.81734520 Validation score: -486.720455 Iteration 355, loss = 10.79853531 Validation score: -485.842064 Iteration 356, loss = 10.77975714 Validation score: -484.965091 Iteration 357, loss = 10.76101043 Validation score: -484.089524 Iteration 358, loss = 10.74229494 Validation score: -483.215353 Iteration 359, loss = 10.72361038 Validation score: -482.342567 Iteration 360, loss = 10.70495649 Validation score: -481.471155 Iteration 361, loss = 10.68633302 Validation score: -480.601107 Iteration 362, loss = 10.66773970 Validation score: -479.732411 Iteration 363, loss = 10.64917625 Validation score: -478.865057 Iteration 364, loss = 10.63064241 Validation score: -477.999033 Iteration 365, loss = 10.61213791 Validation score: -477.134328 Iteration 366, loss = 10.59366248 Validation score: -476.270932 Iteration 367, loss = 10.57521585 Validation score: -475.408832 Iteration 368, loss = 10.55679775 Validation score: -474.548018 Iteration 369, loss = 10.53840790 Validation score: -473.688479 Iteration 370, loss = 10.52004602 Validation score: -472.830202 Iteration 371, loss = 10.50171185 Validation score: -471.973177 Iteration 372, loss = 10.48340511 Validation score: -471.117393 Iteration 373, loss = 10.46512552 Validation score: -470.262837 Iteration 374, loss = 10.44687280 Validation score: -469.409498 Iteration 375, loss = 10.42864667 Validation score: -468.557365 Iteration 376, loss = 10.41044686 Validation score: -467.706426 Iteration 377, loss = 10.39227308 Validation score: -466.856669 Iteration 378, loss = 10.37412506 Validation score: -466.008083 Iteration 379, loss = 10.35600251 Validation score: -465.160656 Iteration 380, loss = 10.33790515 Validation score: -464.314376 Iteration 381, loss = 10.31983270 Validation score: -463.469231 Iteration 382, loss = 10.30178487 Validation score: -462.625210 Iteration 383, loss = 10.28376138 Validation score: -461.782300 Iteration 384, loss = 10.26576195 Validation score: -460.940490 Iteration 385, loss = 10.24778630 Validation score: -460.099768 Iteration 386, loss = 10.22983412 Validation score: -459.260122 Iteration 387, loss = 10.21190515 Validation score: -458.421539 Iteration 388, loss = 10.19399909 Validation score: -457.584009 Iteration 389, loss = 10.17611567 Validation score: -456.747518 Iteration 390, loss = 10.15825458 Validation score: -455.912055 Iteration 391, loss = 10.14041554 Validation score: -455.077607 Iteration 392, loss = 10.12259828 Validation score: -454.244163 Iteration 393, loss = 10.10480249 Validation score: -453.411711 Iteration 394, loss = 10.08702790 Validation score: -452.580238 Iteration 395, loss = 10.06927421 Validation score: -451.749732 Iteration 396, loss = 10.05154114 Validation score: -450.920181 Iteration 397, loss = 10.03382839 Validation score: -450.091573 Iteration 398, loss = 10.01613569 Validation score: -449.263895 Iteration 399, loss = 9.99846274 Validation score: -448.437136 Iteration 400, loss = 9.98080926 Validation score: -447.611283 Iteration 401, loss = 9.96317495 Validation score: -446.786325 Iteration 402, loss = 9.94555954 Validation score: -445.962248 Iteration 403, loss = 9.92796273 Validation score: -445.139041 Iteration 404, loss = 9.91038424 Validation score: -444.316691 Iteration 405, loss = 9.89282379 Validation score: -443.495187 Iteration 406, loss = 9.87528108 Validation score: -442.674516 Iteration 407, loss = 9.85775583 Validation score: -441.854667 Iteration 408, loss = 9.84024775 Validation score: -441.035626 Iteration 409, loss = 9.82275657 Validation score: -440.217382 Iteration 410, loss = 9.80528200 Validation score: -439.399923 Iteration 411, loss = 9.78782375 Validation score: -438.583236 Iteration 412, loss = 9.77038155 Validation score: -437.767311 Iteration 413, loss = 9.75295511 Validation score: -436.952133 Iteration 414, loss = 9.73554416 Validation score: -436.137693 Iteration 415, loss = 9.71814841 Validation score: -435.323977 Iteration 416, loss = 9.70076758 Validation score: -434.510974 Iteration 417, loss = 9.68340141 Validation score: -433.698672 Iteration 418, loss = 9.66604961 Validation score: -432.887059 Iteration 419, loss = 9.64871190 Validation score: 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score: -419.183913 Iteration 436, loss = 9.35586972 Validation score: -418.382755 Iteration 437, loss = 9.33874075 Validation score: -417.582075 Iteration 438, loss = 9.32162101 Validation score: -416.781862 Iteration 439, loss = 9.30451025 Validation score: -415.982107 Iteration 440, loss = 9.28740827 Validation score: -415.182799 Iteration 441, loss = 9.27031481 Validation score: -414.383928 Iteration 442, loss = 9.25322968 Validation score: -413.585486 Iteration 443, loss = 9.23615263 Validation score: -412.787462 Iteration 444, loss = 9.21908346 Validation score: -411.989848 Iteration 445, loss = 9.20202196 Validation score: -411.192633 Iteration 446, loss = 9.18496790 Validation score: -410.395809 Iteration 447, loss = 9.16792110 Validation score: -409.599367 Iteration 448, loss = 9.15088133 Validation score: -408.803297 Iteration 449, loss = 9.13384842 Validation score: -408.007593 Iteration 450, loss = 9.11682215 Validation score: -407.212244 Iteration 451, loss = 9.09980234 Validation score: -406.417243 Iteration 452, loss = 9.08278881 Validation score: -405.622581 Iteration 453, loss = 9.06578137 Validation score: -404.828251 Iteration 454, loss = 9.04877983 Validation score: -404.034245 Iteration 455, loss = 9.03178404 Validation score: -403.240555 Iteration 456, loss = 9.01479381 Validation score: -402.447174 Iteration 457, loss = 8.99780899 Validation score: -401.654095 Iteration 458, loss = 8.98082941 Validation score: -400.861311 Iteration 459, loss = 8.96385491 Validation score: -400.068815 Iteration 460, loss = 8.94688535 Validation score: -399.276601 Iteration 461, loss = 8.92992058 Validation score: -398.484661 Iteration 462, loss = 8.91296045 Validation score: -397.692991 Iteration 463, loss = 8.89600484 Validation score: -396.901584 Iteration 464, loss = 8.87905360 Validation score: -396.110434 Iteration 465, loss = 8.86210662 Validation score: -395.319536 Iteration 466, loss = 8.84516376 Validation score: -394.528884 Iteration 467, loss = 8.82822493 Validation score: -393.738475 Iteration 468, loss = 8.81128999 Validation score: -392.948301 Iteration 469, loss = 8.79435886 Validation score: -392.158361 Iteration 470, loss = 8.77743142 Validation score: -391.368648 Iteration 471, loss = 8.76050759 Validation score: -390.579159 Iteration 472, loss = 8.74358728 Validation score: -389.789890 Iteration 473, loss = 8.72667040 Validation score: -389.000837 Iteration 474, loss = 8.70975688 Validation score: -388.211997 Iteration 475, loss = 8.69284664 Validation score: -387.423367 Iteration 476, loss = 8.67593961 Validation score: -386.634945 Iteration 477, loss = 8.65903575 Validation score: -385.846726 Iteration 478, loss = 8.64213498 Validation score: -385.058710 Iteration 479, loss = 8.62523728 Validation score: -384.270894 Iteration 480, loss = 8.60834258 Validation score: -383.483277 Iteration 481, loss = 8.59145086 Validation score: -382.695856 Iteration 482, loss = 8.57456208 Validation score: -381.908630 Iteration 483, loss = 8.55767623 Validation score: -381.121599 Iteration 484, loss = 8.54079327 Validation score: -380.334761 Iteration 485, loss = 8.52391320 Validation score: -379.548116 Iteration 486, loss = 8.50703601 Validation score: -378.761665 Iteration 487, loss = 8.49016171 Validation score: -377.975406 Iteration 488, loss = 8.47329029 Validation score: -377.189340 Iteration 489, loss = 8.45642176 Validation score: -376.403468 Iteration 490, loss = 8.43955615 Validation score: -375.617790 Iteration 491, loss = 8.42269348 Validation score: -374.832308 Iteration 492, loss = 8.40583378 Validation score: -374.047023 Iteration 493, loss = 8.38897708 Validation score: -373.261937 Iteration 494, loss = 8.37212342 Validation score: -372.477051 Iteration 495, loss = 8.35527286 Validation score: -371.692368 Iteration 496, loss = 8.33842544 Validation score: -370.907890 Iteration 497, loss = 8.32158122 Validation score: -370.123619 Iteration 498, loss = 8.30474028 Validation score: -369.339559 Iteration 499, loss = 8.28790267 Validation score: -368.555713 Iteration 500, loss = 8.27106849 Validation score: -367.772085 Iteration 501, loss = 8.25423780 Validation score: -366.988677 Iteration 502, loss = 8.23741070 Validation score: -366.205494 Iteration 503, loss = 8.22058728 Validation score: -365.422540 Iteration 504, loss = 8.20376764 Validation score: -364.639820 Iteration 505, loss = 8.18695189 Validation score: -363.857338 Iteration 506, loss = 8.17014014 Validation score: -363.075100 Iteration 507, loss = 8.15333250 Validation score: -362.293109 Iteration 508, loss = 8.13652909 Validation score: -361.511373 Iteration 509, loss = 8.11973004 Validation score: -360.729896 Iteration 510, loss = 8.10293549 Validation score: -359.948685 Iteration 511, loss = 8.08614557 Validation score: -359.167745 Iteration 512, loss = 8.06936041 Validation score: -358.387083 Iteration 513, loss = 8.05258018 Validation score: -357.606705 Iteration 514, loss = 8.03580501 Validation score: 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score: -344.391137 Iteration 531, loss = 7.75157135 Validation score: -343.617226 Iteration 532, loss = 7.73491831 Validation score: -342.843761 Iteration 533, loss = 7.71827401 Validation score: -342.070750 Iteration 534, loss = 7.70163867 Validation score: -341.298205 Iteration 535, loss = 7.68501253 Validation score: -340.526135 Iteration 536, loss = 7.66839580 Validation score: -339.754552 Iteration 537, loss = 7.65178874 Validation score: -338.983464 Iteration 538, loss = 7.63519157 Validation score: -338.212884 Iteration 539, loss = 7.61860453 Validation score: -337.442821 Iteration 540, loss = 7.60202786 Validation score: -336.673286 Iteration 541, loss = 7.58546180 Validation score: -335.904291 Iteration 542, loss = 7.56890659 Validation score: -335.135845 Iteration 543, loss = 7.55236248 Validation score: -334.367960 Iteration 544, loss = 7.53582972 Validation score: -333.600648 Iteration 545, loss = 7.51930854 Validation score: -332.833918 Iteration 546, loss = 7.50279920 Validation score: -332.067783 Iteration 547, loss = 7.48630195 Validation score: -331.302253 Iteration 548, loss = 7.46981704 Validation score: -330.537339 Iteration 549, loss = 7.45334471 Validation score: -329.773053 Iteration 550, loss = 7.43688521 Validation score: -329.009407 Iteration 551, loss = 7.42043881 Validation score: -328.246410 Iteration 552, loss = 7.40400574 Validation score: -327.484075 Iteration 553, loss = 7.38758626 Validation score: -326.722414 Iteration 554, loss = 7.37118063 Validation score: -325.961436 Iteration 555, loss = 7.35478909 Validation score: -325.201155 Iteration 556, loss = 7.33841190 Validation score: -324.441580 Iteration 557, loss = 7.32204931 Validation score: -323.682723 Iteration 558, loss = 7.30570157 Validation score: -322.924597 Iteration 559, loss = 7.28936892 Validation score: -322.167211 Iteration 560, loss = 7.27305163 Validation score: -321.410577 Iteration 561, loss = 7.25674994 Validation score: -320.654707 Iteration 562, loss = 7.24046409 Validation score: -319.899612 Iteration 563, loss = 7.22419434 Validation score: -319.145302 Iteration 564, loss = 7.20794094 Validation score: -318.391790 Iteration 565, loss = 7.19170412 Validation score: -317.639085 Iteration 566, loss = 7.17548414 Validation score: -316.887200 Iteration 567, loss = 7.15928123 Validation score: -316.136145 Iteration 568, loss = 7.14309564 Validation score: -315.385931 Iteration 569, loss = 7.12692761 Validation score: -314.636570 Iteration 570, loss = 7.11077738 Validation score: -313.888071 Iteration 571, loss = 7.09464518 Validation score: -313.140445 Iteration 572, loss = 7.07853126 Validation score: -312.393704 Iteration 573, loss = 7.06243584 Validation score: -311.647858 Iteration 574, loss = 7.04635916 Validation score: -310.902917 Iteration 575, loss = 7.03030145 Validation score: -310.158892 Iteration 576, loss = 7.01426293 Validation score: -309.415793 Iteration 577, loss = 6.99824384 Validation score: -308.673631 Iteration 578, loss = 6.98224439 Validation score: -307.932415 Iteration 579, loss = 6.96626481 Validation score: -307.192156 Iteration 580, loss = 6.95030533 Validation score: -306.452864 Iteration 581, loss = 6.93436614 Validation score: -305.714548 Iteration 582, loss = 6.91844748 Validation score: -304.977218 Iteration 583, loss = 6.90254956 Validation score: -304.240885 Iteration 584, loss = 6.88667257 Validation score: -303.505557 Iteration 585, loss = 6.87081674 Validation score: -302.771244 Iteration 586, loss = 6.85498227 Validation score: -302.037956 Iteration 587, loss = 6.83916936 Validation score: -301.305701 Iteration 588, loss = 6.82337821 Validation score: -300.574490 Iteration 589, loss = 6.80760902 Validation score: -299.844329 Iteration 590, loss = 6.79186197 Validation score: -299.115230 Iteration 591, loss = 6.77613728 Validation score: -298.387200 Iteration 592, loss = 6.76043511 Validation score: -297.660247 Iteration 593, loss = 6.74475567 Validation score: -296.934382 Iteration 594, loss = 6.72909913 Validation score: -296.209611 Iteration 595, loss = 6.71346568 Validation score: -295.485944 Iteration 596, loss = 6.69785549 Validation score: -294.763388 Iteration 597, loss = 6.68226873 Validation score: -294.041951 Iteration 598, loss = 6.66670559 Validation score: -293.321641 Iteration 599, loss = 6.65116622 Validation score: -292.602466 Iteration 600, loss = 6.63565080 Validation score: -291.884434 Iteration 601, loss = 6.62015949 Validation score: -291.167552 Iteration 602, loss = 6.60469245 Validation score: -290.451827 Iteration 603, loss = 6.58924983 Validation score: -289.737267 Iteration 604, loss = 6.57383180 Validation score: -289.023879 Iteration 605, loss = 6.55843849 Validation score: -288.311669 Iteration 606, loss = 6.54307007 Validation score: -287.600645 Iteration 607, loss = 6.52772667 Validation score: -286.890813 Iteration 608, loss = 6.51240844 Validation score: -286.182179 Iteration 609, loss = 6.49711552 Validation score: 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score: -274.324496 Iteration 626, loss = 6.24112871 Validation score: -273.638406 Iteration 627, loss = 6.22631181 Validation score: -272.953612 Iteration 628, loss = 6.21152232 Validation score: -272.270121 Iteration 629, loss = 6.19676030 Validation score: -271.587935 Iteration 630, loss = 6.18202585 Validation score: -270.907058 Iteration 631, loss = 6.16731904 Validation score: -270.227494 Iteration 632, loss = 6.15263994 Validation score: -269.549246 Iteration 633, loss = 6.13798862 Validation score: -268.872317 Iteration 634, loss = 6.12336516 Validation score: -268.196711 Iteration 635, loss = 6.10876961 Validation score: -267.522431 Iteration 636, loss = 6.09420205 Validation score: -266.849479 Iteration 637, loss = 6.07966254 Validation score: -266.177859 Iteration 638, loss = 6.06515112 Validation score: -265.507573 Iteration 639, loss = 6.05066787 Validation score: -264.838624 Iteration 640, loss = 6.03621283 Validation score: -264.171015 Iteration 641, loss = 6.02178606 Validation score: -263.504747 Iteration 642, loss = 6.00738759 Validation score: -262.839823 Iteration 643, loss = 5.99301749 Validation score: -262.176246 Iteration 644, loss = 5.97867580 Validation score: -261.514017 Iteration 645, loss = 5.96436255 Validation score: -260.853138 Iteration 646, loss = 5.95007779 Validation score: -260.193611 Iteration 647, loss = 5.93582156 Validation score: -259.535439 Iteration 648, loss = 5.92159389 Validation score: -258.878622 Iteration 649, loss = 5.90739481 Validation score: -258.223162 Iteration 650, loss = 5.89322436 Validation score: -257.569061 Iteration 651, loss = 5.87908257 Validation score: -256.916320 Iteration 652, loss = 5.86496946 Validation score: -256.264940 Iteration 653, loss = 5.85088505 Validation score: -255.614923 Iteration 654, loss = 5.83682938 Validation score: -254.966269 Iteration 655, loss = 5.82280246 Validation score: -254.318980 Iteration 656, loss = 5.80880432 Validation score: -253.673056 Iteration 657, loss = 5.79483496 Validation score: -253.028499 Iteration 658, loss = 5.78089441 Validation score: -252.385309 Iteration 659, loss = 5.76698268 Validation score: -251.743487 Iteration 660, loss = 5.75309978 Validation score: -251.103032 Iteration 661, loss = 5.73924573 Validation score: -250.463947 Iteration 662, loss = 5.72542052 Validation score: -249.826231 Iteration 663, loss = 5.71162417 Validation score: -249.189884 Iteration 664, loss = 5.69785669 Validation score: -248.554907 Iteration 665, loss = 5.68411807 Validation score: -247.921300 Iteration 666, loss = 5.67040831 Validation score: -247.289063 Iteration 667, loss = 5.65672743 Validation score: -246.658196 Iteration 668, loss = 5.64307541 Validation score: -246.028699 Iteration 669, loss = 5.62945226 Validation score: -245.400572 Iteration 670, loss = 5.61585796 Validation score: -244.773814 Iteration 671, loss = 5.60229252 Validation score: -244.148426 Iteration 672, loss = 5.58875593 Validation score: -243.524406 Iteration 673, loss = 5.57524817 Validation score: -242.901756 Iteration 674, loss = 5.56176924 Validation score: -242.280473 Iteration 675, loss = 5.54831913 Validation score: -241.660558 Iteration 676, loss = 5.53489782 Validation score: -241.042010 Iteration 677, loss = 5.52150530 Validation score: -240.424829 Iteration 678, loss = 5.50814155 Validation score: -239.809012 Iteration 679, loss = 5.49480657 Validation score: -239.194561 Iteration 680, loss = 5.48150032 Validation score: -238.581474 Iteration 681, loss = 5.46822279 Validation score: -237.969750 Iteration 682, loss = 5.45497396 Validation score: -237.359388 Iteration 683, loss = 5.44175381 Validation score: -236.750387 Iteration 684, loss = 5.42856231 Validation score: -236.142746 Iteration 685, loss = 5.41539945 Validation score: -235.536464 Iteration 686, loss = 5.40226519 Validation score: -234.931540 Iteration 687, loss = 5.38915952 Validation score: -234.327973 Iteration 688, loss = 5.37608240 Validation score: -233.725761 Iteration 689, loss = 5.36303381 Validation score: -233.124902 Iteration 690, loss = 5.35001372 Validation score: -232.525397 Iteration 691, loss = 5.33702209 Validation score: -231.927242 Iteration 692, loss = 5.32405890 Validation score: -231.330438 Iteration 693, loss = 5.31112412 Validation score: -230.734981 Iteration 694, loss = 5.29821771 Validation score: -230.140872 Iteration 695, loss = 5.28533964 Validation score: -229.548107 Iteration 696, loss = 5.27248988 Validation score: -228.956686 Iteration 697, loss = 5.25966839 Validation score: -228.366607 Iteration 698, loss = 5.24687513 Validation score: -227.777868 Iteration 699, loss = 5.23411007 Validation score: -227.190467 Iteration 700, loss = 5.22137316 Validation score: -226.604404 Iteration 701, loss = 5.20866438 Validation score: -226.019674 Iteration 702, loss = 5.19598368 Validation score: -225.436278 Iteration 703, loss = 5.18333103 Validation score: -224.854213 Iteration 704, loss = 5.17070637 Validation score: 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score: -215.160790 Iteration 721, loss = 4.96032933 Validation score: -214.602329 Iteration 722, loss = 4.94820110 Validation score: -214.045157 Iteration 723, loss = 4.93609999 Validation score: -213.489272 Iteration 724, loss = 4.92402596 Validation score: -212.934673 Iteration 725, loss = 4.91197894 Validation score: -212.381356 Iteration 726, loss = 4.89995890 Validation score: -211.829320 Iteration 727, loss = 4.88796577 Validation score: -211.278560 Iteration 728, loss = 4.87599950 Validation score: -210.729077 Iteration 729, loss = 4.86406004 Validation score: -210.180865 Iteration 730, loss = 4.85214735 Validation score: -209.633924 Iteration 731, loss = 4.84026136 Validation score: -209.088250 Iteration 732, loss = 4.82840202 Validation score: -208.543842 Iteration 733, loss = 4.81656927 Validation score: -208.000696 Iteration 734, loss = 4.80476307 Validation score: -207.458809 Iteration 735, loss = 4.79298336 Validation score: -206.918180 Iteration 736, loss = 4.78123008 Validation score: -206.378806 Iteration 737, loss = 4.76950319 Validation score: -205.840684 Iteration 738, loss = 4.75780261 Validation score: -205.303811 Iteration 739, loss = 4.74612831 Validation score: -204.768185 Iteration 740, loss = 4.73448021 Validation score: -204.233803 Iteration 741, loss = 4.72285828 Validation score: -203.700662 Iteration 742, loss = 4.71126245 Validation score: -203.168761 Iteration 743, loss = 4.69969266 Validation score: -202.638095 Iteration 744, loss = 4.68814885 Validation score: -202.108663 Iteration 745, loss = 4.67663099 Validation score: -201.580461 Iteration 746, loss = 4.66513899 Validation score: -201.053488 Iteration 747, loss = 4.65367282 Validation score: -200.527740 Iteration 748, loss = 4.64223240 Validation score: -200.003215 Iteration 749, loss = 4.63081770 Validation score: -199.479909 Iteration 750, loss = 4.61942863 Validation score: -198.957821 Iteration 751, loss = 4.60806516 Validation score: -198.436947 Iteration 752, loss = 4.59672722 Validation score: -197.917284 Iteration 753, loss = 4.58541476 Validation score: -197.398831 Iteration 754, loss = 4.57412771 Validation score: -196.881584 Iteration 755, loss = 4.56286603 Validation score: -196.365540 Iteration 756, loss = 4.55162964 Validation score: -195.850697 Iteration 757, loss = 4.54041850 Validation score: -195.337052 Iteration 758, loss = 4.52923255 Validation score: -194.824601 Iteration 759, loss = 4.51807172 Validation score: -194.313344 Iteration 760, loss = 4.50693596 Validation score: -193.803275 Iteration 761, loss = 4.49582522 Validation score: -193.294394 Iteration 762, loss = 4.48473942 Validation score: -192.786697 Iteration 763, loss = 4.47367853 Validation score: -192.280181 Iteration 764, loss = 4.46264247 Validation score: -191.774843 Iteration 765, loss = 4.45163118 Validation score: -191.270681 Iteration 766, loss = 4.44064462 Validation score: -190.767692 Iteration 767, loss = 4.42968273 Validation score: -190.265873 Iteration 768, loss = 4.41874543 Validation score: -189.765221 Iteration 769, loss = 4.40783268 Validation score: -189.265734 Iteration 770, loss = 4.39694442 Validation score: -188.767409 Iteration 771, loss = 4.38608058 Validation score: -188.270243 Iteration 772, loss = 4.37524112 Validation score: -187.774232 Iteration 773, loss = 4.36442597 Validation score: -187.279375 Iteration 774, loss = 4.35363507 Validation score: -186.785669 Iteration 775, loss = 4.34286837 Validation score: -186.293110 Iteration 776, loss = 4.33212580 Validation score: -185.801697 Iteration 777, loss = 4.32140731 Validation score: -185.311425 Iteration 778, loss = 4.31071284 Validation score: -184.822293 Iteration 779, loss = 4.30004234 Validation score: -184.334298 Iteration 780, loss = 4.28939574 Validation score: -183.847437 Iteration 781, loss = 4.27877298 Validation score: -183.361706 Iteration 782, loss = 4.26817401 Validation score: -182.877104 Iteration 783, loss = 4.25759878 Validation score: -182.393628 Iteration 784, loss = 4.24704721 Validation score: -181.911274 Iteration 785, loss = 4.23651926 Validation score: -181.430040 Iteration 786, loss = 4.22601486 Validation score: -180.949923 Iteration 787, loss = 4.21553396 Validation score: -180.470921 Iteration 788, loss = 4.20507650 Validation score: -179.993030 Iteration 789, loss = 4.19464242 Validation score: -179.516249 Iteration 790, loss = 4.18423167 Validation score: -179.040573 Iteration 791, loss = 4.17384419 Validation score: -178.566001 Iteration 792, loss = 4.16347991 Validation score: -178.092530 Iteration 793, loss = 4.15313879 Validation score: -177.620156 Iteration 794, loss = 4.14282076 Validation score: -177.148877 Iteration 795, loss = 4.13252577 Validation score: -176.678691 Iteration 796, loss = 4.12225376 Validation score: -176.209595 Iteration 797, loss = 4.11200467 Validation score: -175.741586 Iteration 798, loss = 4.10177845 Validation score: -175.274660 Iteration 799, loss = 4.09157504 Validation score: -174.808816 Iteration 800, loss = 4.08139438 Validation score: -174.344051 Iteration 801, loss = 4.07123642 Validation score: -173.880362 Iteration 802, loss = 4.06110110 Validation score: -173.417747 Iteration 803, loss = 4.05098835 Validation score: -172.956202 Iteration 804, loss = 4.04089814 Validation score: -172.495725 Iteration 805, loss = 4.03083039 Validation score: -172.036313 Iteration 806, loss = 4.02078506 Validation score: -171.577963 Iteration 807, loss = 4.01076208 Validation score: -171.120674 Iteration 808, loss = 4.00076141 Validation score: -170.664441 Iteration 809, loss = 3.99078298 Validation score: -170.209263 Iteration 810, loss = 3.98082674 Validation score: -169.755137 Iteration 811, loss = 3.97089263 Validation score: -169.302060 Iteration 812, loss = 3.96098060 Validation score: -168.850030 Iteration 813, loss = 3.95109059 Validation score: -168.399043 Iteration 814, loss = 3.94122255 Validation score: -167.949097 Iteration 815, loss = 3.93137642 Validation score: -167.500190 Iteration 816, loss = 3.92155215 Validation score: -167.052319 Iteration 817, loss = 3.91174968 Validation score: -166.605481 Iteration 818, loss = 3.90196895 Validation score: -166.159673 Iteration 819, loss = 3.89220992 Validation score: -165.714894 Iteration 820, loss = 3.88247252 Validation score: -165.271140 Iteration 821, loss = 3.87275671 Validation score: -164.828408 Iteration 822, loss = 3.86306242 Validation score: -164.386697 Iteration 823, loss = 3.85338961 Validation score: -163.946004 Iteration 824, loss = 3.84373821 Validation score: -163.506325 Iteration 825, loss = 3.83410818 Validation score: -163.067658 Iteration 826, loss = 3.82449946 Validation score: -162.630002 Iteration 827, loss = 3.81491200 Validation score: -162.193352 Iteration 828, loss = 3.80534574 Validation score: -161.757707 Iteration 829, loss = 3.79580063 Validation score: -161.323064 Iteration 830, loss = 3.78627662 Validation score: -160.889421 Iteration 831, loss = 3.77677365 Validation score: -160.456774 Iteration 832, loss = 3.76729167 Validation score: -160.025122 Iteration 833, loss = 3.75783062 Validation score: -159.594462 Iteration 834, loss = 3.74839046 Validation score: -159.164791 Iteration 835, loss = 3.73897113 Validation score: -158.736107 Iteration 836, loss = 3.72957258 Validation score: -158.308407 Iteration 837, loss = 3.72019475 Validation score: -157.881688 Iteration 838, loss = 3.71083760 Validation score: -157.455949 Iteration 839, loss = 3.70150106 Validation score: -157.031187 Iteration 840, loss = 3.69218510 Validation score: -156.607399 Iteration 841, loss = 3.68288965 Validation score: -156.184582 Iteration 842, loss = 3.67361466 Validation score: -155.762735 Iteration 843, loss = 3.66436009 Validation score: -155.341854 Iteration 844, loss = 3.65512587 Validation score: -154.921938 Iteration 845, loss = 3.64591197 Validation score: -154.502984 Iteration 846, loss = 3.63671832 Validation score: -154.084989 Iteration 847, loss = 3.62754488 Validation score: -153.667950 Iteration 848, loss = 3.61839160 Validation score: -153.251867 Iteration 849, loss = 3.60925841 Validation score: -152.836735 Iteration 850, loss = 3.60014529 Validation score: -152.422553 Iteration 851, loss = 3.59105216 Validation score: -152.009318 Iteration 852, loss = 3.58197899 Validation score: -151.597027 Iteration 853, loss = 3.57292571 Validation score: -151.185679 Iteration 854, loss = 3.56389229 Validation score: -150.775271 Iteration 855, loss = 3.55487867 Validation score: -150.365801 Iteration 856, loss = 3.54588480 Validation score: -149.957265 Iteration 857, loss = 3.53691063 Validation score: -149.549662 Iteration 858, loss = 3.52795611 Validation score: -149.142990 Iteration 859, loss = 3.51902119 Validation score: -148.737245 Iteration 860, loss = 3.51010583 Validation score: -148.332426 Iteration 861, loss = 3.50120996 Validation score: -147.928530 Iteration 862, loss = 3.49233355 Validation score: -147.525555 Iteration 863, loss = 3.48347654 Validation score: -147.123499 Iteration 864, loss = 3.47463889 Validation score: -146.722358 Iteration 865, loss = 3.46582054 Validation score: -146.322132 Iteration 866, loss = 3.45702144 Validation score: -145.922817 Iteration 867, loss = 3.44824156 Validation score: -145.524411 Iteration 868, loss = 3.43948084 Validation score: -145.126912 Iteration 869, loss = 3.43073922 Validation score: -144.730317 Iteration 870, loss = 3.42201667 Validation score: -144.334625 Iteration 871, loss = 3.41331313 Validation score: -143.939832 Iteration 872, loss = 3.40462856 Validation score: -143.545937 Iteration 873, loss = 3.39596291 Validation score: -143.152938 Iteration 874, loss = 3.38731613 Validation score: -142.760831 Iteration 875, loss = 3.37868818 Validation score: -142.369615 Iteration 876, loss = 3.37007900 Validation score: -141.979288 Iteration 877, loss = 3.36148854 Validation score: -141.589847 Iteration 878, loss = 3.35291677 Validation score: -141.201290 Iteration 879, loss = 3.34436363 Validation score: -140.813615 Iteration 880, loss = 3.33582908 Validation score: -140.426819 Iteration 881, loss = 3.32731307 Validation score: -140.040900 Iteration 882, loss = 3.31881556 Validation score: -139.655857 Iteration 883, loss = 3.31033649 Validation score: -139.271686 Iteration 884, loss = 3.30187582 Validation score: -138.888386 Iteration 885, loss = 3.29343350 Validation score: -138.505954 Iteration 886, loss = 3.28500950 Validation score: -138.124388 Iteration 887, loss = 3.27660375 Validation score: -137.743686 Iteration 888, loss = 3.26821622 Validation score: -137.363846 Iteration 889, loss = 3.25984686 Validation score: -136.984866 Iteration 890, loss = 3.25149563 Validation score: -136.606743 Iteration 891, loss = 3.24316247 Validation score: -136.229475 Iteration 892, loss = 3.23484735 Validation score: -135.853060 Iteration 893, loss = 3.22655021 Validation score: -135.477496 Iteration 894, loss = 3.21827102 Validation score: -135.102781 Iteration 895, loss = 3.21000972 Validation score: -134.728912 Iteration 896, loss = 3.20176627 Validation score: -134.355887 Iteration 897, loss = 3.19354064 Validation score: -133.983705 Iteration 898, loss = 3.18533276 Validation score: -133.612363 Iteration 899, loss = 3.17714261 Validation score: -133.241859 Iteration 900, loss = 3.16897012 Validation score: -132.872191 Iteration 901, loss = 3.16081527 Validation score: -132.503357 Iteration 902, loss = 3.15267800 Validation score: -132.135354 Iteration 903, loss = 3.14455827 Validation score: -131.768181 Iteration 904, loss = 3.13645604 Validation score: -131.401835 Iteration 905, loss = 3.12837126 Validation score: -131.036315 Iteration 906, loss = 3.12030389 Validation score: -130.671617 Iteration 907, loss = 3.11225388 Validation score: -130.307741 Iteration 908, loss = 3.10422120 Validation score: -129.944684 Iteration 909, loss = 3.09620579 Validation score: -129.582445 Iteration 910, loss = 3.08820762 Validation score: -129.221020 Iteration 911, loss = 3.08022664 Validation score: -128.860408 Iteration 912, loss = 3.07226281 Validation score: -128.500606 Iteration 913, loss = 3.06431609 Validation score: -128.141614 Iteration 914, loss = 3.05638642 Validation score: -127.783428 Iteration 915, loss = 3.04847378 Validation score: -127.426047 Iteration 916, loss = 3.04057811 Validation score: -127.069469 Iteration 917, loss = 3.03269938 Validation score: -126.713691 Iteration 918, loss = 3.02483754 Validation score: -126.358712 Iteration 919, loss = 3.01699255 Validation score: -126.004530 Iteration 920, loss = 3.00916436 Validation score: -125.651142 Iteration 921, loss = 3.00135294 Validation score: -125.298547 Iteration 922, loss = 2.99355825 Validation score: -124.946742 Iteration 923, loss = 2.98578023 Validation score: -124.595726 Iteration 924, loss = 2.97801886 Validation score: -124.245496 Iteration 925, loss = 2.97027408 Validation score: -123.896051 Iteration 926, loss = 2.96254586 Validation score: -123.547389 Iteration 927, loss = 2.95483415 Validation score: -123.199508 Iteration 928, loss = 2.94713892 Validation score: -122.852405 Iteration 929, loss = 2.93946012 Validation score: -122.506079 Iteration 930, loss = 2.93179771 Validation score: -122.160527 Iteration 931, loss = 2.92415165 Validation score: -121.815749 Iteration 932, loss = 2.91652190 Validation score: -121.471741 Iteration 933, loss = 2.90890841 Validation score: -121.128503 Iteration 934, loss = 2.90131116 Validation score: -120.786031 Iteration 935, loss = 2.89373009 Validation score: -120.444324 Iteration 936, loss = 2.88616517 Validation score: -120.103381 Iteration 937, loss = 2.87861635 Validation score: -119.763199 Iteration 938, loss = 2.87108360 Validation score: -119.423776 Iteration 939, loss = 2.86356687 Validation score: -119.085110 Iteration 940, loss = 2.85606613 Validation score: -118.747200 Iteration 941, loss = 2.84858133 Validation score: -118.410044 Iteration 942, loss = 2.84111244 Validation score: -118.073639 Iteration 943, loss = 2.83365941 Validation score: -117.737984 Iteration 944, loss = 2.82622221 Validation score: -117.403077 Iteration 945, loss = 2.81880079 Validation score: -117.068916 Iteration 946, loss = 2.81139512 Validation score: -116.735499 Iteration 947, loss = 2.80400516 Validation score: -116.402824 Iteration 948, loss = 2.79663086 Validation score: -116.070890 Iteration 949, loss = 2.78927220 Validation score: -115.739694 Iteration 950, loss = 2.78192912 Validation score: -115.409235 Iteration 951, loss = 2.77460159 Validation score: -115.079511 Iteration 952, loss = 2.76728957 Validation score: -114.750520 Iteration 953, loss = 2.75999302 Validation score: -114.422260 Iteration 954, loss = 2.75271191 Validation score: -114.094729 Iteration 955, loss = 2.74544619 Validation score: -113.767925 Iteration 956, loss = 2.73819583 Validation score: -113.441848 Iteration 957, loss = 2.73096078 Validation score: -113.116494 Iteration 958, loss = 2.72374101 Validation score: -112.791862 Iteration 959, loss = 2.71653649 Validation score: -112.467950 Iteration 960, loss = 2.70934716 Validation score: -112.144757 Iteration 961, loss = 2.70217301 Validation score: -111.822280 Iteration 962, loss = 2.69501397 Validation score: -111.500518 Iteration 963, loss = 2.68787003 Validation score: -111.179468 Iteration 964, loss = 2.68074113 Validation score: -110.859130 Iteration 965, loss = 2.67362725 Validation score: -110.539502 Iteration 966, loss = 2.66652834 Validation score: -110.220580 Iteration 967, loss = 2.65944437 Validation score: -109.902365 Iteration 968, loss = 2.65237530 Validation score: -109.584854 Iteration 969, loss = 2.64532109 Validation score: -109.268045 Iteration 970, loss = 2.63828170 Validation score: -108.951936 Iteration 971, loss = 2.63125711 Validation score: -108.636526 Iteration 972, loss = 2.62424726 Validation score: -108.321813 Iteration 973, loss = 2.61725213 Validation score: -108.007796 Iteration 974, loss = 2.61027167 Validation score: -107.694471 Iteration 975, loss = 2.60330585 Validation score: -107.381839 Iteration 976, loss = 2.59635464 Validation score: -107.069896 Iteration 977, loss = 2.58941799 Validation score: -106.758641 Iteration 978, loss = 2.58249587 Validation score: -106.448073 Iteration 979, loss = 2.57558824 Validation score: -106.138190 Iteration 980, loss = 2.56869506 Validation score: -105.828990 Iteration 981, loss = 2.56181631 Validation score: -105.520471 Iteration 982, loss = 2.55495194 Validation score: -105.212632 Iteration 983, loss = 2.54810192 Validation score: -104.905470 Iteration 984, loss = 2.54126620 Validation score: -104.598985 Iteration 985, loss = 2.53444476 Validation score: -104.293174 Iteration 986, loss = 2.52763756 Validation score: -103.988036 Iteration 987, loss = 2.52084456 Validation score: -103.683569 Iteration 988, loss = 2.51406573 Validation score: -103.379772 Iteration 989, loss = 2.50730103 Validation score: -103.076642 Iteration 990, loss = 2.50055042 Validation score: -102.774178 Iteration 991, loss = 2.49381388 Validation score: -102.472378 Iteration 992, loss = 2.48709135 Validation score: -102.171241 Iteration 993, loss = 2.48038282 Validation score: -101.870765 Iteration 994, loss = 2.47368823 Validation score: -101.570948 Iteration 995, loss = 2.46700757 Validation score: -101.271789 Iteration 996, loss = 2.46034079 Validation score: -100.973286 Iteration 997, loss = 2.45368785 Validation score: -100.675437 Iteration 998, loss = 2.44704873 Validation score: -100.378241 Iteration 999, loss = 2.44042338 Validation score: -100.081696 Iteration 1000, loss = 2.43381178 Validation score: -99.785800 Iteration 1, loss = 15.63071913 Validation score: -1487.937214 Iteration 2, loss = 15.60414904 Validation score: -1485.349137 Iteration 3, loss = 15.57756818 Validation score: -1482.759977 Iteration 4, loss = 15.55097656 Validation score: -1480.169737 Iteration 5, loss = 15.52437419 Validation score: -1477.578417 Iteration 6, loss = 15.49776106 Validation score: -1474.986009 Iteration 7, loss = 15.47113717 Validation score: -1472.392506 Iteration 8, loss = 15.44450251 Validation score: -1469.797899 Iteration 9, loss = 15.41785708 Validation score: -1467.202178 Iteration 10, loss = 15.39120085 Validation score: -1464.605332 Iteration 11, loss = 15.36453382 Validation score: -1462.007350 Iteration 12, loss = 15.33785595 Validation score: -1459.408222 Iteration 13, loss = 15.31116721 Validation score: -1456.807940 Iteration 14, loss = 15.28446756 Validation score: -1454.206500 Iteration 15, loss = 15.25775695 Validation score: -1451.603901 Iteration 16, loss = 15.23103535 Validation score: -1449.000143 Iteration 17, loss = 15.20430267 Validation score: -1446.395228 Iteration 18, loss = 15.17755886 Validation score: -1443.789155 Iteration 19, loss = 15.15080383 Validation score: -1441.181922 Iteration 20, loss = 15.12403750 Validation score: -1438.573527 Iteration 21, loss = 15.09725975 Validation score: -1435.963962 Iteration 22, loss = 15.07047047 Validation score: -1433.353220 Iteration 23, loss = 15.04366952 Validation score: -1430.741291 Iteration 24, loss = 15.01685676 Validation score: -1428.128161 Iteration 25, loss = 14.99003201 Validation score: -1425.513817 Iteration 26, loss = 14.96319509 Validation score: -1422.898240 Iteration 27, loss = 14.93634579 Validation score: -1420.281412 Iteration 28, loss = 14.90948389 Validation score: -1417.663311 Iteration 29, loss = 14.88260914 Validation score: -1415.043915 Iteration 30, loss = 14.85572127 Validation score: -1412.423197 Iteration 31, loss = 14.82882002 Validation score: -1409.801133 Iteration 32, loss = 14.80190509 Validation score: -1407.177695 Iteration 33, loss = 14.77497619 Validation score: -1404.552854 Iteration 34, loss = 14.74803301 Validation score: -1401.926584 Iteration 35, loss = 14.72107524 Validation score: -1399.298857 Iteration 36, loss = 14.69410260 Validation score: -1396.669645 Iteration 37, loss = 14.66711478 Validation score: -1394.038922 Iteration 38, loss = 14.64011152 Validation score: -1391.406665 Iteration 39, loss = 14.61309255 Validation score: -1388.772852 Iteration 40, loss = 14.58605762 Validation score: -1386.137460 Iteration 41, loss = 14.55900652 Validation score: -1383.500472 Iteration 42, loss = 14.53193906 Validation score: -1380.861872 Iteration 43, loss = 14.50485506 Validation score: -1378.221646 Iteration 44, loss = 14.47775436 Validation score: -1375.579781 Iteration 45, loss = 14.45063685 Validation score: -1372.936267 Iteration 46, loss = 14.42350242 Validation score: -1370.291096 Iteration 47, loss = 14.39635098 Validation score: -1367.644263 Iteration 48, loss = 14.36918247 Validation score: -1364.995761 Iteration 49, loss = 14.34199684 Validation score: -1362.345587 Iteration 50, loss = 14.31479404 Validation score: -1359.693740 Iteration 51, loss = 14.28757407 Validation score: -1357.040217 Iteration 52, loss = 14.26033692 Validation score: -1354.385021 Iteration 53, loss = 14.23308258 Validation score: -1351.728150 Iteration 54, loss = 14.20581107 Validation score: -1349.069608 Iteration 55, loss = 14.17852241 Validation score: -1346.409398 Iteration 56, loss = 14.15121664 Validation score: -1343.747522 Iteration 57, loss = 14.12389380 Validation score: -1341.083985 Iteration 58, loss = 14.09655392 Validation score: -1338.418792 Iteration 59, loss = 14.06919707 Validation score: -1335.751949 Iteration 60, loss = 14.04182331 Validation score: -1333.083462 Iteration 61, loss = 14.01443269 Validation score: -1330.413338 Iteration 62, loss = 13.98702530 Validation score: -1327.741584 Iteration 63, loss = 13.95960120 Validation score: -1325.068208 Iteration 64, loss = 13.93216049 Validation score: -1322.393219 Iteration 65, loss = 13.90470324 Validation score: -1319.716626 Iteration 66, loss = 13.87722956 Validation score: -1317.038438 Iteration 67, loss = 13.84973953 Validation score: -1314.358665 Iteration 68, loss = 13.82223327 Validation score: -1311.677319 Iteration 69, loss = 13.79471087 Validation score: -1308.994410 Iteration 70, loss = 13.76717245 Validation score: -1306.309949 Iteration 71, loss = 13.73961813 Validation score: -1303.623950 Iteration 72, loss = 13.71204803 Validation score: -1300.936424 Iteration 73, loss = 13.68446226 Validation score: -1298.247385 Iteration 74, loss = 13.65686097 Validation score: -1295.556847 Iteration 75, loss = 13.62924428 Validation score: -1292.864822 Iteration 76, loss = 13.60161233 Validation score: -1290.171326 Iteration 77, loss = 13.57396527 Validation score: -1287.476374 Iteration 78, loss = 13.54630323 Validation score: -1284.779981 Iteration 79, loss = 13.51862638 Validation score: -1282.082162 Iteration 80, loss = 13.49093485 Validation score: -1279.382935 Iteration 81, loss = 13.46322882 Validation score: -1276.682314 Iteration 82, loss = 13.43550843 Validation score: -1273.980318 Iteration 83, loss = 13.40777386 Validation score: -1271.276964 Iteration 84, loss = 13.38002527 Validation score: -1268.572268 Iteration 85, loss = 13.35226284 Validation score: -1265.866250 Iteration 86, loss = 13.32448673 Validation score: -1263.158927 Iteration 87, loss = 13.29669714 Validation score: -1260.450319 Iteration 88, loss = 13.26889423 Validation score: -1257.740444 Iteration 89, loss = 13.24107819 Validation score: -1255.029322 Iteration 90, loss = 13.21324921 Validation score: -1252.316972 Iteration 91, loss = 13.18540748 Validation score: -1249.603415 Iteration 92, loss = 13.15755320 Validation score: -1246.888670 Iteration 93, loss = 13.12968657 Validation score: -1244.172758 Iteration 94, loss = 13.10180777 Validation score: -1241.455701 Iteration 95, loss = 13.07391702 Validation score: -1238.737519 Iteration 96, loss = 13.04601451 Validation score: -1236.018234 Iteration 97, loss = 13.01810047 Validation score: -1233.297868 Iteration 98, loss = 12.99017510 Validation score: -1230.576443 Iteration 99, loss = 12.96223861 Validation score: -1227.853981 Iteration 100, loss = 12.93429121 Validation score: -1225.130505 Iteration 101, loss = 12.90633314 Validation score: -1222.406038 Iteration 102, loss = 12.87836461 Validation score: -1219.680602 Iteration 103, loss = 12.85038584 Validation score: -1216.954223 Iteration 104, loss = 12.82239707 Validation score: -1214.226922 Iteration 105, loss = 12.79439851 Validation score: -1211.498725 Iteration 106, loss = 12.76639041 Validation score: -1208.769655 Iteration 107, loss = 12.73837300 Validation score: -1206.039738 Iteration 108, loss = 12.71034650 Validation score: -1203.308997 Iteration 109, loss = 12.68231118 Validation score: -1200.577459 Iteration 110, loss = 12.65426725 Validation score: -1197.845148 Iteration 111, loss = 12.62621497 Validation score: -1195.112090 Iteration 112, loss = 12.59815459 Validation score: -1192.378310 Iteration 113, loss = 12.57008635 Validation score: -1189.643836 Iteration 114, loss = 12.54201050 Validation score: -1186.908692 Iteration 115, loss = 12.51392729 Validation score: -1184.172907 Iteration 116, loss = 12.48583699 Validation score: -1181.436505 Iteration 117, loss = 12.45773984 Validation score: -1178.699515 Iteration 118, loss = 12.42963610 Validation score: -1175.961963 Iteration 119, loss = 12.40152604 Validation score: -1173.223877 Iteration 120, loss = 12.37340992 Validation score: -1170.485285 Iteration 121, loss = 12.34528801 Validation score: -1167.746213 Iteration 122, loss = 12.31716056 Validation score: -1165.006691 Iteration 123, loss = 12.28902786 Validation score: -1162.266745 Iteration 124, loss = 12.26089017 Validation score: -1159.526406 Iteration 125, loss = 12.23274776 Validation score: -1156.785699 Iteration 126, loss = 12.20460091 Validation score: -1154.044656 Iteration 127, loss = 12.17644989 Validation score: -1151.303303 Iteration 128, loss = 12.14829499 Validation score: -1148.561671 Iteration 129, loss = 12.12013648 Validation score: -1145.819787 Iteration 130, loss = 12.09197464 Validation score: -1143.077682 Iteration 131, loss = 12.06380976 Validation score: -1140.335384 Iteration 132, loss = 12.03564213 Validation score: -1137.592922 Iteration 133, loss = 12.00747202 Validation score: -1134.850327 Iteration 134, loss = 11.97929973 Validation score: -1132.107627 Iteration 135, loss = 11.95112555 Validation score: -1129.364853 Iteration 136, loss = 11.92294977 Validation score: -1126.622034 Iteration 137, loss = 11.89477268 Validation score: -1123.879200 Iteration 138, loss = 11.86659458 Validation score: -1121.136381 Iteration 139, loss = 11.83841575 Validation score: -1118.393606 Iteration 140, loss = 11.81023651 Validation score: -1115.650906 Iteration 141, loss = 11.78205714 Validation score: -1112.908312 Iteration 142, loss = 11.75387794 Validation score: -1110.165852 Iteration 143, loss = 11.72569923 Validation score: -1107.423558 Iteration 144, loss = 11.69752129 Validation score: -1104.681460 Iteration 145, loss = 11.66934444 Validation score: -1101.939587 Iteration 146, loss = 11.64116897 Validation score: -1099.197972 Iteration 147, loss = 11.61299520 Validation score: -1096.456643 Iteration 148, loss = 11.58482342 Validation score: -1093.715631 Iteration 149, loss = 11.55665395 Validation score: -1090.974968 Iteration 150, loss = 11.52848710 Validation score: -1088.234684 Iteration 151, loss = 11.50032318 Validation score: -1085.494809 Iteration 152, loss = 11.47216249 Validation score: -1082.755374 Iteration 153, loss = 11.44400534 Validation score: -1080.016411 Iteration 154, loss = 11.41585206 Validation score: -1077.277949 Iteration 155, loss = 11.38770296 Validation score: -1074.540021 Iteration 156, loss = 11.35955834 Validation score: -1071.802656 Iteration 157, loss = 11.33141852 Validation score: -1069.065885 Iteration 158, loss = 11.30328382 Validation score: -1066.329741 Iteration 159, loss = 11.27515455 Validation score: -1063.594254 Iteration 160, loss = 11.24703104 Validation score: -1060.859454 Iteration 161, loss = 11.21891359 Validation score: -1058.125374 Iteration 162, loss = 11.19080253 Validation score: -1055.392045 Iteration 163, loss = 11.16269817 Validation score: -1052.659497 Iteration 164, loss = 11.13460084 Validation score: -1049.927763 Iteration 165, loss = 11.10651085 Validation score: -1047.196872 Iteration 166, loss = 11.07842852 Validation score: -1044.466858 Iteration 167, loss = 11.05035417 Validation score: -1041.737750 Iteration 168, loss = 11.02228813 Validation score: -1039.009581 Iteration 169, loss = 10.99423070 Validation score: -1036.282381 Iteration 170, loss = 10.96618222 Validation score: -1033.556183 Iteration 171, loss = 10.93814301 Validation score: -1030.831017 Iteration 172, loss = 10.91011338 Validation score: -1028.106915 Iteration 173, loss = 10.88209366 Validation score: -1025.383908 Iteration 174, loss = 10.85408416 Validation score: -1022.662027 Iteration 175, loss = 10.82608522 Validation score: -1019.941305 Iteration 176, loss = 10.79809714 Validation score: -1017.221771 Iteration 177, loss = 10.77012026 Validation score: -1014.503458 Iteration 178, loss = 10.74215489 Validation score: -1011.786397 Iteration 179, loss = 10.71420136 Validation score: -1009.070618 Iteration 180, loss = 10.68625998 Validation score: -1006.356153 Iteration 181, loss = 10.65833108 Validation score: -1003.643033 Iteration 182, loss = 10.63041498 Validation score: -1000.931290 Iteration 183, loss = 10.60251199 Validation score: -998.220953 Iteration 184, loss = 10.57462245 Validation score: -995.512054 Iteration 185, loss = 10.54674666 Validation score: -992.804624 Iteration 186, loss = 10.51888495 Validation score: -990.098694 Iteration 187, loss = 10.49103763 Validation score: -987.394294 Iteration 188, loss = 10.46320503 Validation score: -984.691456 Iteration 189, loss = 10.43538747 Validation score: -981.990209 Iteration 190, loss = 10.40758526 Validation score: -979.290585 Iteration 191, loss = 10.37979872 Validation score: -976.592614 Iteration 192, loss = 10.35202816 Validation score: -973.896326 Iteration 193, loss = 10.32427391 Validation score: -971.201753 Iteration 194, loss = 10.29653628 Validation score: -968.508924 Iteration 195, loss = 10.26881558 Validation score: -965.817870 Iteration 196, loss = 10.24111213 Validation score: -963.128621 Iteration 197, loss = 10.21342625 Validation score: -960.441207 Iteration 198, loss = 10.18575825 Validation score: -957.755659 Iteration 199, loss = 10.15810843 Validation score: -955.072007 Iteration 200, loss = 10.13047712 Validation score: -952.390280 Iteration 201, loss = 10.10286462 Validation score: -949.710510 Iteration 202, loss = 10.07527125 Validation score: -947.032726 Iteration 203, loss = 10.04769732 Validation score: -944.356957 Iteration 204, loss = 10.02014313 Validation score: -941.683234 Iteration 205, loss = 9.99260899 Validation score: -939.011587 Iteration 206, loss = 9.96509522 Validation score: -936.342045 Iteration 207, loss = 9.93760211 Validation score: -933.674639 Iteration 208, loss = 9.91012998 Validation score: -931.009398 Iteration 209, loss = 9.88267914 Validation score: -928.346351 Iteration 210, loss = 9.85524987 Validation score: -925.685528 Iteration 211, loss = 9.82784250 Validation score: -923.026959 Iteration 212, loss = 9.80045732 Validation score: -920.370673 Iteration 213, loss = 9.77309463 Validation score: -917.716699 Iteration 214, loss = 9.74575474 Validation score: -915.065068 Iteration 215, loss = 9.71843794 Validation score: -912.415807 Iteration 216, loss = 9.69114454 Validation score: -909.768946 Iteration 217, loss = 9.66387484 Validation score: -907.124515 Iteration 218, loss = 9.63662912 Validation score: -904.482542 Iteration 219, loss = 9.60940770 Validation score: -901.843056 Iteration 220, loss = 9.58221085 Validation score: -899.206086 Iteration 221, loss = 9.55503889 Validation score: -896.571662 Iteration 222, loss = 9.52789210 Validation score: -893.939811 Iteration 223, loss = 9.50077077 Validation score: -891.310562 Iteration 224, loss = 9.47367520 Validation score: -888.683943 Iteration 225, loss = 9.44660568 Validation score: -886.059985 Iteration 226, loss = 9.41956249 Validation score: -883.438713 Iteration 227, loss = 9.39254594 Validation score: -880.820158 Iteration 228, loss = 9.36555629 Validation score: -878.204347 Iteration 229, loss = 9.33859385 Validation score: -875.591308 Iteration 230, loss = 9.31165890 Validation score: -872.981070 Iteration 231, loss = 9.28475171 Validation score: -870.373660 Iteration 232, loss = 9.25787259 Validation score: -867.769107 Iteration 233, loss = 9.23102180 Validation score: -865.167437 Iteration 234, loss = 9.20419963 Validation score: -862.568680 Iteration 235, loss = 9.17740636 Validation score: -859.972862 Iteration 236, loss = 9.15064228 Validation score: -857.380011 Iteration 237, loss = 9.12390765 Validation score: -854.790154 Iteration 238, loss = 9.09720276 Validation score: -852.203320 Iteration 239, loss = 9.07052788 Validation score: -849.619534 Iteration 240, loss = 9.04388329 Validation score: -847.038825 Iteration 241, loss = 9.01726926 Validation score: -844.461220 Iteration 242, loss = 8.99068606 Validation score: -841.886745 Iteration 243, loss = 8.96413398 Validation score: -839.315427 Iteration 244, loss = 8.93761327 Validation score: -836.747293 Iteration 245, loss = 8.91112421 Validation score: -834.182370 Iteration 246, loss = 8.88466706 Validation score: -831.620685 Iteration 247, loss = 8.85824210 Validation score: -829.062263 Iteration 248, loss = 8.83184959 Validation score: -826.507132 Iteration 249, loss = 8.80548979 Validation score: -823.955317 Iteration 250, loss = 8.77916297 Validation score: -821.406845 Iteration 251, loss = 8.75286940 Validation score: -818.861741 Iteration 252, loss = 8.72660932 Validation score: -816.320032 Iteration 253, loss = 8.70038301 Validation score: -813.781743 Iteration 254, loss = 8.67419071 Validation score: -811.246900 Iteration 255, loss = 8.64803270 Validation score: -808.715528 Iteration 256, loss = 8.62190922 Validation score: -806.187653 Iteration 257, loss = 8.59582053 Validation score: -803.663300 Iteration 258, loss = 8.56976689 Validation score: -801.142495 Iteration 259, loss = 8.54374854 Validation score: -798.625261 Iteration 260, loss = 8.51776574 Validation score: -796.111624 Iteration 261, loss = 8.49181874 Validation score: -793.601609 Iteration 262, loss = 8.46590778 Validation score: -791.095241 Iteration 263, loss = 8.44003311 Validation score: -788.592542 Iteration 264, loss = 8.41419498 Validation score: -786.093539 Iteration 265, loss = 8.38839364 Validation score: -783.598255 Iteration 266, loss = 8.36262932 Validation score: -781.106714 Iteration 267, loss = 8.33690226 Validation score: -778.618940 Iteration 268, loss = 8.31121271 Validation score: -776.134956 Iteration 269, loss = 8.28556090 Validation score: 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score: -734.509278 Iteration 286, loss = 7.85547775 Validation score: -732.097372 Iteration 287, loss = 7.83054415 Validation score: -729.689672 Iteration 288, loss = 7.80565250 Validation score: -727.286199 Iteration 289, loss = 7.78080299 Validation score: -724.886971 Iteration 290, loss = 7.75599584 Validation score: -722.492009 Iteration 291, loss = 7.73123122 Validation score: -720.101332 Iteration 292, loss = 7.70650936 Validation score: -717.714959 Iteration 293, loss = 7.68183042 Validation score: -715.332909 Iteration 294, loss = 7.65719461 Validation score: -712.955200 Iteration 295, loss = 7.63260212 Validation score: -710.581851 Iteration 296, loss = 7.60805314 Validation score: -708.212880 Iteration 297, loss = 7.58354784 Validation score: -705.848305 Iteration 298, loss = 7.55908642 Validation score: -703.488143 Iteration 299, loss = 7.53466904 Validation score: -701.132413 Iteration 300, loss = 7.51029590 Validation score: -698.781131 Iteration 301, loss = 7.48596716 Validation score: -696.434314 Iteration 302, loss = 7.46168301 Validation score: -694.091979 Iteration 303, loss = 7.43744360 Validation score: -691.754143 Iteration 304, loss = 7.41324911 Validation score: -689.420822 Iteration 305, loss = 7.38909971 Validation score: -687.092032 Iteration 306, loss = 7.36499556 Validation score: -684.767789 Iteration 307, loss = 7.34093682 Validation score: -682.448108 Iteration 308, loss = 7.31692364 Validation score: -680.133004 Iteration 309, loss = 7.29295619 Validation score: -677.822492 Iteration 310, loss = 7.26903462 Validation score: -675.516588 Iteration 311, loss = 7.24515908 Validation score: -673.215305 Iteration 312, loss = 7.22132971 Validation score: -670.918659 Iteration 313, loss = 7.19754667 Validation score: -668.626662 Iteration 314, loss = 7.17381010 Validation score: -666.339328 Iteration 315, loss = 7.15012013 Validation score: -664.056671 Iteration 316, loss = 7.12647691 Validation score: -661.778705 Iteration 317, loss = 7.10288057 Validation score: -659.505441 Iteration 318, loss = 7.07933125 Validation score: -657.236893 Iteration 319, loss = 7.05582906 Validation score: -654.973072 Iteration 320, loss = 7.03237415 Validation score: -652.713992 Iteration 321, loss = 7.00896663 Validation score: -650.459663 Iteration 322, loss = 6.98560662 Validation score: -648.210097 Iteration 323, loss = 6.96229426 Validation score: -645.965305 Iteration 324, loss = 6.93902964 Validation score: -643.725299 Iteration 325, loss = 6.91581289 Validation score: -641.490088 Iteration 326, loss = 6.89264412 Validation score: -639.259684 Iteration 327, loss = 6.86952343 Validation score: -637.034095 Iteration 328, loss = 6.84645093 Validation score: -634.813333 Iteration 329, loss = 6.82342673 Validation score: -632.597406 Iteration 330, loss = 6.80045091 Validation score: -630.386324 Iteration 331, loss = 6.77752359 Validation score: -628.180095 Iteration 332, loss = 6.75464485 Validation score: -625.978728 Iteration 333, loss = 6.73181479 Validation score: -623.782232 Iteration 334, loss = 6.70903349 Validation score: -621.590613 Iteration 335, loss = 6.68630104 Validation score: -619.403881 Iteration 336, loss = 6.66361753 Validation score: -617.222043 Iteration 337, loss = 6.64098303 Validation score: -615.045105 Iteration 338, loss = 6.61839763 Validation score: -612.873074 Iteration 339, loss = 6.59586139 Validation score: -610.705958 Iteration 340, loss = 6.57337440 Validation score: -608.543761 Iteration 341, loss = 6.55093671 Validation score: -606.386491 Iteration 342, loss = 6.52854841 Validation score: -604.234152 Iteration 343, loss = 6.50620955 Validation score: -602.086750 Iteration 344, loss = 6.48392019 Validation score: -599.944291 Iteration 345, loss = 6.46168040 Validation score: -597.806778 Iteration 346, loss = 6.43949024 Validation score: -595.674217 Iteration 347, loss = 6.41734974 Validation score: -593.546611 Iteration 348, loss = 6.39525898 Validation score: -591.423964 Iteration 349, loss = 6.37321799 Validation score: -589.306281 Iteration 350, loss = 6.35122682 Validation score: -587.193563 Iteration 351, loss = 6.32928552 Validation score: -585.085815 Iteration 352, loss = 6.30739413 Validation score: -582.983039 Iteration 353, loss = 6.28555269 Validation score: -580.885238 Iteration 354, loss = 6.26376123 Validation score: -578.792413 Iteration 355, loss = 6.24201980 Validation score: -576.704567 Iteration 356, loss = 6.22032841 Validation score: -574.621701 Iteration 357, loss = 6.19868710 Validation score: -572.543816 Iteration 358, loss = 6.17709590 Validation score: -570.470915 Iteration 359, loss = 6.15555483 Validation score: -568.402997 Iteration 360, loss = 6.13406391 Validation score: -566.340063 Iteration 361, loss = 6.11262317 Validation score: -564.282114 Iteration 362, loss = 6.09123262 Validation score: -562.229150 Iteration 363, loss = 6.06989228 Validation score: -560.181170 Iteration 364, loss = 6.04860216 Validation score: 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score: -526.126964 Iteration 381, loss = 5.69435747 Validation score: -524.168440 Iteration 382, loss = 5.67397141 Validation score: -522.214859 Iteration 383, loss = 5.65363547 Validation score: -520.266218 Iteration 384, loss = 5.63334961 Validation score: -518.322512 Iteration 385, loss = 5.61311383 Validation score: -516.383737 Iteration 386, loss = 5.59292809 Validation score: -514.449890 Iteration 387, loss = 5.57279236 Validation score: -512.520966 Iteration 388, loss = 5.55270663 Validation score: -510.596960 Iteration 389, loss = 5.53267086 Validation score: -508.677868 Iteration 390, loss = 5.51268501 Validation score: -506.763685 Iteration 391, loss = 5.49274907 Validation score: -504.854407 Iteration 392, loss = 5.47286299 Validation score: -502.950029 Iteration 393, loss = 5.45302675 Validation score: -501.050546 Iteration 394, loss = 5.43324030 Validation score: -499.155953 Iteration 395, loss = 5.41350362 Validation score: -497.266246 Iteration 396, loss = 5.39381666 Validation score: -495.381419 Iteration 397, loss = 5.37417939 Validation score: -493.501467 Iteration 398, loss = 5.35459177 Validation score: -491.626385 Iteration 399, loss = 5.33505377 Validation score: -489.756168 Iteration 400, loss = 5.31556533 Validation score: -487.890811 Iteration 401, loss = 5.29612643 Validation score: -486.030307 Iteration 402, loss = 5.27673701 Validation score: -484.174653 Iteration 403, loss = 5.25739705 Validation score: -482.323843 Iteration 404, loss = 5.23810648 Validation score: -480.477871 Iteration 405, loss = 5.21886528 Validation score: -478.636732 Iteration 406, loss = 5.19967339 Validation score: -476.800421 Iteration 407, loss = 5.18053077 Validation score: -474.968932 Iteration 408, loss = 5.16143738 Validation score: -473.142259 Iteration 409, loss = 5.14239317 Validation score: -471.320398 Iteration 410, loss = 5.12339810 Validation score: -469.503343 Iteration 411, loss = 5.10445211 Validation score: -467.691088 Iteration 412, loss = 5.08555516 Validation score: -465.883628 Iteration 413, loss = 5.06670721 Validation score: -464.080957 Iteration 414, loss = 5.04790821 Validation score: -462.283071 Iteration 415, loss = 5.02915810 Validation score: -460.489964 Iteration 416, loss = 5.01045685 Validation score: -458.701629 Iteration 417, loss = 4.99180440 Validation score: -456.918063 Iteration 418, loss = 4.97320070 Validation score: -455.139259 Iteration 419, loss = 4.95464571 Validation score: -453.365212 Iteration 420, loss = 4.93613938 Validation score: -451.595917 Iteration 421, loss = 4.91768165 Validation score: -449.831368 Iteration 422, loss = 4.89927249 Validation score: -448.071561 Iteration 423, loss = 4.88091183 Validation score: -446.316489 Iteration 424, loss = 4.86259964 Validation score: -444.566148 Iteration 425, loss = 4.84433586 Validation score: -442.820532 Iteration 426, loss = 4.82612045 Validation score: -441.079637 Iteration 427, loss = 4.80795335 Validation score: -439.343457 Iteration 428, loss = 4.78983452 Validation score: -437.611987 Iteration 429, loss = 4.77176391 Validation score: -435.885222 Iteration 430, loss = 4.75374147 Validation score: -434.163157 Iteration 431, loss = 4.73576715 Validation score: -432.445786 Iteration 432, loss = 4.71784090 Validation score: -430.733106 Iteration 433, loss = 4.69996268 Validation score: -429.025111 Iteration 434, loss = 4.68213244 Validation score: -427.321796 Iteration 435, loss = 4.66435014 Validation score: -425.623156 Iteration 436, loss = 4.64661571 Validation score: -423.929188 Iteration 437, loss = 4.62892912 Validation score: -422.239885 Iteration 438, loss = 4.61129033 Validation score: -420.555243 Iteration 439, loss = 4.59369928 Validation score: -418.875258 Iteration 440, loss = 4.57615592 Validation score: -417.199924 Iteration 441, loss = 4.55866022 Validation score: -415.529239 Iteration 442, loss = 4.54121213 Validation score: -413.863196 Iteration 443, loss = 4.52381160 Validation score: -412.201792 Iteration 444, loss = 4.50645859 Validation score: -410.545022 Iteration 445, loss = 4.48915305 Validation score: -408.892882 Iteration 446, loss = 4.47189494 Validation score: -407.245367 Iteration 447, loss = 4.45468422 Validation score: -405.602474 Iteration 448, loss = 4.43752084 Validation score: -403.964197 Iteration 449, loss = 4.42040476 Validation score: -402.330534 Iteration 450, loss = 4.40333594 Validation score: -400.701479 Iteration 451, loss = 4.38631433 Validation score: -399.077029 Iteration 452, loss = 4.36933990 Validation score: -397.457180 Iteration 453, loss = 4.35241260 Validation score: -395.841928 Iteration 454, loss = 4.33553239 Validation score: -394.231268 Iteration 455, loss = 4.31869923 Validation score: -392.625198 Iteration 456, loss = 4.30191309 Validation score: -391.023713 Iteration 457, loss = 4.28517392 Validation score: -389.426809 Iteration 458, loss = 4.26848167 Validation score: -387.834483 Iteration 459, loss = 4.25183633 Validation score: 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score: -361.461902 Iteration 476, loss = 3.97600423 Validation score: -359.951381 Iteration 477, loss = 3.96019672 Validation score: -358.445372 Iteration 478, loss = 3.94443543 Validation score: -356.943875 Iteration 479, loss = 3.92872033 Validation score: -355.446884 Iteration 480, loss = 3.91305138 Validation score: -353.954399 Iteration 481, loss = 3.89742855 Validation score: -352.466414 Iteration 482, loss = 3.88185180 Validation score: -350.982928 Iteration 483, loss = 3.86632112 Validation score: -349.503937 Iteration 484, loss = 3.85083646 Validation score: -348.029439 Iteration 485, loss = 3.83539779 Validation score: -346.559429 Iteration 486, loss = 3.82000507 Validation score: -345.093906 Iteration 487, loss = 3.80465829 Validation score: -343.632866 Iteration 488, loss = 3.78935740 Validation score: -342.176306 Iteration 489, loss = 3.77410238 Validation score: -340.724223 Iteration 490, loss = 3.75889319 Validation score: -339.276615 Iteration 491, loss = 3.74372979 Validation score: -337.833477 Iteration 492, loss = 3.72861217 Validation score: -336.394807 Iteration 493, loss = 3.71354028 Validation score: -334.960602 Iteration 494, loss = 3.69851409 Validation score: -333.530859 Iteration 495, loss = 3.68353358 Validation score: -332.105575 Iteration 496, loss = 3.66859870 Validation score: -330.684747 Iteration 497, loss = 3.65370943 Validation score: -329.268371 Iteration 498, loss = 3.63886574 Validation score: -327.856445 Iteration 499, loss = 3.62406758 Validation score: -326.448965 Iteration 500, loss = 3.60931494 Validation score: -325.045928 Iteration 501, loss = 3.59460777 Validation score: -323.647331 Iteration 502, loss = 3.57994604 Validation score: -322.253171 Iteration 503, loss = 3.56532972 Validation score: -320.863444 Iteration 504, loss = 3.55075877 Validation score: -319.478147 Iteration 505, loss = 3.53623317 Validation score: -318.097277 Iteration 506, loss = 3.52175287 Validation score: -316.720831 Iteration 507, loss = 3.50731784 Validation score: -315.348805 Iteration 508, loss = 3.49292804 Validation score: -313.981196 Iteration 509, loss = 3.47858345 Validation score: -312.618000 Iteration 510, loss = 3.46428403 Validation score: -311.259214 Iteration 511, loss = 3.45002973 Validation score: -309.904833 Iteration 512, loss = 3.43582052 Validation score: -308.554856 Iteration 513, loss = 3.42165637 Validation score: -307.209278 Iteration 514, loss = 3.40753724 Validation score: -305.868095 Iteration 515, loss = 3.39346309 Validation score: -304.531303 Iteration 516, loss = 3.37943388 Validation score: -303.198900 Iteration 517, loss = 3.36544957 Validation score: -301.870881 Iteration 518, loss = 3.35151013 Validation score: -300.547242 Iteration 519, loss = 3.33761552 Validation score: -299.227979 Iteration 520, loss = 3.32376569 Validation score: -297.913088 Iteration 521, loss = 3.30996060 Validation score: -296.602566 Iteration 522, loss = 3.29620021 Validation score: -295.296408 Iteration 523, loss = 3.28248449 Validation score: -293.994610 Iteration 524, loss = 3.26881338 Validation score: -292.697168 Iteration 525, loss = 3.25518686 Validation score: -291.404078 Iteration 526, loss = 3.24160486 Validation score: -290.115335 Iteration 527, loss = 3.22806735 Validation score: -288.830935 Iteration 528, loss = 3.21457429 Validation score: -287.550873 Iteration 529, loss = 3.20112562 Validation score: -286.275146 Iteration 530, loss = 3.18772131 Validation score: -285.003747 Iteration 531, loss = 3.17436130 Validation score: -283.736674 Iteration 532, loss = 3.16104556 Validation score: -282.473921 Iteration 533, loss = 3.14777402 Validation score: -281.215483 Iteration 534, loss = 3.13454665 Validation score: -279.961355 Iteration 535, loss = 3.12136339 Validation score: -278.711533 Iteration 536, loss = 3.10822419 Validation score: -277.466012 Iteration 537, loss = 3.09512901 Validation score: -276.224787 Iteration 538, loss = 3.08207779 Validation score: -274.987851 Iteration 539, loss = 3.06907049 Validation score: -273.755202 Iteration 540, loss = 3.05610704 Validation score: -272.526832 Iteration 541, loss = 3.04318739 Validation score: -271.302737 Iteration 542, loss = 3.03031150 Validation score: -270.082911 Iteration 543, loss = 3.01747930 Validation score: -268.867349 Iteration 544, loss = 3.00469074 Validation score: -267.656046 Iteration 545, loss = 2.99194577 Validation score: -266.448995 Iteration 546, loss = 2.97924432 Validation score: -265.246191 Iteration 547, loss = 2.96658635 Validation score: -264.047629 Iteration 548, loss = 2.95397179 Validation score: -262.853302 Iteration 549, loss = 2.94140058 Validation score: -261.663204 Iteration 550, loss = 2.92887266 Validation score: -260.477331 Iteration 551, loss = 2.91638798 Validation score: -259.295674 Iteration 552, loss = 2.90394647 Validation score: -258.118230 Iteration 553, loss = 2.89154807 Validation score: -256.944990 Iteration 554, loss = 2.87919272 Validation score: -255.775949 Iteration 555, loss = 2.86688035 Validation score: -254.611101 Iteration 556, loss = 2.85461091 Validation score: -253.450440 Iteration 557, loss = 2.84238431 Validation score: -252.293958 Iteration 558, loss = 2.83020051 Validation score: -251.141649 Iteration 559, loss = 2.81805943 Validation score: -249.993507 Iteration 560, loss = 2.80596100 Validation score: -248.849525 Iteration 561, loss = 2.79390517 Validation score: -247.709695 Iteration 562, loss = 2.78189185 Validation score: -246.574012 Iteration 563, loss = 2.76992099 Validation score: -245.442469 Iteration 564, loss = 2.75799250 Validation score: -244.315057 Iteration 565, loss = 2.74610633 Validation score: -243.191771 Iteration 566, loss = 2.73426239 Validation score: -242.072603 Iteration 567, loss = 2.72246062 Validation score: -240.957546 Iteration 568, loss = 2.71070095 Validation score: -239.846593 Iteration 569, loss = 2.69898329 Validation score: -238.739736 Iteration 570, loss = 2.68730758 Validation score: -237.636968 Iteration 571, loss = 2.67567375 Validation score: -236.538281 Iteration 572, loss = 2.66408171 Validation score: -235.443669 Iteration 573, loss = 2.65253139 Validation score: -234.353123 Iteration 574, loss = 2.64102271 Validation score: -233.266635 Iteration 575, loss = 2.62955560 Validation score: -232.184199 Iteration 576, loss = 2.61812997 Validation score: -231.105805 Iteration 577, loss = 2.60674576 Validation score: -230.031447 Iteration 578, loss = 2.59540287 Validation score: -228.961116 Iteration 579, loss = 2.58410123 Validation score: -227.894805 Iteration 580, loss = 2.57284076 Validation score: -226.832505 Iteration 581, loss = 2.56162138 Validation score: -225.774208 Iteration 582, loss = 2.55044300 Validation score: -224.719906 Iteration 583, loss = 2.53930554 Validation score: -223.669591 Iteration 584, loss = 2.52820892 Validation score: -222.623254 Iteration 585, loss = 2.51715306 Validation score: -221.580888 Iteration 586, loss = 2.50613787 Validation score: -220.542483 Iteration 587, loss = 2.49516326 Validation score: -219.508032 Iteration 588, loss = 2.48422915 Validation score: -218.477525 Iteration 589, loss = 2.47333546 Validation score: -217.450955 Iteration 590, loss = 2.46248209 Validation score: -216.428312 Iteration 591, loss = 2.45166897 Validation score: -215.409588 Iteration 592, loss = 2.44089600 Validation score: -214.394774 Iteration 593, loss = 2.43016309 Validation score: -213.383862 Iteration 594, loss = 2.41947015 Validation score: -212.376842 Iteration 595, loss = 2.40881710 Validation score: -211.373706 Iteration 596, loss = 2.39820385 Validation score: -210.374445 Iteration 597, loss = 2.38763030 Validation score: -209.379049 Iteration 598, loss = 2.37709637 Validation score: -208.387510 Iteration 599, loss = 2.36660196 Validation score: -207.399819 Iteration 600, loss = 2.35614698 Validation score: -206.415967 Iteration 601, loss = 2.34573134 Validation score: -205.435943 Iteration 602, loss = 2.33535495 Validation score: -204.459740 Iteration 603, loss = 2.32501771 Validation score: -203.487348 Iteration 604, loss = 2.31471953 Validation score: -202.518758 Iteration 605, loss = 2.30446032 Validation score: -201.553960 Iteration 606, loss = 2.29423998 Validation score: -200.592944 Iteration 607, loss = 2.28405842 Validation score: -199.635703 Iteration 608, loss = 2.27391553 Validation score: -198.682225 Iteration 609, loss = 2.26381124 Validation score: -197.732502 Iteration 610, loss = 2.25374543 Validation score: -196.786524 Iteration 611, loss = 2.24371802 Validation score: -195.844282 Iteration 612, loss = 2.23372890 Validation score: -194.905765 Iteration 613, loss = 2.22377798 Validation score: -193.970965 Iteration 614, loss = 2.21386517 Validation score: -193.039871 Iteration 615, loss = 2.20399035 Validation score: -192.112475 Iteration 616, loss = 2.19415345 Validation score: -191.188765 Iteration 617, loss = 2.18435435 Validation score: -190.268733 Iteration 618, loss = 2.17459297 Validation score: -189.352369 Iteration 619, loss = 2.16486919 Validation score: -188.439663 Iteration 620, loss = 2.15518292 Validation score: -187.530605 Iteration 621, loss = 2.14553407 Validation score: -186.625185 Iteration 622, loss = 2.13592252 Validation score: -185.723393 Iteration 623, loss = 2.12634819 Validation score: -184.825219 Iteration 624, loss = 2.11681097 Validation score: -183.930655 Iteration 625, loss = 2.10731076 Validation score: -183.039688 Iteration 626, loss = 2.09784746 Validation score: -182.152310 Iteration 627, loss = 2.08842097 Validation score: -181.268511 Iteration 628, loss = 2.07903118 Validation score: -180.388280 Iteration 629, loss = 2.06967800 Validation score: -179.511607 Iteration 630, loss = 2.06036133 Validation score: -178.638483 Iteration 631, loss = 2.05108105 Validation score: -177.768897 Iteration 632, loss = 2.04183708 Validation score: -176.902840 Iteration 633, loss = 2.03262931 Validation score: -176.040300 Iteration 634, loss = 2.02345762 Validation score: -175.181269 Iteration 635, loss = 2.01432194 Validation score: -174.325735 Iteration 636, loss = 2.00522214 Validation score: -173.473689 Iteration 637, loss = 1.99615813 Validation score: -172.625120 Iteration 638, loss = 1.98712980 Validation score: -171.780018 Iteration 639, loss = 1.97813705 Validation score: -170.938374 Iteration 640, loss = 1.96917978 Validation score: -170.100176 Iteration 641, loss = 1.96025788 Validation score: -169.265415 Iteration 642, loss = 1.95137126 Validation score: -168.434080 Iteration 643, loss = 1.94251980 Validation score: -167.606162 Iteration 644, loss = 1.93370340 Validation score: -166.781649 Iteration 645, loss = 1.92492196 Validation score: -165.960532 Iteration 646, loss = 1.91617538 Validation score: -165.142800 Iteration 647, loss = 1.90746355 Validation score: -164.328444 Iteration 648, loss = 1.89878636 Validation score: -163.517452 Iteration 649, loss = 1.89014372 Validation score: 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score: -150.235423 Iteration 666, loss = 1.74840278 Validation score: -149.483236 Iteration 667, loss = 1.74036407 Validation score: -148.734218 Iteration 668, loss = 1.73235792 Validation score: -147.988358 Iteration 669, loss = 1.72438423 Validation score: -147.245648 Iteration 670, loss = 1.71644289 Validation score: -146.506075 Iteration 671, loss = 1.70853380 Validation score: -145.769631 Iteration 672, loss = 1.70065685 Validation score: -145.036304 Iteration 673, loss = 1.69281194 Validation score: -144.306085 Iteration 674, loss = 1.68499898 Validation score: -143.578963 Iteration 675, loss = 1.67721784 Validation score: -142.854928 Iteration 676, loss = 1.66946844 Validation score: -142.133970 Iteration 677, loss = 1.66175066 Validation score: -141.416079 Iteration 678, loss = 1.65406440 Validation score: -140.701244 Iteration 679, loss = 1.64640957 Validation score: -139.989455 Iteration 680, loss = 1.63878605 Validation score: -139.280703 Iteration 681, loss = 1.63119375 Validation score: -138.574976 Iteration 682, loss = 1.62363255 Validation score: -137.872265 Iteration 683, loss = 1.61610237 Validation score: -137.172559 Iteration 684, loss = 1.60860309 Validation score: -136.475849 Iteration 685, loss = 1.60113461 Validation score: -135.782124 Iteration 686, loss = 1.59369683 Validation score: -135.091374 Iteration 687, loss = 1.58628965 Validation score: -134.403590 Iteration 688, loss = 1.57891297 Validation score: -133.718760 Iteration 689, loss = 1.57156668 Validation score: -133.036876 Iteration 690, loss = 1.56425068 Validation score: -132.357926 Iteration 691, loss = 1.55696487 Validation score: -131.681901 Iteration 692, loss = 1.54970915 Validation score: -131.008791 Iteration 693, loss = 1.54248341 Validation score: -130.338586 Iteration 694, loss = 1.53528756 Validation score: -129.671275 Iteration 695, loss = 1.52812150 Validation score: -129.006850 Iteration 696, loss = 1.52098512 Validation score: -128.345299 Iteration 697, loss = 1.51387832 Validation score: -127.686613 Iteration 698, loss = 1.50680100 Validation score: -127.030782 Iteration 699, loss = 1.49975306 Validation score: -126.377796 Iteration 700, loss = 1.49273440 Validation score: -125.727646 Iteration 701, loss = 1.48574493 Validation score: -125.080320 Iteration 702, loss = 1.47878453 Validation score: -124.435810 Iteration 703, loss = 1.47185312 Validation score: -123.794106 Iteration 704, loss = 1.46495059 Validation score: -123.155197 Iteration 705, loss = 1.45807684 Validation score: -122.519074 Iteration 706, loss = 1.45123177 Validation score: -121.885727 Iteration 707, loss = 1.44441528 Validation score: -121.255147 Iteration 708, loss = 1.43762728 Validation score: -120.627323 Iteration 709, loss = 1.43086766 Validation score: -120.002246 Iteration 710, loss = 1.42413633 Validation score: -119.379906 Iteration 711, loss = 1.41743320 Validation score: -118.760294 Iteration 712, loss = 1.41075815 Validation score: -118.143399 Iteration 713, loss = 1.40411109 Validation score: -117.529212 Iteration 714, loss = 1.39749193 Validation score: -116.917724 Iteration 715, loss = 1.39090057 Validation score: -116.308925 Iteration 716, loss = 1.38433690 Validation score: -115.702804 Iteration 717, loss = 1.37780084 Validation score: -115.099354 Iteration 718, loss = 1.37129229 Validation score: -114.498563 Iteration 719, loss = 1.36481114 Validation score: -113.900423 Iteration 720, loss = 1.35835731 Validation score: -113.304924 Iteration 721, loss = 1.35193070 Validation score: -112.712056 Iteration 722, loss = 1.34553121 Validation score: -112.121810 Iteration 723, loss = 1.33915874 Validation score: -111.534177 Iteration 724, loss = 1.33281320 Validation score: -110.949147 Iteration 725, loss = 1.32649449 Validation score: -110.366711 Iteration 726, loss = 1.32020253 Validation score: -109.786859 Iteration 727, loss = 1.31393721 Validation score: -109.209581 Iteration 728, loss = 1.30769843 Validation score: -108.634870 Iteration 729, loss = 1.30148612 Validation score: -108.062715 Iteration 730, loss = 1.29530016 Validation score: -107.493106 Iteration 731, loss = 1.28914047 Validation score: -106.926035 Iteration 732, loss = 1.28300695 Validation score: -106.361493 Iteration 733, loss = 1.27689951 Validation score: -105.799470 Iteration 734, loss = 1.27081805 Validation score: -105.239957 Iteration 735, loss = 1.26476249 Validation score: -104.682944 Iteration 736, loss = 1.25873273 Validation score: -104.128423 Iteration 737, loss = 1.25272867 Validation score: -103.576384 Iteration 738, loss = 1.24675023 Validation score: -103.026819 Iteration 739, loss = 1.24079731 Validation score: -102.479718 Iteration 740, loss = 1.23486982 Validation score: -101.935072 Iteration 741, loss = 1.22896767 Validation score: -101.392872 Iteration 742, loss = 1.22309077 Validation score: -100.853109 Iteration 743, loss = 1.21723902 Validation score: -100.315774 Iteration 744, loss = 1.21141233 Validation score: 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-64.072585 Iteration 825, loss = 0.81479382 Validation score: -63.705937 Iteration 826, loss = 0.81073575 Validation score: -63.341051 Iteration 827, loss = 0.80669602 Validation score: -62.977921 Iteration 828, loss = 0.80267458 Validation score: -62.616539 Iteration 829, loss = 0.79867135 Validation score: -62.256899 Iteration 830, loss = 0.79468626 Validation score: -61.898994 Iteration 831, loss = 0.79071925 Validation score: -61.542817 Iteration 832, loss = 0.78677023 Validation score: -61.188361 Iteration 833, loss = 0.78283914 Validation score: -60.835619 Iteration 834, loss = 0.77892591 Validation score: -60.484584 Iteration 835, loss = 0.77503048 Validation score: -60.135249 Iteration 836, loss = 0.77115277 Validation score: -59.787608 Iteration 837, loss = 0.76729271 Validation score: -59.441653 Iteration 838, loss = 0.76345023 Validation score: -59.097378 Iteration 839, loss = 0.75962528 Validation score: -58.754777 Iteration 840, loss = 0.75581777 Validation score: 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-53.180098 Iteration 857, loss = 0.69369475 Validation score: -52.866482 Iteration 858, loss = 0.69018991 Validation score: -52.554415 Iteration 859, loss = 0.68670126 Validation score: -52.243890 Iteration 860, loss = 0.68322874 Validation score: -51.934902 Iteration 861, loss = 0.67977228 Validation score: -51.627444 Iteration 862, loss = 0.67633183 Validation score: -51.321509 Iteration 863, loss = 0.67290732 Validation score: -51.017092 Iteration 864, loss = 0.66949869 Validation score: -50.714186 Iteration 865, loss = 0.66610587 Validation score: -50.412785 Iteration 866, loss = 0.66272880 Validation score: -50.112883 Iteration 867, loss = 0.65936742 Validation score: -49.814474 Iteration 868, loss = 0.65602167 Validation score: -49.517551 Iteration 869, loss = 0.65269148 Validation score: -49.222108 Iteration 870, loss = 0.64937680 Validation score: -48.928140 Iteration 871, loss = 0.64607755 Validation score: -48.635640 Iteration 872, loss = 0.64279369 Validation score: -48.344602 Iteration 873, loss = 0.63952515 Validation score: -48.055021 Iteration 874, loss = 0.63627186 Validation score: -47.766889 Iteration 875, loss = 0.63303377 Validation score: -47.480202 Iteration 876, loss = 0.62981082 Validation score: -47.194953 Iteration 877, loss = 0.62660294 Validation score: -46.911136 Iteration 878, loss = 0.62341008 Validation score: -46.628745 Iteration 879, loss = 0.62023218 Validation score: -46.347775 Iteration 880, loss = 0.61706917 Validation score: -46.068219 Iteration 881, loss = 0.61392099 Validation score: -45.790071 Iteration 882, loss = 0.61078760 Validation score: -45.513327 Iteration 883, loss = 0.60766892 Validation score: -45.237979 Iteration 884, loss = 0.60456491 Validation score: -44.964022 Iteration 885, loss = 0.60147549 Validation score: -44.691451 Iteration 886, loss = 0.59840061 Validation score: -44.420259 Iteration 887, loss = 0.59534022 Validation score: -44.150441 Iteration 888, loss = 0.59229425 Validation score: -43.881991 Iteration 889, loss = 0.58926265 Validation score: -43.614903 Iteration 890, loss = 0.58624536 Validation score: -43.349172 Iteration 891, loss = 0.58324232 Validation score: -43.084792 Iteration 892, loss = 0.58025347 Validation score: -42.821757 Iteration 893, loss = 0.57727877 Validation score: -42.560061 Iteration 894, loss = 0.57431814 Validation score: -42.299700 Iteration 895, loss = 0.57137153 Validation score: -42.040667 Iteration 896, loss = 0.56843889 Validation score: -41.782956 Iteration 897, loss = 0.56552016 Validation score: -41.526563 Iteration 898, loss = 0.56261528 Validation score: -41.271482 Iteration 899, loss = 0.55972421 Validation score: -41.017707 Iteration 900, loss = 0.55684687 Validation score: -40.765232 Iteration 901, loss = 0.55398322 Validation score: -40.514053 Iteration 902, loss = 0.55113320 Validation score: -40.264163 Iteration 903, loss = 0.54829675 Validation score: -40.015558 Iteration 904, loss = 0.54547382 Validation score: -39.768231 Iteration 905, loss = 0.54266436 Validation score: -39.522178 Iteration 906, loss = 0.53986831 Validation score: -39.277393 Iteration 907, loss = 0.53708562 Validation score: -39.033870 Iteration 908, loss = 0.53431622 Validation score: -38.791605 Iteration 909, loss = 0.53156007 Validation score: -38.550592 Iteration 910, loss = 0.52881712 Validation score: -38.310825 Iteration 911, loss = 0.52608730 Validation score: -38.072300 Iteration 912, loss = 0.52337057 Validation score: -37.835011 Iteration 913, loss = 0.52066687 Validation score: -37.598952 Iteration 914, loss = 0.51797615 Validation score: -37.364119 Iteration 915, loss = 0.51529836 Validation score: -37.130507 Iteration 916, loss = 0.51263343 Validation score: -36.898109 Iteration 917, loss = 0.50998133 Validation score: -36.666921 Iteration 918, loss = 0.50734199 Validation score: -36.436938 Iteration 919, loss = 0.50471537 Validation score: -36.208155 Iteration 920, loss = 0.50210141 Validation score: -35.980566 Iteration 921, loss = 0.49950006 Validation score: -35.754166 Iteration 922, loss = 0.49691127 Validation score: -35.528951 Iteration 923, loss = 0.49433499 Validation score: -35.304915 Iteration 924, loss = 0.49177116 Validation score: -35.082052 Iteration 925, loss = 0.48921973 Validation score: -34.860359 Iteration 926, loss = 0.48668066 Validation score: -34.639830 Iteration 927, loss = 0.48415388 Validation score: -34.420459 Iteration 928, loss = 0.48163936 Validation score: -34.202243 Iteration 929, loss = 0.47913704 Validation score: -33.985175 Iteration 930, loss = 0.47664687 Validation score: -33.769252 Iteration 931, loss = 0.47416880 Validation score: -33.554467 Iteration 932, loss = 0.47170277 Validation score: -33.340817 Iteration 933, loss = 0.46924875 Validation score: -33.128296 Iteration 934, loss = 0.46680667 Validation score: -32.916899 Iteration 935, loss = 0.46437650 Validation score: -32.706622 Iteration 936, loss = 0.46195817 Validation score: -32.497459 Iteration 937, loss = 0.45955165 Validation score: -32.289406 Iteration 938, loss = 0.45715688 Validation score: -32.082458 Iteration 939, loss = 0.45477381 Validation score: -31.876610 Iteration 940, loss = 0.45240239 Validation score: -31.671858 Iteration 941, loss = 0.45004258 Validation score: -31.468196 Iteration 942, loss = 0.44769433 Validation score: -31.265620 Iteration 943, loss = 0.44535758 Validation score: -31.064125 Iteration 944, loss = 0.44303230 Validation score: -30.863706 Iteration 945, loss = 0.44071843 Validation score: -30.664358 Iteration 946, loss = 0.43841592 Validation score: -30.466078 Iteration 947, loss = 0.43612473 Validation score: -30.268860 Iteration 948, loss = 0.43384481 Validation score: -30.072700 Iteration 949, loss = 0.43157611 Validation score: -29.877592 Iteration 950, loss = 0.42931859 Validation score: -29.683533 Iteration 951, loss = 0.42707220 Validation score: -29.490518 Iteration 952, loss = 0.42483689 Validation score: -29.298541 Iteration 953, loss = 0.42261261 Validation score: -29.107599 Iteration 954, loss = 0.42039932 Validation score: -28.917688 Iteration 955, loss = 0.41819697 Validation score: -28.728801 Iteration 956, loss = 0.41600552 Validation score: -28.540936 Iteration 957, loss = 0.41382492 Validation score: -28.354087 Iteration 958, loss = 0.41165512 Validation score: -28.168250 Iteration 959, loss = 0.40949609 Validation score: -27.983420 Iteration 960, loss = 0.40734776 Validation score: -27.799593 Iteration 961, loss = 0.40521010 Validation score: -27.616765 Iteration 962, loss = 0.40308307 Validation score: -27.434931 Iteration 963, loss = 0.40096661 Validation score: -27.254086 Iteration 964, loss = 0.39886068 Validation score: -27.074227 Iteration 965, loss = 0.39676524 Validation score: -26.895349 Iteration 966, loss = 0.39468025 Validation score: -26.717447 Iteration 967, loss = 0.39260565 Validation score: -26.540517 Iteration 968, loss = 0.39054141 Validation score: -26.364556 Iteration 969, loss = 0.38848748 Validation score: -26.189557 Iteration 970, loss = 0.38644381 Validation score: -26.015518 Iteration 971, loss = 0.38441037 Validation score: -25.842434 Iteration 972, loss = 0.38238710 Validation score: -25.670300 Iteration 973, loss = 0.38037398 Validation score: -25.499113 Iteration 974, loss = 0.37837094 Validation score: -25.328868 Iteration 975, loss = 0.37637795 Validation score: -25.159561 Iteration 976, loss = 0.37439497 Validation score: -24.991187 Iteration 977, loss = 0.37242195 Validation score: -24.823743 Iteration 978, loss = 0.37045885 Validation score: -24.657224 Iteration 979, loss = 0.36850563 Validation score: -24.491626 Iteration 980, loss = 0.36656224 Validation score: -24.326946 Iteration 981, loss = 0.36462864 Validation score: -24.163178 Iteration 982, loss = 0.36270480 Validation score: -24.000319 Iteration 983, loss = 0.36079066 Validation score: -23.838364 Iteration 984, loss = 0.35888620 Validation score: -23.677310 Iteration 985, loss = 0.35699135 Validation score: -23.517152 Iteration 986, loss = 0.35510609 Validation score: -23.357887 Iteration 987, loss = 0.35323037 Validation score: -23.199509 Iteration 988, loss = 0.35136416 Validation score: -23.042017 Iteration 989, loss = 0.34950740 Validation score: -22.885404 Iteration 990, loss = 0.34766006 Validation score: -22.729668 Iteration 991, loss = 0.34582210 Validation score: -22.574804 Iteration 992, loss = 0.34399348 Validation score: -22.420808 Iteration 993, loss = 0.34217415 Validation score: -22.267676 Iteration 994, loss = 0.34036408 Validation score: -22.115405 Iteration 995, loss = 0.33856323 Validation score: -21.963990 Iteration 996, loss = 0.33677155 Validation score: -21.813428 Iteration 997, loss = 0.33498901 Validation score: -21.663714 Iteration 998, loss = 0.33321556 Validation score: -21.514845 Iteration 999, loss = 0.33145117 Validation score: -21.366817 Iteration 1000, loss = 0.32969580 Validation score: -21.219626 Iteration 1, loss = 17.12766901 Validation score: -989.421238 Iteration 2, loss = 17.09940228 Validation score: -987.805674 Iteration 3, loss = 17.07116506 Validation score: -986.191865 Iteration 4, loss = 17.04295794 Validation score: -984.579841 Iteration 5, loss = 17.01478144 Validation score: -982.969634 Iteration 6, loss = 16.98663610 Validation score: -981.361272 Iteration 7, loss = 16.95852243 Validation score: -979.754784 Iteration 8, loss = 16.93044091 Validation score: -978.150197 Iteration 9, loss = 16.90239201 Validation score: -976.547536 Iteration 10, loss = 16.87437618 Validation score: -974.946826 Iteration 11, loss = 16.84639382 Validation score: -973.348091 Iteration 12, loss = 16.81844536 Validation score: -971.751351 Iteration 13, loss = 16.79053115 Validation score: -970.156628 Iteration 14, loss = 16.76265155 Validation score: -968.563940 Iteration 15, loss = 16.73480689 Validation score: -966.973305 Iteration 16, loss = 16.70699748 Validation score: -965.384740 Iteration 17, loss = 16.67922358 Validation score: -963.798258 Iteration 18, loss = 16.65148546 Validation score: -962.213874 Iteration 19, loss = 16.62378335 Validation score: -960.631599 Iteration 20, loss = 16.59611744 Validation score: -959.051444 Iteration 21, loss = 16.56848792 Validation score: -957.473418 Iteration 22, loss = 16.54089495 Validation score: -955.897529 Iteration 23, loss = 16.51333865 Validation score: -954.323783 Iteration 24, loss = 16.48581914 Validation score: -952.752184 Iteration 25, loss = 16.45833650 Validation score: -951.182738 Iteration 26, loss = 16.43089079 Validation score: -949.615445 Iteration 27, loss = 16.40348205 Validation score: -948.050308 Iteration 28, loss = 16.37611030 Validation score: -946.487326 Iteration 29, loss = 16.34877554 Validation score: -944.926497 Iteration 30, loss = 16.32147775 Validation score: -943.367820 Iteration 31, loss = 16.29421687 Validation score: -941.811291 Iteration 32, loss = 16.26699285 Validation score: -940.256905 Iteration 33, loss = 16.23980560 Validation score: -938.704656 Iteration 34, loss = 16.21265502 Validation score: -937.154537 Iteration 35, loss = 16.18554099 Validation score: -935.606541 Iteration 36, loss = 16.15846339 Validation score: -934.060658 Iteration 37, loss = 16.13142204 Validation score: -932.516879 Iteration 38, loss = 16.10441679 Validation score: -930.975194 Iteration 39, loss = 16.07744745 Validation score: -929.435590 Iteration 40, loss = 16.05051382 Validation score: -927.898055 Iteration 41, loss = 16.02361568 Validation score: -926.362577 Iteration 42, loss = 15.99675281 Validation score: -924.829140 Iteration 43, loss = 15.96992495 Validation score: -923.297730 Iteration 44, loss = 15.94313186 Validation score: -921.768332 Iteration 45, loss = 15.91637327 Validation score: -920.240929 Iteration 46, loss = 15.88964888 Validation score: -918.715504 Iteration 47, loss = 15.86295842 Validation score: -917.192039 Iteration 48, loss = 15.83630156 Validation score: -915.670517 Iteration 49, loss = 15.80967799 Validation score: -914.150916 Iteration 50, loss = 15.78308738 Validation score: -912.633219 Iteration 51, loss = 15.75652938 Validation score: -911.117404 Iteration 52, loss = 15.73000365 Validation score: -909.603451 Iteration 53, loss = 15.70350981 Validation score: -908.091337 Iteration 54, loss = 15.67704750 Validation score: -906.581041 Iteration 55, loss = 15.65061632 Validation score: -905.072539 Iteration 56, loss = 15.62421589 Validation score: -903.565808 Iteration 57, loss = 15.59784579 Validation score: -902.060824 Iteration 58, loss = 15.57150560 Validation score: -900.557562 Iteration 59, loss = 15.54519491 Validation score: -899.055997 Iteration 60, loss = 15.51891326 Validation score: -897.556104 Iteration 61, loss = 15.49266023 Validation score: -896.057855 Iteration 62, loss = 15.46643535 Validation score: -894.561224 Iteration 63, loss = 15.44023815 Validation score: -893.066184 Iteration 64, loss = 15.41406816 Validation score: -891.572707 Iteration 65, loss = 15.38792490 Validation score: -890.080764 Iteration 66, loss = 15.36180787 Validation score: -888.590326 Iteration 67, loss = 15.33571658 Validation score: -887.101364 Iteration 68, loss = 15.30965051 Validation score: -885.613849 Iteration 69, loss = 15.28360914 Validation score: -884.127749 Iteration 70, loss = 15.25759196 Validation score: -882.643034 Iteration 71, loss = 15.23159843 Validation score: -881.159674 Iteration 72, loss = 15.20562801 Validation score: -879.677636 Iteration 73, loss = 15.17968015 Validation score: -878.196889 Iteration 74, loss = 15.15375431 Validation score: -876.717400 Iteration 75, loss = 15.12784992 Validation score: -875.239138 Iteration 76, loss = 15.10196642 Validation score: -873.762070 Iteration 77, loss = 15.07610324 Validation score: -872.286162 Iteration 78, loss = 15.05025982 Validation score: -870.811382 Iteration 79, loss = 15.02443559 Validation score: -869.337696 Iteration 80, loss = 14.99862996 Validation score: -867.865072 Iteration 81, loss = 14.97284235 Validation score: -866.393475 Iteration 82, loss = 14.94707220 Validation score: -864.922874 Iteration 83, loss = 14.92131892 Validation score: -863.453234 Iteration 84, loss = 14.89558193 Validation score: -861.984522 Iteration 85, loss = 14.86986067 Validation score: -860.516705 Iteration 86, loss = 14.84415455 Validation score: -859.049751 Iteration 87, loss = 14.81846300 Validation score: -857.583627 Iteration 88, loss = 14.79278547 Validation score: -856.118301 Iteration 89, loss = 14.76712140 Validation score: -854.653741 Iteration 90, loss = 14.74147022 Validation score: -853.189915 Iteration 91, loss = 14.71583140 Validation score: -851.726793 Iteration 92, loss = 14.69020440 Validation score: -850.264343 Iteration 93, loss = 14.66458869 Validation score: -848.802537 Iteration 94, loss = 14.63898375 Validation score: -847.341344 Iteration 95, loss = 14.61338908 Validation score: -845.880737 Iteration 96, loss = 14.58780417 Validation score: -844.420686 Iteration 97, loss = 14.56222854 Validation score: -842.961165 Iteration 98, loss = 14.53666173 Validation score: -841.502147 Iteration 99, loss = 14.51110326 Validation score: -840.043607 Iteration 100, loss = 14.48555271 Validation score: -838.585519 Iteration 101, loss = 14.46000963 Validation score: -837.127859 Iteration 102, loss = 14.43447361 Validation score: -835.670604 Iteration 103, loss = 14.40894425 Validation score: -834.213732 Iteration 104, loss = 14.38342117 Validation score: -832.757220 Iteration 105, loss = 14.35790399 Validation score: -831.301049 Iteration 106, loss = 14.33239236 Validation score: -829.845198 Iteration 107, loss = 14.30688593 Validation score: -828.389648 Iteration 108, loss = 14.28138440 Validation score: -826.934382 Iteration 109, loss = 14.25588744 Validation score: -825.479381 Iteration 110, loss = 14.23039476 Validation score: -824.024631 Iteration 111, loss = 14.20490610 Validation score: -822.570114 Iteration 112, loss = 14.17942118 Validation score: -821.115818 Iteration 113, loss = 14.15393977 Validation score: -819.661727 Iteration 114, loss = 14.12846162 Validation score: -818.207829 Iteration 115, loss = 14.10298653 Validation score: -816.754112 Iteration 116, loss = 14.07751428 Validation score: -815.300565 Iteration 117, loss = 14.05204469 Validation score: -813.847176 Iteration 118, loss = 14.02657759 Validation score: -812.393936 Iteration 119, loss = 14.00111282 Validation score: -810.940836 Iteration 120, loss = 13.97565021 Validation score: -809.487867 Iteration 121, loss = 13.95018964 Validation score: -808.035022 Iteration 122, loss = 13.92473099 Validation score: -806.582293 Iteration 123, loss = 13.89927414 Validation score: -805.129674 Iteration 124, loss = 13.87381898 Validation score: -803.677160 Iteration 125, loss = 13.84836544 Validation score: -802.224744 Iteration 126, loss = 13.82291343 Validation score: -800.772423 Iteration 127, loss = 13.79746288 Validation score: -799.320193 Iteration 128, loss = 13.77201374 Validation score: -797.868049 Iteration 129, loss = 13.74656595 Validation score: -796.415990 Iteration 130, loss = 13.72111948 Validation score: -794.964012 Iteration 131, loss = 13.69567430 Validation score: -793.512113 Iteration 132, loss = 13.67023039 Validation score: -792.060293 Iteration 133, loss = 13.64478773 Validation score: -790.608550 Iteration 134, loss = 13.61934633 Validation score: -789.156884 Iteration 135, loss = 13.59390618 Validation score: -787.705294 Iteration 136, loss = 13.56846730 Validation score: -786.253782 Iteration 137, loss = 13.54302970 Validation score: -784.802347 Iteration 138, loss = 13.51759343 Validation score: -783.350991 Iteration 139, loss = 13.49215851 Validation score: -781.899716 Iteration 140, loss = 13.46672498 Validation score: -780.448523 Iteration 141, loss = 13.44129289 Validation score: -778.997416 Iteration 142, loss = 13.41586230 Validation score: -777.546396 Iteration 143, loss = 13.39043327 Validation score: -776.095467 Iteration 144, loss = 13.36500587 Validation score: -774.644633 Iteration 145, loss = 13.33958018 Validation score: -773.193896 Iteration 146, loss = 13.31415627 Validation score: -771.743262 Iteration 147, loss = 13.28873424 Validation score: -770.292735 Iteration 148, loss = 13.26331417 Validation score: -768.842320 Iteration 149, loss = 13.23789617 Validation score: -767.392021 Iteration 150, loss = 13.21248033 Validation score: -765.941844 Iteration 151, loss = 13.18706678 Validation score: -764.491796 Iteration 152, loss = 13.16165563 Validation score: -763.041882 Iteration 153, loss = 13.13624699 Validation score: -761.592108 Iteration 154, loss = 13.11084099 Validation score: -760.142482 Iteration 155, loss = 13.08543777 Validation score: -758.693010 Iteration 156, loss = 13.06003746 Validation score: -757.243699 Iteration 157, loss = 13.03464021 Validation score: -755.794557 Iteration 158, loss = 13.00924616 Validation score: -754.345593 Iteration 159, loss = 12.98385545 Validation score: -752.896813 Iteration 160, loss = 12.95846826 Validation score: -751.448227 Iteration 161, loss = 12.93308474 Validation score: -749.999842 Iteration 162, loss = 12.90770505 Validation score: -748.551669 Iteration 163, loss = 12.88232937 Validation score: -747.103715 Iteration 164, loss = 12.85695787 Validation score: -745.655992 Iteration 165, loss = 12.83159073 Validation score: -744.208507 Iteration 166, loss = 12.80622813 Validation score: -742.761271 Iteration 167, loss = 12.78087026 Validation score: -741.314295 Iteration 168, loss = 12.75551731 Validation score: -739.867588 Iteration 169, loss = 12.73016949 Validation score: -738.421162 Iteration 170, loss = 12.70482698 Validation score: -736.975027 Iteration 171, loss = 12.67949000 Validation score: -735.529194 Iteration 172, loss = 12.65415874 Validation score: -734.083674 Iteration 173, loss = 12.62883343 Validation score: -732.638480 Iteration 174, loss = 12.60351428 Validation score: -731.193622 Iteration 175, loss = 12.57820151 Validation score: -729.749113 Iteration 176, loss = 12.55289534 Validation score: -728.304965 Iteration 177, loss = 12.52759600 Validation score: -726.861190 Iteration 178, loss = 12.50230371 Validation score: -725.417802 Iteration 179, loss = 12.47701872 Validation score: -723.974812 Iteration 180, loss = 12.45174126 Validation score: -722.532233 Iteration 181, loss = 12.42647156 Validation score: -721.090079 Iteration 182, loss = 12.40120988 Validation score: -719.648364 Iteration 183, loss = 12.37595646 Validation score: -718.207100 Iteration 184, loss = 12.35071155 Validation score: -716.766301 Iteration 185, loss = 12.32547540 Validation score: -715.325982 Iteration 186, loss = 12.30024827 Validation score: -713.886155 Iteration 187, loss = 12.27503042 Validation score: -712.446837 Iteration 188, loss = 12.24982211 Validation score: -711.008040 Iteration 189, loss = 12.22462361 Validation score: -709.569779 Iteration 190, loss = 12.19943517 Validation score: -708.132069 Iteration 191, loss = 12.17425708 Validation score: -706.694926 Iteration 192, loss = 12.14908961 Validation score: -705.258363 Iteration 193, loss = 12.12393302 Validation score: -703.822397 Iteration 194, loss = 12.09878761 Validation score: -702.387041 Iteration 195, loss = 12.07365364 Validation score: -700.952313 Iteration 196, loss = 12.04853141 Validation score: -699.518226 Iteration 197, loss = 12.02342120 Validation score: -698.084798 Iteration 198, loss = 11.99832329 Validation score: -696.652044 Iteration 199, loss = 11.97323797 Validation score: -695.219979 Iteration 200, loss = 11.94816555 Validation score: -693.788621 Iteration 201, loss = 11.92310630 Validation score: -692.357984 Iteration 202, loss = 11.89806053 Validation score: -690.928086 Iteration 203, loss = 11.87302853 Validation score: -689.498942 Iteration 204, loss = 11.84801062 Validation score: -688.070570 Iteration 205, loss = 11.82300707 Validation score: -686.642986 Iteration 206, loss = 11.79801821 Validation score: -685.216206 Iteration 207, loss = 11.77304433 Validation score: -683.790248 Iteration 208, loss = 11.74808575 Validation score: -682.365128 Iteration 209, loss = 11.72314277 Validation score: -680.940863 Iteration 210, loss = 11.69821569 Validation score: -679.517471 Iteration 211, loss = 11.67330484 Validation score: -678.094969 Iteration 212, loss = 11.64841053 Validation score: -676.673373 Iteration 213, loss = 11.62353306 Validation score: -675.252701 Iteration 214, loss = 11.59867277 Validation score: -673.832971 Iteration 215, loss = 11.57382995 Validation score: -672.414200 Iteration 216, loss = 11.54900493 Validation score: -670.996405 Iteration 217, loss = 11.52419803 Validation score: -669.579604 Iteration 218, loss = 11.49940957 Validation score: -668.163815 Iteration 219, loss = 11.47463986 Validation score: -666.749055 Iteration 220, loss = 11.44988924 Validation score: -665.335343 Iteration 221, loss = 11.42515802 Validation score: -663.922695 Iteration 222, loss = 11.40044652 Validation score: -662.511129 Iteration 223, loss = 11.37575507 Validation score: -661.100664 Iteration 224, loss = 11.35108400 Validation score: -659.691317 Iteration 225, loss = 11.32643362 Validation score: -658.283106 Iteration 226, loss = 11.30180426 Validation score: -656.876049 Iteration 227, loss = 11.27719625 Validation score: -655.470164 Iteration 228, loss = 11.25260992 Validation score: -654.065469 Iteration 229, loss = 11.22804558 Validation score: -652.661982 Iteration 230, loss = 11.20350356 Validation score: -651.259720 Iteration 231, loss = 11.17898420 Validation score: -649.858702 Iteration 232, loss = 11.15448780 Validation score: -648.458946 Iteration 233, loss = 11.13001471 Validation score: -647.060469 Iteration 234, loss = 11.10556525 Validation score: -645.663290 Iteration 235, loss = 11.08113973 Validation score: -644.267426 Iteration 236, loss = 11.05673849 Validation score: -642.872895 Iteration 237, loss = 11.03236185 Validation score: -641.479715 Iteration 238, loss = 11.00801013 Validation score: -640.087904 Iteration 239, loss = 10.98368365 Validation score: -638.697480 Iteration 240, loss = 10.95938275 Validation score: -637.308461 Iteration 241, loss = 10.93510773 Validation score: -635.920863 Iteration 242, loss = 10.91085891 Validation score: -634.534705 Iteration 243, loss = 10.88663663 Validation score: -633.150005 Iteration 244, loss = 10.86244119 Validation score: -631.766780 Iteration 245, loss = 10.83827292 Validation score: -630.385048 Iteration 246, loss = 10.81413213 Validation score: -629.004825 Iteration 247, loss = 10.79001913 Validation score: -627.626130 Iteration 248, loss = 10.76593424 Validation score: -626.248980 Iteration 249, loss = 10.74187777 Validation score: -624.873392 Iteration 250, loss = 10.71785004 Validation score: -623.499383 Iteration 251, loss = 10.69385135 Validation score: -622.126970 Iteration 252, loss = 10.66988200 Validation score: -620.756170 Iteration 253, loss = 10.64594231 Validation score: -619.387001 Iteration 254, loss = 10.62203259 Validation score: -618.019479 Iteration 255, loss = 10.59815312 Validation score: -616.653620 Iteration 256, loss = 10.57430422 Validation score: -615.289442 Iteration 257, loss = 10.55048618 Validation score: -613.926961 Iteration 258, loss = 10.52669930 Validation score: -612.566193 Iteration 259, loss = 10.50294387 Validation score: -611.207154 Iteration 260, loss = 10.47922019 Validation score: -609.849862 Iteration 261, loss = 10.45552855 Validation score: -608.494332 Iteration 262, loss = 10.43186923 Validation score: -607.140579 Iteration 263, loss = 10.40824252 Validation score: -605.788621 Iteration 264, loss = 10.38464870 Validation score: -604.438472 Iteration 265, loss = 10.36108806 Validation score: -603.090148 Iteration 266, loss = 10.33756088 Validation score: 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9.96589261 Validation score: -580.462335 Iteration 283, loss = 9.94297413 Validation score: -579.149371 Iteration 284, loss = 9.92009365 Validation score: -577.838500 Iteration 285, loss = 9.89725138 Validation score: -576.529736 Iteration 286, loss = 9.87444754 Validation score: -575.223091 Iteration 287, loss = 9.85168236 Validation score: -573.918576 Iteration 288, loss = 9.82895604 Validation score: -572.616205 Iteration 289, loss = 9.80626880 Validation score: -571.315989 Iteration 290, loss = 9.78362084 Validation score: -570.017939 Iteration 291, loss = 9.76101236 Validation score: -568.722067 Iteration 292, loss = 9.73844357 Validation score: -567.428385 Iteration 293, loss = 9.71591466 Validation score: -566.136903 Iteration 294, loss = 9.69342583 Validation score: -564.847632 Iteration 295, loss = 9.67097726 Validation score: -563.560584 Iteration 296, loss = 9.64856914 Validation score: -562.275768 Iteration 297, loss = 9.62620165 Validation score: -560.993196 Iteration 298, loss = 9.60387497 Validation score: -559.712877 Iteration 299, loss = 9.58158928 Validation score: -558.434821 Iteration 300, loss = 9.55934475 Validation score: -557.159038 Iteration 301, loss = 9.53714155 Validation score: -555.885538 Iteration 302, loss = 9.51497985 Validation score: -554.614331 Iteration 303, loss = 9.49285980 Validation score: -553.345424 Iteration 304, loss = 9.47078156 Validation score: -552.078829 Iteration 305, loss = 9.44874529 Validation score: -550.814553 Iteration 306, loss = 9.42675114 Validation score: -549.552606 Iteration 307, loss = 9.40479926 Validation score: -548.292995 Iteration 308, loss = 9.38288979 Validation score: -547.035729 Iteration 309, loss = 9.36102288 Validation score: -545.780816 Iteration 310, loss = 9.33919865 Validation score: -544.528265 Iteration 311, loss = 9.31741725 Validation score: -543.278083 Iteration 312, loss = 9.29567880 Validation score: -542.030277 Iteration 313, loss = 9.27398343 Validation score: -540.784855 Iteration 314, loss = 9.25233126 Validation score: -539.541824 Iteration 315, loss = 9.23072242 Validation score: -538.301192 Iteration 316, loss = 9.20915702 Validation score: -537.062965 Iteration 317, loss = 9.18763517 Validation score: -535.827149 Iteration 318, loss = 9.16615698 Validation score: -534.593751 Iteration 319, loss = 9.14472256 Validation score: -533.362778 Iteration 320, loss = 9.12333201 Validation score: -532.134235 Iteration 321, loss = 9.10198543 Validation score: -530.908129 Iteration 322, loss = 9.08068291 Validation score: -529.684465 Iteration 323, loss = 9.05942455 Validation score: -528.463248 Iteration 324, loss = 9.03821044 Validation score: -527.244485 Iteration 325, loss = 9.01704066 Validation score: -526.028180 Iteration 326, loss = 8.99591529 Validation score: -524.814338 Iteration 327, loss = 8.97483441 Validation score: -523.602965 Iteration 328, loss = 8.95379811 Validation score: -522.394064 Iteration 329, loss = 8.93280645 Validation score: 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score: -502.224753 Iteration 346, loss = 8.58283320 Validation score: -501.060962 Iteration 347, loss = 8.56265390 Validation score: -499.899700 Iteration 348, loss = 8.54252003 Validation score: -498.740969 Iteration 349, loss = 8.52243160 Validation score: -497.584769 Iteration 350, loss = 8.50238862 Validation score: -496.431102 Iteration 351, loss = 8.48239110 Validation score: -495.279969 Iteration 352, loss = 8.46243905 Validation score: -494.131371 Iteration 353, loss = 8.44253246 Validation score: -492.985307 Iteration 354, loss = 8.42267134 Validation score: -491.841779 Iteration 355, loss = 8.40285568 Validation score: -490.700788 Iteration 356, loss = 8.38308548 Validation score: -489.562332 Iteration 357, loss = 8.36336072 Validation score: -488.426413 Iteration 358, loss = 8.34368141 Validation score: -487.293030 Iteration 359, loss = 8.32404752 Validation score: -486.162183 Iteration 360, loss = 8.30445903 Validation score: -485.033872 Iteration 361, loss = 8.28491594 Validation score: -483.908096 Iteration 362, loss = 8.26541822 Validation score: -482.784856 Iteration 363, loss = 8.24596585 Validation score: -481.664149 Iteration 364, loss = 8.22655881 Validation score: -480.545976 Iteration 365, loss = 8.20719706 Validation score: -479.430336 Iteration 366, loss = 8.18788059 Validation score: -478.317226 Iteration 367, loss = 8.16860935 Validation score: -477.206648 Iteration 368, loss = 8.14938332 Validation score: -476.098598 Iteration 369, loss = 8.13020245 Validation score: -474.993075 Iteration 370, loss = 8.11106672 Validation score: -473.890079 Iteration 371, loss = 8.09197608 Validation score: -472.789608 Iteration 372, loss = 8.07293050 Validation score: -471.691659 Iteration 373, loss = 8.05392992 Validation score: -470.596231 Iteration 374, loss = 8.03497431 Validation score: -469.503322 Iteration 375, loss = 8.01606362 Validation score: -468.412931 Iteration 376, loss = 7.99719779 Validation score: -467.325054 Iteration 377, loss = 7.97837679 Validation score: -466.239690 Iteration 378, loss = 7.95960055 Validation score: -465.156836 Iteration 379, loss = 7.94086902 Validation score: -464.076490 Iteration 380, loss = 7.92218215 Validation score: -462.998650 Iteration 381, loss = 7.90353987 Validation score: -461.923312 Iteration 382, loss = 7.88494214 Validation score: -460.850474 Iteration 383, loss = 7.86638888 Validation score: -459.780134 Iteration 384, loss = 7.84788005 Validation score: -458.712288 Iteration 385, loss = 7.82941556 Validation score: -457.646933 Iteration 386, loss = 7.81099537 Validation score: -456.584067 Iteration 387, loss = 7.79261939 Validation score: -455.523686 Iteration 388, loss = 7.77428757 Validation score: -454.465786 Iteration 389, loss = 7.75599984 Validation score: -453.410366 Iteration 390, loss = 7.73775612 Validation score: -452.357421 Iteration 391, loss = 7.71955633 Validation score: -451.306947 Iteration 392, loss = 7.70140042 Validation score: -450.258942 Iteration 393, loss = 7.68328830 Validation score: -449.213402 Iteration 394, loss = 7.66521989 Validation score: -448.170323 Iteration 395, loss = 7.64719512 Validation score: -447.129700 Iteration 396, loss = 7.62921392 Validation score: -446.091532 Iteration 397, loss = 7.61127619 Validation score: -445.055812 Iteration 398, loss = 7.59338186 Validation score: -444.022539 Iteration 399, loss = 7.57553085 Validation score: -442.991706 Iteration 400, loss = 7.55772308 Validation score: -441.963312 Iteration 401, loss = 7.53995846 Validation score: -440.937350 Iteration 402, loss = 7.52223690 Validation score: -439.913818 Iteration 403, loss = 7.50455832 Validation score: -438.892710 Iteration 404, loss = 7.48692264 Validation score: -437.874023 Iteration 405, loss = 7.46932975 Validation score: -436.857752 Iteration 406, loss = 7.45177959 Validation score: -435.843892 Iteration 407, loss = 7.43427205 Validation score: -434.832440 Iteration 408, loss = 7.41680704 Validation score: -433.823390 Iteration 409, loss = 7.39938448 Validation score: -432.816738 Iteration 410, loss = 7.38200427 Validation score: -431.812479 Iteration 411, loss = 7.36466631 Validation score: -430.810609 Iteration 412, loss = 7.34737052 Validation score: -429.811123 Iteration 413, loss = 7.33011680 Validation score: -428.814016 Iteration 414, loss = 7.31290505 Validation score: -427.819283 Iteration 415, loss = 7.29573519 Validation score: -426.826919 Iteration 416, loss = 7.27860710 Validation score: -425.836920 Iteration 417, loss = 7.26152069 Validation score: -424.849280 Iteration 418, loss = 7.24447587 Validation score: -423.863994 Iteration 419, loss = 7.22747254 Validation score: -422.881058 Iteration 420, loss = 7.21051060 Validation score: -421.900466 Iteration 421, loss = 7.19358995 Validation score: -420.922213 Iteration 422, loss = 7.17671048 Validation score: -419.946293 Iteration 423, loss = 7.15987210 Validation score: -418.972703 Iteration 424, loss = 7.14307471 Validation score: 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score: -402.772748 Iteration 441, loss = 6.86369003 Validation score: -401.840148 Iteration 442, loss = 6.84761267 Validation score: -400.909773 Iteration 443, loss = 6.83157430 Validation score: -399.981616 Iteration 444, loss = 6.81557482 Validation score: -399.055672 Iteration 445, loss = 6.79961412 Validation score: -398.131936 Iteration 446, loss = 6.78369210 Validation score: -397.210401 Iteration 447, loss = 6.76780865 Validation score: -396.291061 Iteration 448, loss = 6.75196366 Validation score: -395.373912 Iteration 449, loss = 6.73615703 Validation score: -394.458946 Iteration 450, loss = 6.72038864 Validation score: -393.546159 Iteration 451, loss = 6.70465839 Validation score: -392.635545 Iteration 452, loss = 6.68896617 Validation score: -391.727098 Iteration 453, loss = 6.67331188 Validation score: -390.820811 Iteration 454, loss = 6.65769540 Validation score: -389.916679 Iteration 455, loss = 6.64211663 Validation score: -389.014697 Iteration 456, loss = 6.62657546 Validation score: -388.114859 Iteration 457, loss = 6.61107178 Validation score: -387.217158 Iteration 458, loss = 6.59560548 Validation score: -386.321589 Iteration 459, loss = 6.58017647 Validation score: -385.428146 Iteration 460, loss = 6.56478462 Validation score: -384.536823 Iteration 461, loss = 6.54942984 Validation score: -383.647614 Iteration 462, loss = 6.53411201 Validation score: -382.760514 Iteration 463, loss = 6.51883102 Validation score: -381.875516 Iteration 464, loss = 6.50358678 Validation score: -380.992615 Iteration 465, loss = 6.48837917 Validation score: -380.111805 Iteration 466, loss = 6.47320808 Validation score: -379.233081 Iteration 467, loss = 6.45807341 Validation score: -378.356435 Iteration 468, loss = 6.44297505 Validation score: -377.481863 Iteration 469, loss = 6.42791290 Validation score: -376.609358 Iteration 470, loss = 6.41288685 Validation score: -375.738915 Iteration 471, loss = 6.39789678 Validation score: -374.870528 Iteration 472, loss = 6.38294260 Validation score: -374.004191 Iteration 473, loss = 6.36802420 Validation score: -373.139898 Iteration 474, loss = 6.35314147 Validation score: -372.277643 Iteration 475, loss = 6.33829430 Validation score: -371.417421 Iteration 476, loss = 6.32348260 Validation score: -370.559226 Iteration 477, loss = 6.30870625 Validation score: -369.703052 Iteration 478, loss = 6.29396514 Validation score: -368.848893 Iteration 479, loss = 6.27925919 Validation score: -367.996743 Iteration 480, loss = 6.26458826 Validation score: -367.146597 Iteration 481, loss = 6.24995228 Validation score: -366.298449 Iteration 482, loss = 6.23535112 Validation score: -365.452293 Iteration 483, loss = 6.22078468 Validation score: -364.608123 Iteration 484, loss = 6.20625287 Validation score: -363.765933 Iteration 485, loss = 6.19175557 Validation score: -362.925719 Iteration 486, loss = 6.17729268 Validation score: -362.087473 Iteration 487, loss = 6.16286410 Validation score: -361.251191 Iteration 488, loss = 6.14846973 Validation score: -360.416866 Iteration 489, loss = 6.13410946 Validation score: -359.584493 Iteration 490, loss = 6.11978318 Validation score: -358.754067 Iteration 491, loss = 6.10549080 Validation score: -357.925581 Iteration 492, loss = 6.09123222 Validation score: -357.099030 Iteration 493, loss = 6.07700732 Validation score: -356.274408 Iteration 494, loss = 6.06281602 Validation score: -355.451709 Iteration 495, loss = 6.04865820 Validation score: -354.630929 Iteration 496, loss = 6.03453377 Validation score: -353.812061 Iteration 497, loss = 6.02044262 Validation score: -352.995099 Iteration 498, loss = 6.00638465 Validation score: -352.180039 Iteration 499, loss = 5.99235977 Validation score: -351.366874 Iteration 500, loss = 5.97836788 Validation score: -350.555599 Iteration 501, loss = 5.96440886 Validation score: -349.746208 Iteration 502, loss = 5.95048263 Validation score: -348.938696 Iteration 503, loss = 5.93658908 Validation score: -348.133058 Iteration 504, loss = 5.92272812 Validation score: -347.329287 Iteration 505, loss = 5.90889964 Validation score: -346.527379 Iteration 506, loss = 5.89510354 Validation score: -345.727327 Iteration 507, loss = 5.88133974 Validation score: -344.929127 Iteration 508, loss = 5.86760813 Validation score: -344.132773 Iteration 509, loss = 5.85390861 Validation score: -343.338258 Iteration 510, loss = 5.84024108 Validation score: -342.545579 Iteration 511, loss = 5.82660545 Validation score: -341.754730 Iteration 512, loss = 5.81300163 Validation score: -340.965705 Iteration 513, loss = 5.79942950 Validation score: -340.178498 Iteration 514, loss = 5.78588899 Validation score: -339.393105 Iteration 515, loss = 5.77237999 Validation score: -338.609520 Iteration 516, loss = 5.75890241 Validation score: -337.827737 Iteration 517, loss = 5.74545615 Validation score: -337.047752 Iteration 518, loss = 5.73204111 Validation score: -336.269560 Iteration 519, loss = 5.71865721 Validation score: 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score: -323.309413 Iteration 536, loss = 5.49580406 Validation score: -322.562590 Iteration 537, loss = 5.48296475 Validation score: -321.817462 Iteration 538, loss = 5.47015483 Validation score: -321.074023 Iteration 539, loss = 5.45737422 Validation score: -320.332269 Iteration 540, loss = 5.44462283 Validation score: -319.592194 Iteration 541, loss = 5.43190058 Validation score: -318.853794 Iteration 542, loss = 5.41920738 Validation score: -318.117064 Iteration 543, loss = 5.40654314 Validation score: -317.382000 Iteration 544, loss = 5.39390778 Validation score: -316.648595 Iteration 545, loss = 5.38130121 Validation score: -315.916846 Iteration 546, loss = 5.36872334 Validation score: -315.186747 Iteration 547, loss = 5.35617409 Validation score: -314.458294 Iteration 548, loss = 5.34365338 Validation score: -313.731482 Iteration 549, loss = 5.33116111 Validation score: -313.006306 Iteration 550, loss = 5.31869722 Validation score: -312.282761 Iteration 551, loss = 5.30626160 Validation score: -311.560844 Iteration 552, loss = 5.29385419 Validation score: -310.840548 Iteration 553, loss = 5.28147489 Validation score: -310.121869 Iteration 554, loss = 5.26912363 Validation score: -309.404804 Iteration 555, loss = 5.25680031 Validation score: -308.689346 Iteration 556, loss = 5.24450487 Validation score: -307.975491 Iteration 557, loss = 5.23223721 Validation score: -307.263236 Iteration 558, loss = 5.21999726 Validation score: -306.552574 Iteration 559, loss = 5.20778493 Validation score: -305.843502 Iteration 560, loss = 5.19560015 Validation score: -305.136015 Iteration 561, loss = 5.18344283 Validation score: -304.430108 Iteration 562, loss = 5.17131290 Validation score: -303.725778 Iteration 563, loss = 5.15921027 Validation score: -303.023019 Iteration 564, loss = 5.14713486 Validation score: -302.321826 Iteration 565, loss = 5.13508660 Validation score: -301.622196 Iteration 566, loss = 5.12306541 Validation score: -300.924125 Iteration 567, loss = 5.11107121 Validation score: -300.227606 Iteration 568, loss = 5.09910392 Validation score: -299.532637 Iteration 569, loss = 5.08716346 Validation score: -298.839213 Iteration 570, loss = 5.07524976 Validation score: -298.147329 Iteration 571, loss = 5.06336274 Validation score: -297.456981 Iteration 572, loss = 5.05150232 Validation score: -296.768165 Iteration 573, loss = 5.03966843 Validation score: -296.080875 Iteration 574, loss = 5.02786098 Validation score: -295.395109 Iteration 575, loss = 5.01607992 Validation score: -294.710862 Iteration 576, loss = 5.00432515 Validation score: -294.028129 Iteration 577, loss = 4.99259661 Validation score: -293.346907 Iteration 578, loss = 4.98089422 Validation score: -292.667190 Iteration 579, loss = 4.96921790 Validation score: -291.988975 Iteration 580, loss = 4.95756758 Validation score: -291.312258 Iteration 581, loss = 4.94594320 Validation score: -290.637033 Iteration 582, loss = 4.93434467 Validation score: -289.963299 Iteration 583, loss = 4.92277192 Validation score: -289.291049 Iteration 584, loss = 4.91122487 Validation score: -288.620280 Iteration 585, loss = 4.89970347 Validation score: -287.950987 Iteration 586, loss = 4.88820763 Validation score: -287.283168 Iteration 587, loss = 4.87673728 Validation score: -286.616817 Iteration 588, loss = 4.86529236 Validation score: -285.951930 Iteration 589, loss = 4.85387278 Validation score: -285.288504 Iteration 590, loss = 4.84247849 Validation score: -284.626535 Iteration 591, loss = 4.83110940 Validation score: -283.966017 Iteration 592, loss = 4.81976546 Validation score: -283.306949 Iteration 593, loss = 4.80844658 Validation score: -282.649324 Iteration 594, loss = 4.79715270 Validation score: -281.993141 Iteration 595, loss = 4.78588375 Validation score: -281.338393 Iteration 596, loss = 4.77463967 Validation score: -280.685079 Iteration 597, loss = 4.76342038 Validation score: -280.033193 Iteration 598, loss = 4.75222581 Validation score: -279.382732 Iteration 599, loss = 4.74105590 Validation score: -278.733691 Iteration 600, loss = 4.72991058 Validation score: -278.086068 Iteration 601, loss = 4.71878978 Validation score: -277.439858 Iteration 602, loss = 4.70769343 Validation score: -276.795058 Iteration 603, loss = 4.69662147 Validation score: -276.151663 Iteration 604, loss = 4.68557384 Validation score: -275.509670 Iteration 605, loss = 4.67455045 Validation score: -274.869074 Iteration 606, loss = 4.66355126 Validation score: -274.229873 Iteration 607, loss = 4.65257619 Validation score: -273.592063 Iteration 608, loss = 4.64162518 Validation score: -272.955639 Iteration 609, loss = 4.63069817 Validation score: -272.320598 Iteration 610, loss = 4.61979508 Validation score: -271.686937 Iteration 611, loss = 4.60891585 Validation score: -271.054651 Iteration 612, loss = 4.59806043 Validation score: -270.423737 Iteration 613, loss = 4.58722874 Validation score: -269.794192 Iteration 614, loss = 4.57642072 Validation score: -269.166011 Iteration 615, loss = 4.56563632 Validation score: -268.539191 Iteration 616, loss = 4.55487545 Validation score: -267.913729 Iteration 617, loss = 4.54413808 Validation score: -267.289621 Iteration 618, loss = 4.53342412 Validation score: -266.666863 Iteration 619, loss = 4.52273352 Validation score: -266.045451 Iteration 620, loss = 4.51206622 Validation score: -265.425383 Iteration 621, loss = 4.50142216 Validation score: -264.806655 Iteration 622, loss = 4.49080126 Validation score: -264.189262 Iteration 623, loss = 4.48020348 Validation score: -263.573202 Iteration 624, loss = 4.46962876 Validation score: -262.958472 Iteration 625, loss = 4.45907702 Validation score: -262.345067 Iteration 626, loss = 4.44854822 Validation score: -261.732984 Iteration 627, loss = 4.43804228 Validation score: -261.122220 Iteration 628, loss = 4.42755916 Validation score: -260.512772 Iteration 629, loss = 4.41709879 Validation score: -259.904635 Iteration 630, loss = 4.40666111 Validation score: -259.297807 Iteration 631, loss = 4.39624607 Validation score: -258.692284 Iteration 632, loss = 4.38585360 Validation score: -258.088063 Iteration 633, loss = 4.37548364 Validation score: -257.485141 Iteration 634, loss = 4.36513615 Validation score: -256.883513 Iteration 635, loss = 4.35481105 Validation score: -256.283177 Iteration 636, loss = 4.34450830 Validation score: -255.684130 Iteration 637, loss = 4.33422783 Validation score: -255.086368 Iteration 638, loss = 4.32396959 Validation score: -254.489888 Iteration 639, loss = 4.31373353 Validation score: -253.894686 Iteration 640, loss = 4.30351957 Validation score: -253.300760 Iteration 641, loss = 4.29332768 Validation score: -252.708106 Iteration 642, loss = 4.28315778 Validation score: -252.116721 Iteration 643, loss = 4.27300983 Validation score: -251.526602 Iteration 644, loss = 4.26288377 Validation score: -250.937745 Iteration 645, loss = 4.25277955 Validation score: -250.350147 Iteration 646, loss = 4.24269711 Validation score: -249.763806 Iteration 647, loss = 4.23263639 Validation score: -249.178717 Iteration 648, loss = 4.22259733 Validation score: -248.594878 Iteration 649, loss = 4.21257990 Validation score: -248.012286 Iteration 650, loss = 4.20258402 Validation score: -247.430938 Iteration 651, loss = 4.19260966 Validation score: -246.850830 Iteration 652, loss = 4.18265674 Validation score: -246.271959 Iteration 653, loss = 4.17272522 Validation score: -245.694323 Iteration 654, loss = 4.16281505 Validation score: -245.117918 Iteration 655, loss = 4.15292618 Validation score: -244.542741 Iteration 656, loss = 4.14305854 Validation score: -243.968789 Iteration 657, loss = 4.13321209 Validation score: -243.396059 Iteration 658, loss = 4.12338678 Validation score: -242.824548 Iteration 659, loss = 4.11358254 Validation score: -242.254254 Iteration 660, loss = 4.10379934 Validation score: -241.685172 Iteration 661, loss = 4.09403712 Validation score: -241.117300 Iteration 662, loss = 4.08429582 Validation score: -240.550636 Iteration 663, loss = 4.07457540 Validation score: -239.985176 Iteration 664, loss = 4.06487581 Validation score: -239.420917 Iteration 665, loss = 4.05519698 Validation score: -238.857856 Iteration 666, loss = 4.04553888 Validation score: -238.295991 Iteration 667, loss = 4.03590146 Validation score: -237.735318 Iteration 668, loss = 4.02628465 Validation score: -237.175835 Iteration 669, loss = 4.01668842 Validation score: -236.617538 Iteration 670, loss = 4.00711271 Validation score: -236.060425 Iteration 671, loss = 3.99755748 Validation score: -235.504493 Iteration 672, loss = 3.98802266 Validation score: -234.949740 Iteration 673, loss = 3.97850822 Validation score: -234.396161 Iteration 674, loss = 3.96901411 Validation score: -233.843755 Iteration 675, loss = 3.95954027 Validation score: -233.292519 Iteration 676, loss = 3.95008666 Validation score: -232.742449 Iteration 677, loss = 3.94065322 Validation score: -232.193543 Iteration 678, loss = 3.93123992 Validation score: -231.645799 Iteration 679, loss = 3.92184670 Validation score: -231.099213 Iteration 680, loss = 3.91247352 Validation score: -230.553783 Iteration 681, loss = 3.90312032 Validation score: -230.009506 Iteration 682, loss = 3.89378706 Validation score: -229.466379 Iteration 683, loss = 3.88447370 Validation score: -228.924400 Iteration 684, loss = 3.87518018 Validation score: -228.383565 Iteration 685, loss = 3.86590645 Validation score: -227.843872 Iteration 686, loss = 3.85665248 Validation score: -227.305319 Iteration 687, loss = 3.84741822 Validation score: -226.767903 Iteration 688, loss = 3.83820361 Validation score: -226.231621 Iteration 689, loss = 3.82900862 Validation score: -225.696470 Iteration 690, loss = 3.81983319 Validation score: -225.162447 Iteration 691, loss = 3.81067729 Validation score: -224.629551 Iteration 692, loss = 3.80154086 Validation score: -224.097779 Iteration 693, loss = 3.79242386 Validation score: -223.567127 Iteration 694, loss = 3.78332624 Validation score: -223.037593 Iteration 695, loss = 3.77424797 Validation score: -222.509175 Iteration 696, loss = 3.76518898 Validation score: -221.981870 Iteration 697, loss = 3.75614925 Validation score: -221.455676 Iteration 698, loss = 3.74712873 Validation score: -220.930590 Iteration 699, loss = 3.73812736 Validation score: -220.406608 Iteration 700, loss = 3.72914512 Validation score: -219.883730 Iteration 701, loss = 3.72018194 Validation score: -219.361952 Iteration 702, loss = 3.71123780 Validation score: -218.841272 Iteration 703, loss = 3.70231264 Validation score: -218.321687 Iteration 704, loss = 3.69340643 Validation score: -217.803194 Iteration 705, loss = 3.68451911 Validation score: -217.285792 Iteration 706, loss = 3.67565065 Validation score: -216.769477 Iteration 707, loss = 3.66680100 Validation score: -216.254248 Iteration 708, loss = 3.65797012 Validation score: -215.740102 Iteration 709, loss = 3.64915797 Validation score: 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score: -207.162924 Iteration 726, loss = 3.50217612 Validation score: -206.667855 Iteration 727, loss = 3.49369395 Validation score: -206.173824 Iteration 728, loss = 3.48522973 Validation score: -205.680827 Iteration 729, loss = 3.47678341 Validation score: -205.188864 Iteration 730, loss = 3.46835496 Validation score: -204.697932 Iteration 731, loss = 3.45994434 Validation score: -204.208028 Iteration 732, loss = 3.45155151 Validation score: -203.719150 Iteration 733, loss = 3.44317643 Validation score: -203.231296 Iteration 734, loss = 3.43481906 Validation score: -202.744463 Iteration 735, loss = 3.42647937 Validation score: -202.258650 Iteration 736, loss = 3.41815731 Validation score: -201.773855 Iteration 737, loss = 3.40985284 Validation score: -201.290074 Iteration 738, loss = 3.40156593 Validation score: -200.807306 Iteration 739, loss = 3.39329655 Validation score: -200.325548 Iteration 740, loss = 3.38504464 Validation score: -199.844799 Iteration 741, loss = 3.37681018 Validation score: -199.365056 Iteration 742, loss = 3.36859312 Validation score: -198.886317 Iteration 743, loss = 3.36039344 Validation score: -198.408580 Iteration 744, loss = 3.35221108 Validation score: -197.931842 Iteration 745, loss = 3.34404602 Validation score: -197.456102 Iteration 746, loss = 3.33589821 Validation score: -196.981358 Iteration 747, loss = 3.32776762 Validation score: -196.507606 Iteration 748, loss = 3.31965422 Validation score: -196.034846 Iteration 749, loss = 3.31155796 Validation score: -195.563074 Iteration 750, loss = 3.30347881 Validation score: -195.092290 Iteration 751, loss = 3.29541673 Validation score: -194.622490 Iteration 752, loss = 3.28737168 Validation score: -194.153672 Iteration 753, loss = 3.27934364 Validation score: -193.685836 Iteration 754, loss = 3.27133256 Validation score: -193.218977 Iteration 755, loss = 3.26333841 Validation score: -192.753095 Iteration 756, loss = 3.25536114 Validation score: -192.288187 Iteration 757, loss = 3.24740074 Validation score: -191.824251 Iteration 758, loss = 3.23945715 Validation score: -191.361286 Iteration 759, loss = 3.23153035 Validation score: -190.899288 Iteration 760, loss = 3.22362030 Validation score: -190.438257 Iteration 761, loss = 3.21572695 Validation score: -189.978189 Iteration 762, loss = 3.20785029 Validation score: -189.519083 Iteration 763, loss = 3.19999027 Validation score: -189.060938 Iteration 764, loss = 3.19214686 Validation score: -188.603750 Iteration 765, loss = 3.18432002 Validation score: -188.147518 Iteration 766, loss = 3.17650972 Validation score: -187.692240 Iteration 767, loss = 3.16871593 Validation score: -187.237913 Iteration 768, loss = 3.16093860 Validation score: -186.784537 Iteration 769, loss = 3.15317771 Validation score: -186.332109 Iteration 770, loss = 3.14543322 Validation score: -185.880626 Iteration 771, loss = 3.13770509 Validation score: -185.430087 Iteration 772, loss = 3.12999330 Validation score: -184.980490 Iteration 773, loss = 3.12229781 Validation score: -184.531834 Iteration 774, loss = 3.11461858 Validation score: -184.084115 Iteration 775, loss = 3.10695558 Validation score: -183.637332 Iteration 776, loss = 3.09930878 Validation score: -183.191484 Iteration 777, loss = 3.09167814 Validation score: -182.746567 Iteration 778, loss = 3.08406363 Validation score: -182.302581 Iteration 779, loss = 3.07646522 Validation score: -181.859524 Iteration 780, loss = 3.06888288 Validation score: -181.417392 Iteration 781, loss = 3.06131656 Validation score: -180.976186 Iteration 782, loss = 3.05376625 Validation score: -180.535901 Iteration 783, loss = 3.04623189 Validation score: -180.096538 Iteration 784, loss = 3.03871347 Validation score: -179.658093 Iteration 785, loss = 3.03121095 Validation score: -179.220566 Iteration 786, loss = 3.02372430 Validation score: -178.783953 Iteration 787, loss = 3.01625348 Validation score: -178.348254 Iteration 788, loss = 3.00879846 Validation score: -177.913466 Iteration 789, loss = 3.00135921 Validation score: -177.479587 Iteration 790, loss = 2.99393570 Validation score: -177.046616 Iteration 791, loss = 2.98652790 Validation score: -176.614550 Iteration 792, loss = 2.97913577 Validation score: -176.183389 Iteration 793, loss = 2.97175928 Validation score: -175.753129 Iteration 794, loss = 2.96439840 Validation score: -175.323770 Iteration 795, loss = 2.95705310 Validation score: -174.895309 Iteration 796, loss = 2.94972335 Validation score: -174.467745 Iteration 797, loss = 2.94240911 Validation score: -174.041076 Iteration 798, loss = 2.93511036 Validation score: -173.615299 Iteration 799, loss = 2.92782706 Validation score: -173.190413 Iteration 800, loss = 2.92055918 Validation score: -172.766417 Iteration 801, loss = 2.91330669 Validation score: -172.343309 Iteration 802, loss = 2.90606956 Validation score: -171.921086 Iteration 803, loss = 2.89884776 Validation score: -171.499747 Iteration 804, loss = 2.89164126 Validation score: 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score: -164.470527 Iteration 821, loss = 2.77144192 Validation score: -164.064800 Iteration 822, loss = 2.76450562 Validation score: -163.659924 Iteration 823, loss = 2.75758405 Validation score: -163.255897 Iteration 824, loss = 2.75067718 Validation score: -162.852719 Iteration 825, loss = 2.74378498 Validation score: -162.450386 Iteration 826, loss = 2.73690743 Validation score: -162.048897 Iteration 827, loss = 2.73004449 Validation score: -161.648252 Iteration 828, loss = 2.72319613 Validation score: -161.248447 Iteration 829, loss = 2.71636234 Validation score: -160.849481 Iteration 830, loss = 2.70954307 Validation score: -160.451354 Iteration 831, loss = 2.70273830 Validation score: -160.054062 Iteration 832, loss = 2.69594800 Validation score: -159.657605 Iteration 833, loss = 2.68917215 Validation score: -159.261981 Iteration 834, loss = 2.68241071 Validation score: -158.867187 Iteration 835, loss = 2.67566366 Validation score: -158.473224 Iteration 836, loss = 2.66893096 Validation score: -158.080088 Iteration 837, loss = 2.66221260 Validation score: -157.687779 Iteration 838, loss = 2.65550854 Validation score: -157.296294 Iteration 839, loss = 2.64881876 Validation score: -156.905633 Iteration 840, loss = 2.64214322 Validation score: -156.515792 Iteration 841, loss = 2.63548190 Validation score: -156.126772 Iteration 842, loss = 2.62883478 Validation score: -155.738570 Iteration 843, loss = 2.62220182 Validation score: -155.351185 Iteration 844, loss = 2.61558299 Validation score: -154.964615 Iteration 845, loss = 2.60897828 Validation score: -154.578858 Iteration 846, loss = 2.60238765 Validation score: -154.193914 Iteration 847, loss = 2.59581107 Validation score: -153.809780 Iteration 848, loss = 2.58924852 Validation score: -153.426454 Iteration 849, loss = 2.58269998 Validation score: -153.043936 Iteration 850, loss = 2.57616540 Validation score: -152.662224 Iteration 851, loss = 2.56964478 Validation score: -152.281315 Iteration 852, loss = 2.56313807 Validation score: -151.901210 Iteration 853, loss = 2.55664526 Validation score: -151.521905 Iteration 854, loss = 2.55016631 Validation score: -151.143400 Iteration 855, loss = 2.54370120 Validation score: -150.765693 Iteration 856, loss = 2.53724991 Validation score: -150.388782 Iteration 857, loss = 2.53081240 Validation score: -150.012666 Iteration 858, loss = 2.52438866 Validation score: -149.637344 Iteration 859, loss = 2.51797864 Validation score: -149.262813 Iteration 860, loss = 2.51158234 Validation score: -148.889073 Iteration 861, loss = 2.50519971 Validation score: -148.516121 Iteration 862, loss = 2.49883075 Validation score: -148.143957 Iteration 863, loss = 2.49247541 Validation score: -147.772578 Iteration 864, loss = 2.48613367 Validation score: -147.401984 Iteration 865, loss = 2.47980551 Validation score: -147.032173 Iteration 866, loss = 2.47349090 Validation score: -146.663143 Iteration 867, loss = 2.46718982 Validation score: -146.294893 Iteration 868, loss = 2.46090224 Validation score: -145.927421 Iteration 869, loss = 2.45462813 Validation score: -145.560726 Iteration 870, loss = 2.44836746 Validation score: -145.194806 Iteration 871, loss = 2.44212023 Validation score: -144.829660 Iteration 872, loss = 2.43588638 Validation score: -144.465286 Iteration 873, loss = 2.42966591 Validation score: -144.101684 Iteration 874, loss = 2.42345879 Validation score: -143.738851 Iteration 875, loss = 2.41726499 Validation score: -143.376786 Iteration 876, loss = 2.41108448 Validation score: -143.015487 Iteration 877, loss = 2.40491724 Validation score: -142.654954 Iteration 878, loss = 2.39876325 Validation score: -142.295184 Iteration 879, loss = 2.39262248 Validation score: -141.936176 Iteration 880, loss = 2.38649490 Validation score: -141.577929 Iteration 881, loss = 2.38038049 Validation score: -141.220442 Iteration 882, loss = 2.37427923 Validation score: -140.863712 Iteration 883, loss = 2.36819109 Validation score: -140.507739 Iteration 884, loss = 2.36211604 Validation score: -140.152521 Iteration 885, loss = 2.35605407 Validation score: -139.798056 Iteration 886, loss = 2.35000514 Validation score: -139.444344 Iteration 887, loss = 2.34396924 Validation score: -139.091382 Iteration 888, loss = 2.33794633 Validation score: -138.739170 Iteration 889, loss = 2.33193639 Validation score: -138.387705 Iteration 890, loss = 2.32593940 Validation score: -138.036988 Iteration 891, loss = 2.31995534 Validation score: -137.687015 Iteration 892, loss = 2.31398418 Validation score: -137.337786 Iteration 893, loss = 2.30802589 Validation score: -136.989299 Iteration 894, loss = 2.30208045 Validation score: -136.641553 Iteration 895, loss = 2.29614784 Validation score: -136.294547 Iteration 896, loss = 2.29022803 Validation score: -135.948279 Iteration 897, loss = 2.28432100 Validation score: -135.602747 Iteration 898, loss = 2.27842673 Validation score: -135.257951 Iteration 899, loss = 2.27254519 Validation score: 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score: -129.507607 Iteration 916, loss = 2.17448396 Validation score: -129.175816 Iteration 917, loss = 2.16882756 Validation score: -128.844733 Iteration 918, loss = 2.16318344 Validation score: -128.514360 Iteration 919, loss = 2.15755159 Validation score: -128.184693 Iteration 920, loss = 2.15193198 Validation score: -127.855732 Iteration 921, loss = 2.14632459 Validation score: -127.527476 Iteration 922, loss = 2.14072940 Validation score: -127.199923 Iteration 923, loss = 2.13514638 Validation score: -126.873072 Iteration 924, loss = 2.12957551 Validation score: -126.546921 Iteration 925, loss = 2.12401677 Validation score: -126.221469 Iteration 926, loss = 2.11847014 Validation score: -125.896716 Iteration 927, loss = 2.11293559 Validation score: -125.572659 Iteration 928, loss = 2.10741310 Validation score: -125.249298 Iteration 929, loss = 2.10190265 Validation score: -124.926630 Iteration 930, loss = 2.09640422 Validation score: -124.604656 Iteration 931, loss = 2.09091778 Validation score: -124.283373 Iteration 932, loss = 2.08544332 Validation score: -123.962780 Iteration 933, loss = 2.07998080 Validation score: -123.642877 Iteration 934, loss = 2.07453021 Validation score: -123.323661 Iteration 935, loss = 2.06909153 Validation score: -123.005131 Iteration 936, loss = 2.06366474 Validation score: -122.687287 Iteration 937, loss = 2.05824981 Validation score: -122.370127 Iteration 938, loss = 2.05284671 Validation score: -122.053649 Iteration 939, loss = 2.04745544 Validation score: -121.737853 Iteration 940, loss = 2.04207596 Validation score: -121.422736 Iteration 941, loss = 2.03670826 Validation score: -121.108299 Iteration 942, loss = 2.03135231 Validation score: -120.794540 Iteration 943, loss = 2.02600809 Validation score: -120.481456 Iteration 944, loss = 2.02067559 Validation score: -120.169048 Iteration 945, loss = 2.01535477 Validation score: -119.857314 Iteration 946, loss = 2.01004562 Validation score: -119.546252 Iteration 947, loss = 2.00474811 Validation score: -119.235862 Iteration 948, loss = 1.99946223 Validation score: -118.926142 Iteration 949, loss = 1.99418795 Validation score: -118.617091 Iteration 950, loss = 1.98892525 Validation score: -118.308708 Iteration 951, loss = 1.98367411 Validation score: -118.000992 Iteration 952, loss = 1.97843451 Validation score: -117.693940 Iteration 953, loss = 1.97320643 Validation score: -117.387553 Iteration 954, loss = 1.96798984 Validation score: -117.081828 Iteration 955, loss = 1.96278473 Validation score: -116.776765 Iteration 956, loss = 1.95759107 Validation score: -116.472363 Iteration 957, loss = 1.95240885 Validation score: -116.168620 Iteration 958, loss = 1.94723804 Validation score: -115.865534 Iteration 959, loss = 1.94207862 Validation score: -115.563106 Iteration 960, loss = 1.93693057 Validation score: -115.261333 Iteration 961, loss = 1.93179387 Validation score: -114.960214 Iteration 962, loss = 1.92666849 Validation score: -114.659749 Iteration 963, loss = 1.92155443 Validation score: -114.359936 Iteration 964, loss = 1.91645165 Validation score: -114.060773 Iteration 965, loss = 1.91136014 Validation score: -113.762260 Iteration 966, loss = 1.90627987 Validation score: -113.464395 Iteration 967, loss = 1.90121083 Validation score: -113.167178 Iteration 968, loss = 1.89615300 Validation score: -112.870607 Iteration 969, loss = 1.89110634 Validation score: -112.574680 Iteration 970, loss = 1.88607085 Validation score: -112.279397 Iteration 971, loss = 1.88104651 Validation score: -111.984757 Iteration 972, loss = 1.87603328 Validation score: -111.690758 Iteration 973, loss = 1.87103116 Validation score: -111.397399 Iteration 974, loss = 1.86604012 Validation score: -111.104680 Iteration 975, loss = 1.86106014 Validation score: -110.812598 Iteration 976, loss = 1.85609121 Validation score: -110.521152 Iteration 977, loss = 1.85113329 Validation score: -110.230342 Iteration 978, loss = 1.84618637 Validation score: -109.940167 Iteration 979, loss = 1.84125044 Validation score: -109.650624 Iteration 980, loss = 1.83632547 Validation score: -109.361714 Iteration 981, loss = 1.83141143 Validation score: -109.073435 Iteration 982, loss = 1.82650832 Validation score: -108.785785 Iteration 983, loss = 1.82161611 Validation score: -108.498763 Iteration 984, loss = 1.81673477 Validation score: -108.212370 Iteration 985, loss = 1.81186430 Validation score: -107.926602 Iteration 986, loss = 1.80700467 Validation score: -107.641460 Iteration 987, loss = 1.80215586 Validation score: -107.356941 Iteration 988, loss = 1.79731785 Validation score: -107.073045 Iteration 989, loss = 1.79249063 Validation score: -106.789771 Iteration 990, loss = 1.78767416 Validation score: -106.507118 Iteration 991, loss = 1.78286844 Validation score: -106.225084 Iteration 992, loss = 1.77807344 Validation score: -105.943669 Iteration 993, loss = 1.77328914 Validation score: -105.662870 Iteration 994, loss = 1.76851553 Validation score: -105.382688 Iteration 995, loss = 1.76375258 Validation score: -105.103120 Iteration 996, loss = 1.75900027 Validation score: -104.824167 Iteration 997, loss = 1.75425859 Validation score: -104.545826 Iteration 998, loss = 1.74952751 Validation score: -104.268096 Iteration 999, loss = 1.74480702 Validation score: -103.990978 Iteration 1000, loss = 1.74009710 Validation score: -103.714468 Iteration 1, loss = 16.70052382 Validation score: -1123.100206 Iteration 2, loss = 16.67221792 Validation score: -1121.240360 Iteration 3, loss = 16.64397906 Validation score: -1119.384813 Iteration 4, loss = 16.61580799 Validation score: -1117.533573 Iteration 5, loss = 16.58770488 Validation score: -1115.686578 Iteration 6, loss = 16.55966880 Validation score: -1113.843675 Iteration 7, loss = 16.53169741 Validation score: -1112.004666 Iteration 8, loss = 16.50378771 Validation score: -1110.169397 Iteration 9, loss = 16.47593736 Validation score: -1108.337789 Iteration 10, loss = 16.44814515 Validation score: -1106.509815 Iteration 11, loss = 16.42041069 Validation score: -1104.685471 Iteration 12, loss = 16.39273397 Validation score: -1102.864766 Iteration 13, loss = 16.36511512 Validation score: -1101.047711 Iteration 14, loss = 16.33755435 Validation score: -1099.234318 Iteration 15, loss = 16.31005184 Validation score: -1097.424596 Iteration 16, loss = 16.28260777 Validation score: -1095.618556 Iteration 17, loss = 16.25522229 Validation score: -1093.816202 Iteration 18, loss = 16.22789552 Validation score: -1092.017539 Iteration 19, loss = 16.20062753 Validation score: -1090.222569 Iteration 20, loss = 16.17341834 Validation score: -1088.431289 Iteration 21, loss = 16.14626796 Validation score: -1086.643696 Iteration 22, loss = 16.11917632 Validation score: -1084.859783 Iteration 23, loss = 16.09214332 Validation score: -1083.079538 Iteration 24, loss = 16.06516880 Validation score: -1081.302949 Iteration 25, loss = 16.03825257 Validation score: -1079.529999 Iteration 26, loss = 16.01139439 Validation score: -1077.760668 Iteration 27, loss = 15.98459395 Validation score: -1075.994934 Iteration 28, loss = 15.95785091 Validation score: -1074.232771 Iteration 29, loss = 15.93116487 Validation score: -1072.474150 Iteration 30, loss = 15.90453538 Validation score: -1070.719038 Iteration 31, loss = 15.87796196 Validation score: -1068.967401 Iteration 32, loss = 15.85144406 Validation score: -1067.219199 Iteration 33, loss = 15.82498108 Validation score: -1065.474391 Iteration 34, loss = 15.79857237 Validation score: -1063.732933 Iteration 35, loss = 15.77221726 Validation score: -1061.994775 Iteration 36, loss = 15.74591499 Validation score: -1060.259867 Iteration 37, loss = 15.71966477 Validation score: -1058.528156 Iteration 38, loss = 15.69346577 Validation score: -1056.799583 Iteration 39, loss = 15.66731711 Validation score: -1055.074090 Iteration 40, loss = 15.64121786 Validation score: -1053.351612 Iteration 41, loss = 15.61516704 Validation score: -1051.632085 Iteration 42, loss = 15.58916363 Validation score: -1049.915441 Iteration 43, loss = 15.56320658 Validation score: -1048.201608 Iteration 44, loss = 15.53729479 Validation score: -1046.490514 Iteration 45, loss = 15.51142713 Validation score: -1044.782082 Iteration 46, loss = 15.48560241 Validation score: -1043.076236 Iteration 47, loss = 15.45981944 Validation score: -1041.372895 Iteration 48, loss = 15.43407699 Validation score: -1039.671978 Iteration 49, loss = 15.40837378 Validation score: -1037.973403 Iteration 50, loss = 15.38270853 Validation score: -1036.277086 Iteration 51, loss = 15.35707994 Validation score: -1034.582941 Iteration 52, loss = 15.33148669 Validation score: -1032.890883 Iteration 53, loss = 15.30592745 Validation score: -1031.200826 Iteration 54, loss = 15.28040087 Validation score: -1029.512683 Iteration 55, loss = 15.25490562 Validation score: -1027.826368 Iteration 56, loss = 15.22944036 Validation score: -1026.141796 Iteration 57, loss = 15.20400375 Validation score: -1024.458882 Iteration 58, loss = 15.17859447 Validation score: -1022.777541 Iteration 59, loss = 15.15321122 Validation score: -1021.097692 Iteration 60, loss = 15.12785272 Validation score: -1019.419253 Iteration 61, loss = 15.10251770 Validation score: -1017.742146 Iteration 62, loss = 15.07720494 Validation score: -1016.066293 Iteration 63, loss = 15.05191324 Validation score: -1014.391621 Iteration 64, loss = 15.02664144 Validation score: -1012.718056 Iteration 65, loss = 15.00138841 Validation score: -1011.045530 Iteration 66, loss = 14.97615307 Validation score: -1009.373977 Iteration 67, loss = 14.95093438 Validation score: -1007.703332 Iteration 68, loss = 14.92573135 Validation score: -1006.033535 Iteration 69, loss = 14.90054302 Validation score: -1004.364527 Iteration 70, loss = 14.87536850 Validation score: -1002.696256 Iteration 71, loss = 14.85020692 Validation score: -1001.028668 Iteration 72, loss = 14.82505749 Validation score: -999.361716 Iteration 73, loss = 14.79991942 Validation score: -997.695354 Iteration 74, loss = 14.77479202 Validation score: -996.029538 Iteration 75, loss = 14.74967459 Validation score: -994.364230 Iteration 76, loss = 14.72456652 Validation score: -992.699392 Iteration 77, loss = 14.69946721 Validation score: -991.034990 Iteration 78, loss = 14.67437612 Validation score: -989.370991 Iteration 79, loss = 14.64929274 Validation score: -987.707366 Iteration 80, loss = 14.62421659 Validation score: -986.044089 Iteration 81, loss = 14.59914724 Validation score: -984.381133 Iteration 82, loss = 14.57408429 Validation score: -982.718477 Iteration 83, loss = 14.54902737 Validation score: -981.056098 Iteration 84, loss = 14.52397613 Validation score: -979.393979 Iteration 85, loss = 14.49893027 Validation score: -977.732101 Iteration 86, loss = 14.47388949 Validation score: -976.070449 Iteration 87, loss = 14.44885354 Validation score: -974.409009 Iteration 88, loss = 14.42382218 Validation score: -972.747768 Iteration 89, loss = 14.39879519 Validation score: -971.086715 Iteration 90, loss = 14.37377238 Validation score: -969.425839 Iteration 91, loss = 14.34875357 Validation score: -967.765132 Iteration 92, loss = 14.32373860 Validation score: -966.104585 Iteration 93, loss = 14.29872733 Validation score: -964.444193 Iteration 94, loss = 14.27371964 Validation score: -962.783948 Iteration 95, loss = 14.24871540 Validation score: -961.123846 Iteration 96, loss = 14.22371453 Validation score: -959.463883 Iteration 97, loss = 14.19871693 Validation score: -957.804055 Iteration 98, loss = 14.17372253 Validation score: -956.144360 Iteration 99, loss = 14.14873126 Validation score: -954.484795 Iteration 100, loss = 14.12374306 Validation score: -952.825359 Iteration 101, loss = 14.09875790 Validation score: -951.166051 Iteration 102, loss = 14.07377574 Validation score: -949.506872 Iteration 103, loss = 14.04879654 Validation score: -947.847820 Iteration 104, loss = 14.02382028 Validation score: -946.188896 Iteration 105, loss = 13.99884695 Validation score: -944.530103 Iteration 106, loss = 13.97387653 Validation score: -942.871440 Iteration 107, loss = 13.94890904 Validation score: -941.212910 Iteration 108, loss = 13.92394446 Validation score: -939.554516 Iteration 109, loss = 13.89898280 Validation score: -937.896259 Iteration 110, loss = 13.87402408 Validation score: -936.238143 Iteration 111, loss = 13.84906832 Validation score: -934.580170 Iteration 112, loss = 13.82411553 Validation score: -932.922345 Iteration 113, loss = 13.79916575 Validation score: -931.264670 Iteration 114, loss = 13.77421899 Validation score: -929.607149 Iteration 115, loss = 13.74927529 Validation score: -927.949787 Iteration 116, loss = 13.72433468 Validation score: -926.292589 Iteration 117, loss = 13.69939721 Validation score: -924.635557 Iteration 118, loss = 13.67446291 Validation score: -922.978698 Iteration 119, loss = 13.64953183 Validation score: -921.322015 Iteration 120, loss = 13.62460401 Validation score: -919.665515 Iteration 121, loss = 13.59967950 Validation score: -918.009201 Iteration 122, loss = 13.57475835 Validation score: -916.353080 Iteration 123, loss = 13.54984060 Validation score: -914.697157 Iteration 124, loss = 13.52492632 Validation score: -913.041438 Iteration 125, loss = 13.50001556 Validation score: -911.385927 Iteration 126, loss = 13.47510838 Validation score: -909.730631 Iteration 127, loss = 13.45020483 Validation score: -908.075556 Iteration 128, loss = 13.42530497 Validation score: -906.420708 Iteration 129, loss = 13.40040886 Validation score: -904.766092 Iteration 130, loss = 13.37551657 Validation score: -903.111715 Iteration 131, loss = 13.35062817 Validation score: -901.457584 Iteration 132, loss = 13.32574370 Validation score: -899.803704 Iteration 133, loss = 13.30086324 Validation score: -898.150082 Iteration 134, loss = 13.27598686 Validation score: -896.496725 Iteration 135, loss = 13.25111462 Validation score: -894.843638 Iteration 136, loss = 13.22624659 Validation score: -893.190829 Iteration 137, loss = 13.20138284 Validation score: -891.538303 Iteration 138, loss = 13.17652344 Validation score: -889.886069 Iteration 139, loss = 13.15166846 Validation score: -888.234132 Iteration 140, loss = 13.12681796 Validation score: -886.582500 Iteration 141, loss = 13.10197203 Validation score: -884.931178 Iteration 142, loss = 13.07713074 Validation score: -883.280175 Iteration 143, loss = 13.05229414 Validation score: -881.629497 Iteration 144, loss = 13.02746233 Validation score: -879.979150 Iteration 145, loss = 13.00263538 Validation score: -878.329142 Iteration 146, loss = 12.97781335 Validation score: -876.679481 Iteration 147, loss = 12.95299632 Validation score: -875.030172 Iteration 148, loss = 12.92818437 Validation score: -873.381223 Iteration 149, loss = 12.90337758 Validation score: -871.732641 Iteration 150, loss = 12.87857602 Validation score: -870.084434 Iteration 151, loss = 12.85377977 Validation score: -868.436608 Iteration 152, loss = 12.82898890 Validation score: -866.789170 Iteration 153, loss = 12.80420349 Validation score: -865.142128 Iteration 154, loss = 12.77942363 Validation score: -863.495489 Iteration 155, loss = 12.75464939 Validation score: -861.849261 Iteration 156, loss = 12.72988084 Validation score: -860.203449 Iteration 157, loss = 12.70511807 Validation score: -858.558063 Iteration 158, loss = 12.68036116 Validation score: -856.913108 Iteration 159, loss = 12.65561020 Validation score: -855.268592 Iteration 160, loss = 12.63086525 Validation score: -853.624523 Iteration 161, loss = 12.60612640 Validation score: -851.980908 Iteration 162, loss = 12.58139373 Validation score: -850.337754 Iteration 163, loss = 12.55666733 Validation score: -848.695069 Iteration 164, loss = 12.53194728 Validation score: -847.052859 Iteration 165, loss = 12.50723366 Validation score: -845.411133 Iteration 166, loss = 12.48252655 Validation score: -843.769897 Iteration 167, loss = 12.45782604 Validation score: -842.129159 Iteration 168, loss = 12.43313222 Validation score: -840.488927 Iteration 169, loss = 12.40844516 Validation score: -838.849206 Iteration 170, loss = 12.38376496 Validation score: -837.210007 Iteration 171, loss = 12.35909171 Validation score: -835.571334 Iteration 172, loss = 12.33442548 Validation score: -833.933196 Iteration 173, loss = 12.30976636 Validation score: -832.295601 Iteration 174, loss = 12.28511446 Validation score: -830.658555 Iteration 175, loss = 12.26046984 Validation score: -829.022066 Iteration 176, loss = 12.23583261 Validation score: -827.386142 Iteration 177, loss = 12.21120285 Validation score: -825.750789 Iteration 178, loss = 12.18658066 Validation score: -824.116016 Iteration 179, loss = 12.16196612 Validation score: -822.481829 Iteration 180, loss = 12.13735932 Validation score: -820.848237 Iteration 181, loss = 12.11276037 Validation score: -819.215246 Iteration 182, loss = 12.08816935 Validation score: -817.582864 Iteration 183, loss = 12.06358636 Validation score: -815.951099 Iteration 184, loss = 12.03901150 Validation score: -814.319957 Iteration 185, loss = 12.01444485 Validation score: -812.689447 Iteration 186, loss = 11.98988651 Validation score: -811.059576 Iteration 187, loss = 11.96533659 Validation score: -809.430351 Iteration 188, loss = 11.94079518 Validation score: -807.801780 Iteration 189, loss = 11.91626239 Validation score: -806.173869 Iteration 190, loss = 11.89173830 Validation score: -804.546628 Iteration 191, loss = 11.86722302 Validation score: -802.920063 Iteration 192, loss = 11.84271665 Validation score: -801.294181 Iteration 193, loss = 11.81821930 Validation score: -799.668991 Iteration 194, loss = 11.79373106 Validation score: -798.044499 Iteration 195, loss = 11.76925205 Validation score: -796.420713 Iteration 196, loss = 11.74478236 Validation score: -794.797641 Iteration 197, loss = 11.72032210 Validation score: -793.175290 Iteration 198, loss = 11.69587138 Validation score: -791.553668 Iteration 199, loss = 11.67143031 Validation score: -789.932782 Iteration 200, loss = 11.64699899 Validation score: -788.312640 Iteration 201, loss = 11.62257754 Validation score: -786.693250 Iteration 202, loss = 11.59816606 Validation score: -785.074618 Iteration 203, loss = 11.57376466 Validation score: -783.456753 Iteration 204, loss = 11.54937346 Validation score: -781.839662 Iteration 205, loss = 11.52499257 Validation score: -780.223353 Iteration 206, loss = 11.50062210 Validation score: -778.607833 Iteration 207, loss = 11.47626217 Validation score: -776.993110 Iteration 208, loss = 11.45191290 Validation score: -775.379192 Iteration 209, loss = 11.42757439 Validation score: -773.766087 Iteration 210, loss = 11.40324677 Validation score: -772.153801 Iteration 211, loss = 11.37893015 Validation score: -770.542343 Iteration 212, loss = 11.35462466 Validation score: 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10.96735017 Validation score: -743.281736 Iteration 229, loss = 10.94325283 Validation score: -741.686511 Iteration 230, loss = 10.91916890 Validation score: -740.092265 Iteration 231, loss = 10.89509852 Validation score: -738.499003 Iteration 232, loss = 10.87104182 Validation score: -736.906735 Iteration 233, loss = 10.84699893 Validation score: -735.315468 Iteration 234, loss = 10.82297000 Validation score: -733.725211 Iteration 235, loss = 10.79895515 Validation score: -732.135971 Iteration 236, loss = 10.77495453 Validation score: -730.547757 Iteration 237, loss = 10.75096828 Validation score: -728.960577 Iteration 238, loss = 10.72699654 Validation score: -727.374440 Iteration 239, loss = 10.70303943 Validation score: -725.789352 Iteration 240, loss = 10.67909712 Validation score: -724.205324 Iteration 241, loss = 10.65516973 Validation score: -722.622362 Iteration 242, loss = 10.63125740 Validation score: -721.040475 Iteration 243, loss = 10.60736029 Validation score: 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10.22719257 Validation score: -694.320942 Iteration 260, loss = 10.20357617 Validation score: -692.759832 Iteration 261, loss = 10.17997760 Validation score: -691.199955 Iteration 262, loss = 10.15639702 Validation score: -689.641321 Iteration 263, loss = 10.13283457 Validation score: -688.083937 Iteration 264, loss = 10.10929041 Validation score: -686.527813 Iteration 265, loss = 10.08576467 Validation score: -684.972956 Iteration 266, loss = 10.06225752 Validation score: -683.419375 Iteration 267, loss = 10.03876910 Validation score: -681.867079 Iteration 268, loss = 10.01529955 Validation score: -680.316075 Iteration 269, loss = 9.99184903 Validation score: -678.766373 Iteration 270, loss = 9.96841769 Validation score: -677.217980 Iteration 271, loss = 9.94500567 Validation score: -675.670904 Iteration 272, loss = 9.92161313 Validation score: -674.125155 Iteration 273, loss = 9.89824022 Validation score: -672.580741 Iteration 274, loss = 9.87488707 Validation score: -671.037669 Iteration 275, loss = 9.85155385 Validation score: -669.495949 Iteration 276, loss = 9.82824070 Validation score: -667.955588 Iteration 277, loss = 9.80494777 Validation score: -666.416594 Iteration 278, loss = 9.78167520 Validation score: -664.878977 Iteration 279, loss = 9.75842315 Validation score: -663.342743 Iteration 280, loss = 9.73519176 Validation score: -661.807902 Iteration 281, loss = 9.71198118 Validation score: -660.274461 Iteration 282, loss = 9.68879155 Validation score: -658.742429 Iteration 283, loss = 9.66562303 Validation score: -657.211814 Iteration 284, loss = 9.64247576 Validation score: -655.682624 Iteration 285, loss = 9.61934988 Validation score: -654.154866 Iteration 286, loss = 9.59624554 Validation score: -652.628549 Iteration 287, loss = 9.57316289 Validation score: -651.103681 Iteration 288, loss = 9.55010207 Validation score: -649.580270 Iteration 289, loss = 9.52706322 Validation score: -648.058324 Iteration 290, loss = 9.50404649 Validation score: 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score: -622.416840 Iteration 307, loss = 9.11628225 Validation score: -620.922569 Iteration 308, loss = 9.09368747 Validation score: -619.429906 Iteration 309, loss = 9.07111740 Validation score: -617.938857 Iteration 310, loss = 9.04857218 Validation score: -616.449429 Iteration 311, loss = 9.02605193 Validation score: -614.961629 Iteration 312, loss = 9.00355678 Validation score: -613.475465 Iteration 313, loss = 8.98108686 Validation score: -611.990943 Iteration 314, loss = 8.95864229 Validation score: -610.508069 Iteration 315, loss = 8.93622320 Validation score: -609.026851 Iteration 316, loss = 8.91382971 Validation score: -607.547294 Iteration 317, loss = 8.89146193 Validation score: -606.069406 Iteration 318, loss = 8.86911999 Validation score: -604.593194 Iteration 319, loss = 8.84680402 Validation score: -603.118662 Iteration 320, loss = 8.82451412 Validation score: -601.645819 Iteration 321, loss = 8.80225042 Validation score: -600.174670 Iteration 322, loss = 8.78001304 Validation score: -598.705222 Iteration 323, loss = 8.75780208 Validation score: -597.237480 Iteration 324, loss = 8.73561767 Validation score: -595.771451 Iteration 325, loss = 8.71345991 Validation score: -594.307142 Iteration 326, loss = 8.69132892 Validation score: -592.844557 Iteration 327, loss = 8.66922481 Validation score: -591.383704 Iteration 328, loss = 8.64714769 Validation score: -589.924588 Iteration 329, loss = 8.62509767 Validation score: -588.467215 Iteration 330, loss = 8.60307485 Validation score: -587.011590 Iteration 331, loss = 8.58107935 Validation score: -585.557720 Iteration 332, loss = 8.55911127 Validation score: -584.105611 Iteration 333, loss = 8.53717071 Validation score: -582.655267 Iteration 334, loss = 8.51525779 Validation score: -581.206695 Iteration 335, loss = 8.49337259 Validation score: -579.759900 Iteration 336, loss = 8.47151522 Validation score: -578.314887 Iteration 337, loss = 8.44968578 Validation score: -576.871663 Iteration 338, loss = 8.42788438 Validation score: -575.430232 Iteration 339, loss = 8.40611110 Validation score: -573.990600 Iteration 340, loss = 8.38436605 Validation score: -572.552772 Iteration 341, loss = 8.36264933 Validation score: -571.116754 Iteration 342, loss = 8.34096102 Validation score: -569.682549 Iteration 343, loss = 8.31930123 Validation score: -568.250165 Iteration 344, loss = 8.29767004 Validation score: -566.819605 Iteration 345, loss = 8.27606754 Validation score: -565.390875 Iteration 346, loss = 8.25449384 Validation score: -563.963980 Iteration 347, loss = 8.23294901 Validation score: -562.538925 Iteration 348, loss = 8.21143316 Validation score: -561.115714 Iteration 349, loss = 8.18994635 Validation score: -559.694353 Iteration 350, loss = 8.16848870 Validation score: -558.274846 Iteration 351, loss = 8.14706027 Validation score: -556.857199 Iteration 352, loss = 8.12566116 Validation score: -555.441415 Iteration 353, loss = 8.10429145 Validation score: -554.027500 Iteration 354, loss = 8.08295122 Validation score: -552.615458 Iteration 355, loss = 8.06164056 Validation score: -551.205295 Iteration 356, loss = 8.04035955 Validation score: -549.797013 Iteration 357, loss = 8.01910827 Validation score: -548.390619 Iteration 358, loss = 7.99788681 Validation score: -546.986117 Iteration 359, loss = 7.97669523 Validation score: -545.583510 Iteration 360, loss = 7.95553362 Validation score: -544.182804 Iteration 361, loss = 7.93440207 Validation score: -542.784004 Iteration 362, loss = 7.91330064 Validation score: -541.387112 Iteration 363, loss = 7.89222942 Validation score: -539.992135 Iteration 364, loss = 7.87118847 Validation score: -538.599076 Iteration 365, loss = 7.85017788 Validation score: -537.207939 Iteration 366, loss = 7.82919773 Validation score: -535.818729 Iteration 367, loss = 7.80824808 Validation score: -534.431451 Iteration 368, loss = 7.78732901 Validation score: -533.046107 Iteration 369, loss = 7.76644059 Validation score: -531.662704 Iteration 370, loss = 7.74558290 Validation score: -530.281244 Iteration 371, loss = 7.72475601 Validation score: -528.901733 Iteration 372, loss = 7.70395999 Validation score: -527.524173 Iteration 373, loss = 7.68319491 Validation score: -526.148571 Iteration 374, loss = 7.66246085 Validation score: -524.774929 Iteration 375, loss = 7.64175787 Validation score: -523.403252 Iteration 376, loss = 7.62108605 Validation score: -522.033544 Iteration 377, loss = 7.60044545 Validation score: -520.665809 Iteration 378, loss = 7.57983614 Validation score: -519.300051 Iteration 379, loss = 7.55925820 Validation score: -517.936275 Iteration 380, loss = 7.53871170 Validation score: -516.574484 Iteration 381, loss = 7.51819669 Validation score: -515.214683 Iteration 382, loss = 7.49771326 Validation score: -513.856875 Iteration 383, loss = 7.47726146 Validation score: -512.501065 Iteration 384, loss = 7.45684137 Validation score: -511.147258 Iteration 385, loss = 7.43645306 Validation score: 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score: -488.442795 Iteration 402, loss = 7.09477842 Validation score: -487.125724 Iteration 403, loss = 7.07497353 Validation score: -485.810733 Iteration 404, loss = 7.05520170 Validation score: -484.497827 Iteration 405, loss = 7.03546298 Validation score: -483.187009 Iteration 406, loss = 7.01575744 Validation score: -481.878284 Iteration 407, loss = 6.99608515 Validation score: -480.571657 Iteration 408, loss = 6.97644618 Validation score: -479.267130 Iteration 409, loss = 6.95684060 Validation score: -477.964709 Iteration 410, loss = 6.93726847 Validation score: -476.664398 Iteration 411, loss = 6.91772985 Validation score: -475.366200 Iteration 412, loss = 6.89822483 Validation score: -474.070121 Iteration 413, loss = 6.87875346 Validation score: -472.776164 Iteration 414, loss = 6.85931582 Validation score: -471.484334 Iteration 415, loss = 6.83991196 Validation score: -470.194635 Iteration 416, loss = 6.82054197 Validation score: -468.907071 Iteration 417, loss = 6.80120590 Validation score: -467.621647 Iteration 418, loss = 6.78190382 Validation score: -466.338367 Iteration 419, loss = 6.76263581 Validation score: -465.057234 Iteration 420, loss = 6.74340193 Validation score: -463.778254 Iteration 421, loss = 6.72420225 Validation score: -462.501431 Iteration 422, loss = 6.70503684 Validation score: -461.226769 Iteration 423, loss = 6.68590576 Validation score: -459.954273 Iteration 424, loss = 6.66680909 Validation score: -458.683946 Iteration 425, loss = 6.64774689 Validation score: -457.415793 Iteration 426, loss = 6.62871924 Validation score: -456.149818 Iteration 427, loss = 6.60972619 Validation score: -454.886026 Iteration 428, loss = 6.59076782 Validation score: -453.624421 Iteration 429, loss = 6.57184419 Validation score: -452.365007 Iteration 430, loss = 6.55295538 Validation score: -451.107789 Iteration 431, loss = 6.53410145 Validation score: -449.852771 Iteration 432, loss = 6.51528247 Validation score: -448.599957 Iteration 433, loss = 6.49649851 Validation score: -447.349352 Iteration 434, loss = 6.47774963 Validation score: -446.100959 Iteration 435, loss = 6.45903591 Validation score: -444.854784 Iteration 436, loss = 6.44035741 Validation score: -443.610830 Iteration 437, loss = 6.42171420 Validation score: -442.369101 Iteration 438, loss = 6.40310634 Validation score: -441.129603 Iteration 439, loss = 6.38453391 Validation score: -439.892339 Iteration 440, loss = 6.36599696 Validation score: -438.657313 Iteration 441, loss = 6.34749558 Validation score: -437.424531 Iteration 442, loss = 6.32902981 Validation score: -436.193995 Iteration 443, loss = 6.31059974 Validation score: -434.965710 Iteration 444, loss = 6.29220542 Validation score: -433.739680 Iteration 445, loss = 6.27384692 Validation score: -432.515911 Iteration 446, loss = 6.25552430 Validation score: -431.294404 Iteration 447, loss = 6.23723764 Validation score: -430.075166 Iteration 448, loss = 6.21898699 Validation score: -428.858199 Iteration 449, loss = 6.20077241 Validation score: -427.643509 Iteration 450, loss = 6.18259399 Validation score: -426.431098 Iteration 451, loss = 6.16445176 Validation score: -425.220972 Iteration 452, loss = 6.14634581 Validation score: -424.013134 Iteration 453, loss = 6.12827619 Validation score: -422.807588 Iteration 454, loss = 6.11024295 Validation score: -421.604338 Iteration 455, loss = 6.09224618 Validation score: -420.403388 Iteration 456, loss = 6.07428592 Validation score: -419.204742 Iteration 457, loss = 6.05636223 Validation score: -418.008403 Iteration 458, loss = 6.03847518 Validation score: -416.814377 Iteration 459, loss = 6.02062482 Validation score: -415.622666 Iteration 460, loss = 6.00281122 Validation score: -414.433274 Iteration 461, loss = 5.98503442 Validation score: -413.246205 Iteration 462, loss = 5.96729449 Validation score: -412.061463 Iteration 463, loss = 5.94959149 Validation score: -410.879051 Iteration 464, loss = 5.93192547 Validation score: -409.698973 Iteration 465, loss = 5.91429648 Validation score: -408.521232 Iteration 466, loss = 5.89670458 Validation score: -407.345833 Iteration 467, loss = 5.87914982 Validation score: -406.172778 Iteration 468, loss = 5.86163226 Validation score: -405.002071 Iteration 469, loss = 5.84415194 Validation score: -403.833716 Iteration 470, loss = 5.82670893 Validation score: -402.667715 Iteration 471, loss = 5.80930326 Validation score: -401.504072 Iteration 472, loss = 5.79193499 Validation score: -400.342791 Iteration 473, loss = 5.77460417 Validation score: -399.183875 Iteration 474, loss = 5.75731084 Validation score: -398.027326 Iteration 475, loss = 5.74005506 Validation score: -396.873147 Iteration 476, loss = 5.72283686 Validation score: -395.721343 Iteration 477, loss = 5.70565629 Validation score: -394.571916 Iteration 478, loss = 5.68851340 Validation score: -393.424869 Iteration 479, loss = 5.67140823 Validation score: -392.280204 Iteration 480, loss = 5.65434083 Validation score: 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score: -373.187991 Iteration 497, loss = 5.37000794 Validation score: -372.086644 Iteration 498, loss = 5.35362620 Validation score: -370.987723 Iteration 499, loss = 5.33728282 Validation score: -369.891230 Iteration 500, loss = 5.32097781 Validation score: -368.797167 Iteration 501, loss = 5.30471118 Validation score: -367.705535 Iteration 502, loss = 5.28848297 Validation score: -366.616335 Iteration 503, loss = 5.27229318 Validation score: -365.529569 Iteration 504, loss = 5.25614183 Validation score: -364.445238 Iteration 505, loss = 5.24002893 Validation score: -363.363344 Iteration 506, loss = 5.22395450 Validation score: -362.283887 Iteration 507, loss = 5.20791854 Validation score: -361.206868 Iteration 508, loss = 5.19192106 Validation score: -360.132290 Iteration 509, loss = 5.17596208 Validation score: -359.060152 Iteration 510, loss = 5.16004160 Validation score: -357.990455 Iteration 511, loss = 5.14415963 Validation score: -356.923201 Iteration 512, loss = 5.12831617 Validation score: -355.858389 Iteration 513, loss = 5.11251122 Validation score: -354.796021 Iteration 514, loss = 5.09674479 Validation score: -353.736098 Iteration 515, loss = 5.08101688 Validation score: -352.678619 Iteration 516, loss = 5.06532749 Validation score: -351.623585 Iteration 517, loss = 5.04967662 Validation score: -350.570997 Iteration 518, loss = 5.03406425 Validation score: -349.520855 Iteration 519, loss = 5.01849040 Validation score: -348.473158 Iteration 520, loss = 5.00295506 Validation score: -347.427909 Iteration 521, loss = 4.98745821 Validation score: -346.385105 Iteration 522, loss = 4.97199985 Validation score: -345.344748 Iteration 523, loss = 4.95657998 Validation score: -344.306837 Iteration 524, loss = 4.94119857 Validation score: -343.271372 Iteration 525, loss = 4.92585563 Validation score: -342.238354 Iteration 526, loss = 4.91055114 Validation score: -341.207781 Iteration 527, loss = 4.89528508 Validation score: -340.179653 Iteration 528, loss = 4.88005744 Validation score: -339.153971 Iteration 529, loss = 4.86486821 Validation score: -338.130733 Iteration 530, loss = 4.84971736 Validation score: -337.109939 Iteration 531, loss = 4.83460488 Validation score: -336.091589 Iteration 532, loss = 4.81953075 Validation score: -335.075681 Iteration 533, loss = 4.80449495 Validation score: -334.062215 Iteration 534, loss = 4.78949745 Validation score: -333.051191 Iteration 535, loss = 4.77453824 Validation score: -332.042606 Iteration 536, loss = 4.75961729 Validation score: -331.036461 Iteration 537, loss = 4.74473457 Validation score: -330.032755 Iteration 538, loss = 4.72989006 Validation score: -329.031486 Iteration 539, loss = 4.71508372 Validation score: -328.032653 Iteration 540, loss = 4.70031554 Validation score: -327.036254 Iteration 541, loss = 4.68558549 Validation score: -326.042290 Iteration 542, loss = 4.67089352 Validation score: -325.050758 Iteration 543, loss = 4.65623961 Validation score: -324.061657 Iteration 544, loss = 4.64162374 Validation score: -323.074985 Iteration 545, loss = 4.62704585 Validation score: -322.090741 Iteration 546, loss = 4.61250592 Validation score: -321.108924 Iteration 547, loss = 4.59800391 Validation score: -320.129531 Iteration 548, loss = 4.58353979 Validation score: -319.152561 Iteration 549, loss = 4.56911352 Validation score: -318.178013 Iteration 550, loss = 4.55472505 Validation score: -317.205884 Iteration 551, loss = 4.54037436 Validation score: -316.236172 Iteration 552, loss = 4.52606139 Validation score: -315.268877 Iteration 553, loss = 4.51178611 Validation score: -314.303994 Iteration 554, loss = 4.49754847 Validation score: -313.341524 Iteration 555, loss = 4.48334843 Validation score: -312.381462 Iteration 556, loss = 4.46918594 Validation score: -311.423808 Iteration 557, loss = 4.45506097 Validation score: -310.468559 Iteration 558, loss = 4.44097345 Validation score: -309.515713 Iteration 559, loss = 4.42692336 Validation score: -308.565267 Iteration 560, loss = 4.41291063 Validation score: -307.617219 Iteration 561, loss = 4.39893522 Validation score: -306.671567 Iteration 562, loss = 4.38499708 Validation score: -305.728307 Iteration 563, loss = 4.37109616 Validation score: -304.787439 Iteration 564, loss = 4.35723240 Validation score: -303.848958 Iteration 565, loss = 4.34340576 Validation score: -302.912862 Iteration 566, loss = 4.32961618 Validation score: -301.979149 Iteration 567, loss = 4.31586361 Validation score: -301.047816 Iteration 568, loss = 4.30214799 Validation score: -300.118860 Iteration 569, loss = 4.28846927 Validation score: -299.192277 Iteration 570, loss = 4.27482739 Validation score: -298.268067 Iteration 571, loss = 4.26122230 Validation score: -297.346224 Iteration 572, loss = 4.24765393 Validation score: -296.426747 Iteration 573, loss = 4.23412224 Validation score: -295.509632 Iteration 574, loss = 4.22062715 Validation score: -294.594877 Iteration 575, loss = 4.20716861 Validation score: 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score: -279.401814 Iteration 592, loss = 3.98390499 Validation score: -278.528952 Iteration 593, loss = 3.97109349 Validation score: -277.658383 Iteration 594, loss = 3.95831728 Validation score: -276.790104 Iteration 595, loss = 3.94557632 Validation score: -275.924110 Iteration 596, loss = 3.93287052 Validation score: -275.060398 Iteration 597, loss = 3.92019981 Validation score: -274.198964 Iteration 598, loss = 3.90756412 Validation score: -273.339803 Iteration 599, loss = 3.89496339 Validation score: -272.482912 Iteration 600, loss = 3.88239753 Validation score: -271.628287 Iteration 601, loss = 3.86986647 Validation score: -270.775924 Iteration 602, loss = 3.85737015 Validation score: -269.925819 Iteration 603, loss = 3.84490849 Validation score: -269.077967 Iteration 604, loss = 3.83248141 Validation score: -268.232365 Iteration 605, loss = 3.82008883 Validation score: -267.389008 Iteration 606, loss = 3.80773070 Validation score: -266.547892 Iteration 607, loss = 3.79540692 Validation score: -265.709014 Iteration 608, loss = 3.78311743 Validation score: -264.872368 Iteration 609, loss = 3.77086214 Validation score: -264.037951 Iteration 610, loss = 3.75864099 Validation score: -263.205758 Iteration 611, loss = 3.74645390 Validation score: -262.375786 Iteration 612, loss = 3.73430079 Validation score: -261.548029 Iteration 613, loss = 3.72218158 Validation score: -260.722484 Iteration 614, loss = 3.71009621 Validation score: -259.899146 Iteration 615, loss = 3.69804458 Validation score: -259.078011 Iteration 616, loss = 3.68602663 Validation score: -258.259074 Iteration 617, loss = 3.67404227 Validation score: -257.442331 Iteration 618, loss = 3.66209143 Validation score: -256.627778 Iteration 619, loss = 3.65017403 Validation score: -255.815410 Iteration 620, loss = 3.63829000 Validation score: -255.005223 Iteration 621, loss = 3.62643925 Validation score: -254.197212 Iteration 622, loss = 3.61462170 Validation score: -253.391374 Iteration 623, loss = 3.60283729 Validation score: -252.587702 Iteration 624, loss = 3.59108592 Validation score: -251.786194 Iteration 625, loss = 3.57936752 Validation score: -250.986844 Iteration 626, loss = 3.56768202 Validation score: -250.189647 Iteration 627, loss = 3.55602933 Validation score: -249.394600 Iteration 628, loss = 3.54440937 Validation score: -248.601698 Iteration 629, loss = 3.53282206 Validation score: -247.810936 Iteration 630, loss = 3.52126733 Validation score: -247.022309 Iteration 631, loss = 3.50974509 Validation score: -246.235814 Iteration 632, loss = 3.49825527 Validation score: -245.451445 Iteration 633, loss = 3.48679778 Validation score: -244.669197 Iteration 634, loss = 3.47537255 Validation score: -243.889067 Iteration 635, loss = 3.46397949 Validation score: -243.111050 Iteration 636, loss = 3.45261854 Validation score: -242.335140 Iteration 637, loss = 3.44128959 Validation score: -241.561333 Iteration 638, loss = 3.42999258 Validation score: -240.789625 Iteration 639, loss = 3.41872743 Validation score: -240.020011 Iteration 640, loss = 3.40749405 Validation score: -239.252486 Iteration 641, loss = 3.39629237 Validation score: -238.487046 Iteration 642, loss = 3.38512230 Validation score: -237.723685 Iteration 643, loss = 3.37398377 Validation score: -236.962400 Iteration 644, loss = 3.36287669 Validation score: -236.203185 Iteration 645, loss = 3.35180099 Validation score: -235.446036 Iteration 646, loss = 3.34075658 Validation score: -234.690948 Iteration 647, loss = 3.32974338 Validation score: -233.937916 Iteration 648, loss = 3.31876132 Validation score: -233.186935 Iteration 649, loss = 3.30781031 Validation score: -232.438002 Iteration 650, loss = 3.29689027 Validation score: -231.691110 Iteration 651, loss = 3.28600112 Validation score: -230.946256 Iteration 652, loss = 3.27514279 Validation score: -230.203435 Iteration 653, loss = 3.26431519 Validation score: -229.462641 Iteration 654, loss = 3.25351824 Validation score: -228.723871 Iteration 655, loss = 3.24275186 Validation score: -227.987118 Iteration 656, loss = 3.23201598 Validation score: -227.252380 Iteration 657, loss = 3.22131051 Validation score: -226.519650 Iteration 658, loss = 3.21063537 Validation score: -225.788924 Iteration 659, loss = 3.19999048 Validation score: -225.060197 Iteration 660, loss = 3.18937576 Validation score: -224.333466 Iteration 661, loss = 3.17879113 Validation score: -223.608723 Iteration 662, loss = 3.16823652 Validation score: -222.885966 Iteration 663, loss = 3.15771184 Validation score: -222.165189 Iteration 664, loss = 3.14721701 Validation score: -221.446388 Iteration 665, loss = 3.13675196 Validation score: -220.729557 Iteration 666, loss = 3.12631660 Validation score: -220.014692 Iteration 667, loss = 3.11591085 Validation score: -219.301788 Iteration 668, loss = 3.10553464 Validation score: -218.590841 Iteration 669, loss = 3.09518789 Validation score: -217.881845 Iteration 670, loss = 3.08487051 Validation score: 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score: -206.122913 Iteration 687, loss = 2.91389375 Validation score: -205.448234 Iteration 688, loss = 2.90409177 Validation score: -204.775417 Iteration 689, loss = 2.89431768 Validation score: -204.104457 Iteration 690, loss = 2.88457142 Validation score: -203.435350 Iteration 691, loss = 2.87485290 Validation score: -202.768089 Iteration 692, loss = 2.86516205 Validation score: -202.102672 Iteration 693, loss = 2.85549879 Validation score: -201.439093 Iteration 694, loss = 2.84586304 Validation score: -200.777347 Iteration 695, loss = 2.83625474 Validation score: -200.117429 Iteration 696, loss = 2.82667380 Validation score: -199.459337 Iteration 697, loss = 2.81712015 Validation score: -198.803063 Iteration 698, loss = 2.80759371 Validation score: -198.148604 Iteration 699, loss = 2.79809441 Validation score: -197.495956 Iteration 700, loss = 2.78862217 Validation score: -196.845113 Iteration 701, loss = 2.77917692 Validation score: -196.196071 Iteration 702, loss = 2.76975858 Validation score: -195.548825 Iteration 703, loss = 2.76036709 Validation score: -194.903371 Iteration 704, loss = 2.75100235 Validation score: -194.259704 Iteration 705, loss = 2.74166431 Validation score: -193.617819 Iteration 706, loss = 2.73235289 Validation score: -192.977713 Iteration 707, loss = 2.72306800 Validation score: -192.339379 Iteration 708, loss = 2.71380959 Validation score: -191.702814 Iteration 709, loss = 2.70457757 Validation score: -191.068014 Iteration 710, loss = 2.69537188 Validation score: -190.434973 Iteration 711, loss = 2.68619243 Validation score: -189.803687 Iteration 712, loss = 2.67703916 Validation score: -189.174151 Iteration 713, loss = 2.66791200 Validation score: -188.546361 Iteration 714, loss = 2.65881086 Validation score: -187.920313 Iteration 715, loss = 2.64973569 Validation score: -187.296001 Iteration 716, loss = 2.64068640 Validation score: -186.673422 Iteration 717, loss = 2.63166292 Validation score: -186.052571 Iteration 718, loss = 2.62266519 Validation score: -185.433443 Iteration 719, loss = 2.61369313 Validation score: -184.816034 Iteration 720, loss = 2.60474666 Validation score: -184.200339 Iteration 721, loss = 2.59582573 Validation score: -183.586354 Iteration 722, loss = 2.58693025 Validation score: -182.974074 Iteration 723, loss = 2.57806016 Validation score: -182.363496 Iteration 724, loss = 2.56921539 Validation score: -181.754613 Iteration 725, loss = 2.56039586 Validation score: -181.147423 Iteration 726, loss = 2.55160150 Validation score: -180.541921 Iteration 727, loss = 2.54283225 Validation score: -179.938102 Iteration 728, loss = 2.53408804 Validation score: -179.335961 Iteration 729, loss = 2.52536878 Validation score: -178.735495 Iteration 730, loss = 2.51667443 Validation score: -178.136699 Iteration 731, loss = 2.50800490 Validation score: -177.539569 Iteration 732, loss = 2.49936013 Validation score: -176.944099 Iteration 733, loss = 2.49074004 Validation score: -176.350287 Iteration 734, loss = 2.48214457 Validation score: -175.758127 Iteration 735, loss = 2.47357366 Validation score: -175.167616 Iteration 736, loss = 2.46502723 Validation score: -174.578748 Iteration 737, loss = 2.45650521 Validation score: -173.991520 Iteration 738, loss = 2.44800753 Validation score: -173.405927 Iteration 739, loss = 2.43953414 Validation score: -172.821964 Iteration 740, loss = 2.43108495 Validation score: -172.239629 Iteration 741, loss = 2.42265991 Validation score: -171.658915 Iteration 742, loss = 2.41425894 Validation score: -171.079820 Iteration 743, loss = 2.40588198 Validation score: -170.502339 Iteration 744, loss = 2.39752897 Validation score: -169.926466 Iteration 745, loss = 2.38919983 Validation score: -169.352200 Iteration 746, loss = 2.38089450 Validation score: -168.779534 Iteration 747, loss = 2.37261291 Validation score: -168.208465 Iteration 748, loss = 2.36435499 Validation score: -167.638988 Iteration 749, loss = 2.35612069 Validation score: -167.071100 Iteration 750, loss = 2.34790994 Validation score: -166.504796 Iteration 751, loss = 2.33972266 Validation score: -165.940072 Iteration 752, loss = 2.33155880 Validation score: -165.376924 Iteration 753, loss = 2.32341828 Validation score: -164.815348 Iteration 754, loss = 2.31530105 Validation score: -164.255339 Iteration 755, loss = 2.30720705 Validation score: -163.696893 Iteration 756, loss = 2.29913619 Validation score: -163.140007 Iteration 757, loss = 2.29108843 Validation score: -162.584675 Iteration 758, loss = 2.28306370 Validation score: -162.030895 Iteration 759, loss = 2.27506192 Validation score: -161.478661 Iteration 760, loss = 2.26708305 Validation score: -160.927970 Iteration 761, loss = 2.25912702 Validation score: -160.378818 Iteration 762, loss = 2.25119375 Validation score: -159.831200 Iteration 763, loss = 2.24328320 Validation score: -159.285113 Iteration 764, loss = 2.23539529 Validation score: -158.740553 Iteration 765, loss = 2.22752997 Validation score: -158.197515 Iteration 766, loss = 2.21968717 Validation score: -157.655995 Iteration 767, loss = 2.21186683 Validation score: -157.115990 Iteration 768, loss = 2.20406889 Validation score: -156.577495 Iteration 769, loss = 2.19629328 Validation score: -156.040507 Iteration 770, loss = 2.18853995 Validation score: -155.505021 Iteration 771, loss = 2.18080882 Validation score: -154.971033 Iteration 772, loss = 2.17309985 Validation score: -154.438540 Iteration 773, loss = 2.16541297 Validation score: -153.907538 Iteration 774, loss = 2.15774812 Validation score: -153.378022 Iteration 775, loss = 2.15010524 Validation score: -152.849988 Iteration 776, loss = 2.14248427 Validation score: -152.323434 Iteration 777, loss = 2.13488514 Validation score: -151.798354 Iteration 778, loss = 2.12730780 Validation score: -151.274746 Iteration 779, loss = 2.11975219 Validation score: -150.752604 Iteration 780, loss = 2.11221825 Validation score: -150.231925 Iteration 781, loss = 2.10470591 Validation score: -149.712706 Iteration 782, loss = 2.09721513 Validation score: -149.194942 Iteration 783, loss = 2.08974583 Validation score: -148.678630 Iteration 784, loss = 2.08229797 Validation score: -148.163765 Iteration 785, loss = 2.07487148 Validation score: -147.650345 Iteration 786, loss = 2.06746630 Validation score: -147.138365 Iteration 787, loss = 2.06008238 Validation score: -146.627821 Iteration 788, loss = 2.05271965 Validation score: -146.118709 Iteration 789, loss = 2.04537807 Validation score: -145.611026 Iteration 790, loss = 2.03805756 Validation score: -145.104769 Iteration 791, loss = 2.03075808 Validation score: -144.599932 Iteration 792, loss = 2.02347957 Validation score: -144.096513 Iteration 793, loss = 2.01622197 Validation score: -143.594508 Iteration 794, loss = 2.00898522 Validation score: -143.093913 Iteration 795, loss = 2.00176927 Validation score: -142.594724 Iteration 796, loss = 1.99457405 Validation score: -142.096937 Iteration 797, loss = 1.98739952 Validation score: -141.600550 Iteration 798, loss = 1.98024561 Validation score: -141.105558 Iteration 799, loss = 1.97311228 Validation score: -140.611958 Iteration 800, loss = 1.96599946 Validation score: -140.119745 Iteration 801, loss = 1.95890710 Validation score: -139.628917 Iteration 802, loss = 1.95183515 Validation score: -139.139469 Iteration 803, loss = 1.94478354 Validation score: -138.651399 Iteration 804, loss = 1.93775223 Validation score: -138.164702 Iteration 805, loss = 1.93074115 Validation score: -137.679374 Iteration 806, loss = 1.92375026 Validation score: -137.195413 Iteration 807, loss = 1.91677950 Validation score: -136.712815 Iteration 808, loss = 1.90982882 Validation score: -136.231575 Iteration 809, loss = 1.90289815 Validation score: -135.751692 Iteration 810, loss = 1.89598746 Validation score: -135.273160 Iteration 811, loss = 1.88909667 Validation score: -134.795976 Iteration 812, loss = 1.88222575 Validation score: -134.320138 Iteration 813, loss = 1.87537464 Validation score: -133.845641 Iteration 814, loss = 1.86854327 Validation score: -133.372482 Iteration 815, loss = 1.86173161 Validation score: -132.900657 Iteration 816, loss = 1.85493960 Validation score: -132.430163 Iteration 817, loss = 1.84816718 Validation score: -131.960997 Iteration 818, loss = 1.84141431 Validation score: -131.493155 Iteration 819, loss = 1.83468093 Validation score: -131.026633 Iteration 820, loss = 1.82796699 Validation score: -130.561428 Iteration 821, loss = 1.82127243 Validation score: -130.097537 Iteration 822, loss = 1.81459721 Validation score: -129.634957 Iteration 823, loss = 1.80794127 Validation score: -129.173683 Iteration 824, loss = 1.80130457 Validation score: -128.713713 Iteration 825, loss = 1.79468705 Validation score: -128.255043 Iteration 826, loss = 1.78808866 Validation score: -127.797670 Iteration 827, loss = 1.78150935 Validation score: -127.341590 Iteration 828, loss = 1.77494906 Validation score: -126.886800 Iteration 829, loss = 1.76840776 Validation score: -126.433297 Iteration 830, loss = 1.76188539 Validation score: -125.981078 Iteration 831, loss = 1.75538190 Validation score: -125.530138 Iteration 832, loss = 1.74889724 Validation score: -125.080476 Iteration 833, loss = 1.74243135 Validation score: -124.632086 Iteration 834, loss = 1.73598420 Validation score: -124.184967 Iteration 835, loss = 1.72955573 Validation score: -123.739115 Iteration 836, loss = 1.72314589 Validation score: -123.294527 Iteration 837, loss = 1.71675464 Validation score: -122.851199 Iteration 838, loss = 1.71038192 Validation score: -122.409129 Iteration 839, loss = 1.70402769 Validation score: -121.968312 Iteration 840, loss = 1.69769190 Validation score: -121.528746 Iteration 841, loss = 1.69137449 Validation score: -121.090428 Iteration 842, loss = 1.68507543 Validation score: -120.653354 Iteration 843, loss = 1.67879466 Validation score: -120.217522 Iteration 844, loss = 1.67253214 Validation score: -119.782927 Iteration 845, loss = 1.66628782 Validation score: -119.349568 Iteration 846, loss = 1.66006165 Validation score: -118.917440 Iteration 847, loss = 1.65385359 Validation score: -118.486540 Iteration 848, loss = 1.64766359 Validation score: -118.056867 Iteration 849, loss = 1.64149160 Validation score: -117.628415 Iteration 850, loss = 1.63533757 Validation score: -117.201183 Iteration 851, loss = 1.62920146 Validation score: -116.775167 Iteration 852, loss = 1.62308323 Validation score: -116.350364 Iteration 853, loss = 1.61698282 Validation score: -115.926772 Iteration 854, loss = 1.61090020 Validation score: -115.504386 Iteration 855, loss = 1.60483531 Validation score: -115.083204 Iteration 856, loss = 1.59878811 Validation score: -114.663223 Iteration 857, loss = 1.59275856 Validation score: -114.244440 Iteration 858, loss = 1.58674661 Validation score: -113.826852 Iteration 859, loss = 1.58075221 Validation score: -113.410455 Iteration 860, loss = 1.57477532 Validation score: -112.995248 Iteration 861, loss = 1.56881590 Validation score: -112.581226 Iteration 862, loss = 1.56287390 Validation score: -112.168388 Iteration 863, loss = 1.55694929 Validation score: -111.756729 Iteration 864, loss = 1.55104200 Validation score: -111.346247 Iteration 865, loss = 1.54515200 Validation score: -110.936940 Iteration 866, loss = 1.53927926 Validation score: -110.528803 Iteration 867, loss = 1.53342371 Validation score: -110.121835 Iteration 868, loss = 1.52758532 Validation score: -109.716032 Iteration 869, loss = 1.52176405 Validation score: -109.311392 Iteration 870, loss = 1.51595986 Validation score: -108.907911 Iteration 871, loss = 1.51017270 Validation score: -108.505586 Iteration 872, loss = 1.50440252 Validation score: -108.104416 Iteration 873, loss = 1.49864929 Validation score: -107.704397 Iteration 874, loss = 1.49291297 Validation score: -107.305525 Iteration 875, loss = 1.48719351 Validation score: -106.907799 Iteration 876, loss = 1.48149086 Validation score: -106.511216 Iteration 877, loss = 1.47580500 Validation score: -106.115772 Iteration 878, loss = 1.47013587 Validation score: -105.721465 Iteration 879, loss = 1.46448344 Validation score: -105.328292 Iteration 880, loss = 1.45884767 Validation score: -104.936250 Iteration 881, loss = 1.45322851 Validation score: -104.545337 Iteration 882, loss = 1.44762592 Validation score: -104.155550 Iteration 883, loss = 1.44203986 Validation score: -103.766886 Iteration 884, loss = 1.43647029 Validation score: -103.379342 Iteration 885, loss = 1.43091718 Validation score: -102.992915 Iteration 886, loss = 1.42538048 Validation score: -102.607604 Iteration 887, loss = 1.41986015 Validation score: -102.223405 Iteration 888, loss = 1.41435615 Validation score: -101.840315 Iteration 889, loss = 1.40886844 Validation score: -101.458332 Iteration 890, loss = 1.40339698 Validation score: -101.077454 Iteration 891, loss = 1.39794174 Validation score: -100.697676 Iteration 892, loss = 1.39250267 Validation score: -100.318998 Iteration 893, loss = 1.38707974 Validation score: -99.941416 Iteration 894, loss = 1.38167290 Validation score: -99.564927 Iteration 895, loss = 1.37628212 Validation score: -99.189530 Iteration 896, loss = 1.37090736 Validation score: -98.815221 Iteration 897, loss = 1.36554858 Validation score: -98.441997 Iteration 898, loss = 1.36020574 Validation score: -98.069857 Iteration 899, loss = 1.35487881 Validation score: -97.698797 Iteration 900, loss = 1.34956775 Validation score: -97.328816 Iteration 901, loss = 1.34427251 Validation score: -96.959910 Iteration 902, loss = 1.33899307 Validation score: -96.592076 Iteration 903, loss = 1.33372938 Validation score: -96.225314 Iteration 904, loss = 1.32848141 Validation score: -95.859619 Iteration 905, loss = 1.32324912 Validation score: -95.494990 Iteration 906, loss = 1.31803248 Validation score: -95.131423 Iteration 907, loss = 1.31283144 Validation score: -94.768917 Iteration 908, loss = 1.30764597 Validation score: -94.407469 Iteration 909, loss = 1.30247603 Validation score: -94.047076 Iteration 910, loss = 1.29732160 Validation score: -93.687736 Iteration 911, loss = 1.29218263 Validation score: -93.329447 Iteration 912, loss = 1.28705908 Validation score: -92.972206 Iteration 913, loss = 1.28195092 Validation score: -92.616010 Iteration 914, loss = 1.27685812 Validation score: -92.260858 Iteration 915, loss = 1.27178064 Validation score: -91.906747 Iteration 916, loss = 1.26671844 Validation score: -91.553674 Iteration 917, loss = 1.26167150 Validation score: -91.201637 Iteration 918, loss = 1.25663976 Validation score: -90.850634 Iteration 919, loss = 1.25162321 Validation score: -90.500662 Iteration 920, loss = 1.24662180 Validation score: -90.151719 Iteration 921, loss = 1.24163551 Validation score: -89.803802 Iteration 922, loss = 1.23666429 Validation score: -89.456910 Iteration 923, loss = 1.23170811 Validation score: -89.111040 Iteration 924, loss = 1.22676694 Validation score: -88.766189 Iteration 925, loss = 1.22184074 Validation score: -88.422356 Iteration 926, loss = 1.21692949 Validation score: -88.079537 Iteration 927, loss = 1.21203315 Validation score: -87.737732 Iteration 928, loss = 1.20715167 Validation score: -87.396936 Iteration 929, loss = 1.20228504 Validation score: -87.057149 Iteration 930, loss = 1.19743322 Validation score: -86.718368 Iteration 931, loss = 1.19259617 Validation score: -86.380590 Iteration 932, loss = 1.18777387 Validation score: -86.043814 Iteration 933, loss = 1.18296627 Validation score: -85.708037 Iteration 934, loss = 1.17817335 Validation score: -85.373257 Iteration 935, loss = 1.17339508 Validation score: -85.039471 Iteration 936, loss = 1.16863141 Validation score: -84.706679 Iteration 937, loss = 1.16388233 Validation score: -84.374876 Iteration 938, loss = 1.15914780 Validation score: -84.044061 Iteration 939, loss = 1.15442778 Validation score: -83.714233 Iteration 940, loss = 1.14972225 Validation score: -83.385388 Iteration 941, loss = 1.14503117 Validation score: -83.057525 Iteration 942, loss = 1.14035452 Validation score: -82.730641 Iteration 943, loss = 1.13569226 Validation score: -82.404735 Iteration 944, loss = 1.13104435 Validation score: -82.079804 Iteration 945, loss = 1.12641078 Validation score: -81.755846 Iteration 946, loss = 1.12179150 Validation score: -81.432859 Iteration 947, loss = 1.11718650 Validation score: -81.110840 Iteration 948, loss = 1.11259573 Validation score: -80.789789 Iteration 949, loss = 1.10801916 Validation score: -80.469702 Iteration 950, loss = 1.10345678 Validation score: -80.150578 Iteration 951, loss = 1.09890854 Validation score: -79.832414 Iteration 952, loss = 1.09437442 Validation score: -79.515209 Iteration 953, loss = 1.08985438 Validation score: -79.198960 Iteration 954, loss = 1.08534840 Validation score: -78.883666 Iteration 955, loss = 1.08085645 Validation score: -78.569324 Iteration 956, loss = 1.07637850 Validation score: -78.255932 Iteration 957, loss = 1.07191452 Validation score: -77.943489 Iteration 958, loss = 1.06746447 Validation score: -77.631992 Iteration 959, loss = 1.06302834 Validation score: -77.321439 Iteration 960, loss = 1.05860609 Validation score: -77.011828 Iteration 961, loss = 1.05419769 Validation score: -76.703158 Iteration 962, loss = 1.04980311 Validation score: -76.395426 Iteration 963, loss = 1.04542234 Validation score: -76.088631 Iteration 964, loss = 1.04105533 Validation score: -75.782770 Iteration 965, loss = 1.03670205 Validation score: -75.477841 Iteration 966, loss = 1.03236249 Validation score: -75.173843 Iteration 967, loss = 1.02803661 Validation score: -74.870774 Iteration 968, loss = 1.02372439 Validation score: -74.568631 Iteration 969, loss = 1.01942579 Validation score: -74.267413 Iteration 970, loss = 1.01514080 Validation score: -73.967118 Iteration 971, loss = 1.01086937 Validation score: -73.667743 Iteration 972, loss = 1.00661149 Validation score: -73.369288 Iteration 973, loss = 1.00236712 Validation score: -73.071750 Iteration 974, loss = 0.99813625 Validation score: -72.775127 Iteration 975, loss = 0.99391884 Validation score: -72.479418 Iteration 976, loss = 0.98971486 Validation score: -72.184620 Iteration 977, loss = 0.98552429 Validation score: -71.890732 Iteration 978, loss = 0.98134710 Validation score: -71.597751 Iteration 979, loss = 0.97718327 Validation score: -71.305677 Iteration 980, loss = 0.97303277 Validation score: -71.014506 Iteration 981, loss = 0.96889556 Validation score: -70.724238 Iteration 982, loss = 0.96477164 Validation score: -70.434871 Iteration 983, loss = 0.96066096 Validation score: -70.146402 Iteration 984, loss = 0.95656351 Validation score: -69.858830 Iteration 985, loss = 0.95247925 Validation score: -69.572153 Iteration 986, loss = 0.94840816 Validation score: -69.286369 Iteration 987, loss = 0.94435022 Validation score: -69.001477 Iteration 988, loss = 0.94030540 Validation score: -68.717475 Iteration 989, loss = 0.93627367 Validation score: -68.434360 Iteration 990, loss = 0.93225501 Validation score: -68.152132 Iteration 991, loss = 0.92824939 Validation score: -67.870788 Iteration 992, loss = 0.92425679 Validation score: -67.590327 Iteration 993, loss = 0.92027718 Validation score: -67.310746 Iteration 994, loss = 0.91631053 Validation score: -67.032045 Iteration 995, loss = 0.91235683 Validation score: -66.754221 Iteration 996, loss = 0.90841604 Validation score: -66.477273 Iteration 997, loss = 0.90448815 Validation score: -66.201199 Iteration 998, loss = 0.90057312 Validation score: -65.925997 Iteration 999, loss = 0.89667093 Validation score: -65.651665 Iteration 1000, loss = 0.89278156 Validation score: -65.378203 Iteration 1, loss = 16.72390684 Validation score: -467.961240 Iteration 2, loss = 16.69796606 Validation score: -467.250844 Iteration 3, loss = 16.67203340 Validation score: -466.540707 Iteration 4, loss = 16.64610901 Validation score: -465.830861 Iteration 5, loss = 16.62019292 Validation score: -465.121303 Iteration 6, loss = 16.59428503 Validation score: -464.412006 Iteration 7, loss = 16.56838508 Validation score: -463.702939 Iteration 8, loss = 16.54249253 Validation score: -462.994071 Iteration 9, loss = 16.51660650 Validation score: -462.285361 Iteration 10, loss = 16.49072572 Validation score: -461.576758 Iteration 11, loss = 16.46484841 Validation score: -460.868199 Iteration 12, loss = 16.43897235 Validation score: -460.159615 Iteration 13, loss = 16.41309498 Validation score: -459.450933 Iteration 14, loss = 16.38721366 Validation score: -458.742086 Iteration 15, loss = 16.36132588 Validation score: -458.033015 Iteration 16, loss = 16.33542948 Validation score: -457.323674 Iteration 17, loss = 16.30952269 Validation score: -456.614028 Iteration 18, loss = 16.28360411 Validation score: -455.904049 Iteration 19, loss = 16.25767262 Validation score: -455.193715 Iteration 20, loss = 16.23172733 Validation score: -454.483009 Iteration 21, loss = 16.20576749 Validation score: -453.771914 Iteration 22, loss = 16.17979245 Validation score: -453.060418 Iteration 23, loss = 16.15380165 Validation score: -452.348509 Iteration 24, loss = 16.12779458 Validation score: -451.636174 Iteration 25, loss = 16.10177076 Validation score: -450.923403 Iteration 26, loss = 16.07572975 Validation score: -450.210185 Iteration 27, loss = 16.04967113 Validation score: -449.496510 Iteration 28, loss = 16.02359452 Validation score: -448.782368 Iteration 29, loss = 15.99749952 Validation score: -448.067748 Iteration 30, loss = 15.97138579 Validation score: -447.352642 Iteration 31, loss = 15.94525296 Validation score: -446.637039 Iteration 32, loss = 15.91910072 Validation score: -445.920931 Iteration 33, loss = 15.89292873 Validation score: -445.204309 Iteration 34, loss = 15.86673668 Validation score: -444.487164 Iteration 35, loss = 15.84052427 Validation score: -443.769489 Iteration 36, loss = 15.81429122 Validation score: -443.051275 Iteration 37, loss = 15.78803723 Validation score: -442.332515 Iteration 38, loss = 15.76176205 Validation score: -441.613202 Iteration 39, loss = 15.73546539 Validation score: -440.893330 Iteration 40, loss = 15.70914702 Validation score: -440.172890 Iteration 41, loss = 15.68280668 Validation score: -439.451878 Iteration 42, loss = 15.65644415 Validation score: -438.730287 Iteration 43, loss = 15.63005918 Validation score: -438.008112 Iteration 44, loss = 15.60365157 Validation score: -437.285346 Iteration 45, loss = 15.57722109 Validation score: -436.561985 Iteration 46, loss = 15.55076754 Validation score: -435.838022 Iteration 47, loss = 15.52429072 Validation score: -435.113455 Iteration 48, loss = 15.49779044 Validation score: -434.388277 Iteration 49, loss = 15.47126652 Validation score: -433.662485 Iteration 50, loss = 15.44471877 Validation score: -432.936073 Iteration 51, loss = 15.41814703 Validation score: -432.209039 Iteration 52, loss = 15.39155113 Validation score: -431.481377 Iteration 53, loss = 15.36493092 Validation score: -430.753084 Iteration 54, loss = 15.33828623 Validation score: -430.024157 Iteration 55, loss = 15.31161692 Validation score: -429.294593 Iteration 56, loss = 15.28492286 Validation score: -428.564387 Iteration 57, loss = 15.25820390 Validation score: -427.833536 Iteration 58, loss = 15.23145991 Validation score: -427.102039 Iteration 59, loss = 15.20469078 Validation score: -426.369891 Iteration 60, loss = 15.17789638 Validation score: -425.637091 Iteration 61, loss = 15.15107660 Validation score: -424.903635 Iteration 62, loss = 15.12423133 Validation score: -424.169522 Iteration 63, loss = 15.09736048 Validation score: -423.434749 Iteration 64, loss = 15.07046393 Validation score: -422.699315 Iteration 65, loss = 15.04354160 Validation score: -421.963216 Iteration 66, loss = 15.01659340 Validation score: -421.226453 Iteration 67, loss = 14.98961925 Validation score: -420.489022 Iteration 68, loss = 14.96261906 Validation score: -419.750922 Iteration 69, loss = 14.93559278 Validation score: -419.012152 Iteration 70, loss = 14.90854032 Validation score: -418.272711 Iteration 71, loss = 14.88146162 Validation score: -417.532596 Iteration 72, loss = 14.85435663 Validation score: -416.791808 Iteration 73, loss = 14.82722530 Validation score: -416.050345 Iteration 74, loss = 14.80006756 Validation score: -415.308206 Iteration 75, loss = 14.77288338 Validation score: -414.565390 Iteration 76, loss = 14.74567272 Validation score: -413.821897 Iteration 77, loss = 14.71843554 Validation score: -413.077724 Iteration 78, loss = 14.69117181 Validation score: -412.332872 Iteration 79, loss = 14.66388151 Validation score: -411.587340 Iteration 80, loss = 14.63656461 Validation score: -410.841127 Iteration 81, loss = 14.60922109 Validation score: -410.094233 Iteration 82, loss = 14.58185095 Validation score: -409.346657 Iteration 83, loss = 14.55445418 Validation score: -408.598398 Iteration 84, loss = 14.52703077 Validation score: -407.849457 Iteration 85, loss = 14.49958072 Validation score: -407.099832 Iteration 86, loss = 14.47210405 Validation score: -406.349524 Iteration 87, loss = 14.44460076 Validation score: -405.598532 Iteration 88, loss = 14.41707086 Validation score: -404.846857 Iteration 89, loss = 14.38951438 Validation score: -404.094499 Iteration 90, loss = 14.36193134 Validation score: -403.341458 Iteration 91, loss = 14.33432177 Validation score: -402.587734 Iteration 92, loss = 14.30668570 Validation score: -401.833329 Iteration 93, loss = 14.27902318 Validation score: -401.078242 Iteration 94, loss = 14.25133424 Validation score: -400.322475 Iteration 95, loss = 14.22361893 Validation score: -399.566030 Iteration 96, loss = 14.19587730 Validation score: -398.808906 Iteration 97, loss = 14.16810942 Validation score: -398.051107 Iteration 98, loss = 14.14031534 Validation score: -397.292634 Iteration 99, loss = 14.11249512 Validation score: -396.533488 Iteration 100, loss = 14.08464885 Validation score: -395.773673 Iteration 101, loss = 14.05677659 Validation score: -395.013190 Iteration 102, loss = 14.02887842 Validation score: -394.252042 Iteration 103, loss = 14.00095444 Validation score: -393.490232 Iteration 104, loss = 13.97300472 Validation score: -392.727762 Iteration 105, loss = 13.94502937 Validation score: -391.964636 Iteration 106, loss = 13.91702848 Validation score: -391.200857 Iteration 107, loss = 13.88900216 Validation score: -390.436428 Iteration 108, loss = 13.86095051 Validation score: -389.671352 Iteration 109, loss = 13.83287366 Validation score: -388.905633 Iteration 110, loss = 13.80477171 Validation score: -388.139274 Iteration 111, loss = 13.77664479 Validation score: -387.372279 Iteration 112, loss = 13.74849303 Validation score: -386.604651 Iteration 113, loss = 13.72031657 Validation score: -385.836395 Iteration 114, loss = 13.69211553 Validation score: -385.067513 Iteration 115, loss = 13.66389007 Validation score: -384.298009 Iteration 116, loss = 13.63564032 Validation score: -383.527888 Iteration 117, loss = 13.60736645 Validation score: -382.757153 Iteration 118, loss = 13.57906861 Validation score: -381.985807 Iteration 119, loss = 13.55074696 Validation score: -381.213855 Iteration 120, loss = 13.52240167 Validation score: -380.441301 Iteration 121, loss = 13.49403291 Validation score: -379.668149 Iteration 122, loss = 13.46564086 Validation score: -378.894403 Iteration 123, loss = 13.43722569 Validation score: -378.120068 Iteration 124, loss = 13.40878761 Validation score: -377.345148 Iteration 125, loss = 13.38032679 Validation score: -376.569648 Iteration 126, loss = 13.35184344 Validation score: -375.793573 Iteration 127, loss = 13.32333776 Validation score: -375.016928 Iteration 128, loss = 13.29480996 Validation score: -374.239718 Iteration 129, loss = 13.26626024 Validation score: -373.461949 Iteration 130, loss = 13.23768883 Validation score: -372.683628 Iteration 131, loss = 13.20909595 Validation score: -371.904758 Iteration 132, loss = 13.18048182 Validation score: -371.125348 Iteration 133, loss = 13.15184668 Validation score: -370.345403 Iteration 134, loss = 13.12319077 Validation score: -369.564929 Iteration 135, loss = 13.09451433 Validation score: -368.783934 Iteration 136, loss = 13.06581760 Validation score: -368.002424 Iteration 137, loss = 13.03710085 Validation score: -367.220406 Iteration 138, loss = 13.00836432 Validation score: -366.437887 Iteration 139, loss = 12.97960829 Validation score: -365.654873 Iteration 140, loss = 12.95083302 Validation score: -364.871373 Iteration 141, loss = 12.92203878 Validation score: -364.087393 Iteration 142, loss = 12.89322586 Validation score: -363.302941 Iteration 143, loss = 12.86439455 Validation score: -362.518024 Iteration 144, loss = 12.83554512 Validation score: -361.732649 Iteration 145, loss = 12.80667788 Validation score: -360.946824 Iteration 146, loss = 12.77779313 Validation score: -360.160557 Iteration 147, loss = 12.74889117 Validation score: -359.373855 Iteration 148, loss = 12.71997232 Validation score: -358.586726 Iteration 149, loss = 12.69103689 Validation score: -357.799179 Iteration 150, loss = 12.66208520 Validation score: -357.011221 Iteration 151, loss = 12.63311759 Validation score: -356.222861 Iteration 152, loss = 12.60413438 Validation score: -355.434108 Iteration 153, loss = 12.57513592 Validation score: -354.644970 Iteration 154, loss = 12.54612254 Validation score: -353.855456 Iteration 155, loss = 12.51709460 Validation score: -353.065576 Iteration 156, loss = 12.48805246 Validation score: -352.275338 Iteration 157, loss = 12.45899647 Validation score: -351.484753 Iteration 158, loss = 12.42992701 Validation score: -350.693830 Iteration 159, loss = 12.40084443 Validation score: -349.902578 Iteration 160, loss = 12.37174912 Validation score: -349.111008 Iteration 161, loss = 12.34264147 Validation score: 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11.87557411 Validation score: -335.615696 Iteration 178, loss = 11.84632061 Validation score: -334.820212 Iteration 179, loss = 11.81706261 Validation score: -334.024619 Iteration 180, loss = 11.78780061 Validation score: -333.228931 Iteration 181, loss = 11.75853510 Validation score: -332.433160 Iteration 182, loss = 11.72926659 Validation score: -331.637319 Iteration 183, loss = 11.69999559 Validation score: -330.841420 Iteration 184, loss = 11.67072259 Validation score: -330.045476 Iteration 185, loss = 11.64144812 Validation score: -329.249501 Iteration 186, loss = 11.61217271 Validation score: -328.453508 Iteration 187, loss = 11.58289687 Validation score: -327.657509 Iteration 188, loss = 11.55362115 Validation score: -326.861519 Iteration 189, loss = 11.52434608 Validation score: -326.065550 Iteration 190, loss = 11.49507220 Validation score: -325.269616 Iteration 191, loss = 11.46580006 Validation score: -324.473731 Iteration 192, loss = 11.43653022 Validation score: -323.677908 Iteration 193, loss = 11.40726322 Validation score: -322.882162 Iteration 194, loss = 11.37799965 Validation score: -322.086506 Iteration 195, loss = 11.34874005 Validation score: -321.290954 Iteration 196, loss = 11.31948501 Validation score: -320.495522 Iteration 197, loss = 11.29023510 Validation score: -319.700223 Iteration 198, loss = 11.26099090 Validation score: -318.905071 Iteration 199, loss = 11.23175299 Validation score: -318.110082 Iteration 200, loss = 11.20252197 Validation score: -317.315270 Iteration 201, loss = 11.17329844 Validation score: -316.520649 Iteration 202, loss = 11.14408298 Validation score: -315.726235 Iteration 203, loss = 11.11487619 Validation score: -314.932042 Iteration 204, loss = 11.08567870 Validation score: -314.138085 Iteration 205, loss = 11.05649109 Validation score: -313.344379 Iteration 206, loss = 11.02731399 Validation score: -312.550940 Iteration 207, loss = 10.99814801 Validation score: -311.757782 Iteration 208, loss = 10.96899378 Validation score: -310.964920 Iteration 209, loss = 10.93985190 Validation score: -310.172369 Iteration 210, loss = 10.91072301 Validation score: -309.380146 Iteration 211, loss = 10.88160773 Validation score: -308.588265 Iteration 212, loss = 10.85250669 Validation score: -307.796742 Iteration 213, loss = 10.82342054 Validation score: -307.005592 Iteration 214, loss = 10.79434989 Validation score: -306.214831 Iteration 215, loss = 10.76529539 Validation score: -305.424474 Iteration 216, loss = 10.73625768 Validation score: -304.634537 Iteration 217, loss = 10.70723739 Validation score: -303.845035 Iteration 218, loss = 10.67823518 Validation score: -303.055985 Iteration 219, loss = 10.64925167 Validation score: -302.267402 Iteration 220, loss = 10.62028753 Validation score: -301.479302 Iteration 221, loss = 10.59134338 Validation score: -300.691700 Iteration 222, loss = 10.56241989 Validation score: -299.904612 Iteration 223, loss = 10.53351769 Validation score: 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10.07450640 Validation score: -286.618017 Iteration 240, loss = 10.04606494 Validation score: -285.842869 Iteration 241, loss = 10.01765631 Validation score: -285.068531 Iteration 242, loss = 9.98928114 Validation score: -284.295020 Iteration 243, loss = 9.96094005 Validation score: -283.522351 Iteration 244, loss = 9.93263365 Validation score: -282.750538 Iteration 245, loss = 9.90436256 Validation score: -281.979597 Iteration 246, loss = 9.87612738 Validation score: -281.209542 Iteration 247, loss = 9.84792872 Validation score: -280.440389 Iteration 248, loss = 9.81976718 Validation score: -279.672152 Iteration 249, loss = 9.79164336 Validation score: -278.904846 Iteration 250, loss = 9.76355785 Validation score: -278.138486 Iteration 251, loss = 9.73551124 Validation score: -277.373087 Iteration 252, loss = 9.70750410 Validation score: -276.608662 Iteration 253, loss = 9.67953703 Validation score: -275.845226 Iteration 254, loss = 9.65161058 Validation score: -275.082793 Iteration 255, loss = 9.62372534 Validation score: -274.321378 Iteration 256, loss = 9.59588186 Validation score: -273.560994 Iteration 257, loss = 9.56808071 Validation score: -272.801656 Iteration 258, loss = 9.54032242 Validation score: -272.043377 Iteration 259, loss = 9.51260755 Validation score: -271.286171 Iteration 260, loss = 9.48493665 Validation score: -270.530052 Iteration 261, loss = 9.45731023 Validation score: -269.775032 Iteration 262, loss = 9.42972884 Validation score: -269.021127 Iteration 263, loss = 9.40219299 Validation score: -268.268348 Iteration 264, loss = 9.37470321 Validation score: -267.516708 Iteration 265, loss = 9.34725999 Validation score: -266.766222 Iteration 266, loss = 9.31986385 Validation score: -266.016901 Iteration 267, loss = 9.29251527 Validation score: -265.268759 Iteration 268, loss = 9.26521476 Validation score: -264.521807 Iteration 269, loss = 9.23796279 Validation score: -263.776059 Iteration 270, loss = 9.21075983 Validation score: -263.031527 Iteration 271, loss = 9.18360637 Validation score: -262.288222 Iteration 272, loss = 9.15650285 Validation score: -261.546158 Iteration 273, loss = 9.12944974 Validation score: -260.805345 Iteration 274, loss = 9.10244749 Validation score: -260.065795 Iteration 275, loss = 9.07549652 Validation score: -259.327521 Iteration 276, loss = 9.04859729 Validation score: -258.590533 Iteration 277, loss = 9.02175021 Validation score: -257.854843 Iteration 278, loss = 8.99495570 Validation score: -257.120462 Iteration 279, loss = 8.96821418 Validation score: -256.387401 Iteration 280, loss = 8.94152605 Validation score: -255.655671 Iteration 281, loss = 8.91489170 Validation score: -254.925282 Iteration 282, loss = 8.88831152 Validation score: -254.196245 Iteration 283, loss = 8.86178590 Validation score: -253.468570 Iteration 284, loss = 8.83531521 Validation score: -252.742268 Iteration 285, loss = 8.80889982 Validation score: -252.017348 Iteration 286, loss = 8.78254008 Validation score: 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score: -239.914145 Iteration 303, loss = 8.34325005 Validation score: -239.215635 Iteration 304, loss = 8.31794471 Validation score: -238.518667 Iteration 305, loss = 8.29270039 Validation score: -237.823246 Iteration 306, loss = 8.26751730 Validation score: -237.129380 Iteration 307, loss = 8.24239563 Validation score: -236.437075 Iteration 308, loss = 8.21733560 Validation score: -235.746337 Iteration 309, loss = 8.19233737 Validation score: -235.057171 Iteration 310, loss = 8.16740113 Validation score: -234.369585 Iteration 311, loss = 8.14252705 Validation score: -233.683583 Iteration 312, loss = 8.11771530 Validation score: -232.999170 Iteration 313, loss = 8.09296604 Validation score: -232.316353 Iteration 314, loss = 8.06827941 Validation score: -231.635136 Iteration 315, loss = 8.04365556 Validation score: -230.955525 Iteration 316, loss = 8.01909464 Validation score: -230.277523 Iteration 317, loss = 7.99459676 Validation score: -229.601137 Iteration 318, loss = 7.97016206 Validation score: -228.926370 Iteration 319, loss = 7.94579065 Validation score: -228.253226 Iteration 320, loss = 7.92148265 Validation score: -227.581710 Iteration 321, loss = 7.89723816 Validation score: -226.911826 Iteration 322, loss = 7.87305728 Validation score: -226.243577 Iteration 323, loss = 7.84894011 Validation score: -225.576968 Iteration 324, loss = 7.82488673 Validation score: -224.912002 Iteration 325, loss = 7.80089722 Validation score: -224.248682 Iteration 326, loss = 7.77697165 Validation score: -223.587011 Iteration 327, loss = 7.75311011 Validation score: -222.926993 Iteration 328, loss = 7.72931264 Validation score: -222.268631 Iteration 329, loss = 7.70557931 Validation score: -221.611927 Iteration 330, loss = 7.68191016 Validation score: -220.956883 Iteration 331, loss = 7.65830525 Validation score: -220.303503 Iteration 332, loss = 7.63476462 Validation score: -219.651789 Iteration 333, loss = 7.61128830 Validation score: -219.001742 Iteration 334, loss = 7.58787631 Validation score: -218.353366 Iteration 335, loss = 7.56452870 Validation score: -217.706661 Iteration 336, loss = 7.54124547 Validation score: -217.061629 Iteration 337, loss = 7.51802663 Validation score: -216.418273 Iteration 338, loss = 7.49487221 Validation score: -215.776594 Iteration 339, loss = 7.47178220 Validation score: -215.136593 Iteration 340, loss = 7.44875660 Validation score: -214.498270 Iteration 341, loss = 7.42579541 Validation score: -213.861629 Iteration 342, loss = 7.40289861 Validation score: -213.226668 Iteration 343, loss = 7.38006620 Validation score: -212.593390 Iteration 344, loss = 7.35729816 Validation score: -211.961794 Iteration 345, loss = 7.33459445 Validation score: -211.331882 Iteration 346, loss = 7.31195506 Validation score: -210.703654 Iteration 347, loss = 7.28937995 Validation score: -210.077110 Iteration 348, loss = 7.26686908 Validation score: -209.452251 Iteration 349, loss = 7.24442242 Validation score: -208.829076 Iteration 350, loss = 7.22203992 Validation score: -208.207585 Iteration 351, loss = 7.19972154 Validation score: -207.587779 Iteration 352, loss = 7.17746721 Validation score: -206.969657 Iteration 353, loss = 7.15527688 Validation score: -206.353219 Iteration 354, loss = 7.13315051 Validation score: -205.738464 Iteration 355, loss = 7.11108801 Validation score: -205.125392 Iteration 356, loss = 7.08908932 Validation score: -204.514002 Iteration 357, loss = 7.06715438 Validation score: -203.904294 Iteration 358, loss = 7.04528311 Validation score: -203.296266 Iteration 359, loss = 7.02347544 Validation score: -202.689917 Iteration 360, loss = 7.00173128 Validation score: -202.085247 Iteration 361, loss = 6.98005054 Validation score: -201.482254 Iteration 362, loss = 6.95843315 Validation score: -200.880937 Iteration 363, loss = 6.93687902 Validation score: -200.281295 Iteration 364, loss = 6.91538804 Validation score: -199.683326 Iteration 365, loss = 6.89396014 Validation score: -199.087029 Iteration 366, loss = 6.87259519 Validation score: -198.492402 Iteration 367, loss = 6.85129312 Validation score: -197.899443 Iteration 368, loss = 6.83005381 Validation score: -197.308150 Iteration 369, loss = 6.80887715 Validation score: -196.718523 Iteration 370, loss = 6.78776305 Validation score: -196.130558 Iteration 371, loss = 6.76671138 Validation score: -195.544254 Iteration 372, loss = 6.74572203 Validation score: -194.959609 Iteration 373, loss = 6.72479489 Validation score: -194.376620 Iteration 374, loss = 6.70392985 Validation score: -193.795285 Iteration 375, loss = 6.68312677 Validation score: -193.215602 Iteration 376, loss = 6.66238553 Validation score: -192.637569 Iteration 377, loss = 6.64170602 Validation score: -192.061183 Iteration 378, loss = 6.62108810 Validation score: -191.486441 Iteration 379, loss = 6.60053165 Validation score: -190.913342 Iteration 380, loss = 6.58003654 Validation score: -190.341881 Iteration 381, loss = 6.55960263 Validation score: 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score: -180.875027 Iteration 398, loss = 6.22145426 Validation score: -180.332558 Iteration 399, loss = 6.20209762 Validation score: -179.791668 Iteration 400, loss = 6.18279938 Validation score: -179.252353 Iteration 401, loss = 6.16355939 Validation score: -178.714610 Iteration 402, loss = 6.14437750 Validation score: -178.178435 Iteration 403, loss = 6.12525354 Validation score: -177.643824 Iteration 404, loss = 6.10618735 Validation score: -177.110774 Iteration 405, loss = 6.08717878 Validation score: -176.579280 Iteration 406, loss = 6.06822765 Validation score: -176.049340 Iteration 407, loss = 6.04933381 Validation score: -175.520948 Iteration 408, loss = 6.03049710 Validation score: -174.994102 Iteration 409, loss = 6.01171734 Validation score: -174.468797 Iteration 410, loss = 5.99299438 Validation score: -173.945030 Iteration 411, loss = 5.97432805 Validation score: -173.422796 Iteration 412, loss = 5.95571818 Validation score: -172.902092 Iteration 413, loss = 5.93716462 Validation score: -172.382914 Iteration 414, loss = 5.91866719 Validation score: -171.865257 Iteration 415, loss = 5.90022572 Validation score: -171.349118 Iteration 416, loss = 5.88184006 Validation score: -170.834492 Iteration 417, loss = 5.86351002 Validation score: -170.321376 Iteration 418, loss = 5.84523546 Validation score: -169.809766 Iteration 419, loss = 5.82701619 Validation score: -169.299657 Iteration 420, loss = 5.80885205 Validation score: -168.791045 Iteration 421, loss = 5.79074288 Validation score: -168.283927 Iteration 422, loss = 5.77268850 Validation score: -167.778297 Iteration 423, loss = 5.75468874 Validation score: -167.274153 Iteration 424, loss = 5.73674344 Validation score: -166.771489 Iteration 425, loss = 5.71885243 Validation score: -166.270302 Iteration 426, loss = 5.70101554 Validation score: -165.770588 Iteration 427, loss = 5.68323260 Validation score: -165.272342 Iteration 428, loss = 5.66550345 Validation score: -164.775560 Iteration 429, loss = 5.64782790 Validation score: -164.280238 Iteration 430, loss = 5.63020580 Validation score: -163.786371 Iteration 431, loss = 5.61263698 Validation score: -163.293956 Iteration 432, loss = 5.59512126 Validation score: -162.802989 Iteration 433, loss = 5.57765848 Validation score: -162.313464 Iteration 434, loss = 5.56024847 Validation score: -161.825378 Iteration 435, loss = 5.54289106 Validation score: -161.338727 Iteration 436, loss = 5.52558609 Validation score: -160.853506 Iteration 437, loss = 5.50833338 Validation score: -160.369711 Iteration 438, loss = 5.49113276 Validation score: -159.887338 Iteration 439, loss = 5.47398408 Validation score: -159.406383 Iteration 440, loss = 5.45688715 Validation score: -158.926841 Iteration 441, loss = 5.43984182 Validation score: -158.448708 Iteration 442, loss = 5.42284792 Validation score: -157.971980 Iteration 443, loss = 5.40590527 Validation score: -157.496652 Iteration 444, loss = 5.38901371 Validation score: -157.022721 Iteration 445, loss = 5.37217308 Validation score: -156.550182 Iteration 446, loss = 5.35538321 Validation score: -156.079030 Iteration 447, loss = 5.33864394 Validation score: -155.609263 Iteration 448, loss = 5.32195509 Validation score: -155.140874 Iteration 449, loss = 5.30531650 Validation score: -154.673861 Iteration 450, loss = 5.28872801 Validation score: -154.208218 Iteration 451, loss = 5.27218945 Validation score: -153.743942 Iteration 452, loss = 5.25570066 Validation score: -153.281028 Iteration 453, loss = 5.23926148 Validation score: -152.819473 Iteration 454, loss = 5.22287173 Validation score: -152.359271 Iteration 455, loss = 5.20653126 Validation score: -151.900419 Iteration 456, loss = 5.19023990 Validation score: -151.442912 Iteration 457, loss = 5.17399750 Validation score: -150.986746 Iteration 458, loss = 5.15780388 Validation score: -150.531918 Iteration 459, loss = 5.14165889 Validation score: -150.078422 Iteration 460, loss = 5.12556237 Validation score: -149.626255 Iteration 461, loss = 5.10951415 Validation score: -149.175412 Iteration 462, loss = 5.09351408 Validation score: -148.725890 Iteration 463, loss = 5.07756199 Validation score: -148.277683 Iteration 464, loss = 5.06165772 Validation score: -147.830788 Iteration 465, loss = 5.04580113 Validation score: -147.385201 Iteration 466, loss = 5.02999203 Validation score: -146.940918 Iteration 467, loss = 5.01423029 Validation score: -146.497934 Iteration 468, loss = 4.99851574 Validation score: -146.056245 Iteration 469, loss = 4.98284822 Validation score: -145.615847 Iteration 470, loss = 4.96722758 Validation score: -145.176737 Iteration 471, loss = 4.95165365 Validation score: -144.738909 Iteration 472, loss = 4.93612630 Validation score: -144.302360 Iteration 473, loss = 4.92064535 Validation score: -143.867085 Iteration 474, loss = 4.90521066 Validation score: -143.433082 Iteration 475, loss = 4.88982206 Validation score: -143.000344 Iteration 476, loss = 4.87447942 Validation score: 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score: -135.833693 Iteration 493, loss = 4.62053772 Validation score: -135.423069 Iteration 494, loss = 4.60599640 Validation score: -135.013635 Iteration 495, loss = 4.59149822 Validation score: -134.605390 Iteration 496, loss = 4.57704301 Validation score: -134.198327 Iteration 497, loss = 4.56263064 Validation score: -133.792445 Iteration 498, loss = 4.54826098 Validation score: -133.387738 Iteration 499, loss = 4.53393386 Validation score: -132.984203 Iteration 500, loss = 4.51964917 Validation score: -132.581837 Iteration 501, loss = 4.50540674 Validation score: -132.180635 Iteration 502, loss = 4.49120646 Validation score: -131.780594 Iteration 503, loss = 4.47704817 Validation score: -131.381710 Iteration 504, loss = 4.46293174 Validation score: -130.983979 Iteration 505, loss = 4.44885702 Validation score: -130.587398 Iteration 506, loss = 4.43482390 Validation score: -130.191963 Iteration 507, loss = 4.42083221 Validation score: -129.797670 Iteration 508, loss = 4.40688184 Validation score: -129.404515 Iteration 509, loss = 4.39297264 Validation score: -129.012495 Iteration 510, loss = 4.37910447 Validation score: -128.621606 Iteration 511, loss = 4.36527721 Validation score: -128.231845 Iteration 512, loss = 4.35149072 Validation score: -127.843208 Iteration 513, loss = 4.33774487 Validation score: -127.455691 Iteration 514, loss = 4.32403952 Validation score: -127.069291 Iteration 515, loss = 4.31037454 Validation score: -126.684004 Iteration 516, loss = 4.29674980 Validation score: -126.299827 Iteration 517, loss = 4.28316516 Validation score: -125.916755 Iteration 518, loss = 4.26962050 Validation score: -125.534786 Iteration 519, loss = 4.25611569 Validation score: -125.153916 Iteration 520, loss = 4.24265060 Validation score: -124.774141 Iteration 521, loss = 4.22922509 Validation score: -124.395458 Iteration 522, loss = 4.21583904 Validation score: -124.017864 Iteration 523, loss = 4.20249233 Validation score: -123.641354 Iteration 524, loss = 4.18918481 Validation score: -123.265926 Iteration 525, loss = 4.17591638 Validation score: -122.891576 Iteration 526, loss = 4.16268689 Validation score: -122.518300 Iteration 527, loss = 4.14949623 Validation score: -122.146096 Iteration 528, loss = 4.13634426 Validation score: -121.774959 Iteration 529, loss = 4.12323088 Validation score: -121.404887 Iteration 530, loss = 4.11015594 Validation score: -121.035875 Iteration 531, loss = 4.09711932 Validation score: -120.667922 Iteration 532, loss = 4.08412091 Validation score: -120.301022 Iteration 533, loss = 4.07116058 Validation score: -119.935173 Iteration 534, loss = 4.05823821 Validation score: -119.570372 Iteration 535, loss = 4.04535368 Validation score: -119.206615 Iteration 536, loss = 4.03250686 Validation score: -118.843899 Iteration 537, loss = 4.01969764 Validation score: -118.482221 Iteration 538, loss = 4.00692589 Validation score: -118.121577 Iteration 539, loss = 3.99419150 Validation score: -117.761964 Iteration 540, loss = 3.98149434 Validation score: -117.403379 Iteration 541, loss = 3.96883430 Validation score: -117.045818 Iteration 542, loss = 3.95621126 Validation score: -116.689279 Iteration 543, loss = 3.94362511 Validation score: -116.333759 Iteration 544, loss = 3.93107572 Validation score: -115.979253 Iteration 545, loss = 3.91856298 Validation score: -115.625758 Iteration 546, loss = 3.90608677 Validation score: -115.273273 Iteration 547, loss = 3.89364698 Validation score: -114.921793 Iteration 548, loss = 3.88124349 Validation score: -114.571315 Iteration 549, loss = 3.86887619 Validation score: -114.221837 Iteration 550, loss = 3.85654497 Validation score: -113.873354 Iteration 551, loss = 3.84424970 Validation score: -113.525865 Iteration 552, loss = 3.83199029 Validation score: -113.179365 Iteration 553, loss = 3.81976661 Validation score: -112.833852 Iteration 554, loss = 3.80757856 Validation score: -112.489323 Iteration 555, loss = 3.79542601 Validation score: -112.145774 Iteration 556, loss = 3.78330887 Validation score: -111.803203 Iteration 557, loss = 3.77122702 Validation score: -111.461607 Iteration 558, loss = 3.75918035 Validation score: -111.120982 Iteration 559, loss = 3.74716875 Validation score: -110.781325 Iteration 560, loss = 3.73519211 Validation score: -110.442635 Iteration 561, loss = 3.72325033 Validation score: -110.104906 Iteration 562, loss = 3.71134329 Validation score: -109.768138 Iteration 563, loss = 3.69947088 Validation score: -109.432326 Iteration 564, loss = 3.68763301 Validation score: -109.097468 Iteration 565, loss = 3.67582956 Validation score: -108.763560 Iteration 566, loss = 3.66406043 Validation score: -108.430600 Iteration 567, loss = 3.65232551 Validation score: -108.098586 Iteration 568, loss = 3.64062470 Validation score: -107.767513 Iteration 569, loss = 3.62895788 Validation score: -107.437379 Iteration 570, loss = 3.61732497 Validation score: -107.108182 Iteration 571, loss = 3.60572584 Validation score: 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score: -101.652352 Iteration 588, loss = 3.41361229 Validation score: -101.339530 Iteration 589, loss = 3.40260414 Validation score: -101.027591 Iteration 590, loss = 3.39162788 Validation score: -100.716534 Iteration 591, loss = 3.38068343 Validation score: -100.406356 Iteration 592, loss = 3.36977068 Validation score: -100.097054 Iteration 593, loss = 3.35888955 Validation score: -99.788625 Iteration 594, loss = 3.34803993 Validation score: -99.481067 Iteration 595, loss = 3.33722174 Validation score: -99.174377 Iteration 596, loss = 3.32643488 Validation score: -98.868552 Iteration 597, loss = 3.31567926 Validation score: -98.563591 Iteration 598, loss = 3.30495478 Validation score: -98.259490 Iteration 599, loss = 3.29426135 Validation score: -97.956247 Iteration 600, loss = 3.28359888 Validation score: -97.653860 Iteration 601, loss = 3.27296729 Validation score: -97.352325 Iteration 602, loss = 3.26236647 Validation score: -97.051641 Iteration 603, loss = 3.25179633 Validation score: -96.751805 Iteration 604, loss = 3.24125679 Validation score: -96.452814 Iteration 605, loss = 3.23074776 Validation score: -96.154666 Iteration 606, loss = 3.22026914 Validation score: -95.857358 Iteration 607, loss = 3.20982085 Validation score: -95.560888 Iteration 608, loss = 3.19940280 Validation score: -95.265254 Iteration 609, loss = 3.18901489 Validation score: -94.970452 Iteration 610, loss = 3.17865705 Validation score: -94.676482 Iteration 611, loss = 3.16832918 Validation score: -94.383339 Iteration 612, loss = 3.15803119 Validation score: -94.091023 Iteration 613, loss = 3.14776300 Validation score: -93.799529 Iteration 614, loss = 3.13752453 Validation score: -93.508857 Iteration 615, loss = 3.12731567 Validation score: -93.219003 Iteration 616, loss = 3.11713636 Validation score: -92.929965 Iteration 617, loss = 3.10698649 Validation score: -92.641741 Iteration 618, loss = 3.09686599 Validation score: -92.354328 Iteration 619, loss = 3.08677478 Validation score: 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-64.580350 Iteration 732, loss = 2.11618981 Validation score: -64.372024 Iteration 733, loss = 2.10895206 Validation score: -64.164290 Iteration 734, loss = 2.10173563 Validation score: -63.957146 Iteration 735, loss = 2.09454047 Validation score: -63.750590 Iteration 736, loss = 2.08736652 Validation score: -63.544620 Iteration 737, loss = 2.08021373 Validation score: -63.339236 Iteration 738, loss = 2.07308204 Validation score: -63.134435 Iteration 739, loss = 2.06597139 Validation score: -62.930216 Iteration 740, loss = 2.05888173 Validation score: -62.726578 Iteration 741, loss = 2.05181300 Validation score: -62.523519 Iteration 742, loss = 2.04476515 Validation score: -62.321037 Iteration 743, loss = 2.03773813 Validation score: -62.119132 Iteration 744, loss = 2.03073187 Validation score: -61.917800 Iteration 745, loss = 2.02374632 Validation score: -61.717042 Iteration 746, loss = 2.01678144 Validation score: -61.516855 Iteration 747, loss = 2.00983715 Validation score: -61.317239 Iteration 748, loss = 2.00291342 Validation score: -61.118190 Iteration 749, loss = 1.99601019 Validation score: -60.919709 Iteration 750, loss = 1.98912739 Validation score: -60.721793 Iteration 751, loss = 1.98226499 Validation score: -60.524441 Iteration 752, loss = 1.97542291 Validation score: -60.327652 Iteration 753, loss = 1.96860112 Validation score: -60.131424 Iteration 754, loss = 1.96179956 Validation score: -59.935756 Iteration 755, loss = 1.95501817 Validation score: -59.740646 Iteration 756, loss = 1.94825691 Validation score: -59.546092 Iteration 757, loss = 1.94151571 Validation score: -59.352094 Iteration 758, loss = 1.93479453 Validation score: -59.158649 Iteration 759, loss = 1.92809331 Validation score: -58.965757 Iteration 760, loss = 1.92141200 Validation score: -58.773416 Iteration 761, loss = 1.91475056 Validation score: -58.581625 Iteration 762, loss = 1.90810892 Validation score: -58.390381 Iteration 763, loss = 1.90148703 Validation score: -58.199685 Iteration 764, loss = 1.89488485 Validation score: -58.009533 Iteration 765, loss = 1.88830232 Validation score: -57.819925 Iteration 766, loss = 1.88173939 Validation score: -57.630860 Iteration 767, loss = 1.87519601 Validation score: -57.442336 Iteration 768, loss = 1.86867213 Validation score: -57.254351 Iteration 769, loss = 1.86216770 Validation score: -57.066905 Iteration 770, loss = 1.85568266 Validation score: -56.879996 Iteration 771, loss = 1.84921697 Validation score: -56.693621 Iteration 772, loss = 1.84277057 Validation score: -56.507781 Iteration 773, loss = 1.83634341 Validation score: -56.322474 Iteration 774, loss = 1.82993545 Validation score: -56.137698 Iteration 775, loss = 1.82354664 Validation score: -55.953452 Iteration 776, loss = 1.81717692 Validation score: -55.769734 Iteration 777, loss = 1.81082624 Validation score: -55.586543 Iteration 778, loss = 1.80449455 Validation score: -55.403879 Iteration 779, loss = 1.79818182 Validation score: -55.221738 Iteration 780, loss = 1.79188797 Validation score: -55.040121 Iteration 781, loss = 1.78561298 Validation score: -54.859026 Iteration 782, loss = 1.77935677 Validation score: -54.678451 Iteration 783, loss = 1.77311932 Validation score: -54.498395 Iteration 784, loss = 1.76690057 Validation score: -54.318857 Iteration 785, loss = 1.76070047 Validation score: -54.139835 Iteration 786, loss = 1.75451896 Validation score: -53.961328 Iteration 787, loss = 1.74835602 Validation score: -53.783335 Iteration 788, loss = 1.74221157 Validation score: -53.605854 Iteration 789, loss = 1.73608559 Validation score: -53.428885 Iteration 790, loss = 1.72997801 Validation score: -53.252425 Iteration 791, loss = 1.72388879 Validation score: -53.076473 Iteration 792, loss = 1.71781789 Validation score: -52.901029 Iteration 793, loss = 1.71176525 Validation score: -52.726091 Iteration 794, loss = 1.70573082 Validation score: -52.551657 Iteration 795, loss = 1.69971457 Validation score: -52.377726 Iteration 796, loss = 1.69371644 Validation score: -52.204297 Iteration 797, loss = 1.68773639 Validation score: -52.031369 Iteration 798, loss = 1.68177436 Validation score: -51.858940 Iteration 799, loss = 1.67583032 Validation score: -51.687009 Iteration 800, loss = 1.66990421 Validation score: -51.515575 Iteration 801, loss = 1.66399599 Validation score: -51.344637 Iteration 802, loss = 1.65810561 Validation score: -51.174193 Iteration 803, loss = 1.65223303 Validation score: -51.004242 Iteration 804, loss = 1.64637820 Validation score: -50.834782 Iteration 805, loss = 1.64054107 Validation score: -50.665813 Iteration 806, loss = 1.63472159 Validation score: -50.497333 Iteration 807, loss = 1.62891973 Validation score: -50.329341 Iteration 808, loss = 1.62313543 Validation score: -50.161836 Iteration 809, loss = 1.61736865 Validation score: -49.994816 Iteration 810, loss = 1.61161935 Validation score: -49.828280 Iteration 811, loss = 1.60588747 Validation score: -49.662227 Iteration 812, loss = 1.60017298 Validation score: -49.496656 Iteration 813, loss = 1.59447582 Validation score: -49.331565 Iteration 814, loss = 1.58879596 Validation score: -49.166954 Iteration 815, loss = 1.58313334 Validation score: -49.002820 Iteration 816, loss = 1.57748793 Validation score: -48.839164 Iteration 817, loss = 1.57185968 Validation score: -48.675983 Iteration 818, loss = 1.56624854 Validation score: -48.513276 Iteration 819, loss = 1.56065447 Validation score: -48.351042 Iteration 820, loss = 1.55507743 Validation score: -48.189280 Iteration 821, loss = 1.54951736 Validation score: -48.027989 Iteration 822, loss = 1.54397423 Validation score: -47.867167 Iteration 823, loss = 1.53844800 Validation score: -47.706814 Iteration 824, loss = 1.53293861 Validation score: -47.546927 Iteration 825, loss = 1.52744603 Validation score: -47.387507 Iteration 826, loss = 1.52197021 Validation score: -47.228551 Iteration 827, loss = 1.51651110 Validation score: -47.070058 Iteration 828, loss = 1.51106867 Validation score: -46.912028 Iteration 829, loss = 1.50564288 Validation score: -46.754459 Iteration 830, loss = 1.50023367 Validation score: -46.597350 Iteration 831, loss = 1.49484100 Validation score: -46.440700 Iteration 832, loss = 1.48946483 Validation score: -46.284507 Iteration 833, loss = 1.48410513 Validation score: -46.128771 Iteration 834, loss = 1.47876183 Validation score: -45.973490 Iteration 835, loss = 1.47343492 Validation score: -45.818663 Iteration 836, loss = 1.46812433 Validation score: -45.664289 Iteration 837, loss = 1.46283003 Validation score: -45.510366 Iteration 838, loss = 1.45755197 Validation score: -45.356895 Iteration 839, loss = 1.45229012 Validation score: -45.203872 Iteration 840, loss = 1.44704443 Validation score: -45.051298 Iteration 841, loss = 1.44181486 Validation score: -44.899171 Iteration 842, loss = 1.43660137 Validation score: -44.747490 Iteration 843, loss = 1.43140391 Validation score: -44.596254 Iteration 844, loss = 1.42622244 Validation score: -44.445461 Iteration 845, loss = 1.42105693 Validation score: -44.295112 Iteration 846, loss = 1.41590732 Validation score: -44.145203 Iteration 847, loss = 1.41077359 Validation score: -43.995735 Iteration 848, loss = 1.40565568 Validation score: -43.846706 Iteration 849, loss = 1.40055356 Validation score: -43.698115 Iteration 850, loss = 1.39546719 Validation score: -43.549961 Iteration 851, loss = 1.39039652 Validation score: -43.402243 Iteration 852, loss = 1.38534151 Validation score: -43.254959 Iteration 853, loss = 1.38030213 Validation score: -43.108109 Iteration 854, loss = 1.37527832 Validation score: -42.961691 Iteration 855, loss = 1.37027006 Validation score: -42.815705 Iteration 856, loss = 1.36527730 Validation score: -42.670149 Iteration 857, loss = 1.36030000 Validation score: -42.525022 Iteration 858, loss = 1.35533812 Validation score: -42.380323 Iteration 859, loss = 1.35039162 Validation score: -42.236052 Iteration 860, loss = 1.34546046 Validation score: -42.092206 Iteration 861, loss = 1.34054460 Validation score: -41.948784 Iteration 862, loss = 1.33564400 Validation score: -41.805787 Iteration 863, loss = 1.33075862 Validation score: -41.663212 Iteration 864, loss = 1.32588841 Validation score: -41.521058 Iteration 865, loss = 1.32103335 Validation score: -41.379325 Iteration 866, loss = 1.31619339 Validation score: -41.238011 Iteration 867, loss = 1.31136850 Validation score: -41.097115 Iteration 868, loss = 1.30655862 Validation score: -40.956637 Iteration 869, loss = 1.30176373 Validation score: -40.816575 Iteration 870, loss = 1.29698378 Validation score: -40.676927 Iteration 871, loss = 1.29221873 Validation score: -40.537694 Iteration 872, loss = 1.28746856 Validation score: -40.398874 Iteration 873, loss = 1.28273321 Validation score: -40.260465 Iteration 874, loss = 1.27801264 Validation score: -40.122468 Iteration 875, loss = 1.27330683 Validation score: -39.984880 Iteration 876, loss = 1.26861573 Validation score: -39.847700 Iteration 877, loss = 1.26393930 Validation score: -39.710928 Iteration 878, loss = 1.25927750 Validation score: -39.574563 Iteration 879, loss = 1.25463030 Validation score: -39.438604 Iteration 880, loss = 1.24999766 Validation score: -39.303049 Iteration 881, loss = 1.24537953 Validation score: -39.167897 Iteration 882, loss = 1.24077589 Validation score: -39.033148 Iteration 883, loss = 1.23618669 Validation score: -38.898800 Iteration 884, loss = 1.23161190 Validation score: -38.764853 Iteration 885, loss = 1.22705147 Validation score: -38.631304 Iteration 886, loss = 1.22250538 Validation score: -38.498155 Iteration 887, loss = 1.21797358 Validation score: -38.365402 Iteration 888, loss = 1.21345603 Validation score: -38.233046 Iteration 889, loss = 1.20895270 Validation score: -38.101084 Iteration 890, loss = 1.20446355 Validation score: -37.969517 Iteration 891, loss = 1.19998854 Validation score: -37.838344 Iteration 892, loss = 1.19552764 Validation score: -37.707562 Iteration 893, loss = 1.19108080 Validation score: -37.577172 Iteration 894, loss = 1.18664800 Validation score: -37.447172 Iteration 895, loss = 1.18222920 Validation score: -37.317560 Iteration 896, loss = 1.17782435 Validation score: -37.188337 Iteration 897, loss = 1.17343342 Validation score: -37.059502 Iteration 898, loss = 1.16905638 Validation score: -36.931052 Iteration 899, loss = 1.16469318 Validation score: -36.802987 Iteration 900, loss = 1.16034380 Validation score: -36.675307 Iteration 901, loss = 1.15600819 Validation score: -36.548010 Iteration 902, loss = 1.15168632 Validation score: -36.421095 Iteration 903, loss = 1.14737816 Validation score: -36.294561 Iteration 904, loss = 1.14308366 Validation score: -36.168407 Iteration 905, loss = 1.13880279 Validation score: -36.042633 Iteration 906, loss = 1.13453552 Validation score: -35.917237 Iteration 907, loss = 1.13028180 Validation score: -35.792218 Iteration 908, loss = 1.12604161 Validation score: -35.667575 Iteration 909, loss = 1.12181491 Validation score: -35.543308 Iteration 910, loss = 1.11760165 Validation score: -35.419415 Iteration 911, loss = 1.11340181 Validation score: -35.295895 Iteration 912, loss = 1.10921536 Validation score: -35.172748 Iteration 913, loss = 1.10504225 Validation score: -35.049972 Iteration 914, loss = 1.10088244 Validation score: -34.927567 Iteration 915, loss = 1.09673592 Validation score: -34.805531 Iteration 916, loss = 1.09260263 Validation score: -34.683864 Iteration 917, loss = 1.08848255 Validation score: -34.562564 Iteration 918, loss = 1.08437563 Validation score: -34.441631 Iteration 919, loss = 1.08028186 Validation score: -34.321064 Iteration 920, loss = 1.07620118 Validation score: -34.200861 Iteration 921, loss = 1.07213356 Validation score: -34.081023 Iteration 922, loss = 1.06807898 Validation score: -33.961547 Iteration 923, loss = 1.06403739 Validation score: -33.842433 Iteration 924, loss = 1.06000876 Validation score: -33.723680 Iteration 925, loss = 1.05599306 Validation score: -33.605287 Iteration 926, loss = 1.05199026 Validation score: -33.487253 Iteration 927, loss = 1.04800031 Validation score: -33.369577 Iteration 928, loss = 1.04402318 Validation score: -33.252259 Iteration 929, loss = 1.04005885 Validation score: -33.135297 Iteration 930, loss = 1.03610727 Validation score: -33.018690 Iteration 931, loss = 1.03216841 Validation score: -32.902437 Iteration 932, loss = 1.02824224 Validation score: -32.786539 Iteration 933, loss = 1.02432873 Validation score: -32.670993 Iteration 934, loss = 1.02042783 Validation score: -32.555798 Iteration 935, loss = 1.01653952 Validation score: -32.440954 Iteration 936, loss = 1.01266377 Validation score: -32.326460 Iteration 937, loss = 1.00880053 Validation score: -32.212315 Iteration 938, loss = 1.00494979 Validation score: -32.098519 Iteration 939, loss = 1.00111149 Validation score: -31.985069 Iteration 940, loss = 0.99728561 Validation score: -31.871965 Iteration 941, loss = 0.99347213 Validation score: -31.759207 Iteration 942, loss = 0.98967099 Validation score: -31.646793 Iteration 943, loss = 0.98588217 Validation score: -31.534723 Iteration 944, loss = 0.98210564 Validation score: -31.422995 Iteration 945, loss = 0.97834137 Validation score: -31.311609 Iteration 946, loss = 0.97458932 Validation score: -31.200564 Iteration 947, loss = 0.97084945 Validation score: -31.089859 Iteration 948, loss = 0.96712175 Validation score: -30.979493 Iteration 949, loss = 0.96340616 Validation score: -30.869465 Iteration 950, loss = 0.95970267 Validation score: -30.759774 Iteration 951, loss = 0.95601124 Validation score: -30.650419 Iteration 952, loss = 0.95233183 Validation score: -30.541400 Iteration 953, loss = 0.94866441 Validation score: -30.432716 Iteration 954, loss = 0.94500896 Validation score: -30.324366 Iteration 955, loss = 0.94136544 Validation score: -30.216348 Iteration 956, loss = 0.93773381 Validation score: -30.108662 Iteration 957, loss = 0.93411405 Validation score: -30.001308 Iteration 958, loss = 0.93050612 Validation score: -29.894283 Iteration 959, loss = 0.92691000 Validation score: -29.787588 Iteration 960, loss = 0.92332564 Validation score: -29.681222 Iteration 961, loss = 0.91975302 Validation score: -29.575183 Iteration 962, loss = 0.91619211 Validation score: -29.469471 Iteration 963, loss = 0.91264287 Validation score: -29.364085 Iteration 964, loss = 0.90910527 Validation score: -29.259024 Iteration 965, loss = 0.90557929 Validation score: -29.154287 Iteration 966, loss = 0.90206489 Validation score: -29.049873 Iteration 967, loss = 0.89856203 Validation score: -28.945782 Iteration 968, loss = 0.89507070 Validation score: -28.842013 Iteration 969, loss = 0.89159085 Validation score: -28.738564 Iteration 970, loss = 0.88812245 Validation score: -28.635436 Iteration 971, loss = 0.88466548 Validation score: -28.532626 Iteration 972, loss = 0.88121990 Validation score: -28.430135 Iteration 973, loss = 0.87778569 Validation score: -28.327961 Iteration 974, loss = 0.87436280 Validation score: -28.226103 Iteration 975, loss = 0.87095122 Validation score: -28.124562 Iteration 976, loss = 0.86755090 Validation score: -28.023335 Iteration 977, loss = 0.86416183 Validation score: -27.922423 Iteration 978, loss = 0.86078396 Validation score: -27.821823 Iteration 979, loss = 0.85741728 Validation score: -27.721536 Iteration 980, loss = 0.85406174 Validation score: -27.621561 Iteration 981, loss = 0.85071732 Validation score: -27.521896 Iteration 982, loss = 0.84738398 Validation score: -27.422541 Iteration 983, loss = 0.84406170 Validation score: -27.323496 Iteration 984, loss = 0.84075045 Validation score: -27.224758 Iteration 985, loss = 0.83745020 Validation score: -27.126329 Iteration 986, loss = 0.83416091 Validation score: -27.028205 Iteration 987, loss = 0.83088256 Validation score: -26.930388 Iteration 988, loss = 0.82761512 Validation score: -26.832875 Iteration 989, loss = 0.82435855 Validation score: -26.735667 Iteration 990, loss = 0.82111283 Validation score: -26.638762 Iteration 991, loss = 0.81787793 Validation score: -26.542160 Iteration 992, loss = 0.81465381 Validation score: -26.445859 Iteration 993, loss = 0.81144045 Validation score: -26.349860 Iteration 994, loss = 0.80823783 Validation score: -26.254160 Iteration 995, loss = 0.80504590 Validation score: -26.158760 Iteration 996, loss = 0.80186464 Validation score: -26.063659 Iteration 997, loss = 0.79869402 Validation score: -25.968855 Iteration 998, loss = 0.79553401 Validation score: -25.874348 Iteration 999, loss = 0.79238459 Validation score: -25.780137 Iteration 1000, loss = 0.78924572 Validation score: -25.686222 Iteration 1, loss = 13.85322847 Validation score: -658.335955 Iteration 2, loss = 13.82992562 Validation score: -657.199790 Iteration 3, loss = 13.80664764 Validation score: -656.064877 Iteration 4, loss = 13.78339500 Validation score: -654.931239 Iteration 5, loss = 13.76016820 Validation score: -653.798897 Iteration 6, loss = 13.73696767 Validation score: -652.667874 Iteration 7, loss = 13.71379387 Validation score: -651.538190 Iteration 8, loss = 13.69064721 Validation score: -650.409865 Iteration 9, loss = 13.66752810 Validation score: -649.282917 Iteration 10, loss = 13.64443693 Validation score: -648.157366 Iteration 11, loss = 13.62137406 Validation score: -647.033227 Iteration 12, loss = 13.59833984 Validation score: -645.910517 Iteration 13, loss = 13.57533461 Validation score: -644.789251 Iteration 14, loss = 13.55235868 Validation score: -643.669443 Iteration 15, loss = 13.52941232 Validation score: -642.551107 Iteration 16, loss = 13.50649582 Validation score: -641.434254 Iteration 17, loss = 13.48360942 Validation score: -640.318896 Iteration 18, loss = 13.46075335 Validation score: -639.205043 Iteration 19, loss = 13.43792782 Validation score: -638.092704 Iteration 20, loss = 13.41513301 Validation score: -636.981888 Iteration 21, loss = 13.39236911 Validation score: -635.872601 Iteration 22, loss = 13.36963624 Validation score: -634.764850 Iteration 23, loss = 13.34693456 Validation score: -633.658641 Iteration 24, loss = 13.32426416 Validation score: -632.553978 Iteration 25, loss = 13.30162514 Validation score: -631.450865 Iteration 26, loss = 13.27901757 Validation score: -630.349304 Iteration 27, loss = 13.25644152 Validation score: -629.249298 Iteration 28, loss = 13.23389703 Validation score: -628.150848 Iteration 29, loss = 13.21138411 Validation score: -627.053954 Iteration 30, loss = 13.18890279 Validation score: -625.958616 Iteration 31, loss = 13.16645304 Validation score: -624.864833 Iteration 32, loss = 13.14403487 Validation score: -623.772604 Iteration 33, loss = 13.12164822 Validation score: -622.681926 Iteration 34, loss = 13.09929306 Validation score: -621.592797 Iteration 35, loss = 13.07696932 Validation score: -620.505212 Iteration 36, loss = 13.05467693 Validation score: -619.419168 Iteration 37, loss = 13.03241582 Validation score: -618.334660 Iteration 38, loss = 13.01018589 Validation score: -617.251683 Iteration 39, loss = 12.98798703 Validation score: -616.170233 Iteration 40, loss = 12.96581913 Validation score: -615.090302 Iteration 41, loss = 12.94368207 Validation score: -614.011884 Iteration 42, loss = 12.92157572 Validation score: -612.934973 Iteration 43, loss = 12.89949995 Validation score: -611.859562 Iteration 44, loss = 12.87745460 Validation score: -610.785642 Iteration 45, loss = 12.85543952 Validation score: -609.713207 Iteration 46, loss = 12.83345455 Validation score: -608.642248 Iteration 47, loss = 12.81149954 Validation score: -607.572757 Iteration 48, loss = 12.78957430 Validation score: -606.504725 Iteration 49, loss = 12.76767866 Validation score: -605.438143 Iteration 50, loss = 12.74581243 Validation score: -604.373003 Iteration 51, loss = 12.72397544 Validation score: -603.309294 Iteration 52, loss = 12.70216749 Validation score: -602.247007 Iteration 53, loss = 12.68038837 Validation score: -601.186133 Iteration 54, loss = 12.65863791 Validation score: -600.126661 Iteration 55, loss = 12.63691588 Validation score: -599.068582 Iteration 56, loss = 12.61522209 Validation score: -598.011885 Iteration 57, loss = 12.59355633 Validation score: -596.956560 Iteration 58, loss = 12.57191837 Validation score: -595.902596 Iteration 59, loss = 12.55030801 Validation score: -594.849983 Iteration 60, loss = 12.52872504 Validation score: -593.798710 Iteration 61, loss = 12.50716922 Validation score: -592.748765 Iteration 62, loss = 12.48564033 Validation score: -591.700139 Iteration 63, loss = 12.46413815 Validation score: -590.652819 Iteration 64, loss = 12.44266246 Validation score: -589.606795 Iteration 65, loss = 12.42121301 Validation score: -588.562055 Iteration 66, loss = 12.39978959 Validation score: -587.518587 Iteration 67, loss = 12.37839195 Validation score: -586.476382 Iteration 68, loss = 12.35701986 Validation score: -585.435425 Iteration 69, loss = 12.33567308 Validation score: -584.395707 Iteration 70, loss = 12.31435138 Validation score: -583.357215 Iteration 71, loss = 12.29305451 Validation score: -582.319937 Iteration 72, loss = 12.27178222 Validation score: -581.283862 Iteration 73, loss = 12.25053429 Validation score: -580.248977 Iteration 74, loss = 12.22931045 Validation score: -579.215270 Iteration 75, loss = 12.20811046 Validation score: -578.182730 Iteration 76, loss = 12.18693407 Validation score: -577.151343 Iteration 77, loss = 12.16578104 Validation score: -576.121097 Iteration 78, loss = 12.14465110 Validation score: -575.091980 Iteration 79, loss = 12.12354400 Validation score: -574.063980 Iteration 80, loss = 12.10245948 Validation score: -573.037084 Iteration 81, loss = 12.08139730 Validation score: -572.011279 Iteration 82, loss = 12.06035718 Validation score: -570.986552 Iteration 83, loss = 12.03933886 Validation score: -569.962890 Iteration 84, loss = 12.01834209 Validation score: -568.940281 Iteration 85, loss = 11.99736659 Validation score: -567.918711 Iteration 86, loss = 11.97641210 Validation score: -566.898168 Iteration 87, loss = 11.95547835 Validation score: -565.878637 Iteration 88, loss = 11.93456506 Validation score: -564.860106 Iteration 89, loss = 11.91367197 Validation score: -563.842561 Iteration 90, loss = 11.89279880 Validation score: -562.825988 Iteration 91, loss = 11.87194526 Validation score: -561.810374 Iteration 92, loss = 11.85111109 Validation score: -560.795706 Iteration 93, loss = 11.83029599 Validation score: -559.781968 Iteration 94, loss = 11.80949968 Validation score: -558.769148 Iteration 95, loss = 11.78872188 Validation score: -557.757230 Iteration 96, loss = 11.76796229 Validation score: -556.746201 Iteration 97, loss = 11.74722062 Validation score: -555.736047 Iteration 98, loss = 11.72649659 Validation score: 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11.39705865 Validation score: -538.682607 Iteration 115, loss = 11.37658656 Validation score: -537.685576 Iteration 116, loss = 11.35612630 Validation score: -536.689119 Iteration 117, loss = 11.33567753 Validation score: -535.693219 Iteration 118, loss = 11.31523990 Validation score: -534.697860 Iteration 119, loss = 11.29481303 Validation score: -533.703022 Iteration 120, loss = 11.27439659 Validation score: -532.708689 Iteration 121, loss = 11.25399019 Validation score: -531.714842 Iteration 122, loss = 11.23359347 Validation score: -530.721463 Iteration 123, loss = 11.21320606 Validation score: -529.728533 Iteration 124, loss = 11.19282758 Validation score: -528.736036 Iteration 125, loss = 11.17245765 Validation score: -527.743951 Iteration 126, loss = 11.15209590 Validation score: -526.752260 Iteration 127, loss = 11.13174193 Validation score: -525.760944 Iteration 128, loss = 11.11139537 Validation score: -524.769984 Iteration 129, loss = 11.09105580 Validation score: 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10.76624362 Validation score: -507.958866 Iteration 146, loss = 10.74596020 Validation score: -506.970877 Iteration 147, loss = 10.72567622 Validation score: -505.982853 Iteration 148, loss = 10.70539124 Validation score: -504.994774 Iteration 149, loss = 10.68510482 Validation score: -504.006618 Iteration 150, loss = 10.66481650 Validation score: -503.018362 Iteration 151, loss = 10.64452584 Validation score: -502.029986 Iteration 152, loss = 10.62423239 Validation score: -501.041466 Iteration 153, loss = 10.60393570 Validation score: -500.052782 Iteration 154, loss = 10.58363531 Validation score: -499.063911 Iteration 155, loss = 10.56333077 Validation score: -498.074831 Iteration 156, loss = 10.54302163 Validation score: -497.085520 Iteration 157, loss = 10.52270743 Validation score: -496.095957 Iteration 158, loss = 10.50238772 Validation score: -495.106118 Iteration 159, loss = 10.48206204 Validation score: -494.115981 Iteration 160, loss = 10.46172994 Validation score: 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10.13517120 Validation score: -477.216828 Iteration 177, loss = 10.11466045 Validation score: -476.217585 Iteration 178, loss = 10.09413518 Validation score: -475.217632 Iteration 179, loss = 10.07359493 Validation score: -474.216947 Iteration 180, loss = 10.05303929 Validation score: -473.215510 Iteration 181, loss = 10.03246782 Validation score: -472.213299 Iteration 182, loss = 10.01188009 Validation score: -471.210295 Iteration 183, loss = 9.99127567 Validation score: -470.206476 Iteration 184, loss = 9.97065415 Validation score: -469.201823 Iteration 185, loss = 9.95001510 Validation score: -468.196315 Iteration 186, loss = 9.92935810 Validation score: -467.189933 Iteration 187, loss = 9.90868274 Validation score: -466.182655 Iteration 188, loss = 9.88798860 Validation score: -465.174464 Iteration 189, loss = 9.86727529 Validation score: -464.165339 Iteration 190, loss = 9.84654240 Validation score: -463.155261 Iteration 191, loss = 9.82578952 Validation score: -462.144211 Iteration 192, loss = 9.80501626 Validation score: -461.132170 Iteration 193, loss = 9.78422223 Validation score: -460.119118 Iteration 194, loss = 9.76340703 Validation score: -459.105038 Iteration 195, loss = 9.74257028 Validation score: -458.089911 Iteration 196, loss = 9.72171159 Validation score: -457.073719 Iteration 197, loss = 9.70083060 Validation score: -456.056444 Iteration 198, loss = 9.67992692 Validation score: -455.038068 Iteration 199, loss = 9.65900018 Validation score: -454.018573 Iteration 200, loss = 9.63805003 Validation score: -452.997942 Iteration 201, loss = 9.61707609 Validation score: -451.976158 Iteration 202, loss = 9.59607802 Validation score: -450.953204 Iteration 203, loss = 9.57505546 Validation score: -449.929063 Iteration 204, loss = 9.55400806 Validation score: -448.903719 Iteration 205, loss = 9.53293548 Validation score: -447.877156 Iteration 206, loss = 9.51183738 Validation score: -446.849357 Iteration 207, loss = 9.49071344 Validation score: 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score: -429.173521 Iteration 224, loss = 9.12735465 Validation score: -428.121053 Iteration 225, loss = 9.10571468 Validation score: -427.067098 Iteration 226, loss = 9.08404362 Validation score: -426.011646 Iteration 227, loss = 9.06234122 Validation score: -424.954687 Iteration 228, loss = 9.04060731 Validation score: -423.896212 Iteration 229, loss = 9.01884166 Validation score: -422.836211 Iteration 230, loss = 8.99704410 Validation score: -421.774676 Iteration 231, loss = 8.97521444 Validation score: -420.711599 Iteration 232, loss = 8.95335249 Validation score: -419.646972 Iteration 233, loss = 8.93145810 Validation score: -418.580786 Iteration 234, loss = 8.90953110 Validation score: -417.513036 Iteration 235, loss = 8.88757134 Validation score: -416.443713 Iteration 236, loss = 8.86557868 Validation score: -415.372813 Iteration 237, loss = 8.84355297 Validation score: -414.300329 Iteration 238, loss = 8.82149409 Validation score: -413.226255 Iteration 239, loss = 8.79940192 Validation score: -412.150586 Iteration 240, loss = 8.77727635 Validation score: -411.073318 Iteration 241, loss = 8.75511728 Validation score: -409.994446 Iteration 242, loss = 8.73292462 Validation score: -408.913968 Iteration 243, loss = 8.71069827 Validation score: -407.831878 Iteration 244, loss = 8.68843817 Validation score: -406.748176 Iteration 245, loss = 8.66614425 Validation score: -405.662857 Iteration 246, loss = 8.64381646 Validation score: -404.575921 Iteration 247, loss = 8.62145474 Validation score: -403.487366 Iteration 248, loss = 8.59905906 Validation score: -402.397191 Iteration 249, loss = 8.57662941 Validation score: -401.305396 Iteration 250, loss = 8.55416575 Validation score: -400.211980 Iteration 251, loss = 8.53166808 Validation score: -399.116944 Iteration 252, loss = 8.50913642 Validation score: -398.020290 Iteration 253, loss = 8.48657076 Validation score: -396.922019 Iteration 254, loss = 8.46397115 Validation score: -395.822133 Iteration 255, loss = 8.44133760 Validation score: -394.720635 Iteration 256, loss = 8.41867018 Validation score: -393.617528 Iteration 257, loss = 8.39596894 Validation score: -392.512817 Iteration 258, loss = 8.37323394 Validation score: -391.406504 Iteration 259, loss = 8.35046528 Validation score: -390.298596 Iteration 260, loss = 8.32766303 Validation score: -389.189098 Iteration 261, loss = 8.30482731 Validation score: -388.078016 Iteration 262, loss = 8.28195822 Validation score: -386.965356 Iteration 263, loss = 8.25905591 Validation score: -385.851125 Iteration 264, loss = 8.23612049 Validation score: -384.735333 Iteration 265, loss = 8.21315213 Validation score: -383.617986 Iteration 266, loss = 8.19015099 Validation score: -382.499095 Iteration 267, loss = 8.16711724 Validation score: -381.378668 Iteration 268, loss = 8.14405107 Validation score: -380.256717 Iteration 269, loss = 8.12095267 Validation score: -379.133251 Iteration 270, loss = 8.09782227 Validation score: -378.008282 Iteration 271, loss = 8.07466008 Validation score: -376.881824 Iteration 272, loss = 8.05146635 Validation score: -375.753887 Iteration 273, loss = 8.02824132 Validation score: -374.624486 Iteration 274, loss = 8.00498525 Validation score: -373.493635 Iteration 275, loss = 7.98169842 Validation score: -372.361349 Iteration 276, loss = 7.95838112 Validation score: -371.227642 Iteration 277, loss = 7.93503365 Validation score: -370.092530 Iteration 278, loss = 7.91165633 Validation score: -368.956031 Iteration 279, loss = 7.88824948 Validation score: -367.818162 Iteration 280, loss = 7.86481344 Validation score: -366.678940 Iteration 281, loss = 7.84134856 Validation score: -365.538385 Iteration 282, loss = 7.81785522 Validation score: -364.396514 Iteration 283, loss = 7.79433379 Validation score: -363.253349 Iteration 284, loss = 7.77078467 Validation score: -362.108909 Iteration 285, loss = 7.74720826 Validation score: -360.963216 Iteration 286, loss = 7.72360498 Validation score: -359.816292 Iteration 287, loss = 7.69997527 Validation score: -358.668159 Iteration 288, loss = 7.67631956 Validation score: -357.518840 Iteration 289, loss = 7.65263833 Validation score: -356.368360 Iteration 290, loss = 7.62893203 Validation score: -355.216742 Iteration 291, loss = 7.60520116 Validation score: -354.064011 Iteration 292, loss = 7.58144621 Validation score: -352.910194 Iteration 293, loss = 7.55766770 Validation score: -351.755316 Iteration 294, loss = 7.53386614 Validation score: -350.599405 Iteration 295, loss = 7.51004207 Validation score: -349.442487 Iteration 296, loss = 7.48619605 Validation score: -348.284592 Iteration 297, loss = 7.46232863 Validation score: -347.125749 Iteration 298, loss = 7.43844038 Validation score: -345.965986 Iteration 299, loss = 7.41453190 Validation score: -344.805333 Iteration 300, loss = 7.39060378 Validation score: -343.643821 Iteration 301, loss = 7.36665663 Validation score: -342.481483 Iteration 302, loss = 7.34269108 Validation score: 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score: -322.628028 Iteration 319, loss = 6.93311828 Validation score: -321.456748 Iteration 320, loss = 6.90894045 Validation score: -320.285334 Iteration 321, loss = 6.88475808 Validation score: -319.113824 Iteration 322, loss = 6.86057197 Validation score: -317.942262 Iteration 323, loss = 6.83638297 Validation score: -316.770688 Iteration 324, loss = 6.81219190 Validation score: -315.599144 Iteration 325, loss = 6.78799960 Validation score: -314.427673 Iteration 326, loss = 6.76380692 Validation score: -313.256317 Iteration 327, loss = 6.73961472 Validation score: -312.085118 Iteration 328, loss = 6.71542385 Validation score: -310.914119 Iteration 329, loss = 6.69123518 Validation score: -309.743365 Iteration 330, loss = 6.66704958 Validation score: -308.572897 Iteration 331, loss = 6.64286793 Validation score: -307.402760 Iteration 332, loss = 6.61869110 Validation score: -306.232997 Iteration 333, loss = 6.59451997 Validation score: -305.063653 Iteration 334, loss = 6.57035544 Validation score: -303.894772 Iteration 335, loss = 6.54619839 Validation score: -302.726397 Iteration 336, loss = 6.52204972 Validation score: -301.558573 Iteration 337, loss = 6.49791033 Validation score: -300.391344 Iteration 338, loss = 6.47378111 Validation score: -299.224756 Iteration 339, loss = 6.44966296 Validation score: -298.058853 Iteration 340, loss = 6.42555678 Validation score: -296.893678 Iteration 341, loss = 6.40146349 Validation score: -295.729278 Iteration 342, loss = 6.37738398 Validation score: -294.565696 Iteration 343, loss = 6.35331916 Validation score: -293.402978 Iteration 344, loss = 6.32926994 Validation score: -292.241168 Iteration 345, loss = 6.30523722 Validation score: -291.080310 Iteration 346, loss = 6.28122191 Validation score: -289.920450 Iteration 347, loss = 6.25722491 Validation score: -288.761632 Iteration 348, loss = 6.23324713 Validation score: -287.603899 Iteration 349, loss = 6.20928947 Validation score: -286.447297 Iteration 350, loss = 6.18535282 Validation score: -285.291870 Iteration 351, loss = 6.16143810 Validation score: -284.137661 Iteration 352, loss = 6.13754619 Validation score: -282.984715 Iteration 353, loss = 6.11367800 Validation score: -281.833075 Iteration 354, loss = 6.08983440 Validation score: -280.682785 Iteration 355, loss = 6.06601630 Validation score: -279.533888 Iteration 356, loss = 6.04222456 Validation score: -278.386427 Iteration 357, loss = 6.01846008 Validation score: -277.240445 Iteration 358, loss = 5.99472372 Validation score: -276.095985 Iteration 359, loss = 5.97101637 Validation score: -274.953090 Iteration 360, loss = 5.94733888 Validation score: -273.811800 Iteration 361, loss = 5.92369212 Validation score: -272.672159 Iteration 362, loss = 5.90007695 Validation score: -271.534207 Iteration 363, loss = 5.87649421 Validation score: -270.397987 Iteration 364, loss = 5.85294474 Validation score: -269.263537 Iteration 365, loss = 5.82942940 Validation score: -268.130901 Iteration 366, loss = 5.80594900 Validation score: -267.000116 Iteration 367, loss = 5.78250437 Validation score: -265.871224 Iteration 368, loss = 5.75909634 Validation score: -264.744264 Iteration 369, loss = 5.73572571 Validation score: -263.619275 Iteration 370, loss = 5.71239328 Validation score: -262.496294 Iteration 371, loss = 5.68909986 Validation score: -261.375362 Iteration 372, loss = 5.66584622 Validation score: -260.256515 Iteration 373, loss = 5.64263315 Validation score: -259.139792 Iteration 374, loss = 5.61946143 Validation score: -258.025228 Iteration 375, loss = 5.59633180 Validation score: -256.912860 Iteration 376, loss = 5.57324503 Validation score: -255.802725 Iteration 377, loss = 5.55020186 Validation score: -254.694859 Iteration 378, loss = 5.52720303 Validation score: -253.589295 Iteration 379, loss = 5.50424926 Validation score: -252.486070 Iteration 380, loss = 5.48134127 Validation score: -251.385216 Iteration 381, loss = 5.45847977 Validation score: -250.286768 Iteration 382, loss = 5.43566545 Validation score: -249.190759 Iteration 383, loss = 5.41289902 Validation score: -248.097221 Iteration 384, loss = 5.39018113 Validation score: -247.006187 Iteration 385, loss = 5.36751246 Validation score: -245.917688 Iteration 386, loss = 5.34489367 Validation score: -244.831756 Iteration 387, loss = 5.32232541 Validation score: -243.748420 Iteration 388, loss = 5.29980831 Validation score: -242.667711 Iteration 389, loss = 5.27734299 Validation score: -241.589659 Iteration 390, loss = 5.25493008 Validation score: -240.514291 Iteration 391, loss = 5.23257017 Validation score: -239.441638 Iteration 392, loss = 5.21026387 Validation score: -238.371725 Iteration 393, loss = 5.18801175 Validation score: -237.304582 Iteration 394, loss = 5.16581439 Validation score: -236.240234 Iteration 395, loss = 5.14367235 Validation score: -235.178707 Iteration 396, loss = 5.12158617 Validation score: -234.120028 Iteration 397, loss = 5.09955640 Validation score: 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score: -216.580200 Iteration 414, loss = 4.73414839 Validation score: -215.576510 Iteration 415, loss = 4.71321333 Validation score: -214.576048 Iteration 416, loss = 4.69234279 Validation score: -213.578828 Iteration 417, loss = 4.67153709 Validation score: -212.584864 Iteration 418, loss = 4.65079654 Validation score: -211.594170 Iteration 419, loss = 4.63012143 Validation score: -210.606758 Iteration 420, loss = 4.60951206 Validation score: -209.622641 Iteration 421, loss = 4.58896869 Validation score: -208.641831 Iteration 422, loss = 4.56849159 Validation score: -207.664340 Iteration 423, loss = 4.54808101 Validation score: -206.690177 Iteration 424, loss = 4.52773721 Validation score: -205.719355 Iteration 425, loss = 4.50746041 Validation score: -204.751882 Iteration 426, loss = 4.48725084 Validation score: -203.787768 Iteration 427, loss = 4.46710872 Validation score: -202.827022 Iteration 428, loss = 4.44703425 Validation score: -201.869653 Iteration 429, loss = 4.42702763 Validation score: -200.915669 Iteration 430, loss = 4.40708904 Validation score: -199.965077 Iteration 431, loss = 4.38721866 Validation score: -199.017884 Iteration 432, loss = 4.36741666 Validation score: -198.074098 Iteration 433, loss = 4.34768319 Validation score: -197.133723 Iteration 434, loss = 4.32801841 Validation score: -196.196767 Iteration 435, loss = 4.30842246 Validation score: -195.263234 Iteration 436, loss = 4.28889547 Validation score: -194.333129 Iteration 437, loss = 4.26943756 Validation score: -193.406458 Iteration 438, loss = 4.25004885 Validation score: -192.483223 Iteration 439, loss = 4.23072944 Validation score: -191.563429 Iteration 440, loss = 4.21147943 Validation score: -190.647079 Iteration 441, loss = 4.19229891 Validation score: -189.734175 Iteration 442, loss = 4.17318797 Validation score: -188.824722 Iteration 443, loss = 4.15414667 Validation score: -187.918719 Iteration 444, loss = 4.13517509 Validation score: -187.016170 Iteration 445, loss = 4.11627327 Validation score: -186.117075 Iteration 446, loss = 4.09744128 Validation score: -185.221436 Iteration 447, loss = 4.07867916 Validation score: -184.329253 Iteration 448, loss = 4.05998694 Validation score: -183.440527 Iteration 449, loss = 4.04136465 Validation score: -182.555258 Iteration 450, loss = 4.02281231 Validation score: -181.673445 Iteration 451, loss = 4.00432995 Validation score: -180.795088 Iteration 452, loss = 3.98591756 Validation score: -179.920185 Iteration 453, loss = 3.96757515 Validation score: -179.048735 Iteration 454, loss = 3.94930272 Validation score: -178.180737 Iteration 455, loss = 3.93110024 Validation score: -177.316189 Iteration 456, loss = 3.91296772 Validation score: -176.455089 Iteration 457, loss = 3.89490512 Validation score: -175.597433 Iteration 458, loss = 3.87691241 Validation score: -174.743220 Iteration 459, loss = 3.85898956 Validation score: -173.892446 Iteration 460, loss = 3.84113653 Validation score: -173.045109 Iteration 461, loss = 3.82335327 Validation score: -172.201203 Iteration 462, loss = 3.80563973 Validation score: -171.360726 Iteration 463, loss = 3.78799585 Validation score: -170.523673 Iteration 464, loss = 3.77042157 Validation score: -169.690041 Iteration 465, loss = 3.75291682 Validation score: -168.859824 Iteration 466, loss = 3.73548153 Validation score: -168.033018 Iteration 467, loss = 3.71811562 Validation score: -167.209617 Iteration 468, loss = 3.70081900 Validation score: -166.389618 Iteration 469, loss = 3.68359160 Validation score: -165.573013 Iteration 470, loss = 3.66643331 Validation score: -164.759797 Iteration 471, loss = 3.64934404 Validation score: -163.949965 Iteration 472, loss = 3.63232369 Validation score: -163.143511 Iteration 473, loss = 3.61537216 Validation score: -162.340428 Iteration 474, loss = 3.59848933 Validation score: -161.540710 Iteration 475, loss = 3.58167510 Validation score: -160.744350 Iteration 476, loss = 3.56492934 Validation score: -159.951341 Iteration 477, loss = 3.54825194 Validation score: -159.161677 Iteration 478, loss = 3.53164277 Validation score: -158.375351 Iteration 479, loss = 3.51510170 Validation score: -157.592354 Iteration 480, loss = 3.49862859 Validation score: -156.812681 Iteration 481, loss = 3.48222333 Validation score: -156.036322 Iteration 482, loss = 3.46588575 Validation score: -155.263271 Iteration 483, loss = 3.44961574 Validation score: -154.493520 Iteration 484, loss = 3.43341313 Validation score: -153.727060 Iteration 485, loss = 3.41727778 Validation score: -152.963884 Iteration 486, loss = 3.40120954 Validation score: -152.203983 Iteration 487, loss = 3.38520825 Validation score: -151.447349 Iteration 488, loss = 3.36927377 Validation score: -150.693973 Iteration 489, loss = 3.35340592 Validation score: -149.943847 Iteration 490, loss = 3.33760455 Validation score: -149.196963 Iteration 491, loss = 3.32186949 Validation score: -148.453310 Iteration 492, loss = 3.30620058 Validation score: -147.712881 Iteration 493, loss = 3.29059764 Validation score: -146.975667 Iteration 494, loss = 3.27506050 Validation score: -146.241658 Iteration 495, loss = 3.25958900 Validation score: -145.510845 Iteration 496, loss = 3.24418295 Validation score: -144.783219 Iteration 497, loss = 3.22884217 Validation score: -144.058770 Iteration 498, loss = 3.21356649 Validation score: -143.337490 Iteration 499, loss = 3.19835572 Validation score: -142.619368 Iteration 500, loss = 3.18320968 Validation score: -141.904395 Iteration 501, loss = 3.16812818 Validation score: -141.192561 Iteration 502, loss = 3.15311103 Validation score: -140.483857 Iteration 503, loss = 3.13815805 Validation score: -139.778273 Iteration 504, loss = 3.12326905 Validation score: -139.075798 Iteration 505, loss = 3.10844383 Validation score: -138.376424 Iteration 506, loss = 3.09368219 Validation score: -137.680140 Iteration 507, loss = 3.07898395 Validation score: -136.986935 Iteration 508, loss = 3.06434890 Validation score: -136.296801 Iteration 509, loss = 3.04977685 Validation score: -135.609726 Iteration 510, loss = 3.03526760 Validation score: -134.925701 Iteration 511, loss = 3.02082095 Validation score: -134.244716 Iteration 512, loss = 3.00643670 Validation score: -133.566759 Iteration 513, loss = 2.99211464 Validation score: -132.891822 Iteration 514, loss = 2.97785457 Validation score: -132.219893 Iteration 515, loss = 2.96365628 Validation score: -131.550962 Iteration 516, loss = 2.94951958 Validation score: -130.885019 Iteration 517, loss = 2.93544425 Validation score: -130.222054 Iteration 518, loss = 2.92143008 Validation score: -129.562055 Iteration 519, loss = 2.90747687 Validation score: -128.905013 Iteration 520, loss = 2.89358442 Validation score: -128.250917 Iteration 521, loss = 2.87975250 Validation score: -127.599756 Iteration 522, loss = 2.86598092 Validation score: -126.951520 Iteration 523, loss = 2.85226945 Validation score: -126.306198 Iteration 524, loss = 2.83861789 Validation score: -125.663779 Iteration 525, loss = 2.82502603 Validation score: -125.024254 Iteration 526, loss = 2.81149365 Validation score: -124.387612 Iteration 527, loss = 2.79802054 Validation score: -123.753841 Iteration 528, loss = 2.78460649 Validation score: -123.122931 Iteration 529, loss = 2.77125128 Validation score: -122.494872 Iteration 530, loss = 2.75795471 Validation score: -121.869653 Iteration 531, loss = 2.74471655 Validation score: -121.247263 Iteration 532, loss = 2.73153660 Validation score: -120.627692 Iteration 533, loss = 2.71841463 Validation score: -120.010928 Iteration 534, loss = 2.70535044 Validation score: -119.396962 Iteration 535, loss = 2.69234380 Validation score: -118.785782 Iteration 536, loss = 2.67939450 Validation score: -118.177378 Iteration 537, loss = 2.66650234 Validation score: -117.571739 Iteration 538, loss = 2.65366708 Validation score: -116.968855 Iteration 539, loss = 2.64088853 Validation score: -116.368715 Iteration 540, loss = 2.62816645 Validation score: -115.771307 Iteration 541, loss = 2.61550064 Validation score: -115.176623 Iteration 542, loss = 2.60289088 Validation score: -114.584650 Iteration 543, loss = 2.59033696 Validation score: -113.995379 Iteration 544, loss = 2.57783865 Validation score: -113.408798 Iteration 545, loss = 2.56539575 Validation score: -112.824897 Iteration 546, loss = 2.55300804 Validation score: -112.243666 Iteration 547, loss = 2.54067531 Validation score: -111.665093 Iteration 548, loss = 2.52839734 Validation score: -111.089169 Iteration 549, loss = 2.51617391 Validation score: -110.515882 Iteration 550, loss = 2.50400482 Validation score: -109.945222 Iteration 551, loss = 2.49188984 Validation score: -109.377179 Iteration 552, loss = 2.47982877 Validation score: -108.811742 Iteration 553, loss = 2.46782139 Validation score: -108.248901 Iteration 554, loss = 2.45586749 Validation score: -107.688645 Iteration 555, loss = 2.44396685 Validation score: -107.130963 Iteration 556, loss = 2.43211926 Validation score: -106.575845 Iteration 557, loss = 2.42032452 Validation score: -106.023281 Iteration 558, loss = 2.40858240 Validation score: -105.473261 Iteration 559, loss = 2.39689270 Validation score: -104.925773 Iteration 560, loss = 2.38525520 Validation score: -104.380808 Iteration 561, loss = 2.37366970 Validation score: -103.838355 Iteration 562, loss = 2.36213598 Validation score: -103.298404 Iteration 563, loss = 2.35065384 Validation score: -102.760945 Iteration 564, loss = 2.33922307 Validation score: -102.225967 Iteration 565, loss = 2.32784345 Validation score: -101.693460 Iteration 566, loss = 2.31651478 Validation score: -101.163414 Iteration 567, loss = 2.30523684 Validation score: -100.635819 Iteration 568, loss = 2.29400945 Validation score: -100.110664 Iteration 569, loss = 2.28283237 Validation score: -99.587940 Iteration 570, loss = 2.27170542 Validation score: -99.067636 Iteration 571, loss = 2.26062838 Validation score: -98.549742 Iteration 572, loss = 2.24960105 Validation score: -98.034248 Iteration 573, loss = 2.23862322 Validation score: -97.521145 Iteration 574, loss = 2.22769469 Validation score: -97.010421 Iteration 575, loss = 2.21681526 Validation score: -96.502068 Iteration 576, loss = 2.20598472 Validation score: -95.996075 Iteration 577, loss = 2.19520286 Validation score: -95.492432 Iteration 578, loss = 2.18446950 Validation score: -94.991129 Iteration 579, loss = 2.17378442 Validation score: -94.492157 Iteration 580, loss = 2.16314742 Validation score: -93.995506 Iteration 581, loss = 2.15255831 Validation score: -93.501166 Iteration 582, loss = 2.14201689 Validation score: -93.009127 Iteration 583, loss = 2.13152295 Validation score: -92.519379 Iteration 584, loss = 2.12107631 Validation score: -92.031914 Iteration 585, loss = 2.11067675 Validation score: -91.546720 Iteration 586, loss = 2.10032408 Validation score: -91.063789 Iteration 587, loss = 2.09001812 Validation score: -90.583110 Iteration 588, loss = 2.07975865 Validation score: -90.104675 Iteration 589, loss = 2.06954549 Validation score: -89.628474 Iteration 590, loss = 2.05937844 Validation score: -89.154497 Iteration 591, loss = 2.04925731 Validation score: -88.682735 Iteration 592, loss = 2.03918191 Validation score: -88.213178 Iteration 593, loss = 2.02915204 Validation score: -87.745817 Iteration 594, loss = 2.01916750 Validation score: -87.280643 Iteration 595, loss = 2.00922812 Validation score: -86.817646 Iteration 596, loss = 1.99933370 Validation score: -86.356816 Iteration 597, loss = 1.98948405 Validation score: -85.898146 Iteration 598, loss = 1.97967897 Validation score: -85.441625 Iteration 599, loss = 1.96991829 Validation score: -84.987245 Iteration 600, loss = 1.96020182 Validation score: -84.534995 Iteration 601, loss = 1.95052936 Validation score: -84.084868 Iteration 602, loss = 1.94090073 Validation score: -83.636853 Iteration 603, loss = 1.93131575 Validation score: -83.190942 Iteration 604, loss = 1.92177423 Validation score: -82.747126 Iteration 605, loss = 1.91227598 Validation score: -82.305396 Iteration 606, loss = 1.90282083 Validation score: -81.865743 Iteration 607, loss = 1.89340859 Validation score: -81.428158 Iteration 608, loss = 1.88403907 Validation score: -80.992631 Iteration 609, loss = 1.87471211 Validation score: -80.559155 Iteration 610, loss = 1.86542751 Validation score: -80.127720 Iteration 611, loss = 1.85618509 Validation score: -79.698318 Iteration 612, loss = 1.84698468 Validation score: -79.270940 Iteration 613, loss = 1.83782610 Validation score: -78.845576 Iteration 614, loss = 1.82870917 Validation score: -78.422219 Iteration 615, loss = 1.81963371 Validation score: -78.000860 Iteration 616, loss = 1.81059955 Validation score: -77.581490 Iteration 617, loss = 1.80160651 Validation score: -77.164101 Iteration 618, loss = 1.79265441 Validation score: -76.748684 Iteration 619, loss = 1.78374309 Validation score: -76.335230 Iteration 620, loss = 1.77487237 Validation score: -75.923731 Iteration 621, loss = 1.76604206 Validation score: -75.514179 Iteration 622, loss = 1.75725202 Validation score: -75.106565 Iteration 623, loss = 1.74850205 Validation score: -74.700881 Iteration 624, loss = 1.73979199 Validation score: -74.297119 Iteration 625, loss = 1.73112167 Validation score: -73.895270 Iteration 626, loss = 1.72249093 Validation score: -73.495325 Iteration 627, loss = 1.71389958 Validation score: -73.097278 Iteration 628, loss = 1.70534747 Validation score: -72.701119 Iteration 629, loss = 1.69683442 Validation score: -72.306840 Iteration 630, loss = 1.68836028 Validation score: -71.914433 Iteration 631, loss = 1.67992486 Validation score: -71.523891 Iteration 632, loss = 1.67152802 Validation score: -71.135204 Iteration 633, loss = 1.66316958 Validation score: -70.748366 Iteration 634, loss = 1.65484938 Validation score: -70.363367 Iteration 635, loss = 1.64656726 Validation score: -69.980201 Iteration 636, loss = 1.63832305 Validation score: -69.598858 Iteration 637, loss = 1.63011659 Validation score: -69.219332 Iteration 638, loss = 1.62194773 Validation score: -68.841615 Iteration 639, loss = 1.61381629 Validation score: -68.465697 Iteration 640, loss = 1.60572213 Validation score: -68.091573 Iteration 641, loss = 1.59766507 Validation score: -67.719233 Iteration 642, loss = 1.58964498 Validation score: -67.348671 Iteration 643, loss = 1.58166167 Validation score: -66.979878 Iteration 644, loss = 1.57371501 Validation score: -66.612847 Iteration 645, loss = 1.56580482 Validation score: -66.247571 Iteration 646, loss = 1.55793097 Validation score: -65.884040 Iteration 647, loss = 1.55009328 Validation score: -65.522249 Iteration 648, loss = 1.54229161 Validation score: -65.162190 Iteration 649, loss = 1.53452580 Validation score: -64.803854 Iteration 650, loss = 1.52679571 Validation score: -64.447235 Iteration 651, loss = 1.51910117 Validation score: -64.092325 Iteration 652, loss = 1.51144203 Validation score: -63.739117 Iteration 653, loss = 1.50381816 Validation score: -63.387603 Iteration 654, loss = 1.49622938 Validation score: -63.037776 Iteration 655, loss = 1.48867556 Validation score: -62.689629 Iteration 656, loss = 1.48115654 Validation score: -62.343154 Iteration 657, loss = 1.47367218 Validation score: -61.998344 Iteration 658, loss = 1.46622232 Validation score: -61.655192 Iteration 659, loss = 1.45880683 Validation score: -61.313691 Iteration 660, loss = 1.45142555 Validation score: -60.973833 Iteration 661, loss = 1.44407834 Validation score: -60.635612 Iteration 662, loss = 1.43676506 Validation score: -60.299020 Iteration 663, loss = 1.42948555 Validation score: -59.964050 Iteration 664, loss = 1.42223967 Validation score: -59.630695 Iteration 665, loss = 1.41502728 Validation score: -59.298949 Iteration 666, loss = 1.40784825 Validation score: -58.968804 Iteration 667, loss = 1.40070241 Validation score: -58.640253 Iteration 668, loss = 1.39358964 Validation score: -58.313289 Iteration 669, loss = 1.38650979 Validation score: -57.987906 Iteration 670, loss = 1.37946273 Validation score: -57.664097 Iteration 671, loss = 1.37244830 Validation score: -57.341854 Iteration 672, loss = 1.36546638 Validation score: -57.021171 Iteration 673, loss = 1.35851682 Validation score: -56.702042 Iteration 674, loss = 1.35159949 Validation score: -56.384459 Iteration 675, loss = 1.34471424 Validation score: -56.068416 Iteration 676, loss = 1.33786095 Validation score: -55.753906 Iteration 677, loss = 1.33103947 Validation score: -55.440922 Iteration 678, loss = 1.32424967 Validation score: -55.129458 Iteration 679, loss = 1.31749142 Validation score: -54.819508 Iteration 680, loss = 1.31076457 Validation score: -54.511064 Iteration 681, loss = 1.30406901 Validation score: -54.204120 Iteration 682, loss = 1.29740458 Validation score: -53.898670 Iteration 683, loss = 1.29077116 Validation score: -53.594707 Iteration 684, loss = 1.28416863 Validation score: -53.292224 Iteration 685, loss = 1.27759683 Validation score: -52.991216 Iteration 686, loss = 1.27105565 Validation score: -52.691675 Iteration 687, loss = 1.26454496 Validation score: -52.393596 Iteration 688, loss = 1.25806462 Validation score: -52.096973 Iteration 689, loss = 1.25161451 Validation score: -51.801797 Iteration 690, loss = 1.24519449 Validation score: -51.508065 Iteration 691, loss = 1.23880444 Validation score: -51.215769 Iteration 692, loss = 1.23244423 Validation score: -50.924902 Iteration 693, loss = 1.22611373 Validation score: -50.635460 Iteration 694, loss = 1.21981281 Validation score: -50.347435 Iteration 695, loss = 1.21354136 Validation score: -50.060821 Iteration 696, loss = 1.20729924 Validation score: -49.775613 Iteration 697, loss = 1.20108634 Validation score: -49.491804 Iteration 698, loss = 1.19490251 Validation score: -49.209388 Iteration 699, loss = 1.18874765 Validation score: -48.928360 Iteration 700, loss = 1.18262163 Validation score: -48.648712 Iteration 701, loss = 1.17652432 Validation score: -48.370439 Iteration 702, loss = 1.17045560 Validation score: -48.093536 Iteration 703, loss = 1.16441535 Validation score: -47.817996 Iteration 704, loss = 1.15840345 Validation score: -47.543812 Iteration 705, loss = 1.15241978 Validation score: -47.270981 Iteration 706, loss = 1.14646422 Validation score: -46.999494 Iteration 707, loss = 1.14053665 Validation score: -46.729347 Iteration 708, loss = 1.13463694 Validation score: -46.460534 Iteration 709, loss = 1.12876499 Validation score: -46.193049 Iteration 710, loss = 1.12292066 Validation score: -45.926886 Iteration 711, loss = 1.11710386 Validation score: -45.662039 Iteration 712, loss = 1.11131444 Validation score: -45.398504 Iteration 713, loss = 1.10555231 Validation score: -45.136273 Iteration 714, loss = 1.09981734 Validation score: -44.875341 Iteration 715, loss = 1.09410942 Validation score: -44.615703 Iteration 716, loss = 1.08842844 Validation score: -44.357354 Iteration 717, loss = 1.08277427 Validation score: -44.100286 Iteration 718, loss = 1.07714680 Validation score: -43.844496 Iteration 719, loss = 1.07154593 Validation score: -43.589977 Iteration 720, loss = 1.06597153 Validation score: -43.336723 Iteration 721, loss = 1.06042350 Validation score: -43.084730 Iteration 722, loss = 1.05490171 Validation score: -42.833992 Iteration 723, loss = 1.04940607 Validation score: -42.584503 Iteration 724, loss = 1.04393645 Validation score: -42.336257 Iteration 725, loss = 1.03849275 Validation score: -42.089250 Iteration 726, loss = 1.03307486 Validation score: -41.843477 Iteration 727, loss = 1.02768266 Validation score: -41.598931 Iteration 728, loss = 1.02231605 Validation score: -41.355607 Iteration 729, loss = 1.01697492 Validation score: -41.113500 Iteration 730, loss = 1.01165916 Validation score: -40.872605 Iteration 731, loss = 1.00636866 Validation score: -40.632916 Iteration 732, loss = 1.00110331 Validation score: -40.394428 Iteration 733, loss = 0.99586300 Validation score: -40.157136 Iteration 734, loss = 0.99064764 Validation score: -39.921035 Iteration 735, loss = 0.98545711 Validation score: -39.686120 Iteration 736, loss = 0.98029130 Validation score: -39.452384 Iteration 737, loss = 0.97515012 Validation score: -39.219824 Iteration 738, loss = 0.97003345 Validation score: -38.988434 Iteration 739, loss = 0.96494119 Validation score: -38.758209 Iteration 740, loss = 0.95987324 Validation score: -38.529143 Iteration 741, loss = 0.95482949 Validation score: -38.301232 Iteration 742, loss = 0.94980985 Validation score: -38.074471 Iteration 743, loss = 0.94481420 Validation score: -37.848855 Iteration 744, loss = 0.93984244 Validation score: -37.624378 Iteration 745, loss = 0.93489448 Validation score: -37.401036 Iteration 746, loss = 0.92997021 Validation score: -37.178824 Iteration 747, loss = 0.92506952 Validation score: -36.957736 Iteration 748, loss = 0.92019233 Validation score: -36.737769 Iteration 749, loss = 0.91533853 Validation score: -36.518916 Iteration 750, loss = 0.91050801 Validation score: -36.301173 Iteration 751, loss = 0.90570068 Validation score: -36.084536 Iteration 752, loss = 0.90091644 Validation score: -35.868999 Iteration 753, loss = 0.89615519 Validation score: -35.654557 Iteration 754, loss = 0.89141684 Validation score: -35.441206 Iteration 755, loss = 0.88670128 Validation score: -35.228941 Iteration 756, loss = 0.88200841 Validation score: -35.017757 Iteration 757, loss = 0.87733815 Validation score: -34.807650 Iteration 758, loss = 0.87269039 Validation score: -34.598614 Iteration 759, loss = 0.86806504 Validation score: -34.390646 Iteration 760, loss = 0.86346200 Validation score: -34.183740 Iteration 761, loss = 0.85888117 Validation score: -33.977891 Iteration 762, loss = 0.85432246 Validation score: -33.773095 Iteration 763, loss = 0.84978578 Validation score: -33.569348 Iteration 764, loss = 0.84527103 Validation score: -33.366645 Iteration 765, loss = 0.84077812 Validation score: -33.164981 Iteration 766, loss = 0.83630695 Validation score: -32.964351 Iteration 767, loss = 0.83185743 Validation score: -32.764751 Iteration 768, loss = 0.82742947 Validation score: -32.566177 Iteration 769, loss = 0.82302297 Validation score: -32.368624 Iteration 770, loss = 0.81863785 Validation score: -32.172088 Iteration 771, loss = 0.81427401 Validation score: -31.976563 Iteration 772, loss = 0.80993136 Validation score: -31.782047 Iteration 773, loss = 0.80560980 Validation score: -31.588533 Iteration 774, loss = 0.80130926 Validation score: -31.396018 Iteration 775, loss = 0.79702963 Validation score: -31.204497 Iteration 776, loss = 0.79277083 Validation score: -31.013966 Iteration 777, loss = 0.78853277 Validation score: -30.824421 Iteration 778, loss = 0.78431536 Validation score: -30.635857 Iteration 779, loss = 0.78011851 Validation score: -30.448270 Iteration 780, loss = 0.77594213 Validation score: -30.261655 Iteration 781, loss = 0.77178613 Validation score: -30.076008 Iteration 782, loss = 0.76765043 Validation score: -29.891326 Iteration 783, loss = 0.76353494 Validation score: -29.707603 Iteration 784, loss = 0.75943958 Validation score: -29.524836 Iteration 785, loss = 0.75536424 Validation score: -29.343019 Iteration 786, loss = 0.75130886 Validation score: -29.162150 Iteration 787, loss = 0.74727334 Validation score: -28.982224 Iteration 788, loss = 0.74325760 Validation score: -28.803236 Iteration 789, loss = 0.73926154 Validation score: -28.625183 Iteration 790, loss = 0.73528510 Validation score: -28.448059 Iteration 791, loss = 0.73132818 Validation score: -28.271863 Iteration 792, loss = 0.72739069 Validation score: -28.096588 Iteration 793, loss = 0.72347257 Validation score: -27.922231 Iteration 794, loss = 0.71957371 Validation score: -27.748788 Iteration 795, loss = 0.71569404 Validation score: -27.576255 Iteration 796, loss = 0.71183347 Validation score: -27.404627 Iteration 797, loss = 0.70799192 Validation score: -27.233901 Iteration 798, loss = 0.70416932 Validation score: -27.064073 Iteration 799, loss = 0.70036557 Validation score: -26.895139 Iteration 800, loss = 0.69658060 Validation score: -26.727095 Iteration 801, loss = 0.69281433 Validation score: -26.559936 Iteration 802, loss = 0.68906666 Validation score: -26.393659 Iteration 803, loss = 0.68533753 Validation score: -26.228260 Iteration 804, loss = 0.68162686 Validation score: -26.063735 Iteration 805, loss = 0.67793455 Validation score: -25.900080 Iteration 806, loss = 0.67426054 Validation score: -25.737291 Iteration 807, loss = 0.67060475 Validation score: -25.575364 Iteration 808, loss = 0.66696708 Validation score: -25.414296 Iteration 809, loss = 0.66334748 Validation score: -25.254082 Iteration 810, loss = 0.65974585 Validation score: -25.094719 Iteration 811, loss = 0.65616212 Validation score: -24.936203 Iteration 812, loss = 0.65259622 Validation score: -24.778530 Iteration 813, loss = 0.64904805 Validation score: -24.621697 Iteration 814, loss = 0.64551756 Validation score: -24.465699 Iteration 815, loss = 0.64200465 Validation score: -24.310533 Iteration 816, loss = 0.63850926 Validation score: -24.156195 Iteration 817, loss = 0.63503130 Validation score: -24.002682 Iteration 818, loss = 0.63157071 Validation score: -23.849989 Iteration 819, loss = 0.62812740 Validation score: -23.698113 Iteration 820, loss = 0.62470130 Validation score: -23.547051 Iteration 821, loss = 0.62129234 Validation score: -23.396798 Iteration 822, loss = 0.61790044 Validation score: -23.247351 Iteration 823, loss = 0.61452552 Validation score: -23.098706 Iteration 824, loss = 0.61116752 Validation score: -22.950861 Iteration 825, loss = 0.60782635 Validation score: -22.803810 Iteration 826, loss = 0.60450194 Validation score: -22.657551 Iteration 827, loss = 0.60119423 Validation score: -22.512080 Iteration 828, loss = 0.59790314 Validation score: -22.367393 Iteration 829, loss = 0.59462859 Validation score: -22.223487 Iteration 830, loss = 0.59137051 Validation score: -22.080358 Iteration 831, loss = 0.58812883 Validation score: -21.938004 Iteration 832, loss = 0.58490348 Validation score: -21.796419 Iteration 833, loss = 0.58169439 Validation score: -21.655601 Iteration 834, loss = 0.57850148 Validation score: -21.515547 Iteration 835, loss = 0.57532469 Validation score: -21.376252 Iteration 836, loss = 0.57216394 Validation score: -21.237714 Iteration 837, loss = 0.56901917 Validation score: -21.099929 Iteration 838, loss = 0.56589029 Validation score: -20.962893 Iteration 839, loss = 0.56277725 Validation score: -20.826604 Iteration 840, loss = 0.55967997 Validation score: -20.691057 Iteration 841, loss = 0.55659839 Validation score: -20.556249 Iteration 842, loss = 0.55353243 Validation score: -20.422178 Iteration 843, loss = 0.55048203 Validation score: -20.288839 Iteration 844, loss = 0.54744712 Validation score: -20.156229 Iteration 845, loss = 0.54442762 Validation score: -20.024345 Iteration 846, loss = 0.54142347 Validation score: -19.893184 Iteration 847, loss = 0.53843461 Validation score: -19.762742 Iteration 848, loss = 0.53546096 Validation score: -19.633016 Iteration 849, loss = 0.53250246 Validation score: -19.504003 Iteration 850, loss = 0.52955905 Validation score: -19.375700 Iteration 851, loss = 0.52663064 Validation score: -19.248102 Iteration 852, loss = 0.52371719 Validation score: -19.121208 Iteration 853, loss = 0.52081861 Validation score: -18.995013 Iteration 854, loss = 0.51793486 Validation score: -18.869515 Iteration 855, loss = 0.51506585 Validation score: -18.744710 Iteration 856, loss = 0.51221153 Validation score: -18.620595 Iteration 857, loss = 0.50937182 Validation score: -18.497167 Iteration 858, loss = 0.50654667 Validation score: -18.374423 Iteration 859, loss = 0.50373602 Validation score: -18.252360 Iteration 860, loss = 0.50093978 Validation score: -18.130974 Iteration 861, loss = 0.49815791 Validation score: -18.010262 Iteration 862, loss = 0.49539033 Validation score: -17.890222 Iteration 863, loss = 0.49263699 Validation score: -17.770850 Iteration 864, loss = 0.48989782 Validation score: -17.652143 Iteration 865, loss = 0.48717276 Validation score: -17.534098 Iteration 866, loss = 0.48446174 Validation score: -17.416711 Iteration 867, loss = 0.48176470 Validation score: -17.299981 Iteration 868, loss = 0.47908158 Validation score: -17.183903 Iteration 869, loss = 0.47641231 Validation score: -17.068475 Iteration 870, loss = 0.47375685 Validation score: -16.953694 Iteration 871, loss = 0.47111511 Validation score: -16.839557 Iteration 872, loss = 0.46848705 Validation score: -16.726061 Iteration 873, loss = 0.46587259 Validation score: -16.613202 Iteration 874, loss = 0.46327169 Validation score: -16.500978 Iteration 875, loss = 0.46068427 Validation score: -16.389386 Iteration 876, loss = 0.45811028 Validation score: -16.278422 Iteration 877, loss = 0.45554966 Validation score: -16.168085 Iteration 878, loss = 0.45300235 Validation score: -16.058371 Iteration 879, loss = 0.45046828 Validation score: -15.949277 Iteration 880, loss = 0.44794740 Validation score: -15.840800 Iteration 881, loss = 0.44543965 Validation score: -15.732937 Iteration 882, loss = 0.44294497 Validation score: -15.625686 Iteration 883, loss = 0.44046330 Validation score: -15.519043 Iteration 884, loss = 0.43799459 Validation score: -15.413006 Iteration 885, loss = 0.43553876 Validation score: -15.307572 Iteration 886, loss = 0.43309578 Validation score: -15.202738 Iteration 887, loss = 0.43066556 Validation score: -15.098501 Iteration 888, loss = 0.42824807 Validation score: -14.994859 Iteration 889, loss = 0.42584324 Validation score: -14.891808 Iteration 890, loss = 0.42345102 Validation score: -14.789346 Iteration 891, loss = 0.42107134 Validation score: -14.687470 Iteration 892, loss = 0.41870416 Validation score: -14.586177 Iteration 893, loss = 0.41634940 Validation score: -14.485465 Iteration 894, loss = 0.41400703 Validation score: -14.385330 Iteration 895, loss = 0.41167698 Validation score: -14.285771 Iteration 896, loss = 0.40935919 Validation score: -14.186783 Iteration 897, loss = 0.40705361 Validation score: -14.088366 Iteration 898, loss = 0.40476018 Validation score: -13.990515 Iteration 899, loss = 0.40247886 Validation score: -13.893228 Iteration 900, loss = 0.40020958 Validation score: -13.796503 Iteration 901, loss = 0.39795228 Validation score: -13.700337 Iteration 902, loss = 0.39570692 Validation score: -13.604727 Iteration 903, loss = 0.39347344 Validation score: -13.509670 Iteration 904, loss = 0.39125179 Validation score: -13.415164 Iteration 905, loss = 0.38904190 Validation score: -13.321206 Iteration 906, loss = 0.38684374 Validation score: -13.227795 Iteration 907, loss = 0.38465723 Validation score: -13.134926 Iteration 908, loss = 0.38248234 Validation score: -13.042597 Iteration 909, loss = 0.38031901 Validation score: -12.950806 Iteration 910, loss = 0.37816717 Validation score: -12.859551 Iteration 911, loss = 0.37602679 Validation score: -12.768828 Iteration 912, loss = 0.37389781 Validation score: -12.678635 Iteration 913, loss = 0.37178017 Validation score: -12.588970 Iteration 914, loss = 0.36967383 Validation score: -12.499830 Iteration 915, loss = 0.36757873 Validation score: -12.411213 Iteration 916, loss = 0.36549482 Validation score: -12.323115 Iteration 917, loss = 0.36342205 Validation score: -12.235535 Iteration 918, loss = 0.36136037 Validation score: -12.148470 Iteration 919, loss = 0.35930972 Validation score: -12.061917 Iteration 920, loss = 0.35727005 Validation score: -11.975874 Iteration 921, loss = 0.35524133 Validation score: -11.890339 Iteration 922, loss = 0.35322348 Validation score: -11.805309 Iteration 923, loss = 0.35121647 Validation score: -11.720782 Iteration 924, loss = 0.34922024 Validation score: -11.636755 Iteration 925, loss = 0.34723474 Validation score: -11.553225 Iteration 926, loss = 0.34525993 Validation score: -11.470191 Iteration 927, loss = 0.34329575 Validation score: -11.387650 Iteration 928, loss = 0.34134216 Validation score: -11.305599 Iteration 929, loss = 0.33939910 Validation score: -11.224037 Iteration 930, loss = 0.33746652 Validation score: -11.142960 Iteration 931, loss = 0.33554439 Validation score: -11.062367 Iteration 932, loss = 0.33363264 Validation score: -10.982255 Iteration 933, loss = 0.33173123 Validation score: -10.902621 Iteration 934, loss = 0.32984012 Validation score: -10.823464 Iteration 935, loss = 0.32795924 Validation score: -10.744780 Iteration 936, loss = 0.32608857 Validation score: -10.666569 Iteration 937, loss = 0.32422804 Validation score: -10.588827 Iteration 938, loss = 0.32237761 Validation score: -10.511552 Iteration 939, loss = 0.32053724 Validation score: -10.434741 Iteration 940, loss = 0.31870687 Validation score: -10.358393 Iteration 941, loss = 0.31688647 Validation score: -10.282505 Iteration 942, loss = 0.31507597 Validation score: -10.207076 Iteration 943, loss = 0.31327534 Validation score: -10.132102 Iteration 944, loss = 0.31148453 Validation score: -10.057581 Iteration 945, loss = 0.30970350 Validation score: -9.983511 Iteration 946, loss = 0.30793219 Validation score: -9.909891 Iteration 947, loss = 0.30617056 Validation score: -9.836717 Iteration 948, loss = 0.30441857 Validation score: -9.763987 Iteration 949, loss = 0.30267617 Validation score: -9.691700 Iteration 950, loss = 0.30094332 Validation score: -9.619853 Iteration 951, loss = 0.29921996 Validation score: -9.548444 Iteration 952, loss = 0.29750606 Validation score: -9.477471 Iteration 953, loss = 0.29580157 Validation score: -9.406931 Iteration 954, loss = 0.29410645 Validation score: -9.336822 Iteration 955, loss = 0.29242065 Validation score: -9.267143 Iteration 956, loss = 0.29074412 Validation score: -9.197891 Iteration 957, loss = 0.28907683 Validation score: -9.129064 Iteration 958, loss = 0.28741873 Validation score: -9.060659 Iteration 959, loss = 0.28576977 Validation score: -8.992676 Iteration 960, loss = 0.28412992 Validation score: -8.925111 Iteration 961, loss = 0.28249912 Validation score: -8.857962 Iteration 962, loss = 0.28087734 Validation score: -8.791228 Iteration 963, loss = 0.27926453 Validation score: -8.724906 Iteration 964, loss = 0.27766065 Validation score: -8.658995 Iteration 965, loss = 0.27606566 Validation score: -8.593491 Iteration 966, loss = 0.27447951 Validation score: -8.528394 Iteration 967, loss = 0.27290217 Validation score: -8.463701 Iteration 968, loss = 0.27133358 Validation score: -8.399409 Iteration 969, loss = 0.26977372 Validation score: -8.335518 Iteration 970, loss = 0.26822252 Validation score: -8.272025 Iteration 971, loss = 0.26667997 Validation score: -8.208928 Iteration 972, loss = 0.26514600 Validation score: -8.146224 Iteration 973, loss = 0.26362059 Validation score: -8.083913 Iteration 974, loss = 0.26210369 Validation score: -8.021991 Iteration 975, loss = 0.26059526 Validation score: -7.960458 Iteration 976, loss = 0.25909525 Validation score: -7.899310 Iteration 977, loss = 0.25760364 Validation score: -7.838547 Iteration 978, loss = 0.25612037 Validation score: -7.778165 Iteration 979, loss = 0.25464541 Validation score: -7.718164 Iteration 980, loss = 0.25317871 Validation score: -7.658541 Iteration 981, loss = 0.25172025 Validation score: -7.599294 Iteration 982, loss = 0.25026997 Validation score: -7.540421 Iteration 983, loss = 0.24882783 Validation score: -7.481921 Iteration 984, loss = 0.24739381 Validation score: -7.423791 Iteration 985, loss = 0.24596785 Validation score: -7.366029 Iteration 986, loss = 0.24454993 Validation score: -7.308634 Iteration 987, loss = 0.24313999 Validation score: -7.251605 Iteration 988, loss = 0.24173800 Validation score: -7.194937 Iteration 989, loss = 0.24034393 Validation score: -7.138631 Iteration 990, loss = 0.23895773 Validation score: -7.082684 Iteration 991, loss = 0.23757937 Validation score: -7.027095 Iteration 992, loss = 0.23620880 Validation score: -6.971861 Iteration 993, loss = 0.23484600 Validation score: -6.916980 Iteration 994, loss = 0.23349091 Validation score: -6.862451 Iteration 995, loss = 0.23214351 Validation score: -6.808272 Iteration 996, loss = 0.23080375 Validation score: -6.754441 Iteration 997, loss = 0.22947160 Validation score: -6.700957 Iteration 998, loss = 0.22814702 Validation score: -6.647817 Iteration 999, loss = 0.22682998 Validation score: -6.595019 Iteration 1000, loss = 0.22552043 Validation score: -6.542563 Iteration 1, loss = 17.90830072 Validation score: -721.812076 Iteration 2, loss = 17.88218835 Validation score: -720.794269 Iteration 3, loss = 17.85611123 Validation score: -719.777836 Iteration 4, loss = 17.83006996 Validation score: -718.762801 Iteration 5, loss = 17.80406511 Validation score: -717.749184 Iteration 6, loss = 17.77809725 Validation score: -716.737006 Iteration 7, loss = 17.75216687 Validation score: -715.726286 Iteration 8, loss = 17.72627446 Validation score: -714.717041 Iteration 9, loss = 17.70042047 Validation score: -713.709286 Iteration 10, loss = 17.67460529 Validation score: -712.703038 Iteration 11, loss = 17.64882930 Validation score: -711.698308 Iteration 12, loss = 17.62309282 Validation score: -710.695107 Iteration 13, loss = 17.59739613 Validation score: -709.693445 Iteration 14, loss = 17.57173947 Validation score: -708.693329 Iteration 15, loss = 17.54612301 Validation score: -707.694766 Iteration 16, loss = 17.52054691 Validation score: -706.697757 Iteration 17, loss = 17.49501123 Validation score: -705.702306 Iteration 18, loss = 17.46951603 Validation score: -704.708411 Iteration 19, loss = 17.44406128 Validation score: -703.716070 Iteration 20, loss = 17.41864690 Validation score: -702.725277 Iteration 21, loss = 17.39327276 Validation score: -701.736026 Iteration 22, loss = 17.36793868 Validation score: -700.748306 Iteration 23, loss = 17.34264439 Validation score: -699.762107 Iteration 24, loss = 17.31738960 Validation score: -698.777413 Iteration 25, loss = 17.29217393 Validation score: -697.794208 Iteration 26, loss = 17.26699693 Validation score: -696.812473 Iteration 27, loss = 17.24185812 Validation score: -695.832184 Iteration 28, loss = 17.21675693 Validation score: -694.853319 Iteration 29, loss = 17.19169273 Validation score: -693.875850 Iteration 30, loss = 17.16666482 Validation score: -692.899748 Iteration 31, loss = 17.14167246 Validation score: -691.924980 Iteration 32, loss = 17.11671483 Validation score: -690.951513 Iteration 33, loss = 17.09179104 Validation score: -689.979310 Iteration 34, loss = 17.06690017 Validation score: -689.008333 Iteration 35, loss = 17.04204121 Validation score: -688.038539 Iteration 36, loss = 17.01721314 Validation score: -687.069888 Iteration 37, loss = 16.99241486 Validation score: -686.102333 Iteration 38, loss = 16.96764524 Validation score: -685.135831 Iteration 39, loss = 16.94290311 Validation score: -684.170334 Iteration 40, loss = 16.91818730 Validation score: -683.205795 Iteration 41, loss = 16.89349660 Validation score: -682.242165 Iteration 42, loss = 16.86882977 Validation score: -681.279397 Iteration 43, loss = 16.84418559 Validation score: -680.317443 Iteration 44, loss = 16.81956286 Validation score: -679.356254 Iteration 45, loss = 16.79496035 Validation score: -678.395784 Iteration 46, loss = 16.77037688 Validation score: -677.435988 Iteration 47, loss = 16.74581129 Validation score: -676.476820 Iteration 48, loss = 16.72126245 Validation score: -675.518238 Iteration 49, loss = 16.69672926 Validation score: -674.560199 Iteration 50, loss = 16.67221068 Validation score: -673.602664 Iteration 51, loss = 16.64770570 Validation score: -672.645595 Iteration 52, loss = 16.62321334 Validation score: -671.688955 Iteration 53, loss = 16.59873270 Validation score: -670.732709 Iteration 54, loss = 16.57426289 Validation score: -669.776826 Iteration 55, loss = 16.54980310 Validation score: -668.821273 Iteration 56, loss = 16.52535253 Validation score: -667.866021 Iteration 57, loss = 16.50091045 Validation score: -666.911042 Iteration 58, loss = 16.47647614 Validation score: -665.956309 Iteration 59, loss = 16.45204895 Validation score: -665.001798 Iteration 60, loss = 16.42762823 Validation score: -664.047484 Iteration 61, loss = 16.40321339 Validation score: -663.093344 Iteration 62, loss = 16.37880385 Validation score: -662.139357 Iteration 63, loss = 16.35439906 Validation score: -661.185501 Iteration 64, loss = 16.32999850 Validation score: -660.231758 Iteration 65, loss = 16.30560166 Validation score: -659.278107 Iteration 66, loss = 16.28120806 Validation score: -658.324529 Iteration 67, loss = 16.25681723 Validation score: -657.371009 Iteration 68, loss = 16.23242872 Validation score: -656.417527 Iteration 69, loss = 16.20804210 Validation score: -655.464067 Iteration 70, loss = 16.18365693 Validation score: -654.510613 Iteration 71, loss = 16.15927280 Validation score: -653.557149 Iteration 72, loss = 16.13488931 Validation score: -652.603659 Iteration 73, loss = 16.11050606 Validation score: -651.650129 Iteration 74, loss = 16.08612266 Validation score: -650.696544 Iteration 75, loss = 16.06173872 Validation score: -649.742889 Iteration 76, loss = 16.03735388 Validation score: -648.789149 Iteration 77, loss = 16.01296776 Validation score: -647.835311 Iteration 78, loss = 15.98857999 Validation score: -646.881361 Iteration 79, loss = 15.96419021 Validation score: -645.927285 Iteration 80, loss = 15.93979806 Validation score: -644.973069 Iteration 81, loss = 15.91540319 Validation score: -644.018701 Iteration 82, loss = 15.89100525 Validation score: -643.064166 Iteration 83, loss = 15.86660388 Validation score: -642.109451 Iteration 84, loss = 15.84219875 Validation score: -641.154543 Iteration 85, loss = 15.81778950 Validation score: -640.199428 Iteration 86, loss = 15.79337579 Validation score: -639.244094 Iteration 87, loss = 15.76895728 Validation score: -638.288527 Iteration 88, loss = 15.74453364 Validation score: -637.332714 Iteration 89, loss = 15.72010453 Validation score: -636.376641 Iteration 90, loss = 15.69566961 Validation score: -635.420295 Iteration 91, loss = 15.67122855 Validation score: -634.463664 Iteration 92, loss = 15.64678102 Validation score: -633.506732 Iteration 93, loss = 15.62232669 Validation score: -632.549488 Iteration 94, loss = 15.59786524 Validation score: -631.591919 Iteration 95, loss = 15.57339634 Validation score: -630.634010 Iteration 96, loss = 15.54891966 Validation score: -629.675750 Iteration 97, loss = 15.52443489 Validation score: -628.717124 Iteration 98, loss = 15.49994171 Validation score: -627.758121 Iteration 99, loss = 15.47543981 Validation score: -626.798728 Iteration 100, loss = 15.45092887 Validation score: -625.838933 Iteration 101, loss = 15.42640859 Validation score: -624.878722 Iteration 102, loss = 15.40187866 Validation score: -623.918085 Iteration 103, loss = 15.37733877 Validation score: -622.957008 Iteration 104, loss = 15.35278864 Validation score: -621.995481 Iteration 105, loss = 15.32822795 Validation score: -621.033492 Iteration 106, loss = 15.30365643 Validation score: -620.071029 Iteration 107, loss = 15.27907379 Validation score: -619.108082 Iteration 108, loss = 15.25447973 Validation score: -618.144639 Iteration 109, loss = 15.22987399 Validation score: -617.180690 Iteration 110, loss = 15.20525629 Validation score: -616.216224 Iteration 111, loss = 15.18062637 Validation score: -615.251232 Iteration 112, loss = 15.15598395 Validation score: -614.285702 Iteration 113, loss = 15.13132878 Validation score: -613.319626 Iteration 114, loss = 15.10666060 Validation score: -612.352993 Iteration 115, loss = 15.08197916 Validation score: -611.385794 Iteration 116, loss = 15.05728423 Validation score: -610.418021 Iteration 117, loss = 15.03257556 Validation score: -609.449664 Iteration 118, loss = 15.00785291 Validation score: -608.480715 Iteration 119, loss = 14.98311607 Validation score: -607.511166 Iteration 120, loss = 14.95836481 Validation score: -606.541007 Iteration 121, loss = 14.93359891 Validation score: -605.570232 Iteration 122, loss = 14.90881816 Validation score: -604.598832 Iteration 123, loss = 14.88402235 Validation score: -603.626801 Iteration 124, loss = 14.85921129 Validation score: -602.654130 Iteration 125, loss = 14.83438478 Validation score: -601.680813 Iteration 126, loss = 14.80954263 Validation score: -600.706844 Iteration 127, loss = 14.78468465 Validation score: -599.732215 Iteration 128, loss = 14.75981067 Validation score: -598.756920 Iteration 129, loss = 14.73492051 Validation score: -597.780954 Iteration 130, loss = 14.71001400 Validation score: -596.804310 Iteration 131, loss = 14.68509098 Validation score: -595.826982 Iteration 132, loss = 14.66015129 Validation score: -594.848965 Iteration 133, loss = 14.63519477 Validation score: -593.870254 Iteration 134, loss = 14.61022128 Validation score: -592.890844 Iteration 135, loss = 14.58523067 Validation score: -591.910730 Iteration 136, loss = 14.56022280 Validation score: -590.929907 Iteration 137, loss = 14.53519754 Validation score: -589.948370 Iteration 138, loss = 14.51015475 Validation score: -588.966116 Iteration 139, loss = 14.48509431 Validation score: -587.983139 Iteration 140, loss = 14.46001609 Validation score: -586.999437 Iteration 141, loss = 14.43491998 Validation score: -586.015005 Iteration 142, loss = 14.40980586 Validation score: -585.029840 Iteration 143, loss = 14.38467362 Validation score: -584.043938 Iteration 144, loss = 14.35952315 Validation score: -583.057296 Iteration 145, loss = 14.33435436 Validation score: -582.069910 Iteration 146, loss = 14.30916714 Validation score: -581.081778 Iteration 147, loss = 14.28396140 Validation score: -580.092897 Iteration 148, loss = 14.25873704 Validation score: -579.103264 Iteration 149, loss = 14.23349399 Validation score: -578.112877 Iteration 150, loss = 14.20823214 Validation score: -577.121732 Iteration 151, loss = 14.18295143 Validation score: -576.129828 Iteration 152, loss = 14.15765178 Validation score: -575.137163 Iteration 153, loss = 14.13233310 Validation score: -574.143734 Iteration 154, loss = 14.10699534 Validation score: -573.149539 Iteration 155, loss = 14.08163841 Validation score: -572.154577 Iteration 156, loss = 14.05626227 Validation score: -571.158846 Iteration 157, loss = 14.03086683 Validation score: -570.162345 Iteration 158, loss = 14.00545206 Validation score: -569.165072 Iteration 159, loss = 13.98001789 Validation score: -568.167025 Iteration 160, loss = 13.95456427 Validation score: -567.168203 Iteration 161, loss = 13.92909114 Validation score: -566.168606 Iteration 162, loss = 13.90359848 Validation score: -565.168232 Iteration 163, loss = 13.87808622 Validation score: -564.167081 Iteration 164, loss = 13.85255433 Validation score: -563.165151 Iteration 165, loss = 13.82700277 Validation score: -562.162441 Iteration 166, loss = 13.80143151 Validation score: -561.158952 Iteration 167, loss = 13.77584052 Validation score: -560.154683 Iteration 168, loss = 13.75022977 Validation score: -559.149633 Iteration 169, loss = 13.72459922 Validation score: -558.143801 Iteration 170, loss = 13.69894886 Validation score: -557.137189 Iteration 171, loss = 13.67327867 Validation score: -556.129795 Iteration 172, loss = 13.64758862 Validation score: -555.121619 Iteration 173, loss = 13.62187871 Validation score: -554.112662 Iteration 174, loss = 13.59614892 Validation score: -553.102924 Iteration 175, loss = 13.57039925 Validation score: -552.092405 Iteration 176, loss = 13.54462968 Validation score: -551.081105 Iteration 177, loss = 13.51884021 Validation score: -550.069025 Iteration 178, loss = 13.49303084 Validation score: -549.056165 Iteration 179, loss = 13.46720158 Validation score: -548.042526 Iteration 180, loss = 13.44135242 Validation score: -547.028109 Iteration 181, loss = 13.41548338 Validation score: -546.012914 Iteration 182, loss = 13.38959446 Validation score: -544.996943 Iteration 183, loss = 13.36368569 Validation score: -543.980195 Iteration 184, loss = 13.33775707 Validation score: -542.962673 Iteration 185, loss = 13.31180862 Validation score: -541.944378 Iteration 186, loss = 13.28584037 Validation score: -540.925310 Iteration 187, loss = 13.25985235 Validation score: -539.905472 Iteration 188, loss = 13.23384457 Validation score: -538.884864 Iteration 189, loss = 13.20781707 Validation score: -537.863489 Iteration 190, loss = 13.18176989 Validation score: -536.841347 Iteration 191, loss = 13.15570306 Validation score: -535.818441 Iteration 192, loss = 13.12961662 Validation score: -534.794772 Iteration 193, loss = 13.10351062 Validation score: -533.770342 Iteration 194, loss = 13.07738510 Validation score: -532.745154 Iteration 195, loss = 13.05124011 Validation score: -531.719210 Iteration 196, loss = 13.02507570 Validation score: -530.692512 Iteration 197, loss = 12.99889193 Validation score: -529.665061 Iteration 198, loss = 12.97268886 Validation score: -528.636862 Iteration 199, loss = 12.94646655 Validation score: -527.607915 Iteration 200, loss = 12.92022506 Validation score: -526.578225 Iteration 201, loss = 12.89396447 Validation score: -525.547793 Iteration 202, loss = 12.86768485 Validation score: -524.516623 Iteration 203, loss = 12.84138626 Validation score: -523.484718 Iteration 204, loss = 12.81506880 Validation score: -522.452080 Iteration 205, loss = 12.78873254 Validation score: -521.418713 Iteration 206, loss = 12.76237757 Validation score: -520.384620 Iteration 207, loss = 12.73600398 Validation score: -519.349805 Iteration 208, loss = 12.70961185 Validation score: -518.314272 Iteration 209, loss = 12.68320129 Validation score: -517.278023 Iteration 210, loss = 12.65677240 Validation score: -516.241063 Iteration 211, loss = 12.63032528 Validation score: -515.203396 Iteration 212, loss = 12.60386002 Validation score: -514.165025 Iteration 213, loss = 12.57737676 Validation score: -513.125955 Iteration 214, loss = 12.55087559 Validation score: -512.086190 Iteration 215, loss = 12.52435663 Validation score: -511.045734 Iteration 216, loss = 12.49782001 Validation score: -510.004592 Iteration 217, loss = 12.47126586 Validation score: -508.962769 Iteration 218, loss = 12.44469428 Validation score: -507.920268 Iteration 219, loss = 12.41810543 Validation score: -506.877096 Iteration 220, loss = 12.39149942 Validation score: -505.833256 Iteration 221, loss = 12.36487641 Validation score: -504.788754 Iteration 222, loss = 12.33823653 Validation score: -503.743595 Iteration 223, loss = 12.31157993 Validation score: -502.697784 Iteration 224, loss = 12.28490676 Validation score: -501.651327 Iteration 225, loss = 12.25821716 Validation score: -500.604229 Iteration 226, loss = 12.23151129 Validation score: -499.556496 Iteration 227, loss = 12.20478932 Validation score: -498.508133 Iteration 228, loss = 12.17805141 Validation score: -497.459147 Iteration 229, loss = 12.15129771 Validation score: -496.409542 Iteration 230, loss = 12.12452840 Validation score: -495.359326 Iteration 231, loss = 12.09774366 Validation score: -494.308504 Iteration 232, loss = 12.07094365 Validation score: -493.257082 Iteration 233, loss = 12.04412855 Validation score: -492.205067 Iteration 234, loss = 12.01729855 Validation score: -491.152465 Iteration 235, loss = 11.99045384 Validation score: -490.099283 Iteration 236, loss = 11.96359459 Validation score: -489.045526 Iteration 237, loss = 11.93672100 Validation score: -487.991203 Iteration 238, loss = 11.90983326 Validation score: -486.936320 Iteration 239, loss = 11.88293157 Validation score: -485.880882 Iteration 240, loss = 11.85601613 Validation score: -484.824899 Iteration 241, loss = 11.82908714 Validation score: -483.768375 Iteration 242, loss = 11.80214480 Validation score: -482.711320 Iteration 243, loss = 11.77518932 Validation score: -481.653738 Iteration 244, loss = 11.74822092 Validation score: -480.595639 Iteration 245, loss = 11.72123979 Validation score: -479.537029 Iteration 246, loss = 11.69424616 Validation score: -478.477916 Iteration 247, loss = 11.66724024 Validation score: -477.418306 Iteration 248, loss = 11.64022225 Validation score: -476.358208 Iteration 249, loss = 11.61319241 Validation score: -475.297629 Iteration 250, loss = 11.58615094 Validation score: -474.236576 Iteration 251, loss = 11.55909807 Validation score: -473.175058 Iteration 252, loss = 11.53203402 Validation score: -472.113082 Iteration 253, loss = 11.50495902 Validation score: -471.050656 Iteration 254, loss = 11.47787330 Validation score: -469.987787 Iteration 255, loss = 11.45077709 Validation score: -468.924484 Iteration 256, loss = 11.42367062 Validation score: -467.860753 Iteration 257, loss = 11.39655413 Validation score: -466.796604 Iteration 258, loss = 11.36942785 Validation score: -465.732045 Iteration 259, loss = 11.34229202 Validation score: -464.667082 Iteration 260, loss = 11.31514687 Validation score: -463.601724 Iteration 261, loss = 11.28799265 Validation score: -462.535980 Iteration 262, loss = 11.26082958 Validation score: -461.469857 Iteration 263, loss = 11.23365792 Validation score: -460.403363 Iteration 264, loss = 11.20647791 Validation score: -459.336506 Iteration 265, loss = 11.17928977 Validation score: -458.269295 Iteration 266, loss = 11.15209376 Validation score: -457.201738 Iteration 267, loss = 11.12489012 Validation score: -456.133843 Iteration 268, loss = 11.09767909 Validation score: -455.065617 Iteration 269, loss = 11.07046092 Validation score: -453.997070 Iteration 270, loss = 11.04323584 Validation score: -452.928209 Iteration 271, loss = 11.01600410 Validation score: -451.859042 Iteration 272, loss = 10.98876595 Validation score: -450.789578 Iteration 273, loss = 10.96152162 Validation score: -449.719824 Iteration 274, loss = 10.93427137 Validation score: -448.649790 Iteration 275, loss = 10.90701543 Validation score: -447.579482 Iteration 276, loss = 10.87975405 Validation score: -446.508910 Iteration 277, loss = 10.85248747 Validation score: -445.438082 Iteration 278, loss = 10.82521593 Validation score: -444.367004 Iteration 279, loss = 10.79793968 Validation score: -443.295687 Iteration 280, loss = 10.77065896 Validation score: -442.224137 Iteration 281, loss = 10.74337400 Validation score: -441.152363 Iteration 282, loss = 10.71608506 Validation score: -440.080373 Iteration 283, loss = 10.68879236 Validation score: -439.008175 Iteration 284, loss = 10.66149616 Validation score: -437.935777 Iteration 285, loss = 10.63419668 Validation score: -436.863187 Iteration 286, loss = 10.60689416 Validation score: 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10.16983165 Validation score: -418.607488 Iteration 303, loss = 10.14251302 Validation score: -417.532795 Iteration 304, loss = 10.11519546 Validation score: -416.458059 Iteration 305, loss = 10.08787921 Validation score: -415.383288 Iteration 306, loss = 10.06056447 Validation score: -414.308488 Iteration 307, loss = 10.03325147 Validation score: -413.233669 Iteration 308, loss = 10.00594041 Validation score: -412.158837 Iteration 309, loss = 9.97863152 Validation score: -411.084000 Iteration 310, loss = 9.95132501 Validation score: -410.009165 Iteration 311, loss = 9.92402108 Validation score: -408.934341 Iteration 312, loss = 9.89671996 Validation score: -407.859534 Iteration 313, loss = 9.86942186 Validation score: -406.784752 Iteration 314, loss = 9.84212698 Validation score: -405.710003 Iteration 315, loss = 9.81483553 Validation score: -404.635294 Iteration 316, loss = 9.78754773 Validation score: -403.560633 Iteration 317, loss = 9.76026378 Validation score: -402.486027 Iteration 318, loss = 9.73298389 Validation score: -401.411484 Iteration 319, loss = 9.70570827 Validation score: -400.337011 Iteration 320, loss = 9.67843712 Validation score: -399.262616 Iteration 321, loss = 9.65117066 Validation score: -398.188306 Iteration 322, loss = 9.62390908 Validation score: -397.114090 Iteration 323, loss = 9.59665260 Validation score: -396.039974 Iteration 324, loss = 9.56940143 Validation score: -394.965966 Iteration 325, loss = 9.54215575 Validation score: -393.892074 Iteration 326, loss = 9.51491580 Validation score: -392.818305 Iteration 327, loss = 9.48768176 Validation score: -391.744667 Iteration 328, loss = 9.46045384 Validation score: -390.671168 Iteration 329, loss = 9.43323226 Validation score: -389.597815 Iteration 330, loss = 9.40601721 Validation score: -388.524616 Iteration 331, loss = 9.37880891 Validation score: -387.451579 Iteration 332, loss = 9.35160757 Validation score: -386.378712 Iteration 333, loss = 9.32441338 Validation score: 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score: -368.173731 Iteration 350, loss = 8.86341366 Validation score: -367.105313 Iteration 351, loss = 8.83638507 Validation score: -366.037224 Iteration 352, loss = 8.80936782 Validation score: -364.969474 Iteration 353, loss = 8.78236214 Validation score: -363.902072 Iteration 354, loss = 8.75536826 Validation score: -362.835027 Iteration 355, loss = 8.72838645 Validation score: -361.768349 Iteration 356, loss = 8.70141693 Validation score: -360.702047 Iteration 357, loss = 8.67445996 Validation score: -359.636131 Iteration 358, loss = 8.64751580 Validation score: -358.570611 Iteration 359, loss = 8.62058468 Validation score: -357.505498 Iteration 360, loss = 8.59366688 Validation score: -356.440801 Iteration 361, loss = 8.56676264 Validation score: -355.376531 Iteration 362, loss = 8.53987224 Validation score: -354.312697 Iteration 363, loss = 8.51299594 Validation score: -353.249311 Iteration 364, loss = 8.48613401 Validation score: -352.186384 Iteration 365, loss = 8.45928671 Validation score: -351.123925 Iteration 366, loss = 8.43245434 Validation score: -350.061947 Iteration 367, loss = 8.40563716 Validation score: -349.000459 Iteration 368, loss = 8.37883546 Validation score: -347.939475 Iteration 369, loss = 8.35204953 Validation score: -346.879004 Iteration 370, loss = 8.32527966 Validation score: -345.819058 Iteration 371, loss = 8.29852614 Validation score: -344.759650 Iteration 372, loss = 8.27178927 Validation score: -343.700790 Iteration 373, loss = 8.24506935 Validation score: -342.642492 Iteration 374, loss = 8.21836668 Validation score: -341.584767 Iteration 375, loss = 8.19168159 Validation score: -340.527627 Iteration 376, loss = 8.16501437 Validation score: -339.471086 Iteration 377, loss = 8.13836535 Validation score: -338.415155 Iteration 378, loss = 8.11173484 Validation score: -337.359848 Iteration 379, loss = 8.08512318 Validation score: -336.305177 Iteration 380, loss = 8.05853069 Validation score: -335.251156 Iteration 381, loss = 8.03195771 Validation score: -334.197798 Iteration 382, loss = 8.00540457 Validation score: -333.145116 Iteration 383, loss = 7.97887162 Validation score: -332.093125 Iteration 384, loss = 7.95235919 Validation score: -331.041838 Iteration 385, loss = 7.92586765 Validation score: -329.991268 Iteration 386, loss = 7.89939734 Validation score: -328.941431 Iteration 387, loss = 7.87294862 Validation score: -327.892339 Iteration 388, loss = 7.84652186 Validation score: -326.844009 Iteration 389, loss = 7.82011742 Validation score: -325.796454 Iteration 390, loss = 7.79373567 Validation score: -324.749690 Iteration 391, loss = 7.76737699 Validation score: -323.703730 Iteration 392, loss = 7.74104175 Validation score: -322.658591 Iteration 393, loss = 7.71473033 Validation score: -321.614287 Iteration 394, loss = 7.68844313 Validation score: -320.570835 Iteration 395, loss = 7.66218053 Validation score: -319.528249 Iteration 396, loss = 7.63594293 Validation score: -318.486545 Iteration 397, loss = 7.60973072 Validation score: -317.445739 Iteration 398, loss = 7.58354432 Validation score: -316.405848 Iteration 399, loss = 7.55738411 Validation score: -315.366887 Iteration 400, loss = 7.53125052 Validation score: -314.328872 Iteration 401, loss = 7.50514395 Validation score: -313.291821 Iteration 402, loss = 7.47906483 Validation score: -312.255750 Iteration 403, loss = 7.45301357 Validation score: -311.220675 Iteration 404, loss = 7.42699059 Validation score: -310.186613 Iteration 405, loss = 7.40099633 Validation score: -309.153582 Iteration 406, loss = 7.37503121 Validation score: -308.121599 Iteration 407, loss = 7.34909566 Validation score: -307.090680 Iteration 408, loss = 7.32319013 Validation score: -306.060843 Iteration 409, loss = 7.29731506 Validation score: -305.032106 Iteration 410, loss = 7.27147087 Validation score: -304.004487 Iteration 411, loss = 7.24565803 Validation score: -302.978002 Iteration 412, loss = 7.21987698 Validation score: -301.952670 Iteration 413, loss = 7.19412816 Validation score: -300.928509 Iteration 414, loss = 7.16841204 Validation score: -299.905536 Iteration 415, loss = 7.14272906 Validation score: -298.883770 Iteration 416, loss = 7.11707969 Validation score: -297.863230 Iteration 417, loss = 7.09146439 Validation score: -296.843932 Iteration 418, loss = 7.06588361 Validation score: -295.825897 Iteration 419, loss = 7.04033782 Validation score: -294.809141 Iteration 420, loss = 7.01482749 Validation score: -293.793684 Iteration 421, loss = 6.98935308 Validation score: -292.779545 Iteration 422, loss = 6.96391506 Validation score: -291.766741 Iteration 423, loss = 6.93851391 Validation score: -290.755291 Iteration 424, loss = 6.91315008 Validation score: -289.745215 Iteration 425, loss = 6.88782407 Validation score: -288.736531 Iteration 426, loss = 6.86253633 Validation score: -287.729257 Iteration 427, loss = 6.83728734 Validation score: -286.723413 Iteration 428, loss = 6.81207758 Validation score: 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score: -269.861093 Iteration 445, loss = 6.38997323 Validation score: -268.884206 Iteration 446, loss = 6.36555052 Validation score: -267.909104 Iteration 447, loss = 6.34117596 Validation score: -266.935807 Iteration 448, loss = 6.31685002 Validation score: -265.964332 Iteration 449, loss = 6.29257315 Validation score: -264.994698 Iteration 450, loss = 6.26834579 Validation score: -264.026922 Iteration 451, loss = 6.24416840 Validation score: -263.061023 Iteration 452, loss = 6.22004141 Validation score: -262.097017 Iteration 453, loss = 6.19596526 Validation score: -261.134923 Iteration 454, loss = 6.17194040 Validation score: -260.174758 Iteration 455, loss = 6.14796726 Validation score: -259.216539 Iteration 456, loss = 6.12404625 Validation score: -258.260285 Iteration 457, loss = 6.10017783 Validation score: -257.306011 Iteration 458, loss = 6.07636239 Validation score: -256.353734 Iteration 459, loss = 6.05260036 Validation score: -255.403472 Iteration 460, loss = 6.02889216 Validation score: -254.455242 Iteration 461, loss = 6.00523819 Validation score: -253.509059 Iteration 462, loss = 5.98163886 Validation score: -252.564939 Iteration 463, loss = 5.95809457 Validation score: -251.622900 Iteration 464, loss = 5.93460571 Validation score: -250.682957 Iteration 465, loss = 5.91117268 Validation score: -249.745126 Iteration 466, loss = 5.88779586 Validation score: -248.809422 Iteration 467, loss = 5.86447563 Validation score: -247.875860 Iteration 468, loss = 5.84121237 Validation score: -246.944457 Iteration 469, loss = 5.81800644 Validation score: -246.015226 Iteration 470, loss = 5.79485823 Validation score: -245.088184 Iteration 471, loss = 5.77176807 Validation score: -244.163343 Iteration 472, loss = 5.74873633 Validation score: -243.240720 Iteration 473, loss = 5.72576336 Validation score: -242.320327 Iteration 474, loss = 5.70284950 Validation score: -241.402179 Iteration 475, loss = 5.67999508 Validation score: -240.486290 Iteration 476, loss = 5.65720044 Validation score: -239.572673 Iteration 477, loss = 5.63446591 Validation score: -238.661341 Iteration 478, loss = 5.61179180 Validation score: -237.752308 Iteration 479, loss = 5.58917842 Validation score: -236.845587 Iteration 480, loss = 5.56662609 Validation score: -235.941189 Iteration 481, loss = 5.54413511 Validation score: -235.039128 Iteration 482, loss = 5.52170576 Validation score: -234.139415 Iteration 483, loss = 5.49933835 Validation score: -233.242062 Iteration 484, loss = 5.47703314 Validation score: -232.347081 Iteration 485, loss = 5.45479042 Validation score: -231.454484 Iteration 486, loss = 5.43261046 Validation score: -230.564282 Iteration 487, loss = 5.41049352 Validation score: -229.676485 Iteration 488, loss = 5.38843986 Validation score: -228.791104 Iteration 489, loss = 5.36644972 Validation score: -227.908150 Iteration 490, loss = 5.34452336 Validation score: -227.027632 Iteration 491, loss = 5.32266100 Validation score: -226.149561 Iteration 492, loss = 5.30086288 Validation score: -225.273947 Iteration 493, loss = 5.27912922 Validation score: -224.400798 Iteration 494, loss = 5.25746024 Validation score: -223.530125 Iteration 495, loss = 5.23585615 Validation score: -222.661935 Iteration 496, loss = 5.21431715 Validation score: -221.796238 Iteration 497, loss = 5.19284344 Validation score: -220.933041 Iteration 498, loss = 5.17143522 Validation score: -220.072354 Iteration 499, loss = 5.15009266 Validation score: -219.214184 Iteration 500, loss = 5.12881595 Validation score: -218.358538 Iteration 501, loss = 5.10760525 Validation score: -217.505425 Iteration 502, loss = 5.08646074 Validation score: -216.654850 Iteration 503, loss = 5.06538256 Validation score: -215.806821 Iteration 504, loss = 5.04437087 Validation score: -214.961346 Iteration 505, loss = 5.02342581 Validation score: -214.118429 Iteration 506, loss = 5.00254753 Validation score: -213.278077 Iteration 507, loss = 4.98173615 Validation score: -212.440297 Iteration 508, loss = 4.96099180 Validation score: -211.605093 Iteration 509, loss = 4.94031461 Validation score: -210.772471 Iteration 510, loss = 4.91970467 Validation score: -209.942436 Iteration 511, loss = 4.89916211 Validation score: -209.114994 Iteration 512, loss = 4.87868701 Validation score: -208.290148 Iteration 513, loss = 4.85827948 Validation score: -207.467903 Iteration 514, loss = 4.83793960 Validation score: -206.648264 Iteration 515, loss = 4.81766745 Validation score: -205.831235 Iteration 516, loss = 4.79746312 Validation score: -205.016818 Iteration 517, loss = 4.77732666 Validation score: -204.205017 Iteration 518, loss = 4.75725815 Validation score: -203.395837 Iteration 519, loss = 4.73725764 Validation score: -202.589279 Iteration 520, loss = 4.71732518 Validation score: -201.785347 Iteration 521, loss = 4.69746083 Validation score: -200.984043 Iteration 522, loss = 4.67766461 Validation score: -200.185369 Iteration 523, loss = 4.65793657 Validation score: 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score: -187.011593 Iteration 540, loss = 4.33299870 Validation score: -186.260425 Iteration 541, loss = 4.31449777 Validation score: -185.511893 Iteration 542, loss = 4.29606470 Validation score: -184.765994 Iteration 543, loss = 4.27769942 Validation score: -184.022727 Iteration 544, loss = 4.25940187 Validation score: -183.282091 Iteration 545, loss = 4.24117198 Validation score: -182.544082 Iteration 546, loss = 4.22300967 Validation score: -181.808699 Iteration 547, loss = 4.20491485 Validation score: -181.075940 Iteration 548, loss = 4.18688746 Validation score: -180.345801 Iteration 549, loss = 4.16892739 Validation score: -179.618280 Iteration 550, loss = 4.15103456 Validation score: -178.893374 Iteration 551, loss = 4.13320888 Validation score: -178.171080 Iteration 552, loss = 4.11545025 Validation score: -177.451395 Iteration 553, loss = 4.09775856 Validation score: -176.734316 Iteration 554, loss = 4.08013372 Validation score: -176.019838 Iteration 555, loss = 4.06257560 Validation score: -175.307959 Iteration 556, loss = 4.04508411 Validation score: -174.598675 Iteration 557, loss = 4.02765913 Validation score: -173.891981 Iteration 558, loss = 4.01030054 Validation score: -173.187874 Iteration 559, loss = 3.99300821 Validation score: -172.486350 Iteration 560, loss = 3.97578204 Validation score: -171.787404 Iteration 561, loss = 3.95862188 Validation score: -171.091033 Iteration 562, loss = 3.94152762 Validation score: -170.397231 Iteration 563, loss = 3.92449911 Validation score: -169.705994 Iteration 564, loss = 3.90753623 Validation score: -169.017317 Iteration 565, loss = 3.89063884 Validation score: -168.331196 Iteration 566, loss = 3.87380679 Validation score: -167.647625 Iteration 567, loss = 3.85703995 Validation score: -166.966600 Iteration 568, loss = 3.84033818 Validation score: -166.288115 Iteration 569, loss = 3.82370132 Validation score: -165.612166 Iteration 570, loss = 3.80712922 Validation score: -164.938746 Iteration 571, loss = 3.79062174 Validation score: -164.267851 Iteration 572, loss = 3.77417872 Validation score: -163.599475 Iteration 573, loss = 3.75780000 Validation score: -162.933612 Iteration 574, loss = 3.74148544 Validation score: -162.270256 Iteration 575, loss = 3.72523486 Validation score: -161.609403 Iteration 576, loss = 3.70904811 Validation score: -160.951045 Iteration 577, loss = 3.69292503 Validation score: -160.295178 Iteration 578, loss = 3.67686545 Validation score: -159.641794 Iteration 579, loss = 3.66086920 Validation score: -158.990889 Iteration 580, loss = 3.64493611 Validation score: -158.342456 Iteration 581, loss = 3.62906602 Validation score: -157.696488 Iteration 582, loss = 3.61325875 Validation score: -157.052979 Iteration 583, loss = 3.59751413 Validation score: -156.411923 Iteration 584, loss = 3.58183199 Validation score: -155.773314 Iteration 585, loss = 3.56621215 Validation score: -155.137145 Iteration 586, loss = 3.55065444 Validation score: -154.503409 Iteration 587, loss = 3.53515866 Validation score: -153.872101 Iteration 588, loss = 3.51972466 Validation score: -153.243212 Iteration 589, loss = 3.50435223 Validation score: -152.616737 Iteration 590, loss = 3.48904121 Validation score: -151.992668 Iteration 591, loss = 3.47379141 Validation score: -151.371000 Iteration 592, loss = 3.45860265 Validation score: -150.751724 Iteration 593, loss = 3.44347473 Validation score: -150.134835 Iteration 594, loss = 3.42840748 Validation score: -149.520324 Iteration 595, loss = 3.41340071 Validation score: -148.908186 Iteration 596, loss = 3.39845422 Validation score: -148.298413 Iteration 597, loss = 3.38356783 Validation score: -147.690998 Iteration 598, loss = 3.36874136 Validation score: -147.085934 Iteration 599, loss = 3.35397460 Validation score: -146.483213 Iteration 600, loss = 3.33926738 Validation score: -145.882829 Iteration 601, loss = 3.32461949 Validation score: -145.284775 Iteration 602, loss = 3.31003075 Validation score: -144.689042 Iteration 603, loss = 3.29550096 Validation score: -144.095624 Iteration 604, loss = 3.28102993 Validation score: -143.504514 Iteration 605, loss = 3.26661746 Validation score: -142.915704 Iteration 606, loss = 3.25226337 Validation score: -142.329186 Iteration 607, loss = 3.23796745 Validation score: -141.744954 Iteration 608, loss = 3.22372951 Validation score: -141.163000 Iteration 609, loss = 3.20954935 Validation score: -140.583317 Iteration 610, loss = 3.19542678 Validation score: -140.005896 Iteration 611, loss = 3.18136161 Validation score: -139.430731 Iteration 612, loss = 3.16735363 Validation score: -138.857815 Iteration 613, loss = 3.15340264 Validation score: -138.287138 Iteration 614, loss = 3.13950846 Validation score: -137.718695 Iteration 615, loss = 3.12567088 Validation score: -137.152478 Iteration 616, loss = 3.11188971 Validation score: -136.588479 Iteration 617, loss = 3.09816474 Validation score: -136.026690 Iteration 618, loss = 3.08449579 Validation score: -135.467104 Iteration 619, loss = 3.07088264 Validation score: -134.909713 Iteration 620, loss = 3.05732511 Validation score: -134.354510 Iteration 621, loss = 3.04382299 Validation score: -133.801488 Iteration 622, loss = 3.03037609 Validation score: -133.250638 Iteration 623, loss = 3.01698421 Validation score: -132.701953 Iteration 624, loss = 3.00364715 Validation score: -132.155425 Iteration 625, loss = 2.99036471 Validation score: -131.611047 Iteration 626, loss = 2.97713669 Validation score: -131.068812 Iteration 627, loss = 2.96396290 Validation score: -130.528711 Iteration 628, loss = 2.95084314 Validation score: -129.990737 Iteration 629, loss = 2.93777721 Validation score: -129.454883 Iteration 630, loss = 2.92476491 Validation score: -128.921140 Iteration 631, loss = 2.91180604 Validation score: -128.389501 Iteration 632, loss = 2.89890041 Validation score: -127.859960 Iteration 633, loss = 2.88604782 Validation score: -127.332507 Iteration 634, loss = 2.87324808 Validation score: -126.807136 Iteration 635, loss = 2.86050098 Validation score: -126.283838 Iteration 636, loss = 2.84780633 Validation score: -125.762607 Iteration 637, loss = 2.83516393 Validation score: -125.243435 Iteration 638, loss = 2.82257359 Validation score: -124.726314 Iteration 639, loss = 2.81003512 Validation score: -124.211236 Iteration 640, loss = 2.79754830 Validation score: -123.698195 Iteration 641, loss = 2.78511296 Validation score: -123.187182 Iteration 642, loss = 2.77272890 Validation score: -122.678190 Iteration 643, loss = 2.76039592 Validation score: -122.171212 Iteration 644, loss = 2.74811382 Validation score: -121.666240 Iteration 645, loss = 2.73588242 Validation score: -121.163266 Iteration 646, loss = 2.72370152 Validation score: -120.662283 Iteration 647, loss = 2.71157092 Validation score: -120.163285 Iteration 648, loss = 2.69949045 Validation score: -119.666262 Iteration 649, loss = 2.68745989 Validation score: -119.171208 Iteration 650, loss = 2.67547907 Validation score: -118.678115 Iteration 651, loss = 2.66354778 Validation score: -118.186977 Iteration 652, loss = 2.65166585 Validation score: -117.697785 Iteration 653, loss = 2.63983307 Validation score: -117.210532 Iteration 654, loss = 2.62804926 Validation score: -116.725211 Iteration 655, loss = 2.61631423 Validation score: -116.241814 Iteration 656, loss = 2.60462780 Validation score: -115.760335 Iteration 657, loss = 2.59298976 Validation score: -115.280765 Iteration 658, loss = 2.58139994 Validation score: -114.803099 Iteration 659, loss = 2.56985814 Validation score: -114.327327 Iteration 660, loss = 2.55836418 Validation score: -113.853444 Iteration 661, loss = 2.54691788 Validation score: -113.381441 Iteration 662, loss = 2.53551904 Validation score: -112.911312 Iteration 663, loss = 2.52416748 Validation score: -112.443049 Iteration 664, loss = 2.51286302 Validation score: -111.976646 Iteration 665, loss = 2.50160548 Validation score: -111.512095 Iteration 666, loss = 2.49039466 Validation score: -111.049388 Iteration 667, loss = 2.47923038 Validation score: -110.588520 Iteration 668, loss = 2.46811247 Validation score: -110.129482 Iteration 669, loss = 2.45704074 Validation score: -109.672269 Iteration 670, loss = 2.44601501 Validation score: -109.216871 Iteration 671, loss = 2.43503509 Validation score: -108.763284 Iteration 672, loss = 2.42410081 Validation score: -108.311499 Iteration 673, loss = 2.41321199 Validation score: -107.861509 Iteration 674, loss = 2.40236845 Validation score: -107.413309 Iteration 675, loss = 2.39157001 Validation score: -106.966890 Iteration 676, loss = 2.38081649 Validation score: -106.522245 Iteration 677, loss = 2.37010771 Validation score: -106.079369 Iteration 678, loss = 2.35944350 Validation score: -105.638254 Iteration 679, loss = 2.34882368 Validation score: -105.198893 Iteration 680, loss = 2.33824808 Validation score: -104.761279 Iteration 681, loss = 2.32771651 Validation score: -104.325406 Iteration 682, loss = 2.31722882 Validation score: -103.891266 Iteration 683, loss = 2.30678481 Validation score: -103.458854 Iteration 684, loss = 2.29638432 Validation score: -103.028162 Iteration 685, loss = 2.28602718 Validation score: -102.599183 Iteration 686, loss = 2.27571321 Validation score: -102.171911 Iteration 687, loss = 2.26544224 Validation score: -101.746340 Iteration 688, loss = 2.25521411 Validation score: -101.322462 Iteration 689, loss = 2.24502863 Validation score: -100.900270 Iteration 690, loss = 2.23488565 Validation score: -100.479760 Iteration 691, loss = 2.22478499 Validation score: -100.060923 Iteration 692, loss = 2.21472649 Validation score: -99.643753 Iteration 693, loss = 2.20470997 Validation score: -99.228244 Iteration 694, loss = 2.19473528 Validation score: -98.814389 Iteration 695, loss = 2.18480223 Validation score: -98.402181 Iteration 696, loss = 2.17491068 Validation score: -97.991615 Iteration 697, loss = 2.16506044 Validation score: -97.582684 Iteration 698, loss = 2.15525137 Validation score: -97.175381 Iteration 699, loss = 2.14548329 Validation score: -96.769700 Iteration 700, loss = 2.13575603 Validation score: -96.365635 Iteration 701, loss = 2.12606945 Validation score: -95.963179 Iteration 702, loss = 2.11642337 Validation score: -95.562327 Iteration 703, loss = 2.10681764 Validation score: -95.163071 Iteration 704, loss = 2.09725209 Validation score: -94.765405 Iteration 705, loss = 2.08772657 Validation score: -94.369324 Iteration 706, loss = 2.07824091 Validation score: -93.974821 Iteration 707, loss = 2.06879495 Validation score: -93.581889 Iteration 708, loss = 2.05938855 Validation score: -93.190523 Iteration 709, loss = 2.05002153 Validation score: -92.800717 Iteration 710, loss = 2.04069374 Validation score: -92.412465 Iteration 711, loss = 2.03140503 Validation score: -92.025759 Iteration 712, loss = 2.02215524 Validation score: -91.640595 Iteration 713, loss = 2.01294421 Validation score: -91.256966 Iteration 714, loss = 2.00377180 Validation score: -90.874867 Iteration 715, loss = 1.99463784 Validation score: -90.494290 Iteration 716, loss = 1.98554218 Validation score: -90.115231 Iteration 717, loss = 1.97648467 Validation score: -89.737684 Iteration 718, loss = 1.96746517 Validation score: -89.361641 Iteration 719, loss = 1.95848350 Validation score: -88.987098 Iteration 720, loss = 1.94953954 Validation score: -88.614049 Iteration 721, loss = 1.94063312 Validation score: -88.242487 Iteration 722, loss = 1.93176410 Validation score: -87.872408 Iteration 723, loss = 1.92293232 Validation score: -87.503804 Iteration 724, loss = 1.91413764 Validation score: -87.136671 Iteration 725, loss = 1.90537991 Validation score: -86.771002 Iteration 726, loss = 1.89665899 Validation score: -86.406792 Iteration 727, loss = 1.88797472 Validation score: -86.044036 Iteration 728, loss = 1.87932697 Validation score: -85.682727 Iteration 729, loss = 1.87071557 Validation score: -85.322859 Iteration 730, loss = 1.86214040 Validation score: -84.964428 Iteration 731, loss = 1.85360131 Validation score: -84.607428 Iteration 732, loss = 1.84509815 Validation score: -84.251852 Iteration 733, loss = 1.83663078 Validation score: -83.897695 Iteration 734, loss = 1.82819905 Validation score: -83.544953 Iteration 735, loss = 1.81980283 Validation score: -83.193619 Iteration 736, loss = 1.81144198 Validation score: -82.843687 Iteration 737, loss = 1.80311635 Validation score: -82.495153 Iteration 738, loss = 1.79482580 Validation score: -82.148011 Iteration 739, loss = 1.78657019 Validation score: -81.802255 Iteration 740, loss = 1.77834939 Validation score: -81.457880 Iteration 741, loss = 1.77016326 Validation score: -81.114881 Iteration 742, loss = 1.76201166 Validation score: -80.773252 Iteration 743, loss = 1.75389444 Validation score: -80.432988 Iteration 744, loss = 1.74581148 Validation score: -80.094084 Iteration 745, loss = 1.73776264 Validation score: -79.756534 Iteration 746, loss = 1.72974778 Validation score: -79.420333 Iteration 747, loss = 1.72176677 Validation score: -79.085476 Iteration 748, loss = 1.71381948 Validation score: -78.751957 Iteration 749, loss = 1.70590576 Validation score: -78.419771 Iteration 750, loss = 1.69802549 Validation score: -78.088914 Iteration 751, loss = 1.69017853 Validation score: -77.759380 Iteration 752, loss = 1.68236476 Validation score: -77.431163 Iteration 753, loss = 1.67458403 Validation score: -77.104259 Iteration 754, loss = 1.66683622 Validation score: -76.778663 Iteration 755, loss = 1.65912120 Validation score: -76.454369 Iteration 756, loss = 1.65143884 Validation score: -76.131373 Iteration 757, loss = 1.64378901 Validation score: -75.809669 Iteration 758, loss = 1.63617157 Validation score: -75.489253 Iteration 759, loss = 1.62858641 Validation score: -75.170119 Iteration 760, loss = 1.62103339 Validation score: -74.852262 Iteration 761, loss = 1.61351239 Validation score: -74.535677 Iteration 762, loss = 1.60602327 Validation score: -74.220361 Iteration 763, loss = 1.59856592 Validation score: -73.906307 Iteration 764, loss = 1.59114021 Validation score: -73.593510 Iteration 765, loss = 1.58374601 Validation score: -73.281966 Iteration 766, loss = 1.57638319 Validation score: -72.971671 Iteration 767, loss = 1.56905164 Validation score: -72.662618 Iteration 768, loss = 1.56175122 Validation score: -72.354804 Iteration 769, loss = 1.55448183 Validation score: -72.048223 Iteration 770, loss = 1.54724332 Validation score: -71.742872 Iteration 771, loss = 1.54003559 Validation score: -71.438744 Iteration 772, loss = 1.53285851 Validation score: -71.135835 Iteration 773, loss = 1.52571195 Validation score: -70.834141 Iteration 774, loss = 1.51859580 Validation score: -70.533657 Iteration 775, loss = 1.51150994 Validation score: -70.234378 Iteration 776, loss = 1.50445425 Validation score: -69.936300 Iteration 777, loss = 1.49742861 Validation score: -69.639417 Iteration 778, loss = 1.49043289 Validation score: -69.343726 Iteration 779, loss = 1.48346699 Validation score: -69.049221 Iteration 780, loss = 1.47653078 Validation score: -68.755899 Iteration 781, loss = 1.46962415 Validation score: -68.463754 Iteration 782, loss = 1.46274698 Validation score: -68.172782 Iteration 783, loss = 1.45589915 Validation score: -67.882979 Iteration 784, loss = 1.44908056 Validation score: -67.594339 Iteration 785, loss = 1.44229107 Validation score: -67.306859 Iteration 786, loss = 1.43553058 Validation score: -67.020535 Iteration 787, loss = 1.42879898 Validation score: -66.735360 Iteration 788, loss = 1.42209614 Validation score: -66.451332 Iteration 789, loss = 1.41542197 Validation score: -66.168446 Iteration 790, loss = 1.40877633 Validation score: -65.886697 Iteration 791, loss = 1.40215913 Validation score: -65.606081 Iteration 792, loss = 1.39557024 Validation score: -65.326594 Iteration 793, loss = 1.38900957 Validation score: -65.048231 Iteration 794, loss = 1.38247699 Validation score: -64.770988 Iteration 795, loss = 1.37597239 Validation score: -64.494860 Iteration 796, loss = 1.36949567 Validation score: -64.219844 Iteration 797, loss = 1.36304672 Validation score: -63.945935 Iteration 798, loss = 1.35662542 Validation score: -63.673129 Iteration 799, loss = 1.35023167 Validation score: -63.401422 Iteration 800, loss = 1.34386536 Validation score: -63.130809 Iteration 801, loss = 1.33752638 Validation score: -62.861286 Iteration 802, loss = 1.33121462 Validation score: -62.592849 Iteration 803, loss = 1.32492998 Validation score: -62.325494 Iteration 804, loss = 1.31867235 Validation score: -62.059217 Iteration 805, loss = 1.31244162 Validation score: -61.794014 Iteration 806, loss = 1.30623769 Validation score: -61.529880 Iteration 807, loss = 1.30006046 Validation score: -61.266811 Iteration 808, loss = 1.29390981 Validation score: -61.004804 Iteration 809, loss = 1.28778564 Validation score: -60.743854 Iteration 810, loss = 1.28168785 Validation score: -60.483957 Iteration 811, loss = 1.27561634 Validation score: -60.225109 Iteration 812, loss = 1.26957099 Validation score: -59.967307 Iteration 813, loss = 1.26355172 Validation score: -59.710545 Iteration 814, loss = 1.25755841 Validation score: -59.454821 Iteration 815, loss = 1.25159097 Validation score: -59.200130 Iteration 816, loss = 1.24564929 Validation score: -58.946468 Iteration 817, loss = 1.23973327 Validation score: -58.693832 Iteration 818, loss = 1.23384281 Validation score: -58.442217 Iteration 819, loss = 1.22797782 Validation score: -58.191620 Iteration 820, loss = 1.22213818 Validation score: -57.942036 Iteration 821, loss = 1.21632380 Validation score: -57.693462 Iteration 822, loss = 1.21053459 Validation score: -57.445894 Iteration 823, loss = 1.20477043 Validation score: -57.199328 Iteration 824, loss = 1.19903124 Validation score: -56.953760 Iteration 825, loss = 1.19331692 Validation score: -56.709186 Iteration 826, loss = 1.18762737 Validation score: -56.465604 Iteration 827, loss = 1.18196248 Validation score: -56.223008 Iteration 828, loss = 1.17632217 Validation score: -55.981395 Iteration 829, loss = 1.17070634 Validation score: -55.740762 Iteration 830, loss = 1.16511489 Validation score: -55.501104 Iteration 831, loss = 1.15954773 Validation score: -55.262418 Iteration 832, loss = 1.15400476 Validation score: -55.024700 Iteration 833, loss = 1.14848588 Validation score: -54.787947 Iteration 834, loss = 1.14299100 Validation score: -54.552155 Iteration 835, loss = 1.13752003 Validation score: -54.317319 Iteration 836, loss = 1.13207288 Validation score: -54.083438 Iteration 837, loss = 1.12664944 Validation score: -53.850506 Iteration 838, loss = 1.12124963 Validation score: -53.618520 Iteration 839, loss = 1.11587335 Validation score: -53.387477 Iteration 840, loss = 1.11052051 Validation score: -53.157374 Iteration 841, loss = 1.10519103 Validation score: -52.928205 Iteration 842, loss = 1.09988480 Validation score: -52.699969 Iteration 843, loss = 1.09460173 Validation score: -52.472661 Iteration 844, loss = 1.08934174 Validation score: -52.246278 Iteration 845, loss = 1.08410474 Validation score: -52.020817 Iteration 846, loss = 1.07889063 Validation score: -51.796273 Iteration 847, loss = 1.07369933 Validation score: -51.572643 Iteration 848, loss = 1.06853074 Validation score: -51.349925 Iteration 849, loss = 1.06338477 Validation score: -51.128114 Iteration 850, loss = 1.05826134 Validation score: -50.907207 Iteration 851, loss = 1.05316036 Validation score: -50.687200 Iteration 852, loss = 1.04808175 Validation score: -50.468091 Iteration 853, loss = 1.04302540 Validation score: -50.249875 Iteration 854, loss = 1.03799124 Validation score: -50.032549 Iteration 855, loss = 1.03297917 Validation score: -49.816111 Iteration 856, loss = 1.02798912 Validation score: -49.600556 Iteration 857, loss = 1.02302099 Validation score: -49.385881 Iteration 858, loss = 1.01807470 Validation score: -49.172083 Iteration 859, loss = 1.01315016 Validation score: -48.959158 Iteration 860, loss = 1.00824729 Validation score: -48.747104 Iteration 861, loss = 1.00336600 Validation score: -48.535917 Iteration 862, loss = 0.99850621 Validation score: -48.325593 Iteration 863, loss = 0.99366783 Validation score: -48.116130 Iteration 864, loss = 0.98885078 Validation score: -47.907523 Iteration 865, loss = 0.98405497 Validation score: -47.699771 Iteration 866, loss = 0.97928033 Validation score: -47.492869 Iteration 867, loss = 0.97452676 Validation score: -47.286814 Iteration 868, loss = 0.96979419 Validation score: -47.081603 Iteration 869, loss = 0.96508252 Validation score: -46.877234 Iteration 870, loss = 0.96039169 Validation score: -46.673702 Iteration 871, loss = 0.95572161 Validation score: -46.471004 Iteration 872, loss = 0.95107219 Validation score: -46.269138 Iteration 873, loss = 0.94644336 Validation score: -46.068100 Iteration 874, loss = 0.94183504 Validation score: -45.867887 Iteration 875, loss = 0.93724713 Validation score: -45.668497 Iteration 876, loss = 0.93267957 Validation score: -45.469924 Iteration 877, loss = 0.92813227 Validation score: -45.272168 Iteration 878, loss = 0.92360516 Validation score: -45.075224 Iteration 879, loss = 0.91909815 Validation score: -44.879090 Iteration 880, loss = 0.91461116 Validation score: -44.683762 Iteration 881, loss = 0.91014412 Validation score: -44.489237 Iteration 882, loss = 0.90569694 Validation score: -44.295513 Iteration 883, loss = 0.90126956 Validation score: -44.102586 Iteration 884, loss = 0.89686188 Validation score: -43.910454 Iteration 885, loss = 0.89247384 Validation score: -43.719112 Iteration 886, loss = 0.88810535 Validation score: -43.528559 Iteration 887, loss = 0.88375634 Validation score: -43.338791 Iteration 888, loss = 0.87942674 Validation score: -43.149805 Iteration 889, loss = 0.87511645 Validation score: -42.961599 Iteration 890, loss = 0.87082542 Validation score: -42.774169 Iteration 891, loss = 0.86655356 Validation score: -42.587512 Iteration 892, loss = 0.86230080 Validation score: -42.401626 Iteration 893, loss = 0.85806705 Validation score: -42.216507 Iteration 894, loss = 0.85385226 Validation score: -42.032153 Iteration 895, loss = 0.84965633 Validation score: -41.848560 Iteration 896, loss = 0.84547921 Validation score: -41.665727 Iteration 897, loss = 0.84132080 Validation score: -41.483649 Iteration 898, loss = 0.83718104 Validation score: -41.302324 Iteration 899, loss = 0.83305986 Validation score: -41.121749 Iteration 900, loss = 0.82895718 Validation score: -40.941922 Iteration 901, loss = 0.82487293 Validation score: -40.762839 Iteration 902, loss = 0.82080704 Validation score: -40.584498 Iteration 903, loss = 0.81675942 Validation score: -40.406896 Iteration 904, loss = 0.81273002 Validation score: -40.230030 Iteration 905, loss = 0.80871876 Validation score: -40.053897 Iteration 906, loss = 0.80472556 Validation score: -39.878494 Iteration 907, loss = 0.80075035 Validation score: -39.703819 Iteration 908, loss = 0.79679307 Validation score: -39.529869 Iteration 909, loss = 0.79285365 Validation score: -39.356641 Iteration 910, loss = 0.78893200 Validation score: -39.184132 Iteration 911, loss = 0.78502807 Validation score: -39.012340 Iteration 912, loss = 0.78114177 Validation score: -38.841262 Iteration 913, loss = 0.77727305 Validation score: -38.670895 Iteration 914, loss = 0.77342183 Validation score: -38.501237 Iteration 915, loss = 0.76958804 Validation score: -38.332285 Iteration 916, loss = 0.76577161 Validation score: -38.164035 Iteration 917, loss = 0.76197247 Validation score: -37.996486 Iteration 918, loss = 0.75819056 Validation score: -37.829635 Iteration 919, loss = 0.75442581 Validation score: -37.663479 Iteration 920, loss = 0.75067815 Validation score: -37.498015 Iteration 921, loss = 0.74694750 Validation score: -37.333241 Iteration 922, loss = 0.74323381 Validation score: -37.169154 Iteration 923, loss = 0.73953700 Validation score: -37.005752 Iteration 924, loss = 0.73585701 Validation score: -36.843032 Iteration 925, loss = 0.73219377 Validation score: -36.680991 Iteration 926, loss = 0.72854721 Validation score: -36.519627 Iteration 927, loss = 0.72491727 Validation score: -36.358937 Iteration 928, loss = 0.72130388 Validation score: -36.198918 Iteration 929, loss = 0.71770698 Validation score: -36.039569 Iteration 930, loss = 0.71412649 Validation score: -35.880886 Iteration 931, loss = 0.71056236 Validation score: -35.722867 Iteration 932, loss = 0.70701452 Validation score: -35.565510 Iteration 933, loss = 0.70348290 Validation score: -35.408811 Iteration 934, loss = 0.69996744 Validation score: -35.252769 Iteration 935, loss = 0.69646808 Validation score: -35.097381 Iteration 936, loss = 0.69298474 Validation score: -34.942643 Iteration 937, loss = 0.68951737 Validation score: -34.788555 Iteration 938, loss = 0.68606590 Validation score: -34.635113 Iteration 939, loss = 0.68263027 Validation score: -34.482316 Iteration 940, loss = 0.67921041 Validation score: -34.330159 Iteration 941, loss = 0.67580627 Validation score: -34.178642 Iteration 942, loss = 0.67241777 Validation score: -34.027761 Iteration 943, loss = 0.66904486 Validation score: -33.877514 Iteration 944, loss = 0.66568747 Validation score: -33.727899 Iteration 945, loss = 0.66234555 Validation score: -33.578913 Iteration 946, loss = 0.65901902 Validation score: -33.430554 Iteration 947, loss = 0.65570783 Validation score: -33.282820 Iteration 948, loss = 0.65241191 Validation score: -33.135707 Iteration 949, loss = 0.64913121 Validation score: -32.989215 Iteration 950, loss = 0.64586566 Validation score: -32.843339 Iteration 951, loss = 0.64261521 Validation score: -32.698079 Iteration 952, loss = 0.63937978 Validation score: -32.553431 Iteration 953, loss = 0.63615933 Validation score: -32.409393 Iteration 954, loss = 0.63295378 Validation score: -32.265963 Iteration 955, loss = 0.62976309 Validation score: -32.123139 Iteration 956, loss = 0.62658719 Validation score: -31.980918 Iteration 957, loss = 0.62342602 Validation score: -31.839298 Iteration 958, loss = 0.62027952 Validation score: -31.698276 Iteration 959, loss = 0.61714763 Validation score: -31.557851 Iteration 960, loss = 0.61403030 Validation score: -31.418020 Iteration 961, loss = 0.61092746 Validation score: -31.278780 Iteration 962, loss = 0.60783905 Validation score: -31.140130 Iteration 963, loss = 0.60476503 Validation score: -31.002067 Iteration 964, loss = 0.60170532 Validation score: -30.864589 Iteration 965, loss = 0.59865987 Validation score: -30.727694 Iteration 966, loss = 0.59562863 Validation score: -30.591379 Iteration 967, loss = 0.59261154 Validation score: -30.455642 Iteration 968, loss = 0.58960853 Validation score: -30.320482 Iteration 969, loss = 0.58661956 Validation score: -30.185895 Iteration 970, loss = 0.58364456 Validation score: -30.051879 Iteration 971, loss = 0.58068348 Validation score: -29.918433 Iteration 972, loss = 0.57773626 Validation score: -29.785554 Iteration 973, loss = 0.57480285 Validation score: -29.653240 Iteration 974, loss = 0.57188319 Validation score: -29.521489 Iteration 975, loss = 0.56897722 Validation score: -29.390298 Iteration 976, loss = 0.56608488 Validation score: -29.259666 Iteration 977, loss = 0.56320613 Validation score: -29.129590 Iteration 978, loss = 0.56034091 Validation score: -29.000068 Iteration 979, loss = 0.55748916 Validation score: -28.871098 Iteration 980, loss = 0.55465083 Validation score: -28.742678 Iteration 981, loss = 0.55182586 Validation score: -28.614806 Iteration 982, loss = 0.54901419 Validation score: -28.487479 Iteration 983, loss = 0.54621578 Validation score: -28.360696 Iteration 984, loss = 0.54343058 Validation score: -28.234454 Iteration 985, loss = 0.54065851 Validation score: -28.108751 Iteration 986, loss = 0.53789954 Validation score: -27.983586 Iteration 987, loss = 0.53515360 Validation score: -27.858956 Iteration 988, loss = 0.53242066 Validation score: -27.734858 Iteration 989, loss = 0.52970064 Validation score: -27.611292 Iteration 990, loss = 0.52699350 Validation score: -27.488255 Iteration 991, loss = 0.52429919 Validation score: -27.365744 Iteration 992, loss = 0.52161765 Validation score: -27.243758 Iteration 993, loss = 0.51894883 Validation score: -27.122295 Iteration 994, loss = 0.51629268 Validation score: -27.001353 Iteration 995, loss = 0.51364915 Validation score: -26.880930 Iteration 996, loss = 0.51101819 Validation score: -26.761023 Iteration 997, loss = 0.50839973 Validation score: -26.641631 Iteration 998, loss = 0.50579374 Validation score: -26.522751 Iteration 999, loss = 0.50320016 Validation score: -26.404382 Iteration 1000, loss = 0.50061894 Validation score: -26.286522 Iteration 1, loss = 16.73175844 Validation score: -592.187178 Iteration 2, loss = 16.70549412 Validation score: -591.261657 Iteration 3, loss = 16.67924109 Validation score: -590.336484 Iteration 4, loss = 16.65299959 Validation score: -589.411665 Iteration 5, loss = 16.62676984 Validation score: -588.487205 Iteration 6, loss = 16.60055203 Validation score: -587.563109 Iteration 7, loss = 16.57434633 Validation score: -586.639383 Iteration 8, loss = 16.54815291 Validation score: -585.716035 Iteration 9, loss = 16.52197192 Validation score: -584.793069 Iteration 10, loss = 16.49580348 Validation score: -583.870490 Iteration 11, loss = 16.46964771 Validation score: -582.948303 Iteration 12, loss = 16.44350469 Validation score: -582.026510 Iteration 13, loss = 16.41737450 Validation score: -581.105115 Iteration 14, loss = 16.39125721 Validation score: -580.184118 Iteration 15, loss = 16.36515284 Validation score: -579.263521 Iteration 16, loss = 16.33906143 Validation score: -578.343325 Iteration 17, loss = 16.31298296 Validation score: -577.423529 Iteration 18, loss = 16.28691742 Validation score: -576.504134 Iteration 19, loss = 16.26086477 Validation score: -575.585139 Iteration 20, loss = 16.23482497 Validation score: -574.666545 Iteration 21, loss = 16.20879792 Validation score: -573.748350 Iteration 22, loss = 16.18278353 Validation score: -572.830554 Iteration 23, loss = 16.15678169 Validation score: -571.913156 Iteration 24, loss = 16.13079226 Validation score: -570.996153 Iteration 25, loss = 16.10481509 Validation score: -570.079543 Iteration 26, loss = 16.07885000 Validation score: -569.163323 Iteration 27, loss = 16.05289681 Validation score: -568.247490 Iteration 28, loss = 16.02695531 Validation score: -567.332039 Iteration 29, loss = 16.00102527 Validation score: -566.416967 Iteration 30, loss = 15.97510645 Validation score: -565.502269 Iteration 31, loss = 15.94919861 Validation score: -564.587941 Iteration 32, loss = 15.92330149 Validation score: -563.673978 Iteration 33, loss = 15.89741479 Validation score: -562.760376 Iteration 34, loss = 15.87153825 Validation score: -561.847130 Iteration 35, loss = 15.84567156 Validation score: -560.934233 Iteration 36, loss = 15.81981441 Validation score: -560.021682 Iteration 37, loss = 15.79396650 Validation score: -559.109468 Iteration 38, loss = 15.76812750 Validation score: -558.197585 Iteration 39, loss = 15.74229709 Validation score: -557.286026 Iteration 40, loss = 15.71647492 Validation score: -556.374784 Iteration 41, loss = 15.69066067 Validation score: -555.463851 Iteration 42, loss = 15.66485398 Validation score: -554.553219 Iteration 43, loss = 15.63905450 Validation score: -553.642880 Iteration 44, loss = 15.61326189 Validation score: -552.732825 Iteration 45, loss = 15.58747578 Validation score: -551.823047 Iteration 46, loss = 15.56169582 Validation score: -550.913535 Iteration 47, loss = 15.53592165 Validation score: -550.004283 Iteration 48, loss = 15.51015290 Validation score: -549.095279 Iteration 49, loss = 15.48438922 Validation score: -548.186515 Iteration 50, loss = 15.45863025 Validation score: -547.277981 Iteration 51, loss = 15.43287563 Validation score: -546.369667 Iteration 52, loss = 15.40712501 Validation score: -545.461564 Iteration 53, loss = 15.38137803 Validation score: -544.553661 Iteration 54, loss = 15.35563434 Validation score: -543.645950 Iteration 55, loss = 15.32989360 Validation score: -542.738419 Iteration 56, loss = 15.30415546 Validation score: -541.831059 Iteration 57, loss = 15.27841960 Validation score: -540.923861 Iteration 58, loss = 15.25268568 Validation score: -540.016816 Iteration 59, loss = 15.22695338 Validation score: -539.109912 Iteration 60, loss = 15.20122238 Validation score: -538.203142 Iteration 61, loss = 15.17549238 Validation score: -537.296497 Iteration 62, loss = 15.14976306 Validation score: -536.389966 Iteration 63, loss = 15.12403414 Validation score: -535.483542 Iteration 64, loss = 15.09830533 Validation score: -534.577215 Iteration 65, loss = 15.07257636 Validation score: -533.670978 Iteration 66, loss = 15.04684694 Validation score: -532.764822 Iteration 67, loss = 15.02111683 Validation score: -531.858740 Iteration 68, loss = 14.99538576 Validation score: -530.952725 Iteration 69, loss = 14.96965350 Validation score: -530.046768 Iteration 70, loss = 14.94391982 Validation score: -529.140864 Iteration 71, loss = 14.91818448 Validation score: -528.235006 Iteration 72, loss = 14.89244728 Validation score: -527.329187 Iteration 73, loss = 14.86670800 Validation score: -526.423402 Iteration 74, loss = 14.84096645 Validation score: -525.517645 Iteration 75, loss = 14.81522244 Validation score: -524.611911 Iteration 76, loss = 14.78947578 Validation score: -523.706195 Iteration 77, loss = 14.76372631 Validation score: -522.800492 Iteration 78, loss = 14.73797385 Validation score: -521.894798 Iteration 79, loss = 14.71221826 Validation score: -520.989109 Iteration 80, loss = 14.68645939 Validation score: -520.083420 Iteration 81, loss = 14.66069708 Validation score: -519.177728 Iteration 82, loss = 14.63493121 Validation score: -518.272030 Iteration 83, loss = 14.60916165 Validation score: -517.366322 Iteration 84, loss = 14.58338827 Validation score: -516.460600 Iteration 85, loss = 14.55761097 Validation score: -515.554864 Iteration 86, loss = 14.53182963 Validation score: -514.649109 Iteration 87, loss = 14.50604415 Validation score: -513.743333 Iteration 88, loss = 14.48025443 Validation score: -512.837534 Iteration 89, loss = 14.45446039 Validation score: -511.931710 Iteration 90, loss = 14.42866194 Validation score: -511.025859 Iteration 91, loss = 14.40285899 Validation score: -510.119980 Iteration 92, loss = 14.37705147 Validation score: -509.214071 Iteration 93, loss = 14.35123930 Validation score: -508.308130 Iteration 94, loss = 14.32542243 Validation score: -507.402156 Iteration 95, loss = 14.29960080 Validation score: -506.496149 Iteration 96, loss = 14.27377433 Validation score: -505.590106 Iteration 97, loss = 14.24794299 Validation score: -504.684029 Iteration 98, loss = 14.22210672 Validation score: -503.777915 Iteration 99, loss = 14.19626548 Validation score: -502.871764 Iteration 100, loss = 14.17041922 Validation score: -501.965577 Iteration 101, loss = 14.14456792 Validation score: -501.059352 Iteration 102, loss = 14.11871154 Validation score: -500.153089 Iteration 103, loss = 14.09285005 Validation score: -499.246789 Iteration 104, loss = 14.06698342 Validation score: -498.340452 Iteration 105, loss = 14.04111164 Validation score: -497.434077 Iteration 106, loss = 14.01523469 Validation score: -496.527665 Iteration 107, loss = 13.98935256 Validation score: -495.621217 Iteration 108, loss = 13.96346523 Validation score: -494.714733 Iteration 109, loss = 13.93757270 Validation score: -493.808214 Iteration 110, loss = 13.91167497 Validation score: -492.901660 Iteration 111, loss = 13.88577205 Validation score: -491.995072 Iteration 112, loss = 13.85986392 Validation score: -491.088451 Iteration 113, loss = 13.83395062 Validation score: -490.181799 Iteration 114, loss = 13.80803214 Validation score: -489.275115 Iteration 115, loss = 13.78210851 Validation score: -488.368402 Iteration 116, loss = 13.75617975 Validation score: -487.461661 Iteration 117, loss = 13.73024587 Validation score: -486.554893 Iteration 118, loss = 13.70430692 Validation score: -485.648099 Iteration 119, loss = 13.67836291 Validation score: -484.741281 Iteration 120, loss = 13.65241390 Validation score: -483.834440 Iteration 121, loss = 13.62645991 Validation score: -482.927578 Iteration 122, loss = 13.60050100 Validation score: -482.020698 Iteration 123, loss = 13.57453720 Validation score: -481.113800 Iteration 124, loss = 13.54856858 Validation score: -480.206886 Iteration 125, loss = 13.52259519 Validation score: -479.299959 Iteration 126, loss = 13.49661708 Validation score: -478.393020 Iteration 127, loss = 13.47063433 Validation score: -477.486071 Iteration 128, loss = 13.44464699 Validation score: -476.579115 Iteration 129, loss = 13.41865516 Validation score: -475.672153 Iteration 130, loss = 13.39265888 Validation score: -474.765188 Iteration 131, loss = 13.36665826 Validation score: -473.858221 Iteration 132, loss = 13.34065337 Validation score: -472.951256 Iteration 133, loss = 13.31464430 Validation score: -472.044295 Iteration 134, loss = 13.28863115 Validation score: -471.137340 Iteration 135, loss = 13.26261400 Validation score: -470.230393 Iteration 136, loss = 13.23659296 Validation score: -469.323459 Iteration 137, loss = 13.21056814 Validation score: -468.416538 Iteration 138, loss = 13.18453963 Validation score: -467.509635 Iteration 139, loss = 13.15850756 Validation score: -466.602752 Iteration 140, loss = 13.13247204 Validation score: -465.695893 Iteration 141, loss = 13.10643318 Validation score: -464.789062 Iteration 142, loss = 13.08039111 Validation score: -463.882261 Iteration 143, loss = 13.05434597 Validation score: -462.975496 Iteration 144, loss = 13.02829788 Validation score: -462.068770 Iteration 145, loss = 13.00224697 Validation score: -461.162087 Iteration 146, loss = 12.97619340 Validation score: -460.255453 Iteration 147, loss = 12.95013731 Validation score: -459.348872 Iteration 148, loss = 12.92407883 Validation score: -458.442349 Iteration 149, loss = 12.89801814 Validation score: -457.535889 Iteration 150, loss = 12.87195539 Validation score: -456.629497 Iteration 151, loss = 12.84589075 Validation score: -455.723180 Iteration 152, loss = 12.81982437 Validation score: -454.816942 Iteration 153, loss = 12.79375644 Validation score: -453.910790 Iteration 154, loss = 12.76768713 Validation score: -453.004730 Iteration 155, loss = 12.74161662 Validation score: -452.098767 Iteration 156, loss = 12.71554510 Validation score: -451.192907 Iteration 157, loss = 12.68947277 Validation score: -450.287156 Iteration 158, loss = 12.66339980 Validation score: -449.381521 Iteration 159, loss = 12.63732641 Validation score: -448.476008 Iteration 160, loss = 12.61125280 Validation score: -447.570622 Iteration 161, loss = 12.58517917 Validation score: -446.665371 Iteration 162, loss = 12.55910574 Validation score: -445.760260 Iteration 163, loss = 12.53303272 Validation score: -444.855295 Iteration 164, loss = 12.50696034 Validation score: -443.950483 Iteration 165, loss = 12.48088881 Validation score: -443.045829 Iteration 166, loss = 12.45481837 Validation score: -442.141342 Iteration 167, loss = 12.42874924 Validation score: -441.237025 Iteration 168, loss = 12.40268167 Validation score: -440.332887 Iteration 169, loss = 12.37661589 Validation score: -439.428933 Iteration 170, loss = 12.35055214 Validation score: -438.525170 Iteration 171, loss = 12.32449068 Validation score: -437.621603 Iteration 172, loss = 12.29843176 Validation score: -436.718240 Iteration 173, loss = 12.27237562 Validation score: -435.815086 Iteration 174, loss = 12.24632254 Validation score: -434.912149 Iteration 175, loss = 12.22027276 Validation score: -434.009434 Iteration 176, loss = 12.19422655 Validation score: -433.106949 Iteration 177, loss = 12.16818420 Validation score: -432.204698 Iteration 178, loss = 12.14214595 Validation score: -431.302690 Iteration 179, loss = 12.11611210 Validation score: -430.400930 Iteration 180, loss = 12.09008292 Validation score: -429.499425 Iteration 181, loss = 12.06405869 Validation score: -428.598182 Iteration 182, loss = 12.03803970 Validation score: -427.697207 Iteration 183, loss = 12.01202623 Validation score: -426.796506 Iteration 184, loss = 11.98601858 Validation score: -425.896086 Iteration 185, loss = 11.96001705 Validation score: -424.995954 Iteration 186, loss = 11.93402192 Validation score: -424.096116 Iteration 187, loss = 11.90803350 Validation score: -423.196579 Iteration 188, loss = 11.88205209 Validation score: -422.297349 Iteration 189, loss = 11.85607799 Validation score: -421.398433 Iteration 190, loss = 11.83011152 Validation score: -420.499839 Iteration 191, loss = 11.80415299 Validation score: -419.601571 Iteration 192, loss = 11.77820270 Validation score: -418.703637 Iteration 193, loss = 11.75226097 Validation score: -417.806044 Iteration 194, loss = 11.72632813 Validation score: -416.908799 Iteration 195, loss = 11.70040448 Validation score: -416.011907 Iteration 196, loss = 11.67449036 Validation score: -415.115376 Iteration 197, loss = 11.64858608 Validation score: -414.219213 Iteration 198, loss = 11.62269198 Validation score: -413.323424 Iteration 199, loss = 11.59680837 Validation score: -412.428016 Iteration 200, loss = 11.57093559 Validation score: -411.532996 Iteration 201, loss = 11.54507398 Validation score: -410.638372 Iteration 202, loss = 11.51922385 Validation score: -409.744149 Iteration 203, loss = 11.49338556 Validation score: -408.850336 Iteration 204, loss = 11.46755943 Validation score: -407.956940 Iteration 205, loss = 11.44174580 Validation score: -407.063967 Iteration 206, loss = 11.41594501 Validation score: -406.171426 Iteration 207, loss = 11.39015741 Validation score: -405.279324 Iteration 208, loss = 11.36438334 Validation score: -404.387669 Iteration 209, loss = 11.33862313 Validation score: -403.496468 Iteration 210, loss = 11.31287715 Validation score: -402.605730 Iteration 211, loss = 11.28714572 Validation score: -401.715462 Iteration 212, loss = 11.26142922 Validation score: -400.825674 Iteration 213, loss = 11.23572797 Validation score: -399.936374 Iteration 214, loss = 11.21004235 Validation score: -399.047569 Iteration 215, loss = 11.18437269 Validation score: -398.159270 Iteration 216, loss = 11.15871935 Validation score: -397.271485 Iteration 217, loss = 11.13308270 Validation score: -396.384222 Iteration 218, loss = 11.10746309 Validation score: -395.497491 Iteration 219, loss = 11.08186087 Validation score: -394.611301 Iteration 220, loss = 11.05627642 Validation score: -393.725661 Iteration 221, loss = 11.03071008 Validation score: 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10.62441053 Validation score: -378.763043 Iteration 238, loss = 10.59920814 Validation score: -377.888921 Iteration 239, loss = 10.57403047 Validation score: -377.015529 Iteration 240, loss = 10.54887787 Validation score: -376.142879 Iteration 241, loss = 10.52375073 Validation score: -375.270980 Iteration 242, loss = 10.49864939 Validation score: -374.399842 Iteration 243, loss = 10.47357424 Validation score: -373.529475 Iteration 244, loss = 10.44852563 Validation score: -372.659889 Iteration 245, loss = 10.42350392 Validation score: -371.791093 Iteration 246, loss = 10.39850949 Validation score: -370.923097 Iteration 247, loss = 10.37354268 Validation score: -370.055913 Iteration 248, loss = 10.34860387 Validation score: -369.189548 Iteration 249, loss = 10.32369340 Validation score: -368.324015 Iteration 250, loss = 10.29881165 Validation score: -367.459321 Iteration 251, loss = 10.27395896 Validation score: -366.595479 Iteration 252, loss = 10.24913569 Validation score: 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Validation score: -352.050045 Iteration 269, loss = 9.83197945 Validation score: -351.203237 Iteration 270, loss = 9.80774485 Validation score: -350.357472 Iteration 271, loss = 9.78354611 Validation score: -349.512759 Iteration 272, loss = 9.75938355 Validation score: -348.669110 Iteration 273, loss = 9.73525749 Validation score: -347.826533 Iteration 274, loss = 9.71116823 Validation score: -346.985040 Iteration 275, loss = 9.68711609 Validation score: -346.144640 Iteration 276, loss = 9.66310138 Validation score: -345.305344 Iteration 277, loss = 9.63912439 Validation score: -344.467161 Iteration 278, loss = 9.61518544 Validation score: -343.630102 Iteration 279, loss = 9.59128482 Validation score: -342.794176 Iteration 280, loss = 9.56742282 Validation score: -341.959394 Iteration 281, loss = 9.54359974 Validation score: -341.125766 Iteration 282, loss = 9.51981587 Validation score: -340.293302 Iteration 283, loss = 9.49607149 Validation score: -339.462012 Iteration 284, loss = 9.47236690 Validation score: -338.631905 Iteration 285, loss = 9.44870238 Validation score: -337.802992 Iteration 286, loss = 9.42507819 Validation score: -336.975283 Iteration 287, loss = 9.40149462 Validation score: -336.148787 Iteration 288, loss = 9.37795194 Validation score: -335.323515 Iteration 289, loss = 9.35445041 Validation score: -334.499475 Iteration 290, loss = 9.33099031 Validation score: -333.676679 Iteration 291, loss = 9.30757189 Validation score: -332.855136 Iteration 292, loss = 9.28419542 Validation score: -332.034855 Iteration 293, loss = 9.26086114 Validation score: -331.215847 Iteration 294, loss = 9.23756932 Validation score: -330.398120 Iteration 295, loss = 9.21432021 Validation score: -329.581685 Iteration 296, loss = 9.19111403 Validation score: -328.766551 Iteration 297, loss = 9.16795105 Validation score: -327.952727 Iteration 298, loss = 9.14483150 Validation score: -327.140223 Iteration 299, loss = 9.12175560 Validation score: -326.329048 Iteration 300, loss = 9.09872360 Validation score: -325.519212 Iteration 301, loss = 9.07573573 Validation score: -324.710724 Iteration 302, loss = 9.05279220 Validation score: -323.903593 Iteration 303, loss = 9.02989324 Validation score: -323.097828 Iteration 304, loss = 9.00703906 Validation score: -322.293438 Iteration 305, loss = 8.98422989 Validation score: -321.490433 Iteration 306, loss = 8.96146592 Validation score: -320.688820 Iteration 307, loss = 8.93874736 Validation score: -319.888610 Iteration 308, loss = 8.91607443 Validation score: -319.089810 Iteration 309, loss = 8.89344730 Validation score: -318.292429 Iteration 310, loss = 8.87086619 Validation score: -317.496476 Iteration 311, loss = 8.84833128 Validation score: -316.701960 Iteration 312, loss = 8.82584276 Validation score: -315.908889 Iteration 313, loss = 8.80340082 Validation score: -315.117270 Iteration 314, loss = 8.78100562 Validation score: -314.327113 Iteration 315, loss = 8.75865735 Validation score: -313.538425 Iteration 316, loss = 8.73635619 Validation score: -312.751214 Iteration 317, loss = 8.71410229 Validation score: -311.965489 Iteration 318, loss = 8.69189582 Validation score: -311.181257 Iteration 319, loss = 8.66973695 Validation score: -310.398525 Iteration 320, loss = 8.64762583 Validation score: -309.617302 Iteration 321, loss = 8.62556261 Validation score: -308.837594 Iteration 322, loss = 8.60354744 Validation score: -308.059410 Iteration 323, loss = 8.58158047 Validation score: -307.282756 Iteration 324, loss = 8.55966183 Validation score: -306.507639 Iteration 325, loss = 8.53779167 Validation score: -305.734067 Iteration 326, loss = 8.51597012 Validation score: -304.962046 Iteration 327, loss = 8.49419730 Validation score: -304.191584 Iteration 328, loss = 8.47247335 Validation score: -303.422686 Iteration 329, loss = 8.45079838 Validation score: -302.655359 Iteration 330, loss = 8.42917251 Validation score: -301.889610 Iteration 331, loss = 8.40759585 Validation score: 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score: -289.118806 Iteration 348, loss = 8.04841418 Validation score: -288.382396 Iteration 349, loss = 8.02773848 Validation score: -287.647660 Iteration 350, loss = 8.00711343 Validation score: -286.914601 Iteration 351, loss = 7.98653908 Validation score: -286.183224 Iteration 352, loss = 7.96601546 Validation score: -285.453531 Iteration 353, loss = 7.94554260 Validation score: -284.725526 Iteration 354, loss = 7.92512053 Validation score: -283.999211 Iteration 355, loss = 7.90474927 Validation score: -283.274591 Iteration 356, loss = 7.88442885 Validation score: -282.551667 Iteration 357, loss = 7.86415928 Validation score: -281.830443 Iteration 358, loss = 7.84394059 Validation score: -281.110922 Iteration 359, loss = 7.82377278 Validation score: -280.393105 Iteration 360, loss = 7.80365586 Validation score: -279.676995 Iteration 361, loss = 7.78358983 Validation score: -278.962595 Iteration 362, loss = 7.76357471 Validation score: -278.249906 Iteration 363, loss = 7.74361048 Validation score: -277.538930 Iteration 364, loss = 7.72369714 Validation score: -276.829670 Iteration 365, loss = 7.70383470 Validation score: -276.122126 Iteration 366, loss = 7.68402312 Validation score: -275.416302 Iteration 367, loss = 7.66426241 Validation score: -274.712197 Iteration 368, loss = 7.64455255 Validation score: -274.009813 Iteration 369, loss = 7.62489352 Validation score: -273.309152 Iteration 370, loss = 7.60528529 Validation score: -272.610215 Iteration 371, loss = 7.58572784 Validation score: -271.913003 Iteration 372, loss = 7.56622115 Validation score: -271.217515 Iteration 373, loss = 7.54676517 Validation score: -270.523754 Iteration 374, loss = 7.52735989 Validation score: -269.831720 Iteration 375, loss = 7.50800526 Validation score: -269.141413 Iteration 376, loss = 7.48870125 Validation score: -268.452834 Iteration 377, loss = 7.46944780 Validation score: -267.765983 Iteration 378, loss = 7.45024489 Validation score: -267.080860 Iteration 379, loss = 7.43109246 Validation score: -266.397465 Iteration 380, loss = 7.41199047 Validation score: -265.715797 Iteration 381, loss = 7.39293886 Validation score: -265.035858 Iteration 382, loss = 7.37393757 Validation score: -264.357646 Iteration 383, loss = 7.35498656 Validation score: -263.681162 Iteration 384, loss = 7.33608577 Validation score: -263.006404 Iteration 385, loss = 7.31723513 Validation score: -262.333372 Iteration 386, loss = 7.29843457 Validation score: -261.662065 Iteration 387, loss = 7.27968405 Validation score: -260.992483 Iteration 388, loss = 7.26098348 Validation score: -260.324624 Iteration 389, loss = 7.24233280 Validation score: -259.658488 Iteration 390, loss = 7.22373193 Validation score: -258.994074 Iteration 391, loss = 7.20518081 Validation score: -258.331379 Iteration 392, loss = 7.18667936 Validation score: -257.670404 Iteration 393, loss = 7.16822749 Validation score: -257.011146 Iteration 394, loss = 7.14982513 Validation score: -256.353604 Iteration 395, loss = 7.13147220 Validation score: -255.697777 Iteration 396, loss = 7.11316861 Validation score: -255.043662 Iteration 397, loss = 7.09491429 Validation score: -254.391259 Iteration 398, loss = 7.07670913 Validation score: -253.740564 Iteration 399, loss = 7.05855305 Validation score: -253.091577 Iteration 400, loss = 7.04044597 Validation score: -252.444296 Iteration 401, loss = 7.02238779 Validation score: -251.798717 Iteration 402, loss = 7.00437841 Validation score: -251.154840 Iteration 403, loss = 6.98641774 Validation score: -250.512662 Iteration 404, loss = 6.96850568 Validation score: -249.872180 Iteration 405, loss = 6.95064214 Validation score: -249.233392 Iteration 406, loss = 6.93282702 Validation score: -248.596296 Iteration 407, loss = 6.91506020 Validation score: -247.960889 Iteration 408, loss = 6.89734160 Validation score: -247.327169 Iteration 409, loss = 6.87967110 Validation score: -246.695132 Iteration 410, loss = 6.86204860 Validation score: -246.064777 Iteration 411, loss = 6.84447399 Validation score: -245.436100 Iteration 412, loss = 6.82694717 Validation score: -244.809098 Iteration 413, loss = 6.80946803 Validation score: -244.183769 Iteration 414, loss = 6.79203645 Validation score: -243.560110 Iteration 415, loss = 6.77465232 Validation score: -242.938117 Iteration 416, loss = 6.75731553 Validation score: -242.317788 Iteration 417, loss = 6.74002597 Validation score: -241.699118 Iteration 418, loss = 6.72278352 Validation score: -241.082106 Iteration 419, loss = 6.70558806 Validation score: -240.466748 Iteration 420, loss = 6.68843949 Validation score: -239.853039 Iteration 421, loss = 6.67133767 Validation score: -239.240978 Iteration 422, loss = 6.65428249 Validation score: -238.630561 Iteration 423, loss = 6.63727384 Validation score: -238.021783 Iteration 424, loss = 6.62031159 Validation score: -237.414642 Iteration 425, loss = 6.60339561 Validation score: -236.809135 Iteration 426, loss = 6.58652579 Validation score: 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score: -226.761688 Iteration 443, loss = 6.30667893 Validation score: -226.184918 Iteration 444, loss = 6.29061826 Validation score: -225.609706 Iteration 445, loss = 6.27460130 Validation score: -225.036047 Iteration 446, loss = 6.25862792 Validation score: -224.463938 Iteration 447, loss = 6.24269800 Validation score: -223.893374 Iteration 448, loss = 6.22681139 Validation score: -223.324351 Iteration 449, loss = 6.21096796 Validation score: -222.756864 Iteration 450, loss = 6.19516758 Validation score: -222.190910 Iteration 451, loss = 6.17941012 Validation score: -221.626483 Iteration 452, loss = 6.16369544 Validation score: -221.063580 Iteration 453, loss = 6.14802340 Validation score: -220.502196 Iteration 454, loss = 6.13239388 Validation score: -219.942326 Iteration 455, loss = 6.11680673 Validation score: -219.383967 Iteration 456, loss = 6.10126183 Validation score: -218.827113 Iteration 457, loss = 6.08575904 Validation score: -218.271760 Iteration 458, loss = 6.07029822 Validation score: -217.717905 Iteration 459, loss = 6.05487924 Validation score: -217.165542 Iteration 460, loss = 6.03950196 Validation score: -216.614667 Iteration 461, loss = 6.02416626 Validation score: -216.065275 Iteration 462, loss = 6.00887199 Validation score: -215.517362 Iteration 463, loss = 5.99361901 Validation score: -214.970923 Iteration 464, loss = 5.97840721 Validation score: -214.425955 Iteration 465, loss = 5.96323643 Validation score: -213.882451 Iteration 466, loss = 5.94810655 Validation score: -213.340409 Iteration 467, loss = 5.93301744 Validation score: -212.799823 Iteration 468, loss = 5.91796895 Validation score: -212.260688 Iteration 469, loss = 5.90296095 Validation score: -211.723001 Iteration 470, loss = 5.88799331 Validation score: -211.186757 Iteration 471, loss = 5.87306589 Validation score: -210.651950 Iteration 472, loss = 5.85817857 Validation score: -210.118578 Iteration 473, loss = 5.84333120 Validation score: -209.586634 Iteration 474, loss = 5.82852366 Validation score: -209.056115 Iteration 475, loss = 5.81375580 Validation score: -208.527016 Iteration 476, loss = 5.79902750 Validation score: -207.999332 Iteration 477, loss = 5.78433863 Validation score: -207.473059 Iteration 478, loss = 5.76968904 Validation score: -206.948193 Iteration 479, loss = 5.75507862 Validation score: -206.424728 Iteration 480, loss = 5.74050722 Validation score: -205.902661 Iteration 481, loss = 5.72597471 Validation score: -205.381986 Iteration 482, loss = 5.71148097 Validation score: -204.862699 Iteration 483, loss = 5.69702586 Validation score: -204.344796 Iteration 484, loss = 5.68260924 Validation score: -203.828273 Iteration 485, loss = 5.66823099 Validation score: -203.313124 Iteration 486, loss = 5.65389099 Validation score: -202.799344 Iteration 487, loss = 5.63958908 Validation score: -202.286931 Iteration 488, loss = 5.62532516 Validation score: -201.775879 Iteration 489, loss = 5.61109908 Validation score: -201.266183 Iteration 490, loss = 5.59691072 Validation score: -200.757839 Iteration 491, loss = 5.58275995 Validation score: -200.250843 Iteration 492, loss = 5.56864664 Validation score: -199.745190 Iteration 493, loss = 5.55457066 Validation score: -199.240876 Iteration 494, loss = 5.54053188 Validation score: -198.737896 Iteration 495, loss = 5.52653018 Validation score: -198.236245 Iteration 496, loss = 5.51256542 Validation score: -197.735920 Iteration 497, loss = 5.49863749 Validation score: -197.236916 Iteration 498, loss = 5.48474625 Validation score: -196.739229 Iteration 499, loss = 5.47089158 Validation score: -196.242853 Iteration 500, loss = 5.45707335 Validation score: -195.747785 Iteration 501, loss = 5.44329144 Validation score: -195.254021 Iteration 502, loss = 5.42954572 Validation score: -194.761555 Iteration 503, loss = 5.41583606 Validation score: -194.270384 Iteration 504, loss = 5.40216235 Validation score: -193.780502 Iteration 505, loss = 5.38852446 Validation score: -193.291907 Iteration 506, loss = 5.37492226 Validation score: -192.804593 Iteration 507, loss = 5.36135564 Validation score: -192.318556 Iteration 508, loss = 5.34782447 Validation score: -191.833792 Iteration 509, loss = 5.33432862 Validation score: -191.350297 Iteration 510, loss = 5.32086798 Validation score: -190.868066 Iteration 511, loss = 5.30744242 Validation score: -190.387095 Iteration 512, loss = 5.29405183 Validation score: -189.907379 Iteration 513, loss = 5.28069608 Validation score: -189.428915 Iteration 514, loss = 5.26737505 Validation score: -188.951698 Iteration 515, loss = 5.25408863 Validation score: -188.475724 Iteration 516, loss = 5.24083669 Validation score: -188.000989 Iteration 517, loss = 5.22761912 Validation score: -187.527488 Iteration 518, loss = 5.21443580 Validation score: -187.055218 Iteration 519, loss = 5.20128660 Validation score: -186.584174 Iteration 520, loss = 5.18817142 Validation score: -186.114352 Iteration 521, loss = 5.17509014 Validation score: 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score: -178.310392 Iteration 538, loss = 4.95778342 Validation score: -177.861873 Iteration 539, loss = 4.94529282 Validation score: -177.414499 Iteration 540, loss = 4.93283398 Validation score: -176.968268 Iteration 541, loss = 4.92040681 Validation score: -176.523175 Iteration 542, loss = 4.90801118 Validation score: -176.079216 Iteration 543, loss = 4.89564700 Validation score: -175.636387 Iteration 544, loss = 4.88331416 Validation score: -175.194686 Iteration 545, loss = 4.87101255 Validation score: -174.754107 Iteration 546, loss = 4.85874207 Validation score: -174.314648 Iteration 547, loss = 4.84650261 Validation score: -173.876304 Iteration 548, loss = 4.83429408 Validation score: -173.439071 Iteration 549, loss = 4.82211636 Validation score: -173.002947 Iteration 550, loss = 4.80996935 Validation score: -172.567927 Iteration 551, loss = 4.79785296 Validation score: -172.134008 Iteration 552, loss = 4.78576707 Validation score: -171.701185 Iteration 553, loss = 4.77371160 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4.58487819 Validation score: -164.507566 Iteration 570, loss = 4.57332453 Validation score: -164.093880 Iteration 571, loss = 4.56179954 Validation score: -163.681225 Iteration 572, loss = 4.55030310 Validation score: -163.269596 Iteration 573, loss = 4.53883514 Validation score: -162.858991 Iteration 574, loss = 4.52739556 Validation score: -162.449406 Iteration 575, loss = 4.51598427 Validation score: -162.040839 Iteration 576, loss = 4.50460117 Validation score: -161.633285 Iteration 577, loss = 4.49324618 Validation score: -161.226741 Iteration 578, loss = 4.48191921 Validation score: -160.821205 Iteration 579, loss = 4.47062016 Validation score: -160.416672 Iteration 580, loss = 4.45934895 Validation score: -160.013141 Iteration 581, loss = 4.44810549 Validation score: -159.610606 Iteration 582, loss = 4.43688969 Validation score: -159.209066 Iteration 583, loss = 4.42570147 Validation score: -158.808518 Iteration 584, loss = 4.41454072 Validation score: -158.408957 Iteration 585, loss = 4.40340738 Validation score: -158.010380 Iteration 586, loss = 4.39230134 Validation score: -157.612786 Iteration 587, loss = 4.38122253 Validation score: -157.216170 Iteration 588, loss = 4.37017085 Validation score: -156.820529 Iteration 589, loss = 4.35914623 Validation score: -156.425861 Iteration 590, loss = 4.34814858 Validation score: -156.032162 Iteration 591, loss = 4.33717781 Validation score: -155.639429 Iteration 592, loss = 4.32623384 Validation score: -155.247659 Iteration 593, loss = 4.31531658 Validation score: -154.856849 Iteration 594, loss = 4.30442596 Validation score: -154.466996 Iteration 595, loss = 4.29356188 Validation score: -154.078097 Iteration 596, loss = 4.28272427 Validation score: -153.690150 Iteration 597, loss = 4.27191305 Validation score: -153.303150 Iteration 598, loss = 4.26112812 Validation score: -152.917096 Iteration 599, loss = 4.25036942 Validation score: -152.531983 Iteration 600, loss = 4.23963686 Validation score: -152.147810 Iteration 601, loss = 4.22893035 Validation score: -151.764573 Iteration 602, loss = 4.21824982 Validation score: -151.382270 Iteration 603, loss = 4.20759520 Validation score: -151.000897 Iteration 604, loss = 4.19696639 Validation score: -150.620451 Iteration 605, loss = 4.18636332 Validation score: -150.240931 Iteration 606, loss = 4.17578592 Validation score: -149.862332 Iteration 607, loss = 4.16523410 Validation score: -149.484652 Iteration 608, loss = 4.15470778 Validation score: -149.107889 Iteration 609, loss = 4.14420690 Validation score: -148.732039 Iteration 610, loss = 4.13373136 Validation score: -148.357099 Iteration 611, loss = 4.12328110 Validation score: -147.983067 Iteration 612, loss = 4.11285604 Validation score: -147.609941 Iteration 613, loss = 4.10245610 Validation score: -147.237716 Iteration 614, loss = 4.09208120 Validation score: -146.866391 Iteration 615, loss = 4.08173128 Validation score: -146.495963 Iteration 616, loss = 4.07140625 Validation score: -146.126429 Iteration 617, loss = 4.06110605 Validation score: -145.757787 Iteration 618, loss = 4.05083059 Validation score: -145.390033 Iteration 619, loss = 4.04057981 Validation score: -145.023165 Iteration 620, loss = 4.03035363 Validation score: -144.657181 Iteration 621, loss = 4.02015197 Validation score: -144.292077 Iteration 622, loss = 4.00997477 Validation score: -143.927851 Iteration 623, loss = 3.99982196 Validation score: -143.564500 Iteration 624, loss = 3.98969345 Validation score: -143.202023 Iteration 625, loss = 3.97958918 Validation score: -142.840415 Iteration 626, loss = 3.96950908 Validation score: -142.479675 Iteration 627, loss = 3.95945307 Validation score: -142.119800 Iteration 628, loss = 3.94942109 Validation score: -141.760788 Iteration 629, loss = 3.93941307 Validation score: -141.402635 Iteration 630, loss = 3.92942893 Validation score: -141.045340 Iteration 631, loss = 3.91946861 Validation score: -140.688900 Iteration 632, loss = 3.90953203 Validation score: -140.333311 Iteration 633, loss = 3.89961913 Validation score: -139.978573 Iteration 634, loss = 3.88972984 Validation score: -139.624682 Iteration 635, loss = 3.87986409 Validation score: -139.271635 Iteration 636, loss = 3.87002182 Validation score: -138.919431 Iteration 637, loss = 3.86020294 Validation score: -138.568067 Iteration 638, loss = 3.85040741 Validation score: -138.217540 Iteration 639, loss = 3.84063514 Validation score: -137.867849 Iteration 640, loss = 3.83088608 Validation score: -137.518989 Iteration 641, loss = 3.82116016 Validation score: -137.170960 Iteration 642, loss = 3.81145731 Validation score: -136.823759 Iteration 643, loss = 3.80177746 Validation score: -136.477383 Iteration 644, loss = 3.79212056 Validation score: -136.131829 Iteration 645, loss = 3.78248653 Validation score: -135.787097 Iteration 646, loss = 3.77287531 Validation score: -135.443182 Iteration 647, loss = 3.76328683 Validation score: -135.100084 Iteration 648, loss = 3.75372104 Validation score: -134.757799 Iteration 649, loss = 3.74417786 Validation score: -134.416325 Iteration 650, loss = 3.73465724 Validation score: -134.075660 Iteration 651, loss = 3.72515911 Validation score: -133.735802 Iteration 652, loss = 3.71568341 Validation score: -133.396748 Iteration 653, loss = 3.70623007 Validation score: -133.058496 Iteration 654, loss = 3.69679903 Validation score: -132.721044 Iteration 655, loss = 3.68739024 Validation score: -132.384389 Iteration 656, loss = 3.67800362 Validation score: -132.048529 Iteration 657, loss = 3.66863912 Validation score: -131.713463 Iteration 658, loss = 3.65929668 Validation score: -131.379187 Iteration 659, loss = 3.64997623 Validation score: -131.045700 Iteration 660, loss = 3.64067771 Validation score: -130.712999 Iteration 661, loss = 3.63140107 Validation score: -130.381082 Iteration 662, loss = 3.62214624 Validation score: -130.049947 Iteration 663, loss = 3.61291316 Validation score: -129.719592 Iteration 664, loss = 3.60370178 Validation score: -129.390014 Iteration 665, loss = 3.59451203 Validation score: -129.061212 Iteration 666, loss = 3.58534386 Validation score: -128.733183 Iteration 667, loss = 3.57619720 Validation score: -128.405925 Iteration 668, loss = 3.56707200 Validation score: -128.079436 Iteration 669, loss = 3.55796820 Validation score: -127.753714 Iteration 670, loss = 3.54888575 Validation score: -127.428757 Iteration 671, loss = 3.53982457 Validation score: -127.104563 Iteration 672, loss = 3.53078463 Validation score: -126.781129 Iteration 673, loss = 3.52176585 Validation score: -126.458453 Iteration 674, loss = 3.51276819 Validation score: -126.136534 Iteration 675, loss = 3.50379158 Validation score: -125.815369 Iteration 676, loss = 3.49483597 Validation score: -125.494957 Iteration 677, loss = 3.48590130 Validation score: -125.175295 Iteration 678, loss = 3.47698752 Validation score: -124.856381 Iteration 679, loss = 3.46809457 Validation score: -124.538213 Iteration 680, loss = 3.45922240 Validation score: -124.220789 Iteration 681, loss = 3.45037094 Validation score: -123.904108 Iteration 682, loss = 3.44154016 Validation score: -123.588166 Iteration 683, loss = 3.43272998 Validation score: -123.272963 Iteration 684, loss = 3.42394036 Validation score: -122.958496 Iteration 685, loss = 3.41517124 Validation score: -122.644763 Iteration 686, loss = 3.40642257 Validation score: -122.331763 Iteration 687, loss = 3.39769430 Validation score: -122.019492 Iteration 688, loss = 3.38898636 Validation score: -121.707950 Iteration 689, loss = 3.38029871 Validation score: -121.397135 Iteration 690, loss = 3.37163130 Validation score: -121.087043 Iteration 691, loss = 3.36298407 Validation score: -120.777675 Iteration 692, loss = 3.35435697 Validation score: -120.469027 Iteration 693, loss = 3.34574994 Validation score: -120.161097 Iteration 694, loss = 3.33716294 Validation score: -119.853885 Iteration 695, loss = 3.32859591 Validation score: -119.547387 Iteration 696, loss = 3.32004881 Validation score: -119.241603 Iteration 697, loss = 3.31152157 Validation score: -118.936529 Iteration 698, loss = 3.30301415 Validation score: -118.632165 Iteration 699, loss = 3.29452649 Validation score: -118.328509 Iteration 700, loss = 3.28605856 Validation score: -118.025558 Iteration 701, loss = 3.27761029 Validation score: -117.723310 Iteration 702, loss = 3.26918163 Validation score: -117.421765 Iteration 703, loss = 3.26077254 Validation score: -117.120920 Iteration 704, loss = 3.25238296 Validation score: -116.820773 Iteration 705, loss = 3.24401285 Validation score: -116.521322 Iteration 706, loss = 3.23566215 Validation score: -116.222567 Iteration 707, loss = 3.22733083 Validation score: -115.924504 Iteration 708, loss = 3.21901881 Validation score: -115.627132 Iteration 709, loss = 3.21072607 Validation score: -115.330449 Iteration 710, loss = 3.20245255 Validation score: -115.034454 Iteration 711, loss = 3.19419819 Validation score: -114.739145 Iteration 712, loss = 3.18596296 Validation score: -114.444520 Iteration 713, loss = 3.17774681 Validation score: -114.150576 Iteration 714, loss = 3.16954968 Validation score: -113.857314 Iteration 715, loss = 3.16137153 Validation score: -113.564730 Iteration 716, loss = 3.15321231 Validation score: -113.272824 Iteration 717, loss = 3.14507198 Validation score: -112.981592 Iteration 718, loss = 3.13695048 Validation score: -112.691035 Iteration 719, loss = 3.12884777 Validation score: -112.401149 Iteration 720, loss = 3.12076380 Validation score: -112.111933 Iteration 721, loss = 3.11269854 Validation score: -111.823386 Iteration 722, loss = 3.10465192 Validation score: -111.535506 Iteration 723, loss = 3.09662391 Validation score: -111.248291 Iteration 724, loss = 3.08861445 Validation score: -110.961739 Iteration 725, loss = 3.08062351 Validation score: -110.675849 Iteration 726, loss = 3.07265103 Validation score: -110.390620 Iteration 727, loss = 3.06469697 Validation score: -110.106048 Iteration 728, loss = 3.05676129 Validation score: -109.822134 Iteration 729, loss = 3.04884394 Validation score: -109.538875 Iteration 730, loss = 3.04094488 Validation score: -109.256270 Iteration 731, loss = 3.03306406 Validation score: -108.974316 Iteration 732, loss = 3.02520143 Validation score: -108.693013 Iteration 733, loss = 3.01735696 Validation score: -108.412359 Iteration 734, loss = 3.00953059 Validation score: -108.132351 Iteration 735, loss = 3.00172229 Validation score: -107.852989 Iteration 736, loss = 2.99393201 Validation score: -107.574272 Iteration 737, loss = 2.98615970 Validation score: -107.296196 Iteration 738, loss = 2.97840533 Validation score: -107.018761 Iteration 739, loss = 2.97066884 Validation score: -106.741966 Iteration 740, loss = 2.96295021 Validation score: -106.465808 Iteration 741, loss = 2.95524937 Validation score: -106.190286 Iteration 742, loss = 2.94756630 Validation score: -105.915399 Iteration 743, loss = 2.93990094 Validation score: -105.641144 Iteration 744, loss = 2.93225326 Validation score: -105.367521 Iteration 745, loss = 2.92462321 Validation score: -105.094528 Iteration 746, loss = 2.91701076 Validation score: -104.822164 Iteration 747, loss = 2.90941585 Validation score: -104.550426 Iteration 748, loss = 2.90183845 Validation score: -104.279313 Iteration 749, loss = 2.89427851 Validation score: -104.008824 Iteration 750, loss = 2.88673599 Validation score: -103.738958 Iteration 751, loss = 2.87921086 Validation score: -103.469712 Iteration 752, loss = 2.87170307 Validation score: -103.201085 Iteration 753, loss = 2.86421258 Validation score: -102.933077 Iteration 754, loss = 2.85673935 Validation score: -102.665684 Iteration 755, loss = 2.84928333 Validation score: -102.398906 Iteration 756, loss = 2.84184450 Validation score: -102.132742 Iteration 757, loss = 2.83442279 Validation score: -101.867190 Iteration 758, loss = 2.82701819 Validation score: -101.602248 Iteration 759, loss = 2.81963064 Validation score: -101.337915 Iteration 760, loss = 2.81226011 Validation score: -101.074189 Iteration 761, loss = 2.80490656 Validation score: -100.811070 Iteration 762, loss = 2.79756994 Validation score: -100.548555 Iteration 763, loss = 2.79025022 Validation score: -100.286643 Iteration 764, loss = 2.78294735 Validation score: -100.025334 Iteration 765, loss = 2.77566131 Validation score: -99.764624 Iteration 766, loss = 2.76839204 Validation score: -99.504513 Iteration 767, loss = 2.76113951 Validation score: -99.245000 Iteration 768, loss = 2.75390369 Validation score: -98.986083 Iteration 769, loss = 2.74668452 Validation score: -98.727761 Iteration 770, loss = 2.73948199 Validation score: -98.470032 Iteration 771, loss = 2.73229603 Validation score: -98.212895 Iteration 772, loss = 2.72512662 Validation score: -97.956348 Iteration 773, loss = 2.71797373 Validation score: -97.700390 Iteration 774, loss = 2.71083730 Validation score: -97.445020 Iteration 775, loss = 2.70371731 Validation score: -97.190237 Iteration 776, loss = 2.69661371 Validation score: -96.936038 Iteration 777, loss = 2.68952646 Validation score: -96.682424 Iteration 778, loss = 2.68245554 Validation score: -96.429391 Iteration 779, loss = 2.67540090 Validation score: -96.176939 Iteration 780, loss = 2.66836251 Validation score: -95.925067 Iteration 781, loss = 2.66134032 Validation score: -95.673773 Iteration 782, loss = 2.65433431 Validation score: -95.423057 Iteration 783, loss = 2.64734443 Validation score: -95.172915 Iteration 784, loss = 2.64037065 Validation score: -94.923348 Iteration 785, loss = 2.63341292 Validation score: -94.674354 Iteration 786, loss = 2.62647123 Validation score: -94.425931 Iteration 787, loss = 2.61954552 Validation score: -94.178079 Iteration 788, loss = 2.61263576 Validation score: -93.930795 Iteration 789, loss = 2.60574192 Validation score: -93.684079 Iteration 790, loss = 2.59886395 Validation score: -93.437930 Iteration 791, loss = 2.59200183 Validation score: -93.192345 Iteration 792, loss = 2.58515552 Validation score: -92.947324 Iteration 793, loss = 2.57832499 Validation score: -92.702866 Iteration 794, loss = 2.57151018 Validation score: -92.458969 Iteration 795, loss = 2.56471109 Validation score: -92.215632 Iteration 796, loss = 2.55792765 Validation score: -91.972853 Iteration 797, loss = 2.55115985 Validation score: -91.730632 Iteration 798, loss = 2.54440764 Validation score: -91.488967 Iteration 799, loss = 2.53767100 Validation score: -91.247857 Iteration 800, loss = 2.53094988 Validation score: -91.007300 Iteration 801, loss = 2.52424425 Validation score: -90.767296 Iteration 802, loss = 2.51755408 Validation score: -90.527842 Iteration 803, loss = 2.51087934 Validation score: -90.288939 Iteration 804, loss = 2.50421998 Validation score: -90.050584 Iteration 805, loss = 2.49757597 Validation score: -89.812776 Iteration 806, loss = 2.49094729 Validation score: -89.575515 Iteration 807, loss = 2.48433389 Validation score: -89.338798 Iteration 808, loss = 2.47773574 Validation score: -89.102625 Iteration 809, loss = 2.47115281 Validation score: -88.866994 Iteration 810, loss = 2.46458507 Validation score: -88.631905 Iteration 811, loss = 2.45803248 Validation score: -88.397356 Iteration 812, loss = 2.45149500 Validation score: -88.163345 Iteration 813, loss = 2.44497261 Validation score: -87.929872 Iteration 814, loss = 2.43846527 Validation score: -87.696936 Iteration 815, loss = 2.43197295 Validation score: -87.464534 Iteration 816, loss = 2.42549561 Validation score: -87.232667 Iteration 817, loss = 2.41903323 Validation score: -87.001332 Iteration 818, loss = 2.41258576 Validation score: -86.770529 Iteration 819, loss = 2.40615318 Validation score: -86.540257 Iteration 820, loss = 2.39973545 Validation score: -86.310513 Iteration 821, loss = 2.39333255 Validation score: -86.081298 Iteration 822, loss = 2.38694443 Validation score: -85.852610 Iteration 823, loss = 2.38057107 Validation score: -85.624448 Iteration 824, loss = 2.37421244 Validation score: -85.396810 Iteration 825, loss = 2.36786849 Validation score: -85.169695 Iteration 826, loss = 2.36153921 Validation score: -84.943103 Iteration 827, loss = 2.35522455 Validation score: -84.717032 Iteration 828, loss = 2.34892449 Validation score: -84.491481 Iteration 829, loss = 2.34263900 Validation score: -84.266449 Iteration 830, loss = 2.33636804 Validation score: -84.041934 Iteration 831, loss = 2.33011158 Validation score: -83.817936 Iteration 832, loss = 2.32386959 Validation score: -83.594454 Iteration 833, loss = 2.31764204 Validation score: -83.371486 Iteration 834, loss = 2.31142889 Validation score: -83.149031 Iteration 835, loss = 2.30523013 Validation score: -82.927088 Iteration 836, loss = 2.29904571 Validation score: -82.705656 Iteration 837, loss = 2.29287560 Validation score: -82.484733 Iteration 838, loss = 2.28671978 Validation score: -82.264320 Iteration 839, loss = 2.28057820 Validation score: -82.044414 Iteration 840, loss = 2.27445086 Validation score: -81.825015 Iteration 841, loss = 2.26833770 Validation score: -81.606121 Iteration 842, loss = 2.26223870 Validation score: -81.387731 Iteration 843, loss = 2.25615384 Validation score: -81.169844 Iteration 844, loss = 2.25008307 Validation score: -80.952460 Iteration 845, loss = 2.24402638 Validation score: -80.735576 Iteration 846, loss = 2.23798372 Validation score: -80.519193 Iteration 847, loss = 2.23195507 Validation score: -80.303308 Iteration 848, loss = 2.22594041 Validation score: -80.087921 Iteration 849, loss = 2.21993969 Validation score: -79.873031 Iteration 850, loss = 2.21395290 Validation score: -79.658636 Iteration 851, loss = 2.20797999 Validation score: -79.444736 Iteration 852, loss = 2.20202095 Validation score: -79.231330 Iteration 853, loss = 2.19607574 Validation score: -79.018416 Iteration 854, loss = 2.19014433 Validation score: -78.805993 Iteration 855, loss = 2.18422669 Validation score: -78.594060 Iteration 856, loss = 2.17832280 Validation score: -78.382617 Iteration 857, loss = 2.17243262 Validation score: -78.171662 Iteration 858, loss = 2.16655612 Validation score: -77.961194 Iteration 859, loss = 2.16069328 Validation score: -77.751213 Iteration 860, loss = 2.15484407 Validation score: -77.541716 Iteration 861, loss = 2.14900846 Validation score: -77.332703 Iteration 862, loss = 2.14318641 Validation score: -77.124174 Iteration 863, loss = 2.13737791 Validation score: -76.916126 Iteration 864, loss = 2.13158292 Validation score: -76.708559 Iteration 865, loss = 2.12580141 Validation score: -76.501472 Iteration 866, loss = 2.12003336 Validation score: -76.294864 Iteration 867, loss = 2.11427873 Validation score: -76.088734 Iteration 868, loss = 2.10853751 Validation score: -75.883081 Iteration 869, loss = 2.10280965 Validation score: -75.677904 Iteration 870, loss = 2.09709514 Validation score: -75.473201 Iteration 871, loss = 2.09139394 Validation score: -75.268972 Iteration 872, loss = 2.08570602 Validation score: -75.065216 Iteration 873, loss = 2.08003137 Validation score: -74.861932 Iteration 874, loss = 2.07436994 Validation score: -74.659119 Iteration 875, loss = 2.06872172 Validation score: -74.456775 Iteration 876, loss = 2.06308667 Validation score: -74.254901 Iteration 877, loss = 2.05746477 Validation score: -74.053494 Iteration 878, loss = 2.05185599 Validation score: -73.852554 Iteration 879, loss = 2.04626030 Validation score: -73.652079 Iteration 880, loss = 2.04067768 Validation score: -73.452070 Iteration 881, loss = 2.03510809 Validation score: -73.252525 Iteration 882, loss = 2.02955152 Validation score: -73.053442 Iteration 883, loss = 2.02400793 Validation score: -72.854821 Iteration 884, loss = 2.01847729 Validation score: -72.656662 Iteration 885, loss = 2.01295958 Validation score: -72.458962 Iteration 886, loss = 2.00745478 Validation score: -72.261721 Iteration 887, loss = 2.00196285 Validation score: -72.064939 Iteration 888, loss = 1.99648377 Validation score: -71.868613 Iteration 889, loss = 1.99101751 Validation score: -71.672744 Iteration 890, loss = 1.98556405 Validation score: -71.477330 Iteration 891, loss = 1.98012336 Validation score: -71.282370 Iteration 892, loss = 1.97469540 Validation score: -71.087863 Iteration 893, loss = 1.96928017 Validation score: -70.893809 Iteration 894, loss = 1.96387762 Validation score: -70.700206 Iteration 895, loss = 1.95848773 Validation score: -70.507053 Iteration 896, loss = 1.95311049 Validation score: -70.314350 Iteration 897, loss = 1.94774585 Validation score: -70.122096 Iteration 898, loss = 1.94239380 Validation score: -69.930289 Iteration 899, loss = 1.93705430 Validation score: -69.738928 Iteration 900, loss = 1.93172734 Validation score: -69.548014 Iteration 901, loss = 1.92641288 Validation score: -69.357544 Iteration 902, loss = 1.92111091 Validation score: -69.167518 Iteration 903, loss = 1.91582139 Validation score: -68.977936 Iteration 904, loss = 1.91054430 Validation score: -68.788795 Iteration 905, loss = 1.90527961 Validation score: -68.600095 Iteration 906, loss = 1.90002730 Validation score: -68.411836 Iteration 907, loss = 1.89478734 Validation score: -68.224016 Iteration 908, loss = 1.88955971 Validation score: -68.036634 Iteration 909, loss = 1.88434438 Validation score: -67.849690 Iteration 910, loss = 1.87914133 Validation score: -67.663182 Iteration 911, loss = 1.87395053 Validation score: -67.477110 Iteration 912, loss = 1.86877196 Validation score: -67.291473 Iteration 913, loss = 1.86360558 Validation score: -67.106269 Iteration 914, loss = 1.85845138 Validation score: -66.921499 Iteration 915, loss = 1.85330933 Validation score: -66.737161 Iteration 916, loss = 1.84817941 Validation score: -66.553253 Iteration 917, loss = 1.84306159 Validation score: -66.369776 Iteration 918, loss = 1.83795584 Validation score: -66.186729 Iteration 919, loss = 1.83286214 Validation score: -66.004110 Iteration 920, loss = 1.82778048 Validation score: -65.821918 Iteration 921, loss = 1.82271081 Validation score: -65.640154 Iteration 922, loss = 1.81765312 Validation score: -65.458815 Iteration 923, loss = 1.81260738 Validation score: -65.277901 Iteration 924, loss = 1.80757357 Validation score: -65.097411 Iteration 925, loss = 1.80255167 Validation score: -64.917345 Iteration 926, loss = 1.79754164 Validation score: -64.737701 Iteration 927, loss = 1.79254347 Validation score: -64.558478 Iteration 928, loss = 1.78755713 Validation score: -64.379676 Iteration 929, loss = 1.78258260 Validation score: -64.201294 Iteration 930, loss = 1.77761985 Validation score: -64.023330 Iteration 931, loss = 1.77266886 Validation score: -63.845785 Iteration 932, loss = 1.76772960 Validation score: -63.668657 Iteration 933, loss = 1.76280205 Validation score: -63.491945 Iteration 934, loss = 1.75788620 Validation score: -63.315648 Iteration 935, loss = 1.75298200 Validation score: -63.139766 Iteration 936, loss = 1.74808944 Validation score: -62.964298 Iteration 937, loss = 1.74320850 Validation score: -62.789243 Iteration 938, loss = 1.73833915 Validation score: -62.614600 Iteration 939, loss = 1.73348137 Validation score: -62.440368 Iteration 940, loss = 1.72863513 Validation score: -62.266547 Iteration 941, loss = 1.72380042 Validation score: -62.093135 Iteration 942, loss = 1.71897720 Validation score: -61.920132 Iteration 943, loss = 1.71416545 Validation score: -61.747536 Iteration 944, loss = 1.70936516 Validation score: -61.575348 Iteration 945, loss = 1.70457630 Validation score: -61.403566 Iteration 946, loss = 1.69979884 Validation score: -61.232189 Iteration 947, loss = 1.69503276 Validation score: -61.061217 Iteration 948, loss = 1.69027804 Validation score: -60.890648 Iteration 949, loss = 1.68553465 Validation score: -60.720483 Iteration 950, loss = 1.68080258 Validation score: -60.550719 Iteration 951, loss = 1.67608179 Validation score: -60.381357 Iteration 952, loss = 1.67137228 Validation score: -60.212395 Iteration 953, loss = 1.66667400 Validation score: -60.043832 Iteration 954, loss = 1.66198695 Validation score: -59.875669 Iteration 955, loss = 1.65731109 Validation score: -59.707903 Iteration 956, loss = 1.65264641 Validation score: -59.540535 Iteration 957, loss = 1.64799288 Validation score: -59.373563 Iteration 958, loss = 1.64335048 Validation score: -59.206987 Iteration 959, loss = 1.63871919 Validation score: -59.040805 Iteration 960, loss = 1.63409899 Validation score: -58.875017 Iteration 961, loss = 1.62948984 Validation score: -58.709623 Iteration 962, loss = 1.62489174 Validation score: -58.544621 Iteration 963, loss = 1.62030465 Validation score: -58.380010 Iteration 964, loss = 1.61572856 Validation score: -58.215790 Iteration 965, loss = 1.61116345 Validation score: -58.051960 Iteration 966, loss = 1.60660928 Validation score: -57.888519 Iteration 967, loss = 1.60206604 Validation score: -57.725467 Iteration 968, loss = 1.59753371 Validation score: -57.562802 Iteration 969, loss = 1.59301227 Validation score: -57.400524 Iteration 970, loss = 1.58850168 Validation score: -57.238632 Iteration 971, loss = 1.58400194 Validation score: -57.077125 Iteration 972, loss = 1.57951302 Validation score: -56.916003 Iteration 973, loss = 1.57503489 Validation score: -56.755264 Iteration 974, loss = 1.57056754 Validation score: -56.594908 Iteration 975, loss = 1.56611094 Validation score: -56.434935 Iteration 976, loss = 1.56166508 Validation score: -56.275342 Iteration 977, loss = 1.55722992 Validation score: -56.116131 Iteration 978, loss = 1.55280545 Validation score: -55.957299 Iteration 979, loss = 1.54839165 Validation score: -55.798846 Iteration 980, loss = 1.54398850 Validation score: -55.640771 Iteration 981, loss = 1.53959596 Validation score: -55.483074 Iteration 982, loss = 1.53521403 Validation score: -55.325754 Iteration 983, loss = 1.53084269 Validation score: -55.168809 Iteration 984, loss = 1.52648190 Validation score: -55.012240 Iteration 985, loss = 1.52213165 Validation score: -54.856045 Iteration 986, loss = 1.51779191 Validation score: -54.700224 Iteration 987, loss = 1.51346267 Validation score: -54.544776 Iteration 988, loss = 1.50914391 Validation score: -54.389700 Iteration 989, loss = 1.50483560 Validation score: -54.234995 Iteration 990, loss = 1.50053773 Validation score: -54.080661 Iteration 991, loss = 1.49625026 Validation score: -53.926697 Iteration 992, loss = 1.49197318 Validation score: -53.773102 Iteration 993, loss = 1.48770648 Validation score: -53.619876 Iteration 994, loss = 1.48345012 Validation score: -53.467017 Iteration 995, loss = 1.47920409 Validation score: -53.314525 Iteration 996, loss = 1.47496837 Validation score: -53.162399 Iteration 997, loss = 1.47074294 Validation score: -53.010639 Iteration 998, loss = 1.46652777 Validation score: -52.859244 Iteration 999, loss = 1.46232284 Validation score: -52.708212 Iteration 1000, loss = 1.45812814 Validation score: -52.557544 Iteration 1, loss = 14.74783399 Validation score: -2276.275739 Iteration 2, loss = 14.72195505 Validation score: -2272.086399 Iteration 3, loss = 14.69608946 Validation score: -2267.899374 Iteration 4, loss = 14.67023755 Validation score: -2263.714714 Iteration 5, loss = 14.64439962 Validation score: -2259.532465 Iteration 6, loss = 14.61857595 Validation score: -2255.352673 Iteration 7, loss = 14.59276684 Validation score: -2251.175382 Iteration 8, loss = 14.56697252 Validation score: -2247.000631 Iteration 9, loss = 14.54119327 Validation score: -2242.828459 Iteration 10, loss = 14.51542930 Validation score: -2238.658904 Iteration 11, loss = 14.48968084 Validation score: -2234.491999 Iteration 12, loss = 14.46394808 Validation score: -2230.327776 Iteration 13, loss = 14.43823122 Validation score: -2226.166266 Iteration 14, loss = 14.41253043 Validation score: -2222.007494 Iteration 15, loss = 14.38684585 Validation score: -2217.851487 Iteration 16, loss = 14.36117763 Validation score: -2213.698266 Iteration 17, loss = 14.33552588 Validation score: -2209.547852 Iteration 18, loss = 14.30989072 Validation score: -2205.400262 Iteration 19, loss = 14.28427222 Validation score: -2201.255513 Iteration 20, loss = 14.25867045 Validation score: -2197.113617 Iteration 21, loss = 14.23308547 Validation score: -2192.974586 Iteration 22, loss = 14.20751731 Validation score: -2188.838427 Iteration 23, loss = 14.18196600 Validation score: -2184.705147 Iteration 24, loss = 14.15643155 Validation score: -2180.574751 Iteration 25, loss = 14.13091395 Validation score: -2176.447241 Iteration 26, loss = 14.10541318 Validation score: -2172.322617 Iteration 27, loss = 14.07992922 Validation score: -2168.200877 Iteration 28, loss = 14.05446203 Validation score: -2164.082019 Iteration 29, loss = 14.02901157 Validation score: -2159.966037 Iteration 30, loss = 14.00357780 Validation score: -2155.852924 Iteration 31, loss = 13.97816064 Validation score: -2151.742673 Iteration 32, loss = 13.95276003 Validation score: -2147.635274 Iteration 33, loss = 13.92737590 Validation score: -2143.530717 Iteration 34, loss = 13.90200817 Validation score: -2139.428989 Iteration 35, loss = 13.87665675 Validation score: -2135.330077 Iteration 36, loss = 13.85132155 Validation score: -2131.233966 Iteration 37, loss = 13.82600247 Validation score: -2127.140642 Iteration 38, loss = 13.80069939 Validation score: -2123.050086 Iteration 39, loss = 13.77541221 Validation score: -2118.962282 Iteration 40, loss = 13.75014079 Validation score: -2114.877210 Iteration 41, loss = 13.72488503 Validation score: -2110.794852 Iteration 42, loss = 13.69964478 Validation score: -2106.715185 Iteration 43, loss = 13.67441990 Validation score: -2102.638189 Iteration 44, loss = 13.64921025 Validation score: -2098.563841 Iteration 45, loss = 13.62401567 Validation score: -2094.492117 Iteration 46, loss = 13.59883603 Validation score: -2090.422994 Iteration 47, loss = 13.57367114 Validation score: -2086.356446 Iteration 48, loss = 13.54852085 Validation score: -2082.292449 Iteration 49, loss = 13.52338500 Validation score: -2078.230975 Iteration 50, loss = 13.49826339 Validation score: -2074.171997 Iteration 51, loss = 13.47315586 Validation score: -2070.115488 Iteration 52, loss = 13.44806221 Validation score: -2066.061419 Iteration 53, loss = 13.42298227 Validation score: -2062.009762 Iteration 54, loss = 13.39791584 Validation score: -2057.960487 Iteration 55, loss = 13.37286273 Validation score: -2053.913562 Iteration 56, loss = 13.34782272 Validation score: -2049.868959 Iteration 57, loss = 13.32279563 Validation score: -2045.826645 Iteration 58, loss = 13.29778125 Validation score: -2041.786588 Iteration 59, loss = 13.27277936 Validation score: -2037.748756 Iteration 60, loss = 13.24778975 Validation score: -2033.713117 Iteration 61, loss = 13.22281220 Validation score: -2029.679637 Iteration 62, loss = 13.19784650 Validation score: -2025.648283 Iteration 63, loss = 13.17289242 Validation score: -2021.619020 Iteration 64, loss = 13.14794973 Validation score: -2017.591813 Iteration 65, loss = 13.12301822 Validation score: -2013.566629 Iteration 66, loss = 13.09809764 Validation score: -2009.543431 Iteration 67, loss = 13.07318777 Validation score: -2005.522186 Iteration 68, loss = 13.04828837 Validation score: -2001.502856 Iteration 69, loss = 13.02339921 Validation score: -1997.485406 Iteration 70, loss = 12.99852004 Validation score: -1993.469800 Iteration 71, loss = 12.97365064 Validation score: -1989.456002 Iteration 72, loss = 12.94879075 Validation score: -1985.443976 Iteration 73, loss = 12.92394015 Validation score: -1981.433685 Iteration 74, loss = 12.89909859 Validation score: -1977.425094 Iteration 75, loss = 12.87426582 Validation score: -1973.418167 Iteration 76, loss = 12.84944162 Validation score: -1969.412867 Iteration 77, loss = 12.82462573 Validation score: -1965.409158 Iteration 78, loss = 12.79981792 Validation score: -1961.407007 Iteration 79, loss = 12.77501796 Validation score: -1957.406376 Iteration 80, loss = 12.75022562 Validation score: -1953.407232 Iteration 81, loss = 12.72544064 Validation score: -1949.409541 Iteration 82, loss = 12.70066282 Validation score: -1945.413269 Iteration 83, loss = 12.67589192 Validation score: -1941.418383 Iteration 84, loss = 12.65112772 Validation score: -1937.424850 Iteration 85, loss = 12.62637000 Validation score: -1933.432640 Iteration 86, loss = 12.60161855 Validation score: -1929.441721 Iteration 87, loss = 12.57687315 Validation score: -1925.452064 Iteration 88, loss = 12.55213361 Validation score: -1921.463640 Iteration 89, loss = 12.52739973 Validation score: -1917.476421 Iteration 90, loss = 12.50267132 Validation score: -1913.490380 Iteration 91, loss = 12.47794819 Validation score: -1909.505492 Iteration 92, loss = 12.45323016 Validation score: -1905.521733 Iteration 93, loss = 12.42851707 Validation score: -1901.539079 Iteration 94, loss = 12.40380875 Validation score: -1897.557508 Iteration 95, loss = 12.37910505 Validation score: -1893.577001 Iteration 96, loss = 12.35440583 Validation score: -1889.597538 Iteration 97, loss = 12.32971093 Validation score: -1885.619101 Iteration 98, loss = 12.30502025 Validation score: -1881.641673 Iteration 99, loss = 12.28033365 Validation score: -1877.665241 Iteration 100, loss = 12.25565103 Validation score: -1873.689791 Iteration 101, loss = 12.23097228 Validation score: -1869.715310 Iteration 102, loss = 12.20629731 Validation score: -1865.741789 Iteration 103, loss = 12.18162605 Validation score: -1861.769218 Iteration 104, loss = 12.15695841 Validation score: -1857.797590 Iteration 105, loss = 12.13229434 Validation score: -1853.826900 Iteration 106, loss = 12.10763377 Validation score: -1849.857141 Iteration 107, loss = 12.08297667 Validation score: -1845.888312 Iteration 108, loss = 12.05832300 Validation score: -1841.920411 Iteration 109, loss = 12.03367273 Validation score: -1837.953437 Iteration 110, loss = 12.00902585 Validation score: -1833.987392 Iteration 111, loss = 11.98438234 Validation score: -1830.022279 Iteration 112, loss = 11.95974221 Validation score: -1826.058100 Iteration 113, loss = 11.93510548 Validation score: -1822.094863 Iteration 114, loss = 11.91047215 Validation score: -1818.132572 Iteration 115, loss = 11.88584225 Validation score: -1814.171237 Iteration 116, loss = 11.86121583 Validation score: -1810.210865 Iteration 117, loss = 11.83659292 Validation score: -1806.251468 Iteration 118, loss = 11.81197358 Validation score: -1802.293057 Iteration 119, loss = 11.78735786 Validation score: -1798.335644 Iteration 120, loss = 11.76274584 Validation score: -1794.379243 Iteration 121, loss = 11.73813759 Validation score: -1790.423870 Iteration 122, loss = 11.71353319 Validation score: -1786.469539 Iteration 123, loss = 11.68893274 Validation score: -1782.516269 Iteration 124, loss = 11.66433633 Validation score: -1778.564077 Iteration 125, loss = 11.63974406 Validation score: -1774.612981 Iteration 126, loss = 11.61515604 Validation score: -1770.663002 Iteration 127, loss = 11.59057239 Validation score: -1766.714161 Iteration 128, loss = 11.56599324 Validation score: -1762.766479 Iteration 129, loss = 11.54141872 Validation score: -1758.819979 Iteration 130, loss = 11.51684895 Validation score: -1754.874684 Iteration 131, loss = 11.49228409 Validation score: -1750.930618 Iteration 132, loss = 11.46772427 Validation score: -1746.987807 Iteration 133, loss = 11.44316966 Validation score: -1743.046276 Iteration 134, loss = 11.41862041 Validation score: -1739.106051 Iteration 135, loss = 11.39407668 Validation score: -1735.167161 Iteration 136, loss = 11.36953865 Validation score: -1731.229632 Iteration 137, loss = 11.34500648 Validation score: -1727.293493 Iteration 138, loss = 11.32048036 Validation score: -1723.358774 Iteration 139, loss = 11.29596047 Validation score: -1719.425505 Iteration 140, loss = 11.27144699 Validation score: -1715.493716 Iteration 141, loss = 11.24694013 Validation score: -1711.563437 Iteration 142, loss = 11.22244008 Validation score: -1707.634702 Iteration 143, loss = 11.19794704 Validation score: -1703.707542 Iteration 144, loss = 11.17346122 Validation score: -1699.781990 Iteration 145, loss = 11.14898282 Validation score: -1695.858080 Iteration 146, loss = 11.12451206 Validation score: -1691.935845 Iteration 147, loss = 11.10004917 Validation score: -1688.015319 Iteration 148, loss = 11.07559435 Validation score: -1684.096539 Iteration 149, loss = 11.05114784 Validation score: -1680.179539 Iteration 150, loss = 11.02670987 Validation score: -1676.264355 Iteration 151, loss = 11.00228066 Validation score: -1672.351025 Iteration 152, loss = 10.97786047 Validation score: -1668.439583 Iteration 153, loss = 10.95344951 Validation score: -1664.530069 Iteration 154, loss = 10.92904804 Validation score: -1660.622520 Iteration 155, loss = 10.90465631 Validation score: -1656.716974 Iteration 156, loss = 10.88027456 Validation score: -1652.813469 Iteration 157, loss = 10.85590304 Validation score: -1648.912046 Iteration 158, loss = 10.83154201 Validation score: -1645.012743 Iteration 159, loss = 10.80719173 Validation score: -1641.115601 Iteration 160, loss = 10.78285246 Validation score: -1637.220659 Iteration 161, loss = 10.75852445 Validation score: -1633.327959 Iteration 162, loss = 10.73420798 Validation score: -1629.437542 Iteration 163, loss = 10.70990332 Validation score: -1625.549449 Iteration 164, loss = 10.68561073 Validation score: -1621.663721 Iteration 165, loss = 10.66133049 Validation score: -1617.780402 Iteration 166, loss = 10.63706286 Validation score: -1613.899533 Iteration 167, loss = 10.61280814 Validation score: -1610.021157 Iteration 168, loss = 10.58856659 Validation score: -1606.145318 Iteration 169, loss = 10.56433851 Validation score: -1602.272059 Iteration 170, loss = 10.54012416 Validation score: -1598.401423 Iteration 171, loss = 10.51592384 Validation score: -1594.533454 Iteration 172, loss = 10.49173784 Validation score: -1590.668197 Iteration 173, loss = 10.46756643 Validation score: -1586.805697 Iteration 174, loss = 10.44340992 Validation score: -1582.945996 Iteration 175, loss = 10.41926859 Validation score: -1579.089141 Iteration 176, loss = 10.39514273 Validation score: -1575.235176 Iteration 177, loss = 10.37103263 Validation score: -1571.384147 Iteration 178, loss = 10.34693860 Validation score: -1567.536099 Iteration 179, loss = 10.32286093 Validation score: -1563.691077 Iteration 180, loss = 10.29879991 Validation score: -1559.849126 Iteration 181, loss = 10.27475585 Validation score: -1556.010293 Iteration 182, loss = 10.25072904 Validation score: -1552.174623 Iteration 183, loss = 10.22671978 Validation score: -1548.342162 Iteration 184, loss = 10.20272837 Validation score: -1544.512956 Iteration 185, loss = 10.17875512 Validation score: -1540.687051 Iteration 186, loss = 10.15480032 Validation score: -1536.864492 Iteration 187, loss = 10.13086428 Validation score: -1533.045325 Iteration 188, loss = 10.10694730 Validation score: -1529.229597 Iteration 189, loss = 10.08304968 Validation score: -1525.417352 Iteration 190, loss = 10.05917173 Validation score: -1521.608638 Iteration 191, loss = 10.03531375 Validation score: -1517.803499 Iteration 192, loss = 10.01147604 Validation score: -1514.001982 Iteration 193, loss = 9.98765891 Validation score: -1510.204131 Iteration 194, loss = 9.96386266 Validation score: -1506.409992 Iteration 195, loss = 9.94008759 Validation score: -1502.619612 Iteration 196, loss = 9.91633400 Validation score: -1498.833034 Iteration 197, loss = 9.89260221 Validation score: -1495.050305 Iteration 198, loss = 9.86889251 Validation score: -1491.271468 Iteration 199, loss = 9.84520520 Validation score: -1487.496569 Iteration 200, loss = 9.82154058 Validation score: -1483.725654 Iteration 201, loss = 9.79789897 Validation score: -1479.958765 Iteration 202, loss = 9.77428064 Validation score: -1476.195947 Iteration 203, loss = 9.75068592 Validation score: -1472.437246 Iteration 204, loss = 9.72711509 Validation score: -1468.682704 Iteration 205, loss = 9.70356846 Validation score: -1464.932366 Iteration 206, loss = 9.68004631 Validation score: -1461.186275 Iteration 207, loss = 9.65654895 Validation score: -1457.444474 Iteration 208, loss = 9.63307668 Validation score: -1453.707008 Iteration 209, loss = 9.60962978 Validation score: -1449.973918 Iteration 210, loss = 9.58620855 Validation score: -1446.245249 Iteration 211, loss = 9.56281328 Validation score: -1442.521042 Iteration 212, loss = 9.53944426 Validation score: -1438.801340 Iteration 213, loss = 9.51610178 Validation score: -1435.086186 Iteration 214, loss = 9.49278612 Validation score: -1431.375621 Iteration 215, loss = 9.46949759 Validation score: -1427.669687 Iteration 216, loss = 9.44623644 Validation score: -1423.968426 Iteration 217, loss = 9.42300298 Validation score: -1420.271879 Iteration 218, loss = 9.39979749 Validation score: -1416.580088 Iteration 219, loss = 9.37662023 Validation score: -1412.893092 Iteration 220, loss = 9.35347150 Validation score: -1409.210934 Iteration 221, loss = 9.33035156 Validation score: -1405.533654 Iteration 222, loss = 9.30726069 Validation score: -1401.861291 Iteration 223, loss = 9.28419916 Validation score: -1398.193885 Iteration 224, loss = 9.26116725 Validation score: -1394.531477 Iteration 225, loss = 9.23816522 Validation score: -1390.874105 Iteration 226, loss = 9.21519333 Validation score: -1387.221809 Iteration 227, loss = 9.19225186 Validation score: -1383.574628 Iteration 228, loss = 9.16934106 Validation score: -1379.932599 Iteration 229, loss = 9.14646119 Validation score: -1376.295761 Iteration 230, loss = 9.12361251 Validation score: -1372.664152 Iteration 231, loss = 9.10079528 Validation score: 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8.74019521 Validation score: -1311.761696 Iteration 248, loss = 8.71794924 Validation score: -1308.230250 Iteration 249, loss = 8.69573889 Validation score: -1304.704679 Iteration 250, loss = 8.67356436 Validation score: -1301.185012 Iteration 251, loss = 8.65142585 Validation score: -1297.671280 Iteration 252, loss = 8.62932356 Validation score: -1294.163511 Iteration 253, loss = 8.60725768 Validation score: -1290.661733 Iteration 254, loss = 8.58522843 Validation score: -1287.165975 Iteration 255, loss = 8.56323597 Validation score: -1283.676265 Iteration 256, loss = 8.54128051 Validation score: -1280.192629 Iteration 257, loss = 8.51936223 Validation score: -1276.715096 Iteration 258, loss = 8.49748131 Validation score: -1273.243690 Iteration 259, loss = 8.47563793 Validation score: -1269.778439 Iteration 260, loss = 8.45383227 Validation score: -1266.319367 Iteration 261, loss = 8.43206450 Validation score: -1262.866501 Iteration 262, loss = 8.41033479 Validation score: 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8.06796385 Validation score: -1205.139537 Iteration 279, loss = 8.04690446 Validation score: -1201.802192 Iteration 280, loss = 8.02588571 Validation score: -1198.471450 Iteration 281, loss = 8.00490771 Validation score: -1195.147329 Iteration 282, loss = 7.98397056 Validation score: -1191.829845 Iteration 283, loss = 7.96307438 Validation score: -1188.519014 Iteration 284, loss = 7.94221927 Validation score: -1185.214850 Iteration 285, loss = 7.92140534 Validation score: -1181.917369 Iteration 286, loss = 7.90063268 Validation score: -1178.626587 Iteration 287, loss = 7.87990141 Validation score: -1175.342516 Iteration 288, loss = 7.85921160 Validation score: -1172.065171 Iteration 289, loss = 7.83856336 Validation score: -1168.794565 Iteration 290, loss = 7.81795676 Validation score: -1165.530711 Iteration 291, loss = 7.79739191 Validation score: -1162.273623 Iteration 292, loss = 7.77686888 Validation score: -1159.023311 Iteration 293, loss = 7.75638776 Validation score: 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7.43444513 Validation score: -1104.814914 Iteration 310, loss = 7.41468633 Validation score: -1101.688251 Iteration 311, loss = 7.39497046 Validation score: -1098.568526 Iteration 312, loss = 7.37529756 Validation score: -1095.455744 Iteration 313, loss = 7.35566765 Validation score: -1092.349911 Iteration 314, loss = 7.33608078 Validation score: -1089.251029 Iteration 315, loss = 7.31653696 Validation score: -1086.159104 Iteration 316, loss = 7.29703622 Validation score: -1083.074139 Iteration 317, loss = 7.27757858 Validation score: -1079.996136 Iteration 318, loss = 7.25816407 Validation score: -1076.925100 Iteration 319, loss = 7.23879270 Validation score: -1073.861033 Iteration 320, loss = 7.21946449 Validation score: -1070.803936 Iteration 321, loss = 7.20017945 Validation score: -1067.753813 Iteration 322, loss = 7.18093761 Validation score: -1064.710664 Iteration 323, loss = 7.16173896 Validation score: -1061.674492 Iteration 324, loss = 7.14258351 Validation score: -1058.645297 Iteration 325, loss = 7.12347128 Validation score: -1055.623080 Iteration 326, loss = 7.10440227 Validation score: -1052.607841 Iteration 327, loss = 7.08537647 Validation score: -1049.599582 Iteration 328, loss = 7.06639390 Validation score: -1046.598301 Iteration 329, loss = 7.04745455 Validation score: -1043.603998 Iteration 330, loss = 7.02855841 Validation score: -1040.616674 Iteration 331, loss = 7.00970549 Validation score: -1037.636326 Iteration 332, loss = 6.99089577 Validation score: -1034.662955 Iteration 333, loss = 6.97212925 Validation score: -1031.696557 Iteration 334, loss = 6.95340591 Validation score: -1028.737133 Iteration 335, loss = 6.93472575 Validation score: -1025.784679 Iteration 336, loss = 6.91608876 Validation score: -1022.839193 Iteration 337, loss = 6.89749491 Validation score: -1019.900674 Iteration 338, loss = 6.87894419 Validation score: -1016.969118 Iteration 339, loss = 6.86043658 Validation score: -1014.044522 Iteration 340, loss = 6.84197207 Validation score: -1011.126883 Iteration 341, loss = 6.82355062 Validation score: -1008.216198 Iteration 342, loss = 6.80517222 Validation score: -1005.312463 Iteration 343, loss = 6.78683685 Validation score: -1002.415673 Iteration 344, loss = 6.76854447 Validation score: -999.525826 Iteration 345, loss = 6.75029506 Validation score: -996.642916 Iteration 346, loss = 6.73208858 Validation score: -993.766938 Iteration 347, loss = 6.71392502 Validation score: -990.897889 Iteration 348, loss = 6.69580434 Validation score: -988.035762 Iteration 349, loss = 6.67772649 Validation score: -985.180553 Iteration 350, loss = 6.65969146 Validation score: -982.332256 Iteration 351, loss = 6.64169920 Validation score: -979.490865 Iteration 352, loss = 6.62374968 Validation score: -976.656375 Iteration 353, loss = 6.60584285 Validation score: -973.828778 Iteration 354, loss = 6.58797868 Validation score: -971.008070 Iteration 355, loss = 6.57015712 Validation score: -968.194243 Iteration 356, loss = 6.55237814 Validation score: -965.387291 Iteration 357, loss = 6.53464169 Validation score: -962.587207 Iteration 358, loss = 6.51694773 Validation score: -959.793984 Iteration 359, loss = 6.49929620 Validation score: -957.007614 Iteration 360, loss = 6.48168706 Validation score: -954.228090 Iteration 361, loss = 6.46412027 Validation score: -951.455404 Iteration 362, loss = 6.44659578 Validation score: -948.689549 Iteration 363, loss = 6.42911353 Validation score: -945.930517 Iteration 364, loss = 6.41167347 Validation score: -943.178299 Iteration 365, loss = 6.39427555 Validation score: -940.432888 Iteration 366, loss = 6.37691972 Validation score: -937.694274 Iteration 367, loss = 6.35960592 Validation score: -934.962450 Iteration 368, loss = 6.34233410 Validation score: -932.237406 Iteration 369, loss = 6.32510419 Validation score: -929.519134 Iteration 370, loss = 6.30791615 Validation score: -926.807624 Iteration 371, loss = 6.29076992 Validation score: -924.102868 Iteration 372, loss = 6.27366543 Validation score: -921.404855 Iteration 373, loss = 6.25660263 Validation score: -918.713577 Iteration 374, loss = 6.23958145 Validation score: -916.029024 Iteration 375, loss = 6.22260184 Validation score: -913.351186 Iteration 376, loss = 6.20566372 Validation score: -910.680053 Iteration 377, loss = 6.18876704 Validation score: -908.015616 Iteration 378, loss = 6.17191174 Validation score: -905.357863 Iteration 379, loss = 6.15509774 Validation score: -902.706786 Iteration 380, loss = 6.13832499 Validation score: -900.062373 Iteration 381, loss = 6.12159341 Validation score: -897.424614 Iteration 382, loss = 6.10490294 Validation score: -894.793498 Iteration 383, loss = 6.08825351 Validation score: -892.169016 Iteration 384, loss = 6.07164505 Validation score: -889.551155 Iteration 385, loss = 6.05507749 Validation score: -886.939905 Iteration 386, loss = 6.03855077 Validation score: -884.335255 Iteration 387, loss = 6.02206481 Validation score: 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score: -841.054887 Iteration 404, loss = 5.74796888 Validation score: -838.567050 Iteration 405, loss = 5.73220393 Validation score: -836.085588 Iteration 406, loss = 5.71647829 Validation score: -833.610488 Iteration 407, loss = 5.70079189 Validation score: -831.141737 Iteration 408, loss = 5.68514465 Validation score: -828.679322 Iteration 409, loss = 5.66953648 Validation score: -826.223231 Iteration 410, loss = 5.65396731 Validation score: -823.773450 Iteration 411, loss = 5.63843705 Validation score: -821.329967 Iteration 412, loss = 5.62294562 Validation score: -818.892770 Iteration 413, loss = 5.60749294 Validation score: -816.461844 Iteration 414, loss = 5.59207892 Validation score: -814.037178 Iteration 415, loss = 5.57670349 Validation score: -811.618757 Iteration 416, loss = 5.56136655 Validation score: -809.206569 Iteration 417, loss = 5.54606803 Validation score: -806.800601 Iteration 418, loss = 5.53080784 Validation score: -804.400840 Iteration 419, loss = 5.51558589 Validation score: -802.007271 Iteration 420, loss = 5.50040211 Validation score: -799.619883 Iteration 421, loss = 5.48525640 Validation score: -797.238662 Iteration 422, loss = 5.47014869 Validation score: -794.863594 Iteration 423, loss = 5.45507888 Validation score: -792.494666 Iteration 424, loss = 5.44004690 Validation score: -790.131865 Iteration 425, loss = 5.42505265 Validation score: -787.775177 Iteration 426, loss = 5.41009606 Validation score: -785.424588 Iteration 427, loss = 5.39517702 Validation score: -783.080086 Iteration 428, loss = 5.38029547 Validation score: -780.741657 Iteration 429, loss = 5.36545131 Validation score: -778.409287 Iteration 430, loss = 5.35064446 Validation score: -776.082962 Iteration 431, loss = 5.33587482 Validation score: -773.762670 Iteration 432, loss = 5.32114232 Validation score: -771.448396 Iteration 433, loss = 5.30644686 Validation score: -769.140127 Iteration 434, loss = 5.29178837 Validation score: -766.837848 Iteration 435, loss = 5.27716674 Validation score: -764.541548 Iteration 436, loss = 5.26258190 Validation score: -762.251210 Iteration 437, loss = 5.24803376 Validation score: -759.966823 Iteration 438, loss = 5.23352222 Validation score: -757.688372 Iteration 439, loss = 5.21904721 Validation score: -755.415844 Iteration 440, loss = 5.20460864 Validation score: -753.149224 Iteration 441, loss = 5.19020641 Validation score: -750.888498 Iteration 442, loss = 5.17584043 Validation score: -748.633654 Iteration 443, loss = 5.16151063 Validation score: -746.384677 Iteration 444, loss = 5.14721692 Validation score: -744.141554 Iteration 445, loss = 5.13295920 Validation score: -741.904269 Iteration 446, loss = 5.11873738 Validation score: -739.672811 Iteration 447, loss = 5.10455138 Validation score: -737.447164 Iteration 448, loss = 5.09040112 Validation score: -735.227315 Iteration 449, loss = 5.07628649 Validation score: -733.013250 Iteration 450, loss = 5.06220742 Validation score: -730.804955 Iteration 451, loss = 5.04816382 Validation score: -728.602417 Iteration 452, loss = 5.03415559 Validation score: -726.405620 Iteration 453, loss = 5.02018265 Validation score: -724.214552 Iteration 454, loss = 5.00624492 Validation score: -722.029198 Iteration 455, loss = 4.99234229 Validation score: -719.849544 Iteration 456, loss = 4.97847469 Validation score: -717.675577 Iteration 457, loss = 4.96464202 Validation score: -715.507282 Iteration 458, loss = 4.95084419 Validation score: -713.344646 Iteration 459, loss = 4.93708113 Validation score: -711.187655 Iteration 460, loss = 4.92335273 Validation score: -709.036294 Iteration 461, loss = 4.90965892 Validation score: -706.890549 Iteration 462, loss = 4.89599960 Validation score: -704.750408 Iteration 463, loss = 4.88237468 Validation score: -702.615855 Iteration 464, loss = 4.86878408 Validation score: -700.486876 Iteration 465, loss = 4.85522770 Validation score: -698.363459 Iteration 466, loss = 4.84170546 Validation score: -696.245588 Iteration 467, loss = 4.82821728 Validation score: -694.133250 Iteration 468, loss = 4.81476305 Validation score: -692.026432 Iteration 469, loss = 4.80134270 Validation score: -689.925117 Iteration 470, loss = 4.78795613 Validation score: -687.829294 Iteration 471, loss = 4.77460326 Validation score: -685.738948 Iteration 472, loss = 4.76128400 Validation score: -683.654065 Iteration 473, loss = 4.74799826 Validation score: -681.574631 Iteration 474, loss = 4.73474595 Validation score: -679.500632 Iteration 475, loss = 4.72152699 Validation score: -677.432054 Iteration 476, loss = 4.70834128 Validation score: -675.368884 Iteration 477, loss = 4.69518874 Validation score: -673.311107 Iteration 478, loss = 4.68206928 Validation score: -671.258709 Iteration 479, loss = 4.66898282 Validation score: -669.211676 Iteration 480, loss = 4.65592926 Validation score: -667.169996 Iteration 481, loss = 4.64290851 Validation score: -665.133652 Iteration 482, loss = 4.62992050 Validation score: 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score: -631.319036 Iteration 499, loss = 4.41404722 Validation score: -629.376401 Iteration 500, loss = 4.40163343 Validation score: -627.438841 Iteration 501, loss = 4.38925071 Validation score: -625.506343 Iteration 502, loss = 4.37689899 Validation score: -623.578892 Iteration 503, loss = 4.36457817 Validation score: -621.656476 Iteration 504, loss = 4.35228817 Validation score: -619.739079 Iteration 505, loss = 4.34002891 Validation score: -617.826689 Iteration 506, loss = 4.32780030 Validation score: -615.919293 Iteration 507, loss = 4.31560225 Validation score: -614.016875 Iteration 508, loss = 4.30343468 Validation score: -612.119424 Iteration 509, loss = 4.29129751 Validation score: -610.226924 Iteration 510, loss = 4.27919064 Validation score: -608.339364 Iteration 511, loss = 4.26711399 Validation score: -606.456728 Iteration 512, loss = 4.25506748 Validation score: -604.579004 Iteration 513, loss = 4.24305103 Validation score: -602.706177 Iteration 514, loss = 4.23106454 Validation score: -600.838235 Iteration 515, loss = 4.21910794 Validation score: -598.975164 Iteration 516, loss = 4.20718114 Validation score: -597.116950 Iteration 517, loss = 4.19528405 Validation score: -595.263580 Iteration 518, loss = 4.18341659 Validation score: -593.415041 Iteration 519, loss = 4.17157868 Validation score: -591.571319 Iteration 520, loss = 4.15977023 Validation score: -589.732400 Iteration 521, loss = 4.14799116 Validation score: -587.898271 Iteration 522, loss = 4.13624139 Validation score: -586.068920 Iteration 523, loss = 4.12452082 Validation score: -584.244331 Iteration 524, loss = 4.11282938 Validation score: -582.424493 Iteration 525, loss = 4.10116699 Validation score: -580.609391 Iteration 526, loss = 4.08953355 Validation score: -578.799013 Iteration 527, loss = 4.07792900 Validation score: -576.993344 Iteration 528, loss = 4.06635323 Validation score: -575.192373 Iteration 529, loss = 4.05480618 Validation score: -573.396084 Iteration 530, loss = 4.04328776 Validation score: -571.604466 Iteration 531, loss = 4.03179788 Validation score: -569.817506 Iteration 532, loss = 4.02033646 Validation score: -568.035188 Iteration 533, loss = 4.00890343 Validation score: -566.257502 Iteration 534, loss = 3.99749869 Validation score: -564.484432 Iteration 535, loss = 3.98612217 Validation score: -562.715967 Iteration 536, loss = 3.97477378 Validation score: -560.952093 Iteration 537, loss = 3.96345344 Validation score: -559.192797 Iteration 538, loss = 3.95216107 Validation score: -557.438065 Iteration 539, loss = 3.94089659 Validation score: -555.687886 Iteration 540, loss = 3.92965992 Validation score: -553.942245 Iteration 541, loss = 3.91845096 Validation score: -552.201129 Iteration 542, loss = 3.90726966 Validation score: -550.464526 Iteration 543, loss = 3.89611591 Validation score: -548.732422 Iteration 544, loss = 3.88498964 Validation score: -547.004805 Iteration 545, loss = 3.87389078 Validation score: -545.281662 Iteration 546, loss = 3.86281923 Validation score: -543.562979 Iteration 547, loss = 3.85177492 Validation score: -541.848744 Iteration 548, loss = 3.84075777 Validation score: -540.138943 Iteration 549, loss = 3.82976769 Validation score: -538.433564 Iteration 550, loss = 3.81880461 Validation score: -536.732594 Iteration 551, loss = 3.80786844 Validation score: -535.036020 Iteration 552, loss = 3.79695911 Validation score: -533.343829 Iteration 553, loss = 3.78607654 Validation score: -531.656009 Iteration 554, loss = 3.77522064 Validation score: -529.972546 Iteration 555, loss = 3.76439134 Validation score: -528.293428 Iteration 556, loss = 3.75358855 Validation score: -526.618642 Iteration 557, loss = 3.74281220 Validation score: -524.948175 Iteration 558, loss = 3.73206221 Validation score: -523.282015 Iteration 559, loss = 3.72133850 Validation score: -521.620149 Iteration 560, loss = 3.71064098 Validation score: -519.962564 Iteration 561, loss = 3.69996958 Validation score: -518.309247 Iteration 562, loss = 3.68932423 Validation score: -516.660186 Iteration 563, loss = 3.67870484 Validation score: -515.015368 Iteration 564, loss = 3.66811133 Validation score: -513.374781 Iteration 565, loss = 3.65754362 Validation score: -511.738412 Iteration 566, loss = 3.64700164 Validation score: -510.106249 Iteration 567, loss = 3.63648532 Validation score: -508.478278 Iteration 568, loss = 3.62599456 Validation score: -506.854488 Iteration 569, loss = 3.61552929 Validation score: -505.234865 Iteration 570, loss = 3.60508944 Validation score: -503.619398 Iteration 571, loss = 3.59467492 Validation score: -502.008074 Iteration 572, loss = 3.58428566 Validation score: -500.400881 Iteration 573, loss = 3.57392159 Validation score: -498.797805 Iteration 574, loss = 3.56358261 Validation score: -497.198836 Iteration 575, loss = 3.55326867 Validation score: -495.603959 Iteration 576, loss = 3.54297967 Validation score: -494.013164 Iteration 577, loss = 3.53271555 Validation score: 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score: -467.582153 Iteration 594, loss = 3.36195697 Validation score: -466.062726 Iteration 595, loss = 3.35212753 Validation score: -464.547148 Iteration 596, loss = 3.34232153 Validation score: -463.035409 Iteration 597, loss = 3.33253888 Validation score: -461.527496 Iteration 598, loss = 3.32277952 Validation score: -460.023397 Iteration 599, loss = 3.31304337 Validation score: -458.523101 Iteration 600, loss = 3.30333035 Validation score: -457.026595 Iteration 601, loss = 3.29364040 Validation score: -455.533868 Iteration 602, loss = 3.28397344 Validation score: -454.044909 Iteration 603, loss = 3.27432939 Validation score: -452.559704 Iteration 604, loss = 3.26470818 Validation score: -451.078243 Iteration 605, loss = 3.25510974 Validation score: -449.600513 Iteration 606, loss = 3.24553399 Validation score: -448.126503 Iteration 607, loss = 3.23598087 Validation score: -446.656202 Iteration 608, loss = 3.22645029 Validation score: -445.189597 Iteration 609, loss = 3.21694219 Validation score: -443.726677 Iteration 610, loss = 3.20745649 Validation score: -442.267430 Iteration 611, loss = 3.19799311 Validation score: -440.811845 Iteration 612, loss = 3.18855200 Validation score: -439.359910 Iteration 613, loss = 3.17913306 Validation score: -437.911613 Iteration 614, loss = 3.16973624 Validation score: -436.466943 Iteration 615, loss = 3.16036146 Validation score: -435.025889 Iteration 616, loss = 3.15100865 Validation score: -433.588438 Iteration 617, loss = 3.14167772 Validation score: -432.154579 Iteration 618, loss = 3.13236863 Validation score: -430.724301 Iteration 619, loss = 3.12308128 Validation score: -429.297593 Iteration 620, loss = 3.11381561 Validation score: -427.874442 Iteration 621, loss = 3.10457155 Validation score: -426.454838 Iteration 622, loss = 3.09534903 Validation score: -425.038769 Iteration 623, loss = 3.08614797 Validation score: -423.626224 Iteration 624, loss = 3.07696830 Validation score: -422.217191 Iteration 625, loss = 3.06780996 Validation score: -420.811659 Iteration 626, loss = 3.05867286 Validation score: -419.409617 Iteration 627, loss = 3.04955695 Validation score: -418.011053 Iteration 628, loss = 3.04046215 Validation score: -416.615957 Iteration 629, loss = 3.03138838 Validation score: -415.224316 Iteration 630, loss = 3.02233559 Validation score: -413.836120 Iteration 631, loss = 3.01330369 Validation score: -412.451357 Iteration 632, loss = 3.00429262 Validation score: -411.070017 Iteration 633, loss = 2.99530231 Validation score: -409.692088 Iteration 634, loss = 2.98633268 Validation score: -408.317558 Iteration 635, loss = 2.97738367 Validation score: -406.946418 Iteration 636, loss = 2.96845521 Validation score: -405.578655 Iteration 637, loss = 2.95954723 Validation score: -404.214259 Iteration 638, loss = 2.95065966 Validation score: -402.853218 Iteration 639, loss = 2.94179242 Validation score: -401.495522 Iteration 640, loss = 2.93294545 Validation score: -400.141160 Iteration 641, loss = 2.92411868 Validation score: -398.790119 Iteration 642, loss = 2.91531205 Validation score: -397.442391 Iteration 643, loss = 2.90652547 Validation score: -396.097963 Iteration 644, loss = 2.89775889 Validation score: -394.756824 Iteration 645, loss = 2.88901223 Validation score: -393.418965 Iteration 646, loss = 2.88028542 Validation score: -392.084373 Iteration 647, loss = 2.87157841 Validation score: -390.753038 Iteration 648, loss = 2.86289111 Validation score: -389.424949 Iteration 649, loss = 2.85422346 Validation score: -388.100095 Iteration 650, loss = 2.84557539 Validation score: -386.778466 Iteration 651, loss = 2.83694683 Validation score: -385.460050 Iteration 652, loss = 2.82833772 Validation score: -384.144837 Iteration 653, loss = 2.81974798 Validation score: -382.832816 Iteration 654, loss = 2.81117756 Validation score: -381.523977 Iteration 655, loss = 2.80262637 Validation score: -380.218308 Iteration 656, loss = 2.79409436 Validation score: -378.915799 Iteration 657, loss = 2.78558146 Validation score: -377.616440 Iteration 658, loss = 2.77708759 Validation score: -376.320219 Iteration 659, loss = 2.76861270 Validation score: -375.027126 Iteration 660, loss = 2.76015671 Validation score: -373.737150 Iteration 661, loss = 2.75171956 Validation score: -372.450281 Iteration 662, loss = 2.74330118 Validation score: -371.166509 Iteration 663, loss = 2.73490150 Validation score: -369.885822 Iteration 664, loss = 2.72652046 Validation score: -368.608211 Iteration 665, loss = 2.71815799 Validation score: -367.333664 Iteration 666, loss = 2.70981402 Validation score: -366.062171 Iteration 667, loss = 2.70148849 Validation score: -364.793722 Iteration 668, loss = 2.69318133 Validation score: -363.528306 Iteration 669, loss = 2.68489248 Validation score: -362.265913 Iteration 670, loss = 2.67662186 Validation score: -361.006533 Iteration 671, loss = 2.66836942 Validation score: -359.750155 Iteration 672, loss = 2.66013509 Validation score: -358.496769 Iteration 673, loss = 2.65191879 Validation score: -357.246364 Iteration 674, loss = 2.64372048 Validation score: -355.998930 Iteration 675, loss = 2.63554007 Validation score: -354.754457 Iteration 676, loss = 2.62737751 Validation score: -353.512935 Iteration 677, loss = 2.61923273 Validation score: -352.274353 Iteration 678, loss = 2.61110566 Validation score: -351.038701 Iteration 679, loss = 2.60299624 Validation score: -349.805969 Iteration 680, loss = 2.59490441 Validation score: -348.576147 Iteration 681, loss = 2.58683010 Validation score: -347.349225 Iteration 682, loss = 2.57877324 Validation score: -346.125192 Iteration 683, loss = 2.57073378 Validation score: -344.904038 Iteration 684, loss = 2.56271164 Validation score: -343.685754 Iteration 685, loss = 2.55470676 Validation score: -342.470329 Iteration 686, loss = 2.54671908 Validation score: -341.257754 Iteration 687, loss = 2.53874854 Validation score: -340.048017 Iteration 688, loss = 2.53079506 Validation score: -338.841110 Iteration 689, loss = 2.52285860 Validation score: -337.637022 Iteration 690, loss = 2.51493907 Validation score: -336.435743 Iteration 691, loss = 2.50703642 Validation score: -335.237264 Iteration 692, loss = 2.49915059 Validation score: -334.041574 Iteration 693, loss = 2.49128152 Validation score: -332.848664 Iteration 694, loss = 2.48342913 Validation score: -331.658524 Iteration 695, loss = 2.47559337 Validation score: -330.471144 Iteration 696, loss = 2.46777417 Validation score: -329.286514 Iteration 697, loss = 2.45997147 Validation score: -328.104624 Iteration 698, loss = 2.45218521 Validation score: -326.925465 Iteration 699, loss = 2.44441532 Validation score: -325.749027 Iteration 700, loss = 2.43666175 Validation score: -324.575301 Iteration 701, loss = 2.42892443 Validation score: -323.404276 Iteration 702, loss = 2.42120330 Validation score: -322.235942 Iteration 703, loss = 2.41349829 Validation score: -321.070292 Iteration 704, loss = 2.40580935 Validation score: -319.907314 Iteration 705, loss = 2.39813641 Validation score: -318.746999 Iteration 706, loss = 2.39047942 Validation score: -317.589338 Iteration 707, loss = 2.38283830 Validation score: -316.434321 Iteration 708, loss = 2.37521301 Validation score: -315.281939 Iteration 709, loss = 2.36760347 Validation score: -314.132182 Iteration 710, loss = 2.36000963 Validation score: -312.985041 Iteration 711, loss = 2.35243143 Validation score: -311.840507 Iteration 712, loss = 2.34486880 Validation score: -310.698570 Iteration 713, loss = 2.33732169 Validation score: -309.559220 Iteration 714, loss = 2.32979003 Validation score: -308.422449 Iteration 715, loss = 2.32227377 Validation score: -307.288247 Iteration 716, loss = 2.31477284 Validation score: -306.156605 Iteration 717, loss = 2.30728719 Validation score: -305.027513 Iteration 718, loss = 2.29981675 Validation score: -303.900963 Iteration 719, loss = 2.29236147 Validation score: -302.776946 Iteration 720, loss = 2.28492129 Validation score: -301.655452 Iteration 721, loss = 2.27749614 Validation score: -300.536472 Iteration 722, loss = 2.27008598 Validation score: -299.419997 Iteration 723, loss = 2.26269073 Validation score: -298.306019 Iteration 724, loss = 2.25531034 Validation score: -297.194527 Iteration 725, loss = 2.24794476 Validation score: -296.085514 Iteration 726, loss = 2.24059392 Validation score: -294.978970 Iteration 727, loss = 2.23325777 Validation score: -293.874886 Iteration 728, loss = 2.22593624 Validation score: -292.773254 Iteration 729, loss = 2.21862929 Validation score: -291.674065 Iteration 730, loss = 2.21133685 Validation score: -290.577309 Iteration 731, loss = 2.20405887 Validation score: -289.482979 Iteration 732, loss = 2.19679529 Validation score: -288.391065 Iteration 733, loss = 2.18954605 Validation score: -287.301560 Iteration 734, loss = 2.18231110 Validation score: -286.214453 Iteration 735, loss = 2.17509037 Validation score: -285.129737 Iteration 736, loss = 2.16788382 Validation score: -284.047403 Iteration 737, loss = 2.16069139 Validation score: -282.967443 Iteration 738, loss = 2.15351302 Validation score: -281.889848 Iteration 739, loss = 2.14634866 Validation score: -280.814609 Iteration 740, loss = 2.13919825 Validation score: -279.741719 Iteration 741, loss = 2.13206173 Validation score: -278.671168 Iteration 742, loss = 2.12493905 Validation score: -277.602950 Iteration 743, loss = 2.11783017 Validation score: -276.537054 Iteration 744, loss = 2.11073501 Validation score: -275.473474 Iteration 745, loss = 2.10365353 Validation score: -274.412201 Iteration 746, loss = 2.09658568 Validation score: -273.353227 Iteration 747, loss = 2.08953140 Validation score: -272.296543 Iteration 748, loss = 2.08249064 Validation score: -271.242143 Iteration 749, loss = 2.07546334 Validation score: -270.190017 Iteration 750, loss = 2.06844946 Validation score: -269.140158 Iteration 751, loss = 2.06144893 Validation score: -268.092558 Iteration 752, loss = 2.05446171 Validation score: -267.047209 Iteration 753, loss = 2.04748775 Validation score: -266.004103 Iteration 754, loss = 2.04052700 Validation score: -264.963233 Iteration 755, loss = 2.03357940 Validation score: -263.924590 Iteration 756, loss = 2.02664490 Validation score: -262.888169 Iteration 757, loss = 2.01972345 Validation score: -261.853959 Iteration 758, loss = 2.01281500 Validation score: -260.821955 Iteration 759, loss = 2.00591951 Validation score: -259.792149 Iteration 760, loss = 1.99903692 Validation score: -258.764532 Iteration 761, loss = 1.99216718 Validation score: -257.739099 Iteration 762, loss = 1.98531024 Validation score: -256.715841 Iteration 763, loss = 1.97846607 Validation score: -255.694752 Iteration 764, loss = 1.97163459 Validation score: -254.675824 Iteration 765, loss = 1.96481578 Validation score: -253.659049 Iteration 766, loss = 1.95800958 Validation score: -252.644422 Iteration 767, loss = 1.95121594 Validation score: -251.631935 Iteration 768, loss = 1.94443482 Validation score: -250.621580 Iteration 769, loss = 1.93766617 Validation score: -249.613352 Iteration 770, loss = 1.93090995 Validation score: -248.607243 Iteration 771, loss = 1.92416611 Validation score: -247.603247 Iteration 772, loss = 1.91743460 Validation score: -246.601356 Iteration 773, loss = 1.91071538 Validation score: -245.601565 Iteration 774, loss = 1.90400841 Validation score: -244.603866 Iteration 775, loss = 1.89731363 Validation score: -243.608254 Iteration 776, loss = 1.89063102 Validation score: -242.614721 Iteration 777, loss = 1.88396052 Validation score: -241.623261 Iteration 778, loss = 1.87730209 Validation score: -240.633869 Iteration 779, loss = 1.87065569 Validation score: -239.646538 Iteration 780, loss = 1.86402128 Validation score: -238.661261 Iteration 781, loss = 1.85739881 Validation score: -237.678034 Iteration 782, loss = 1.85078825 Validation score: -236.696849 Iteration 783, loss = 1.84418956 Validation score: -235.717700 Iteration 784, loss = 1.83760269 Validation score: -234.740583 Iteration 785, loss = 1.83102761 Validation score: -233.765491 Iteration 786, loss = 1.82446427 Validation score: -232.792419 Iteration 787, loss = 1.81791264 Validation score: -231.821361 Iteration 788, loss = 1.81137269 Validation score: -230.852311 Iteration 789, loss = 1.80484436 Validation score: -229.885265 Iteration 790, loss = 1.79832764 Validation score: -228.920216 Iteration 791, loss = 1.79182247 Validation score: -227.957159 Iteration 792, loss = 1.78532882 Validation score: -226.996090 Iteration 793, loss = 1.77884667 Validation score: -226.037003 Iteration 794, loss = 1.77237597 Validation score: -225.079893 Iteration 795, loss = 1.76591669 Validation score: -224.124755 Iteration 796, loss = 1.75946879 Validation score: -223.171585 Iteration 797, loss = 1.75303225 Validation score: -222.220377 Iteration 798, loss = 1.74660703 Validation score: -221.271128 Iteration 799, loss = 1.74019310 Validation score: -220.323832 Iteration 800, loss = 1.73379043 Validation score: -219.378485 Iteration 801, loss = 1.72739898 Validation score: -218.435083 Iteration 802, loss = 1.72101874 Validation score: -217.493621 Iteration 803, loss = 1.71464966 Validation score: -216.554095 Iteration 804, loss = 1.70829172 Validation score: -215.616502 Iteration 805, loss = 1.70194489 Validation score: -214.680836 Iteration 806, loss = 1.69560914 Validation score: -213.747095 Iteration 807, loss = 1.68928445 Validation score: -212.815274 Iteration 808, loss = 1.68297079 Validation score: -211.885370 Iteration 809, loss = 1.67666814 Validation score: -210.957379 Iteration 810, loss = 1.67037646 Validation score: -210.031298 Iteration 811, loss = 1.66409574 Validation score: -209.107124 Iteration 812, loss = 1.65782596 Validation score: -208.184852 Iteration 813, loss = 1.65156708 Validation score: -207.264480 Iteration 814, loss = 1.64531909 Validation score: -206.346005 Iteration 815, loss = 1.63908197 Validation score: -205.429424 Iteration 816, loss = 1.63285569 Validation score: -204.514734 Iteration 817, loss = 1.62664024 Validation score: -203.601933 Iteration 818, loss = 1.62043560 Validation score: -202.691016 Iteration 819, loss = 1.61424174 Validation score: -201.781984 Iteration 820, loss = 1.60805865 Validation score: -200.874831 Iteration 821, loss = 1.60188632 Validation score: -199.969557 Iteration 822, loss = 1.59572472 Validation score: -199.066160 Iteration 823, loss = 1.58957385 Validation score: -198.164636 Iteration 824, loss = 1.58343368 Validation score: -197.264985 Iteration 825, loss = 1.57730420 Validation score: -196.367204 Iteration 826, loss = 1.57118540 Validation score: -195.471292 Iteration 827, loss = 1.56507727 Validation score: -194.577247 Iteration 828, loss = 1.55897980 Validation score: -193.685067 Iteration 829, loss = 1.55289297 Validation score: -192.794751 Iteration 830, loss = 1.54681677 Validation score: -191.906298 Iteration 831, loss = 1.54075120 Validation score: -191.019707 Iteration 832, loss = 1.53469624 Validation score: -190.134977 Iteration 833, loss = 1.52865190 Validation score: -189.252106 Iteration 834, loss = 1.52261815 Validation score: -188.371094 Iteration 835, loss = 1.51659500 Validation score: -187.491941 Iteration 836, loss = 1.51058245 Validation score: -186.614645 Iteration 837, loss = 1.50458047 Validation score: -185.739206 Iteration 838, loss = 1.49858909 Validation score: -184.865625 Iteration 839, loss = 1.49260828 Validation score: -183.993900 Iteration 840, loss = 1.48663805 Validation score: -183.124032 Iteration 841, loss = 1.48067840 Validation score: -182.256020 Iteration 842, loss = 1.47472932 Validation score: -181.389866 Iteration 843, loss = 1.46879082 Validation score: -180.525569 Iteration 844, loss = 1.46286290 Validation score: -179.663129 Iteration 845, loss = 1.45694557 Validation score: -178.802548 Iteration 846, loss = 1.45103881 Validation score: -177.943825 Iteration 847, loss = 1.44514265 Validation score: -177.086961 Iteration 848, loss = 1.43925707 Validation score: -176.231959 Iteration 849, loss = 1.43338210 Validation score: -175.378817 Iteration 850, loss = 1.42751773 Validation score: -174.527539 Iteration 851, loss = 1.42166398 Validation score: -173.678124 Iteration 852, loss = 1.41582085 Validation score: -172.830574 Iteration 853, loss = 1.40998834 Validation score: -171.984891 Iteration 854, loss = 1.40416648 Validation score: -171.141076 Iteration 855, loss = 1.39835527 Validation score: -170.299131 Iteration 856, loss = 1.39255472 Validation score: -169.459058 Iteration 857, loss = 1.38676484 Validation score: -168.620859 Iteration 858, loss = 1.38098566 Validation score: -167.784536 Iteration 859, loss = 1.37521717 Validation score: -166.950091 Iteration 860, loss = 1.36945940 Validation score: -166.117527 Iteration 861, loss = 1.36371237 Validation score: -165.286845 Iteration 862, loss = 1.35797608 Validation score: 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score: -151.456229 Iteration 879, loss = 1.26212393 Validation score: -150.659980 Iteration 880, loss = 1.25658489 Validation score: -149.865681 Iteration 881, loss = 1.25105706 Validation score: -149.073335 Iteration 882, loss = 1.24554049 Validation score: -148.282949 Iteration 883, loss = 1.24003519 Validation score: -147.494526 Iteration 884, loss = 1.23454121 Validation score: -146.708071 Iteration 885, loss = 1.22905857 Validation score: -145.923589 Iteration 886, loss = 1.22358731 Validation score: -145.141086 Iteration 887, loss = 1.21812747 Validation score: -144.360565 Iteration 888, loss = 1.21267909 Validation score: -143.582032 Iteration 889, loss = 1.20724219 Validation score: -142.805493 Iteration 890, loss = 1.20181682 Validation score: -142.030952 Iteration 891, loss = 1.19640301 Validation score: -141.258415 Iteration 892, loss = 1.19100080 Validation score: -140.487887 Iteration 893, loss = 1.18561023 Validation score: -139.719374 Iteration 894, loss = 1.18023134 Validation score: -138.952881 Iteration 895, loss = 1.17486418 Validation score: -138.188414 Iteration 896, loss = 1.16950877 Validation score: -137.425978 Iteration 897, loss = 1.16416516 Validation score: -136.665579 Iteration 898, loss = 1.15883339 Validation score: -135.907224 Iteration 899, loss = 1.15351351 Validation score: -135.150917 Iteration 900, loss = 1.14820555 Validation score: -134.396664 Iteration 901, loss = 1.14290956 Validation score: -133.644473 Iteration 902, loss = 1.13762558 Validation score: -132.894347 Iteration 903, loss = 1.13235365 Validation score: -132.146294 Iteration 904, loss = 1.12709382 Validation score: -131.400320 Iteration 905, loss = 1.12184614 Validation score: -130.656430 Iteration 906, loss = 1.11661064 Validation score: -129.914631 Iteration 907, loss = 1.11138738 Validation score: -129.174928 Iteration 908, loss = 1.10617639 Validation score: -128.437329 Iteration 909, loss = 1.10097772 Validation score: -127.701839 Iteration 910, loss = 1.09579142 Validation score: -126.968465 Iteration 911, loss = 1.09061754 Validation score: -126.237212 Iteration 912, loss = 1.08545612 Validation score: -125.508087 Iteration 913, loss = 1.08030720 Validation score: -124.781097 Iteration 914, loss = 1.07517084 Validation score: -124.056248 Iteration 915, loss = 1.07004708 Validation score: -123.333545 Iteration 916, loss = 1.06493597 Validation score: -122.612996 Iteration 917, loss = 1.05983755 Validation score: -121.894607 Iteration 918, loss = 1.05475188 Validation score: -121.178384 Iteration 919, loss = 1.04967899 Validation score: -120.464333 Iteration 920, loss = 1.04461895 Validation score: -119.752462 Iteration 921, loss = 1.03957179 Validation score: -119.042775 Iteration 922, loss = 1.03453756 Validation score: -118.335280 Iteration 923, loss = 1.02951632 Validation score: -117.629983 Iteration 924, loss = 1.02450810 Validation score: -116.926890 Iteration 925, loss = 1.01951297 Validation score: -116.226007 Iteration 926, loss = 1.01453095 Validation score: -115.527342 Iteration 927, loss = 1.00956212 Validation score: -114.830899 Iteration 928, loss = 1.00460650 Validation score: -114.136686 Iteration 929, loss = 0.99966415 Validation score: -113.444709 Iteration 930, loss = 0.99473512 Validation score: -112.754974 Iteration 931, loss = 0.98981945 Validation score: -112.067486 Iteration 932, loss = 0.98491720 Validation score: -111.382253 Iteration 933, loss = 0.98002840 Validation score: -110.699280 Iteration 934, loss = 0.97515312 Validation score: -110.018573 Iteration 935, loss = 0.97029138 Validation score: -109.340139 Iteration 936, loss = 0.96544325 Validation score: -108.663984 Iteration 937, loss = 0.96060877 Validation score: -107.990112 Iteration 938, loss = 0.95578797 Validation score: -107.318531 Iteration 939, loss = 0.95098092 Validation score: -106.649247 Iteration 940, loss = 0.94618766 Validation score: -105.982264 Iteration 941, loss = 0.94140823 Validation score: -105.317589 Iteration 942, loss = 0.93664268 Validation score: -104.655227 Iteration 943, loss = 0.93189105 Validation score: -103.995185 Iteration 944, loss = 0.92715338 Validation score: -103.337467 Iteration 945, loss = 0.92242973 Validation score: -102.682079 Iteration 946, loss = 0.91772014 Validation score: -102.029027 Iteration 947, loss = 0.91302465 Validation score: -101.378315 Iteration 948, loss = 0.90834330 Validation score: -100.729951 Iteration 949, loss = 0.90367614 Validation score: -100.083937 Iteration 950, loss = 0.89902321 Validation score: -99.440281 Iteration 951, loss = 0.89438456 Validation score: -98.798986 Iteration 952, loss = 0.88976021 Validation score: -98.160058 Iteration 953, loss = 0.88515023 Validation score: -97.523502 Iteration 954, loss = 0.88055463 Validation score: -96.889322 Iteration 955, loss = 0.87597348 Validation score: -96.257524 Iteration 956, loss = 0.87140680 Validation score: -95.628112 Iteration 957, loss = 0.86685464 Validation score: -95.001091 Iteration 958, loss = 0.86231704 Validation score: -94.376465 Iteration 959, loss = 0.85779403 Validation score: -93.754238 Iteration 960, loss = 0.85328565 Validation score: -93.134416 Iteration 961, loss = 0.84879194 Validation score: -92.517001 Iteration 962, loss = 0.84431293 Validation score: -91.901999 Iteration 963, loss = 0.83984867 Validation score: -91.289414 Iteration 964, loss = 0.83539919 Validation score: -90.679248 Iteration 965, loss = 0.83096451 Validation score: -90.071507 Iteration 966, loss = 0.82654469 Validation score: -89.466194 Iteration 967, loss = 0.82213975 Validation score: -88.863313 Iteration 968, loss = 0.81774972 Validation score: -88.262866 Iteration 969, loss = 0.81337463 Validation score: -87.664859 Iteration 970, loss = 0.80901453 Validation score: -87.069293 Iteration 971, loss = 0.80466943 Validation score: -86.476172 Iteration 972, loss = 0.80033938 Validation score: -85.885500 Iteration 973, loss = 0.79602440 Validation score: -85.297279 Iteration 974, loss = 0.79172451 Validation score: -84.711512 Iteration 975, loss = 0.78743976 Validation score: -84.128202 Iteration 976, loss = 0.78317016 Validation score: -83.547351 Iteration 977, loss = 0.77891574 Validation score: -82.968963 Iteration 978, loss = 0.77467653 Validation score: -82.393040 Iteration 979, loss = 0.77045256 Validation score: -81.819584 Iteration 980, loss = 0.76624385 Validation score: -81.248597 Iteration 981, loss = 0.76205042 Validation score: -80.680082 Iteration 982, loss = 0.75787230 Validation score: -80.114039 Iteration 983, loss = 0.75370951 Validation score: -79.550473 Iteration 984, loss = 0.74956208 Validation score: -78.989383 Iteration 985, loss = 0.74543002 Validation score: -78.430772 Iteration 986, loss = 0.74131335 Validation score: -77.874641 Iteration 987, loss = 0.73721210 Validation score: -77.320992 Iteration 988, loss = 0.73312629 Validation score: -76.769826 Iteration 989, loss = 0.72905592 Validation score: -76.221145 Iteration 990, loss = 0.72500103 Validation score: -75.674948 Iteration 991, loss = 0.72096162 Validation score: -75.131238 Iteration 992, loss = 0.71693771 Validation score: -74.590014 Iteration 993, loss = 0.71292933 Validation score: -74.051279 Iteration 994, loss = 0.70893647 Validation score: -73.515031 Iteration 995, loss = 0.70495917 Validation score: -72.981273 Iteration 996, loss = 0.70099742 Validation score: -72.450003 Iteration 997, loss = 0.69705124 Validation score: -71.921224 Iteration 998, loss = 0.69312065 Validation score: -71.394933 Iteration 999, loss = 0.68920565 Validation score: -70.871132 Iteration 1000, loss = 0.68530625 Validation score: -70.349821 Iteration 1, loss = 15.84976109 Validation score: -719.628445 Iteration 2, loss = 15.82233437 Validation score: -718.366841 Iteration 3, loss = 15.79496892 Validation score: -717.108133 Iteration 4, loss = 15.76766572 Validation score: -715.852363 Iteration 5, loss = 15.74042570 Validation score: -714.599573 Iteration 6, loss = 15.71324975 Validation score: -713.349808 Iteration 7, loss = 15.68613874 Validation score: -712.103106 Iteration 8, loss = 15.65909348 Validation score: -710.859507 Iteration 9, loss = 15.63211476 Validation score: -709.619043 Iteration 10, loss = 15.60520329 Validation score: -708.381747 Iteration 11, loss = 15.57835976 Validation score: -707.147648 Iteration 12, loss = 15.55158478 Validation score: -705.916771 Iteration 13, loss = 15.52487891 Validation score: -704.689142 Iteration 14, loss = 15.49824266 Validation score: -703.464780 Iteration 15, loss = 15.47167646 Validation score: -702.243704 Iteration 16, loss = 15.44518068 Validation score: -701.025929 Iteration 17, loss = 15.41875564 Validation score: -699.811466 Iteration 18, loss = 15.39240155 Validation score: -698.600323 Iteration 19, loss = 15.36611859 Validation score: -697.392506 Iteration 20, loss = 15.33990683 Validation score: -696.188016 Iteration 21, loss = 15.31376629 Validation score: -694.986852 Iteration 22, loss = 15.28769691 Validation score: -693.789007 Iteration 23, loss = 15.26169854 Validation score: -692.594474 Iteration 24, loss = 15.23577097 Validation score: -691.403239 Iteration 25, loss = 15.20991391 Validation score: -690.215288 Iteration 26, loss = 15.18412703 Validation score: -689.030602 Iteration 27, loss = 15.15840990 Validation score: -687.849160 Iteration 28, loss = 15.13276206 Validation score: -686.670939 Iteration 29, loss = 15.10718298 Validation score: -685.495913 Iteration 30, loss = 15.08167213 Validation score: -684.324056 Iteration 31, loss = 15.05622889 Validation score: -683.155339 Iteration 32, loss = 15.03085267 Validation score: -681.989734 Iteration 33, loss = 15.00554284 Validation score: -680.827212 Iteration 34, loss = 14.98029876 Validation score: -679.667745 Iteration 35, loss = 14.95511982 Validation score: -678.511304 Iteration 36, loss = 14.93000540 Validation score: -677.357862 Iteration 37, loss = 14.90495489 Validation score: -676.207392 Iteration 38, loss = 14.87996771 Validation score: -675.059869 Iteration 39, loss = 14.85504331 Validation score: -673.915269 Iteration 40, loss = 14.83018117 Validation score: -672.773570 Iteration 41, loss = 14.80538076 Validation score: -671.634749 Iteration 42, loss = 14.78064161 Validation score: -670.498786 Iteration 43, loss = 14.75596326 Validation score: -669.365662 Iteration 44, loss = 14.73134528 Validation score: -668.235359 Iteration 45, loss = 14.70678726 Validation score: -667.107858 Iteration 46, loss = 14.68228880 Validation score: -665.983143 Iteration 47, loss = 14.65784951 Validation score: -664.861198 Iteration 48, loss = 14.63346904 Validation score: -663.742008 Iteration 49, loss = 14.60914702 Validation score: -662.625557 Iteration 50, loss = 14.58488312 Validation score: -661.511831 Iteration 51, loss = 14.56067700 Validation score: -660.400815 Iteration 52, loss = 14.53652832 Validation score: -659.292497 Iteration 53, loss = 14.51243678 Validation score: -658.186861 Iteration 54, loss = 14.48840204 Validation score: -657.083894 Iteration 55, loss = 14.46442380 Validation score: -655.983583 Iteration 56, loss = 14.44050175 Validation score: -654.885915 Iteration 57, loss = 14.41663558 Validation score: -653.790875 Iteration 58, loss = 14.39282497 Validation score: -652.698452 Iteration 59, loss = 14.36906963 Validation score: -651.608631 Iteration 60, loss = 14.34536926 Validation score: -650.521400 Iteration 61, loss = 14.32172355 Validation score: -649.436745 Iteration 62, loss = 14.29813220 Validation score: -648.354652 Iteration 63, loss = 14.27459491 Validation score: -647.275110 Iteration 64, loss = 14.25111138 Validation score: -646.198104 Iteration 65, loss = 14.22768131 Validation score: -645.123621 Iteration 66, loss = 14.20430441 Validation score: -644.051648 Iteration 67, loss = 14.18098036 Validation score: -642.982171 Iteration 68, loss = 14.15770888 Validation score: -641.915178 Iteration 69, loss = 14.13448966 Validation score: -640.850653 Iteration 70, loss = 14.11132241 Validation score: -639.788585 Iteration 71, loss = 14.08820682 Validation score: -638.728959 Iteration 72, loss = 14.06514259 Validation score: -637.671762 Iteration 73, loss = 14.04212943 Validation score: -636.616980 Iteration 74, loss = 14.01916703 Validation score: -635.564600 Iteration 75, loss = 13.99625509 Validation score: -634.514608 Iteration 76, loss = 13.97339332 Validation score: -633.466990 Iteration 77, loss = 13.95058140 Validation score: -632.421732 Iteration 78, loss = 13.92781904 Validation score: -631.378820 Iteration 79, loss = 13.90510593 Validation score: -630.338241 Iteration 80, loss = 13.88244178 Validation score: -629.299981 Iteration 81, loss = 13.85982627 Validation score: -628.264026 Iteration 82, loss = 13.83725911 Validation score: -627.230362 Iteration 83, loss = 13.81473998 Validation score: -626.198975 Iteration 84, loss = 13.79226858 Validation score: -625.169851 Iteration 85, loss = 13.76984461 Validation score: -624.142975 Iteration 86, loss = 13.74746776 Validation score: -623.118335 Iteration 87, loss = 13.72513772 Validation score: -622.095916 Iteration 88, loss = 13.70285418 Validation score: -621.075703 Iteration 89, loss = 13.68061683 Validation score: -620.057682 Iteration 90, loss = 13.65842536 Validation score: -619.041840 Iteration 91, loss = 13.63627946 Validation score: -618.028161 Iteration 92, loss = 13.61417882 Validation score: -617.016632 Iteration 93, loss = 13.59212312 Validation score: -616.007239 Iteration 94, loss = 13.57011206 Validation score: -614.999967 Iteration 95, loss = 13.54814531 Validation score: -613.994801 Iteration 96, loss = 13.52622255 Validation score: -612.991727 Iteration 97, loss = 13.50434348 Validation score: -611.990730 Iteration 98, loss = 13.48250778 Validation score: -610.991797 Iteration 99, loss = 13.46071511 Validation score: -609.994912 Iteration 100, loss = 13.43896517 Validation score: -609.000060 Iteration 101, loss = 13.41725764 Validation score: -608.007228 Iteration 102, loss = 13.39559218 Validation score: -607.016400 Iteration 103, loss = 13.37396847 Validation score: -606.027561 Iteration 104, loss = 13.35238620 Validation score: -605.040696 Iteration 105, loss = 13.33084503 Validation score: -604.055792 Iteration 106, loss = 13.30934464 Validation score: -603.072831 Iteration 107, loss = 13.28788469 Validation score: -602.091801 Iteration 108, loss = 13.26646487 Validation score: -601.112684 Iteration 109, loss = 13.24508482 Validation score: -600.135467 Iteration 110, loss = 13.22374423 Validation score: -599.160134 Iteration 111, loss = 13.20244277 Validation score: -598.186669 Iteration 112, loss = 13.18118008 Validation score: -597.215058 Iteration 113, loss = 13.15995584 Validation score: -596.245285 Iteration 114, loss = 13.13876971 Validation score: -595.277334 Iteration 115, loss = 13.11762136 Validation score: -594.311190 Iteration 116, loss = 13.09651043 Validation score: -593.346837 Iteration 117, loss = 13.07543659 Validation score: -592.384260 Iteration 118, loss = 13.05439949 Validation score: -591.423442 Iteration 119, loss = 13.03339879 Validation score: -590.464368 Iteration 120, loss = 13.01243415 Validation score: -589.507022 Iteration 121, loss = 12.99150521 Validation score: -588.551388 Iteration 122, loss = 12.97061162 Validation score: -587.597450 Iteration 123, loss = 12.94975304 Validation score: -586.645191 Iteration 124, loss = 12.92892912 Validation score: -585.694596 Iteration 125, loss = 12.90813949 Validation score: -584.745649 Iteration 126, loss = 12.88738382 Validation score: -583.798332 Iteration 127, loss = 12.86666173 Validation score: -582.852629 Iteration 128, loss = 12.84597287 Validation score: -581.908525 Iteration 129, loss = 12.82531689 Validation score: -580.966002 Iteration 130, loss = 12.80469342 Validation score: -580.025043 Iteration 131, loss = 12.78410210 Validation score: -579.085632 Iteration 132, loss = 12.76354257 Validation score: -578.147753 Iteration 133, loss = 12.74301447 Validation score: -577.211387 Iteration 134, loss = 12.72251742 Validation score: -576.276519 Iteration 135, loss = 12.70205107 Validation score: -575.343131 Iteration 136, loss = 12.68161504 Validation score: -574.411207 Iteration 137, loss = 12.66120897 Validation score: -573.480728 Iteration 138, loss = 12.64083248 Validation score: -572.551678 Iteration 139, loss = 12.62048520 Validation score: -571.624039 Iteration 140, loss = 12.60016677 Validation score: -570.697795 Iteration 141, loss = 12.57987680 Validation score: -569.772927 Iteration 142, loss = 12.55961493 Validation score: -568.849419 Iteration 143, loss = 12.53938077 Validation score: -567.927252 Iteration 144, loss = 12.51917395 Validation score: -567.006410 Iteration 145, loss = 12.49899410 Validation score: -566.086874 Iteration 146, loss = 12.47884082 Validation score: -565.168627 Iteration 147, loss = 12.45871376 Validation score: -564.251651 Iteration 148, loss = 12.43861251 Validation score: -563.335929 Iteration 149, loss = 12.41853672 Validation score: -562.421443 Iteration 150, loss = 12.39848598 Validation score: -561.508174 Iteration 151, loss = 12.37845993 Validation score: -560.596105 Iteration 152, loss = 12.35845818 Validation score: -559.685219 Iteration 153, loss = 12.33848035 Validation score: -558.775497 Iteration 154, loss = 12.31852605 Validation score: -557.866921 Iteration 155, loss = 12.29859491 Validation score: -556.959473 Iteration 156, loss = 12.27868653 Validation score: -556.053137 Iteration 157, loss = 12.25880055 Validation score: -555.147893 Iteration 158, loss = 12.23893657 Validation score: -554.243724 Iteration 159, loss = 12.21909422 Validation score: -553.340611 Iteration 160, loss = 12.19927310 Validation score: -552.438538 Iteration 161, loss = 12.17947285 Validation score: -551.537485 Iteration 162, loss = 12.15969308 Validation score: -550.637436 Iteration 163, loss = 12.13993342 Validation score: -549.738372 Iteration 164, loss = 12.12019347 Validation score: -548.840276 Iteration 165, loss = 12.10047287 Validation score: -547.943130 Iteration 166, loss = 12.08077123 Validation score: -547.046915 Iteration 167, loss = 12.06108818 Validation score: -546.151615 Iteration 168, loss = 12.04142335 Validation score: -545.257212 Iteration 169, loss = 12.02177637 Validation score: -544.363688 Iteration 170, loss = 12.00214685 Validation score: -543.471026 Iteration 171, loss = 11.98253444 Validation score: -542.579207 Iteration 172, loss = 11.96293876 Validation score: -541.688216 Iteration 173, loss = 11.94335944 Validation score: -540.798034 Iteration 174, loss = 11.92379613 Validation score: -539.908644 Iteration 175, loss = 11.90424846 Validation score: -539.020030 Iteration 176, loss = 11.88471607 Validation score: -538.132173 Iteration 177, loss = 11.86519861 Validation score: -537.245058 Iteration 178, loss = 11.84569571 Validation score: -536.358666 Iteration 179, loss = 11.82620703 Validation score: -535.472983 Iteration 180, loss = 11.80673221 Validation score: -534.587990 Iteration 181, loss = 11.78727092 Validation score: -533.703671 Iteration 182, loss = 11.76782280 Validation score: -532.820010 Iteration 183, loss = 11.74838751 Validation score: -531.936990 Iteration 184, loss = 11.72896472 Validation score: -531.054596 Iteration 185, loss = 11.70955410 Validation score: -530.172810 Iteration 186, loss = 11.69015530 Validation score: -529.291618 Iteration 187, loss = 11.67076801 Validation score: -528.411004 Iteration 188, loss = 11.65139190 Validation score: -527.530951 Iteration 189, loss = 11.63202665 Validation score: -526.651445 Iteration 190, loss = 11.61267194 Validation score: -525.772469 Iteration 191, loss = 11.59332746 Validation score: -524.894009 Iteration 192, loss = 11.57399290 Validation score: -524.016050 Iteration 193, loss = 11.55466795 Validation score: -523.138576 Iteration 194, loss = 11.53535232 Validation score: -522.261573 Iteration 195, loss = 11.51604571 Validation score: -521.385026 Iteration 196, loss = 11.49674781 Validation score: -520.508921 Iteration 197, loss = 11.47745835 Validation score: -519.633244 Iteration 198, loss = 11.45817704 Validation score: -518.757980 Iteration 199, loss = 11.43890360 Validation score: -517.883116 Iteration 200, loss = 11.41963775 Validation score: -517.008637 Iteration 201, loss = 11.40037922 Validation score: -516.134530 Iteration 202, loss = 11.38112775 Validation score: -515.260782 Iteration 203, loss = 11.36188306 Validation score: -514.387379 Iteration 204, loss = 11.34264491 Validation score: -513.514309 Iteration 205, loss = 11.32341303 Validation score: -512.641558 Iteration 206, loss = 11.30418718 Validation score: -511.769113 Iteration 207, loss = 11.28496711 Validation score: -510.896963 Iteration 208, loss = 11.26575259 Validation score: -510.025095 Iteration 209, loss = 11.24654337 Validation score: 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10.93974235 Validation score: -495.235337 Iteration 226, loss = 10.92059159 Validation score: -494.366632 Iteration 227, loss = 10.90144265 Validation score: -493.498009 Iteration 228, loss = 10.88229538 Validation score: -492.629458 Iteration 229, loss = 10.86314963 Validation score: -491.760971 Iteration 230, loss = 10.84400527 Validation score: -490.892540 Iteration 231, loss = 10.82486214 Validation score: -490.024155 Iteration 232, loss = 10.80572013 Validation score: -489.155810 Iteration 233, loss = 10.78657908 Validation score: -488.287496 Iteration 234, loss = 10.76743888 Validation score: -487.419205 Iteration 235, loss = 10.74829941 Validation score: -486.550930 Iteration 236, loss = 10.72916053 Validation score: -485.682663 Iteration 237, loss = 10.71002215 Validation score: -484.814398 Iteration 238, loss = 10.69088413 Validation score: -483.946126 Iteration 239, loss = 10.67174639 Validation score: -483.077842 Iteration 240, loss = 10.65260880 Validation score: 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10.34635721 Validation score: -468.309104 Iteration 257, loss = 10.32720965 Validation score: -467.439584 Iteration 258, loss = 10.30806093 Validation score: -466.569950 Iteration 259, loss = 10.28891102 Validation score: -465.700197 Iteration 260, loss = 10.26975987 Validation score: -464.830322 Iteration 261, loss = 10.25060745 Validation score: -463.960322 Iteration 262, loss = 10.23145371 Validation score: -463.090192 Iteration 263, loss = 10.21229864 Validation score: -462.219930 Iteration 264, loss = 10.19314219 Validation score: -461.349532 Iteration 265, loss = 10.17398433 Validation score: -460.478996 Iteration 266, loss = 10.15482505 Validation score: -459.608318 Iteration 267, loss = 10.13566432 Validation score: -458.737496 Iteration 268, loss = 10.11650212 Validation score: -457.866528 Iteration 269, loss = 10.09733843 Validation score: -456.995410 Iteration 270, loss = 10.07817323 Validation score: -456.124142 Iteration 271, loss = 10.05900652 Validation score: 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Validation score: -441.287828 Iteration 288, loss = 9.73293731 Validation score: -440.413592 Iteration 289, loss = 9.71374335 Validation score: -439.539185 Iteration 290, loss = 9.69454801 Validation score: -438.664608 Iteration 291, loss = 9.67535131 Validation score: -437.789861 Iteration 292, loss = 9.65615328 Validation score: -436.914945 Iteration 293, loss = 9.63695395 Validation score: -436.039860 Iteration 294, loss = 9.61775334 Validation score: -435.164607 Iteration 295, loss = 9.59855149 Validation score: -434.289187 Iteration 296, loss = 9.57934843 Validation score: -433.413600 Iteration 297, loss = 9.56014420 Validation score: -432.537847 Iteration 298, loss = 9.54093883 Validation score: -431.661931 Iteration 299, loss = 9.52173236 Validation score: -430.785851 Iteration 300, loss = 9.50252484 Validation score: -429.909609 Iteration 301, loss = 9.48331629 Validation score: -429.033208 Iteration 302, loss = 9.46410677 Validation score: -428.156647 Iteration 303, loss = 9.44489632 Validation score: -427.279930 Iteration 304, loss = 9.42568498 Validation score: -426.403057 Iteration 305, loss = 9.40647280 Validation score: -425.526031 Iteration 306, loss = 9.38725983 Validation score: -424.648854 Iteration 307, loss = 9.36804612 Validation score: -423.771528 Iteration 308, loss = 9.34883172 Validation score: -422.894055 Iteration 309, loss = 9.32961668 Validation score: -422.016438 Iteration 310, loss = 9.31040106 Validation score: -421.138679 Iteration 311, loss = 9.29118490 Validation score: -420.260780 Iteration 312, loss = 9.27196828 Validation score: -419.382745 Iteration 313, loss = 9.25275124 Validation score: -418.504576 Iteration 314, loss = 9.23353384 Validation score: -417.626277 Iteration 315, loss = 9.21431615 Validation score: -416.747849 Iteration 316, loss = 9.19509823 Validation score: -415.869297 Iteration 317, loss = 9.17588014 Validation score: -414.990624 Iteration 318, loss = 9.15666195 Validation score: -414.111834 Iteration 319, loss = 9.13744372 Validation score: -413.232929 Iteration 320, loss = 9.11822552 Validation score: -412.353913 Iteration 321, loss = 9.09900743 Validation score: -411.474792 Iteration 322, loss = 9.07978950 Validation score: -410.595567 Iteration 323, loss = 9.06057182 Validation score: -409.716244 Iteration 324, loss = 9.04135445 Validation score: -408.836826 Iteration 325, loss = 9.02213748 Validation score: -407.957319 Iteration 326, loss = 9.00292098 Validation score: -407.077725 Iteration 327, loss = 8.98370503 Validation score: -406.198051 Iteration 328, loss = 8.96448970 Validation score: -405.318300 Iteration 329, loss = 8.94527508 Validation score: -404.438478 Iteration 330, loss = 8.92606125 Validation score: -403.558589 Iteration 331, loss = 8.90684830 Validation score: -402.678639 Iteration 332, loss = 8.88763631 Validation score: -401.798632 Iteration 333, loss = 8.86842537 Validation score: -400.918575 Iteration 334, loss = 8.84921556 Validation score: -400.038472 Iteration 335, loss = 8.83000699 Validation score: -399.158329 Iteration 336, loss = 8.81079973 Validation score: -398.278152 Iteration 337, loss = 8.79159390 Validation score: -397.397947 Iteration 338, loss = 8.77238957 Validation score: -396.517720 Iteration 339, loss = 8.75318686 Validation score: -395.637476 Iteration 340, loss = 8.73398585 Validation score: -394.757223 Iteration 341, loss = 8.71478666 Validation score: -393.876966 Iteration 342, loss = 8.69558937 Validation score: -392.996712 Iteration 343, loss = 8.67639411 Validation score: -392.116468 Iteration 344, loss = 8.65720097 Validation score: -391.236240 Iteration 345, loss = 8.63801007 Validation score: -390.356036 Iteration 346, loss = 8.61882151 Validation score: -389.475861 Iteration 347, loss = 8.59963540 Validation score: -388.595724 Iteration 348, loss = 8.58045187 Validation score: -387.715632 Iteration 349, loss = 8.56127103 Validation score: -386.835592 Iteration 350, loss = 8.54209300 Validation score: 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score: -371.890579 Iteration 367, loss = 8.21662160 Validation score: -371.012870 Iteration 368, loss = 8.19751693 Validation score: -370.135374 Iteration 369, loss = 8.17841775 Validation score: -369.258102 Iteration 370, loss = 8.15932422 Validation score: -368.381063 Iteration 371, loss = 8.14023653 Validation score: -367.504268 Iteration 372, loss = 8.12115483 Validation score: -366.627726 Iteration 373, loss = 8.10207930 Validation score: -365.751448 Iteration 374, loss = 8.08301012 Validation score: -364.875443 Iteration 375, loss = 8.06394747 Validation score: -363.999721 Iteration 376, loss = 8.04489152 Validation score: -363.124294 Iteration 377, loss = 8.02584247 Validation score: -362.249171 Iteration 378, loss = 8.00680050 Validation score: -361.374363 Iteration 379, loss = 7.98776580 Validation score: -360.499881 Iteration 380, loss = 7.96873856 Validation score: -359.625736 Iteration 381, loss = 7.94971897 Validation score: -358.751938 Iteration 382, loss = 7.93070725 Validation score: -357.878498 Iteration 383, loss = 7.91170357 Validation score: -357.005427 Iteration 384, loss = 7.89270816 Validation score: -356.132737 Iteration 385, loss = 7.87372122 Validation score: -355.260438 Iteration 386, loss = 7.85474295 Validation score: -354.388543 Iteration 387, loss = 7.83577356 Validation score: -353.517062 Iteration 388, loss = 7.81681328 Validation score: -352.646007 Iteration 389, loss = 7.79786232 Validation score: -351.775390 Iteration 390, loss = 7.77892089 Validation score: -350.905222 Iteration 391, loss = 7.75998922 Validation score: -350.035515 Iteration 392, loss = 7.74106754 Validation score: -349.166282 Iteration 393, loss = 7.72215607 Validation score: -348.297533 Iteration 394, loss = 7.70325504 Validation score: -347.429282 Iteration 395, loss = 7.68436469 Validation score: -346.561540 Iteration 396, loss = 7.66548525 Validation score: -345.694319 Iteration 397, loss = 7.64661696 Validation score: -344.827632 Iteration 398, loss = 7.62776005 Validation score: -343.961492 Iteration 399, loss = 7.60891479 Validation score: -343.095911 Iteration 400, loss = 7.59008139 Validation score: -342.230901 Iteration 401, loss = 7.57126013 Validation score: -341.366475 Iteration 402, loss = 7.55245124 Validation score: -340.502645 Iteration 403, loss = 7.53365497 Validation score: -339.639426 Iteration 404, loss = 7.51487159 Validation score: -338.776829 Iteration 405, loss = 7.49610135 Validation score: -337.914867 Iteration 406, loss = 7.47734450 Validation score: -337.053554 Iteration 407, loss = 7.45860132 Validation score: -336.192903 Iteration 408, loss = 7.43987205 Validation score: -335.332926 Iteration 409, loss = 7.42115698 Validation score: -334.473637 Iteration 410, loss = 7.40245635 Validation score: -333.615049 Iteration 411, loss = 7.38377045 Validation score: -332.757176 Iteration 412, loss = 7.36509954 Validation score: -331.900031 Iteration 413, loss = 7.34644389 Validation score: -331.043627 Iteration 414, loss = 7.32780379 Validation score: -330.187977 Iteration 415, loss = 7.30917950 Validation score: -329.333095 Iteration 416, loss = 7.29057130 Validation score: -328.478996 Iteration 417, loss = 7.27197947 Validation score: -327.625691 Iteration 418, loss = 7.25340428 Validation score: -326.773195 Iteration 419, loss = 7.23484603 Validation score: -325.921521 Iteration 420, loss = 7.21630499 Validation score: -325.070683 Iteration 421, loss = 7.19778145 Validation score: -324.220695 Iteration 422, loss = 7.17927569 Validation score: -323.371570 Iteration 423, loss = 7.16078799 Validation score: -322.523321 Iteration 424, loss = 7.14231865 Validation score: -321.675963 Iteration 425, loss = 7.12386795 Validation score: -320.829509 Iteration 426, loss = 7.10543617 Validation score: -319.983972 Iteration 427, loss = 7.08702361 Validation score: -319.139367 Iteration 428, loss = 7.06863055 Validation score: -318.295707 Iteration 429, loss = 7.05025728 Validation score: -317.453005 Iteration 430, loss = 7.03190410 Validation score: -316.611275 Iteration 431, loss = 7.01357129 Validation score: -315.770531 Iteration 432, loss = 6.99525915 Validation score: -314.930785 Iteration 433, loss = 6.97696795 Validation score: -314.092053 Iteration 434, loss = 6.95869801 Validation score: -313.254346 Iteration 435, loss = 6.94044959 Validation score: -312.417678 Iteration 436, loss = 6.92222300 Validation score: -311.582064 Iteration 437, loss = 6.90401852 Validation score: -310.747515 Iteration 438, loss = 6.88583644 Validation score: -309.914046 Iteration 439, loss = 6.86767706 Validation score: -309.081669 Iteration 440, loss = 6.84954065 Validation score: -308.250399 Iteration 441, loss = 6.83142751 Validation score: -307.420246 Iteration 442, loss = 6.81333792 Validation score: -306.591226 Iteration 443, loss = 6.79527217 Validation score: -305.763350 Iteration 444, loss = 6.77723055 Validation score: -304.936633 Iteration 445, loss = 6.75921333 Validation score: 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score: -291.071625 Iteration 462, loss = 6.45692324 Validation score: -290.267848 Iteration 463, loss = 6.43939220 Validation score: -289.465456 Iteration 464, loss = 6.42189064 Validation score: -288.664459 Iteration 465, loss = 6.40441883 Validation score: -287.864869 Iteration 466, loss = 6.38697699 Validation score: -287.066696 Iteration 467, loss = 6.36956537 Validation score: -286.269950 Iteration 468, loss = 6.35218421 Validation score: -285.474641 Iteration 469, loss = 6.33483374 Validation score: -284.680780 Iteration 470, loss = 6.31751419 Validation score: -283.888377 Iteration 471, loss = 6.30022579 Validation score: -283.097441 Iteration 472, loss = 6.28296877 Validation score: -282.307983 Iteration 473, loss = 6.26574334 Validation score: -281.520012 Iteration 474, loss = 6.24854974 Validation score: -280.733537 Iteration 475, loss = 6.23138817 Validation score: -279.948567 Iteration 476, loss = 6.21425884 Validation score: -279.165113 Iteration 477, loss = 6.19716198 Validation score: -278.383182 Iteration 478, loss = 6.18009777 Validation score: -277.602784 Iteration 479, loss = 6.16306644 Validation score: -276.823927 Iteration 480, loss = 6.14606816 Validation score: -276.046619 Iteration 481, loss = 6.12910316 Validation score: -275.270870 Iteration 482, loss = 6.11217160 Validation score: -274.496687 Iteration 483, loss = 6.09527370 Validation score: -273.724079 Iteration 484, loss = 6.07840962 Validation score: -272.953053 Iteration 485, loss = 6.06157955 Validation score: -272.183617 Iteration 486, loss = 6.04478368 Validation score: -271.415779 Iteration 487, loss = 6.02802217 Validation score: -270.649546 Iteration 488, loss = 6.01129521 Validation score: -269.884925 Iteration 489, loss = 5.99460295 Validation score: -269.121924 Iteration 490, loss = 5.97794556 Validation score: -268.360549 Iteration 491, loss = 5.96132320 Validation score: -267.600807 Iteration 492, loss = 5.94473603 Validation score: -266.842705 Iteration 493, loss = 5.92818421 Validation score: -266.086249 Iteration 494, loss = 5.91166788 Validation score: -265.331446 Iteration 495, loss = 5.89518719 Validation score: -264.578302 Iteration 496, loss = 5.87874228 Validation score: -263.826822 Iteration 497, loss = 5.86233329 Validation score: -263.077013 Iteration 498, loss = 5.84596035 Validation score: -262.328879 Iteration 499, loss = 5.82962361 Validation score: -261.582428 Iteration 500, loss = 5.81332318 Validation score: -260.837663 Iteration 501, loss = 5.79705919 Validation score: -260.094591 Iteration 502, loss = 5.78083176 Validation score: -259.353216 Iteration 503, loss = 5.76464101 Validation score: -258.613542 Iteration 504, loss = 5.74848704 Validation score: -257.875576 Iteration 505, loss = 5.73236999 Validation score: -257.139321 Iteration 506, loss = 5.71628993 Validation score: -256.404781 Iteration 507, loss = 5.70024699 Validation score: -255.671962 Iteration 508, loss = 5.68424126 Validation score: -254.940866 Iteration 509, loss = 5.66827283 Validation score: -254.211498 Iteration 510, loss = 5.65234180 Validation score: -253.483862 Iteration 511, loss = 5.63644825 Validation score: -252.757961 Iteration 512, loss = 5.62059227 Validation score: -252.033799 Iteration 513, loss = 5.60477394 Validation score: -251.311379 Iteration 514, loss = 5.58899334 Validation score: -250.590704 Iteration 515, loss = 5.57325055 Validation score: -249.871778 Iteration 516, loss = 5.55754563 Validation score: -249.154602 Iteration 517, loss = 5.54187866 Validation score: -248.439180 Iteration 518, loss = 5.52624969 Validation score: -247.725515 Iteration 519, loss = 5.51065879 Validation score: -247.013609 Iteration 520, loss = 5.49510602 Validation score: -246.303464 Iteration 521, loss = 5.47959143 Validation score: -245.595082 Iteration 522, loss = 5.46411507 Validation score: -244.888466 Iteration 523, loss = 5.44867699 Validation score: -244.183617 Iteration 524, loss = 5.43327724 Validation score: -243.480536 Iteration 525, loss = 5.41791585 Validation score: -242.779227 Iteration 526, loss = 5.40259288 Validation score: -242.079689 Iteration 527, loss = 5.38730834 Validation score: -241.381925 Iteration 528, loss = 5.37206228 Validation score: -240.685936 Iteration 529, loss = 5.35685473 Validation score: -239.991722 Iteration 530, loss = 5.34168571 Validation score: -239.299285 Iteration 531, loss = 5.32655524 Validation score: -238.608625 Iteration 532, loss = 5.31146335 Validation score: -237.919744 Iteration 533, loss = 5.29641006 Validation score: -237.232642 Iteration 534, loss = 5.28139537 Validation score: -236.547318 Iteration 535, loss = 5.26641931 Validation score: -235.863775 Iteration 536, loss = 5.25148189 Validation score: -235.182011 Iteration 537, loss = 5.23658310 Validation score: -234.502028 Iteration 538, loss = 5.22172296 Validation score: -233.823824 Iteration 539, loss = 5.20690146 Validation score: -233.147400 Iteration 540, loss = 5.19211862 Validation score: 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score: -221.919900 Iteration 557, loss = 4.94671089 Validation score: -221.275377 Iteration 558, loss = 4.93262089 Validation score: -220.632613 Iteration 559, loss = 4.91856909 Validation score: -219.991605 Iteration 560, loss = 4.90455544 Validation score: -219.352352 Iteration 561, loss = 4.89057991 Validation score: -218.714851 Iteration 562, loss = 4.87664244 Validation score: -218.079101 Iteration 563, loss = 4.86274299 Validation score: -217.445098 Iteration 564, loss = 4.84888150 Validation score: -216.812841 Iteration 565, loss = 4.83505793 Validation score: -216.182327 Iteration 566, loss = 4.82127221 Validation score: -215.553553 Iteration 567, loss = 4.80752431 Validation score: -214.926517 Iteration 568, loss = 4.79381415 Validation score: -214.301217 Iteration 569, loss = 4.78014168 Validation score: -213.677649 Iteration 570, loss = 4.76650684 Validation score: -213.055811 Iteration 571, loss = 4.75290957 Validation score: -212.435700 Iteration 572, loss = 4.73934982 Validation score: -211.817313 Iteration 573, loss = 4.72582750 Validation score: -211.200647 Iteration 574, loss = 4.71234257 Validation score: -210.585699 Iteration 575, loss = 4.69889495 Validation score: -209.972466 Iteration 576, loss = 4.68548459 Validation score: -209.360945 Iteration 577, loss = 4.67211140 Validation score: -208.751133 Iteration 578, loss = 4.65877532 Validation score: -208.143026 Iteration 579, loss = 4.64547628 Validation score: -207.536622 Iteration 580, loss = 4.63221420 Validation score: -206.931916 Iteration 581, loss = 4.61898903 Validation score: -206.328906 Iteration 582, loss = 4.60580067 Validation score: -205.727589 Iteration 583, loss = 4.59264907 Validation score: -205.127960 Iteration 584, loss = 4.57953413 Validation score: -204.530016 Iteration 585, loss = 4.56645579 Validation score: -203.933754 Iteration 586, loss = 4.55341396 Validation score: -203.339170 Iteration 587, loss = 4.54040858 Validation score: -202.746260 Iteration 588, loss = 4.52743955 Validation score: -202.155022 Iteration 589, loss = 4.51450680 Validation score: -201.565450 Iteration 590, loss = 4.50161026 Validation score: -200.977542 Iteration 591, loss = 4.48874983 Validation score: -200.391294 Iteration 592, loss = 4.47592543 Validation score: -199.806701 Iteration 593, loss = 4.46313699 Validation score: -199.223761 Iteration 594, loss = 4.45038441 Validation score: -198.642468 Iteration 595, loss = 4.43766762 Validation score: -198.062820 Iteration 596, loss = 4.42498653 Validation score: -197.484813 Iteration 597, loss = 4.41234105 Validation score: -196.908442 Iteration 598, loss = 4.39973109 Validation score: -196.333703 Iteration 599, loss = 4.38715658 Validation score: -195.760593 Iteration 600, loss = 4.37461742 Validation score: -195.189107 Iteration 601, loss = 4.36211352 Validation score: -194.619241 Iteration 602, loss = 4.34964480 Validation score: -194.050992 Iteration 603, loss = 4.33721117 Validation score: -193.484355 Iteration 604, loss = 4.32481253 Validation score: -192.919327 Iteration 605, loss = 4.31244880 Validation score: -192.355902 Iteration 606, loss = 4.30011989 Validation score: -191.794077 Iteration 607, loss = 4.28782570 Validation score: -191.233848 Iteration 608, loss = 4.27556615 Validation score: -190.675210 Iteration 609, loss = 4.26334115 Validation score: -190.118159 Iteration 610, loss = 4.25115060 Validation score: -189.562692 Iteration 611, loss = 4.23899440 Validation score: -189.008803 Iteration 612, loss = 4.22687248 Validation score: -188.456489 Iteration 613, loss = 4.21478473 Validation score: -187.905745 Iteration 614, loss = 4.20273106 Validation score: -187.356568 Iteration 615, loss = 4.19071139 Validation score: -186.808952 Iteration 616, loss = 4.17872560 Validation score: -186.262893 Iteration 617, loss = 4.16677362 Validation score: -185.718388 Iteration 618, loss = 4.15485535 Validation score: -185.175431 Iteration 619, loss = 4.14297069 Validation score: -184.634019 Iteration 620, loss = 4.13111955 Validation score: -184.094147 Iteration 621, loss = 4.11930183 Validation score: -183.555811 Iteration 622, loss = 4.10751745 Validation score: -183.019006 Iteration 623, loss = 4.09576630 Validation score: -182.483729 Iteration 624, loss = 4.08404829 Validation score: -181.949974 Iteration 625, loss = 4.07236333 Validation score: -181.417738 Iteration 626, loss = 4.06071131 Validation score: -180.887015 Iteration 627, loss = 4.04909215 Validation score: -180.357802 Iteration 628, loss = 4.03750575 Validation score: -179.830095 Iteration 629, loss = 4.02595202 Validation score: -179.303888 Iteration 630, loss = 4.01443086 Validation score: -178.779178 Iteration 631, loss = 4.00294216 Validation score: -178.255960 Iteration 632, loss = 3.99148585 Validation score: -177.734229 Iteration 633, loss = 3.98006182 Validation score: -177.213982 Iteration 634, loss = 3.96866998 Validation score: -176.695214 Iteration 635, loss = 3.95731023 Validation score: 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score: -168.098180 Iteration 652, loss = 3.76901223 Validation score: -167.605283 Iteration 653, loss = 3.75821387 Validation score: -167.113783 Iteration 654, loss = 3.74744580 Validation score: -166.623674 Iteration 655, loss = 3.73670793 Validation score: -166.134952 Iteration 656, loss = 3.72600017 Validation score: -165.647614 Iteration 657, loss = 3.71532241 Validation score: -165.161654 Iteration 658, loss = 3.70467457 Validation score: -164.677069 Iteration 659, loss = 3.69405656 Validation score: -164.193855 Iteration 660, loss = 3.68346828 Validation score: -163.712006 Iteration 661, loss = 3.67290964 Validation score: -163.231519 Iteration 662, loss = 3.66238055 Validation score: -162.752389 Iteration 663, loss = 3.65188092 Validation score: -162.274612 Iteration 664, loss = 3.64141065 Validation score: -161.798185 Iteration 665, loss = 3.63096965 Validation score: -161.323102 Iteration 666, loss = 3.62055784 Validation score: -160.849360 Iteration 667, loss = 3.61017511 Validation score: -160.376955 Iteration 668, loss = 3.59982138 Validation score: -159.905881 Iteration 669, loss = 3.58949656 Validation score: -159.436136 Iteration 670, loss = 3.57920057 Validation score: -158.967714 Iteration 671, loss = 3.56893329 Validation score: -158.500612 Iteration 672, loss = 3.55869466 Validation score: -158.034826 Iteration 673, loss = 3.54848458 Validation score: -157.570351 Iteration 674, loss = 3.53830295 Validation score: -157.107184 Iteration 675, loss = 3.52814969 Validation score: -156.645319 Iteration 676, loss = 3.51802472 Validation score: -156.184754 Iteration 677, loss = 3.50792793 Validation score: -155.725484 Iteration 678, loss = 3.49785925 Validation score: -155.267505 Iteration 679, loss = 3.48781859 Validation score: -154.810813 Iteration 680, loss = 3.47780585 Validation score: -154.355403 Iteration 681, loss = 3.46782095 Validation score: -153.901272 Iteration 682, loss = 3.45786381 Validation score: -153.448416 Iteration 683, loss = 3.44793433 Validation score: -152.996831 Iteration 684, loss = 3.43803243 Validation score: -152.546513 Iteration 685, loss = 3.42815802 Validation score: -152.097457 Iteration 686, loss = 3.41831101 Validation score: -151.649661 Iteration 687, loss = 3.40849133 Validation score: -151.203119 Iteration 688, loss = 3.39869888 Validation score: -150.757828 Iteration 689, loss = 3.38893358 Validation score: -150.313784 Iteration 690, loss = 3.37919534 Validation score: -149.870982 Iteration 691, loss = 3.36948408 Validation score: -149.429421 Iteration 692, loss = 3.35979971 Validation score: -148.989094 Iteration 693, loss = 3.35014216 Validation score: -148.549998 Iteration 694, loss = 3.34051133 Validation score: -148.112131 Iteration 695, loss = 3.33090714 Validation score: -147.675486 Iteration 696, loss = 3.32132951 Validation score: -147.240062 Iteration 697, loss = 3.31177835 Validation score: -146.805853 Iteration 698, loss = 3.30225359 Validation score: -146.372857 Iteration 699, loss = 3.29275514 Validation score: -145.941069 Iteration 700, loss = 3.28328291 Validation score: -145.510485 Iteration 701, loss = 3.27383683 Validation score: -145.081102 Iteration 702, loss = 3.26441682 Validation score: -144.652916 Iteration 703, loss = 3.25502278 Validation score: -144.225924 Iteration 704, loss = 3.24565465 Validation score: -143.800121 Iteration 705, loss = 3.23631234 Validation score: -143.375503 Iteration 706, loss = 3.22699577 Validation score: -142.952068 Iteration 707, loss = 3.21770486 Validation score: -142.529811 Iteration 708, loss = 3.20843953 Validation score: -142.108729 Iteration 709, loss = 3.19919970 Validation score: -141.688818 Iteration 710, loss = 3.18998529 Validation score: -141.270074 Iteration 711, loss = 3.18079623 Validation score: -140.852494 Iteration 712, loss = 3.17163242 Validation score: -140.436074 Iteration 713, loss = 3.16249380 Validation score: -140.020811 Iteration 714, loss = 3.15338029 Validation score: -139.606700 Iteration 715, loss = 3.14429181 Validation score: -139.193739 Iteration 716, loss = 3.13522828 Validation score: -138.781923 Iteration 717, loss = 3.12618963 Validation score: -138.371250 Iteration 718, loss = 3.11717577 Validation score: -137.961715 Iteration 719, loss = 3.10818663 Validation score: -137.553315 Iteration 720, loss = 3.09922214 Validation score: -137.146047 Iteration 721, loss = 3.09028221 Validation score: -136.739907 Iteration 722, loss = 3.08136678 Validation score: -136.334892 Iteration 723, loss = 3.07247577 Validation score: -135.930998 Iteration 724, loss = 3.06360910 Validation score: -135.528221 Iteration 725, loss = 3.05476669 Validation score: -135.126558 Iteration 726, loss = 3.04594848 Validation score: -134.726007 Iteration 727, loss = 3.03715439 Validation score: -134.326562 Iteration 728, loss = 3.02838434 Validation score: -133.928222 Iteration 729, loss = 3.01963826 Validation score: -133.530982 Iteration 730, loss = 3.01091608 Validation score: 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score: -126.943057 Iteration 747, loss = 2.86622563 Validation score: -126.565061 Iteration 748, loss = 2.85792139 Validation score: -126.188103 Iteration 749, loss = 2.84963970 Validation score: -125.812181 Iteration 750, loss = 2.84138051 Validation score: -125.437291 Iteration 751, loss = 2.83314373 Validation score: -125.063431 Iteration 752, loss = 2.82492931 Validation score: -124.690596 Iteration 753, loss = 2.81673718 Validation score: -124.318784 Iteration 754, loss = 2.80856728 Validation score: -123.947993 Iteration 755, loss = 2.80041952 Validation score: -123.578218 Iteration 756, loss = 2.79229386 Validation score: -123.209457 Iteration 757, loss = 2.78419022 Validation score: -122.841706 Iteration 758, loss = 2.77610854 Validation score: -122.474964 Iteration 759, loss = 2.76804876 Validation score: -122.109226 Iteration 760, loss = 2.76001080 Validation score: -121.744490 Iteration 761, loss = 2.75199460 Validation score: -121.380753 Iteration 762, loss = 2.74400010 Validation score: -121.018011 Iteration 763, loss = 2.73602724 Validation score: -120.656263 Iteration 764, loss = 2.72807595 Validation score: -120.295504 Iteration 765, loss = 2.72014617 Validation score: -119.935732 Iteration 766, loss = 2.71223782 Validation score: -119.576944 Iteration 767, loss = 2.70435086 Validation score: -119.219138 Iteration 768, loss = 2.69648522 Validation score: -118.862309 Iteration 769, loss = 2.68864083 Validation score: -118.506456 Iteration 770, loss = 2.68081764 Validation score: -118.151576 Iteration 771, loss = 2.67301557 Validation score: -117.797664 Iteration 772, loss = 2.66523458 Validation score: -117.444720 Iteration 773, loss = 2.65747459 Validation score: -117.092740 Iteration 774, loss = 2.64973554 Validation score: -116.741720 Iteration 775, loss = 2.64201738 Validation score: -116.391659 Iteration 776, loss = 2.63432005 Validation score: -116.042554 Iteration 777, loss = 2.62664348 Validation score: -115.694401 Iteration 778, loss = 2.61898760 Validation score: -115.347197 Iteration 779, loss = 2.61135238 Validation score: -115.000941 Iteration 780, loss = 2.60373773 Validation score: -114.655630 Iteration 781, loss = 2.59614361 Validation score: -114.311259 Iteration 782, loss = 2.58856995 Validation score: -113.967828 Iteration 783, loss = 2.58101669 Validation score: -113.625333 Iteration 784, loss = 2.57348378 Validation score: -113.283771 Iteration 785, loss = 2.56597116 Validation score: -112.943140 Iteration 786, loss = 2.55847876 Validation score: -112.603437 Iteration 787, loss = 2.55100653 Validation score: -112.264659 Iteration 788, loss = 2.54355442 Validation score: -111.926804 Iteration 789, loss = 2.53612236 Validation score: -111.589868 Iteration 790, loss = 2.52871029 Validation score: -111.253850 Iteration 791, loss = 2.52131817 Validation score: -110.918747 Iteration 792, loss = 2.51394592 Validation score: -110.584556 Iteration 793, loss = 2.50659351 Validation score: -110.251274 Iteration 794, loss = 2.49926086 Validation score: -109.918899 Iteration 795, loss = 2.49194792 Validation score: -109.587428 Iteration 796, loss = 2.48465464 Validation score: -109.256859 Iteration 797, loss = 2.47738096 Validation score: -108.927189 Iteration 798, loss = 2.47012682 Validation score: -108.598415 Iteration 799, loss = 2.46289218 Validation score: -108.270536 Iteration 800, loss = 2.45567696 Validation score: -107.943547 Iteration 801, loss = 2.44848113 Validation score: -107.617448 Iteration 802, loss = 2.44130462 Validation score: -107.292235 Iteration 803, loss = 2.43414738 Validation score: -106.967905 Iteration 804, loss = 2.42700935 Validation score: -106.644457 Iteration 805, loss = 2.41989048 Validation score: -106.321888 Iteration 806, loss = 2.41279072 Validation score: -106.000195 Iteration 807, loss = 2.40571002 Validation score: -105.679375 Iteration 808, loss = 2.39864831 Validation score: -105.359427 Iteration 809, loss = 2.39160555 Validation score: -105.040348 Iteration 810, loss = 2.38458168 Validation score: -104.722136 Iteration 811, loss = 2.37757665 Validation score: -104.404787 Iteration 812, loss = 2.37059041 Validation score: -104.088300 Iteration 813, loss = 2.36362290 Validation score: -103.772672 Iteration 814, loss = 2.35667408 Validation score: -103.457901 Iteration 815, loss = 2.34974388 Validation score: -103.143984 Iteration 816, loss = 2.34283227 Validation score: -102.830920 Iteration 817, loss = 2.33593918 Validation score: -102.518704 Iteration 818, loss = 2.32906457 Validation score: -102.207336 Iteration 819, loss = 2.32220838 Validation score: -101.896813 Iteration 820, loss = 2.31537056 Validation score: -101.587132 Iteration 821, loss = 2.30855106 Validation score: -101.278292 Iteration 822, loss = 2.30174984 Validation score: -100.970289 Iteration 823, loss = 2.29496684 Validation score: -100.663121 Iteration 824, loss = 2.28820201 Validation score: -100.356787 Iteration 825, loss = 2.28145529 Validation score: -100.051283 Iteration 826, loss = 2.27472665 Validation score: -99.746609 Iteration 827, loss = 2.26801603 Validation score: -99.442760 Iteration 828, loss = 2.26132338 Validation score: -99.139735 Iteration 829, loss = 2.25464865 Validation score: -98.837532 Iteration 830, loss = 2.24799180 Validation score: -98.536148 Iteration 831, loss = 2.24135277 Validation score: -98.235582 Iteration 832, loss = 2.23473151 Validation score: -97.935830 Iteration 833, loss = 2.22812798 Validation score: -97.636891 Iteration 834, loss = 2.22154213 Validation score: -97.338763 Iteration 835, loss = 2.21497390 Validation score: -97.041442 Iteration 836, loss = 2.20842326 Validation score: -96.744928 Iteration 837, loss = 2.20189016 Validation score: -96.449217 Iteration 838, loss = 2.19537453 Validation score: -96.154308 Iteration 839, loss = 2.18887635 Validation score: -95.860199 Iteration 840, loss = 2.18239556 Validation score: -95.566887 Iteration 841, loss = 2.17593211 Validation score: -95.274369 Iteration 842, loss = 2.16948596 Validation score: -94.982645 Iteration 843, loss = 2.16305706 Validation score: -94.691711 Iteration 844, loss = 2.15664536 Validation score: -94.401566 Iteration 845, loss = 2.15025082 Validation score: -94.112207 Iteration 846, loss = 2.14387339 Validation score: -93.823633 Iteration 847, loss = 2.13751303 Validation score: -93.535840 Iteration 848, loss = 2.13116969 Validation score: -93.248828 Iteration 849, loss = 2.12484331 Validation score: -92.962594 Iteration 850, loss = 2.11853387 Validation score: -92.677135 Iteration 851, loss = 2.11224131 Validation score: -92.392451 Iteration 852, loss = 2.10596558 Validation score: -92.108538 Iteration 853, loss = 2.09970665 Validation score: -91.825394 Iteration 854, loss = 2.09346446 Validation score: -91.543018 Iteration 855, loss = 2.08723897 Validation score: -91.261408 Iteration 856, loss = 2.08103014 Validation score: -90.980561 Iteration 857, loss = 2.07483793 Validation score: -90.700475 Iteration 858, loss = 2.06866228 Validation score: -90.421148 Iteration 859, loss = 2.06250316 Validation score: -90.142579 Iteration 860, loss = 2.05636052 Validation score: -89.864765 Iteration 861, loss = 2.05023431 Validation score: -89.587704 Iteration 862, loss = 2.04412450 Validation score: -89.311394 Iteration 863, loss = 2.03803104 Validation score: -89.035834 Iteration 864, loss = 2.03195388 Validation score: -88.761021 Iteration 865, loss = 2.02589299 Validation score: -88.486953 Iteration 866, loss = 2.01984831 Validation score: -88.213628 Iteration 867, loss = 2.01381982 Validation score: -87.941045 Iteration 868, loss = 2.00780745 Validation score: -87.669200 Iteration 869, loss = 2.00181118 Validation score: -87.398093 Iteration 870, loss = 1.99583096 Validation score: -87.127722 Iteration 871, loss = 1.98986675 Validation score: -86.858084 Iteration 872, loss = 1.98391850 Validation score: -86.589177 Iteration 873, loss = 1.97798618 Validation score: -86.321000 Iteration 874, loss = 1.97206973 Validation score: -86.053550 Iteration 875, loss = 1.96616913 Validation score: -85.786826 Iteration 876, loss = 1.96028432 Validation score: -85.520826 Iteration 877, loss = 1.95441527 Validation score: -85.255548 Iteration 878, loss = 1.94856194 Validation score: -84.990990 Iteration 879, loss = 1.94272428 Validation score: -84.727150 Iteration 880, loss = 1.93690225 Validation score: -84.464026 Iteration 881, loss = 1.93109582 Validation score: -84.201616 Iteration 882, loss = 1.92530494 Validation score: -83.939919 Iteration 883, loss = 1.91952957 Validation score: -83.678932 Iteration 884, loss = 1.91376967 Validation score: -83.418654 Iteration 885, loss = 1.90802520 Validation score: -83.159083 Iteration 886, loss = 1.90229612 Validation score: -82.900217 Iteration 887, loss = 1.89658240 Validation score: -82.642054 Iteration 888, loss = 1.89088398 Validation score: -82.384593 Iteration 889, loss = 1.88520084 Validation score: -82.127831 Iteration 890, loss = 1.87953293 Validation score: -81.871766 Iteration 891, loss = 1.87388020 Validation score: -81.616398 Iteration 892, loss = 1.86824264 Validation score: -81.361723 Iteration 893, loss = 1.86262018 Validation score: -81.107741 Iteration 894, loss = 1.85701280 Validation score: -80.854449 Iteration 895, loss = 1.85142046 Validation score: -80.601845 Iteration 896, loss = 1.84584312 Validation score: -80.349929 Iteration 897, loss = 1.84028073 Validation score: -80.098698 Iteration 898, loss = 1.83473326 Validation score: -79.848150 Iteration 899, loss = 1.82920068 Validation score: -79.598283 Iteration 900, loss = 1.82368293 Validation score: -79.349097 Iteration 901, loss = 1.81818000 Validation score: -79.100588 Iteration 902, loss = 1.81269183 Validation score: -78.852755 Iteration 903, loss = 1.80721839 Validation score: -78.605598 Iteration 904, loss = 1.80175964 Validation score: -78.359112 Iteration 905, loss = 1.79631554 Validation score: -78.113298 Iteration 906, loss = 1.79088607 Validation score: -77.868154 Iteration 907, loss = 1.78547117 Validation score: -77.623676 Iteration 908, loss = 1.78007081 Validation score: -77.379865 Iteration 909, loss = 1.77468496 Validation score: -77.136718 Iteration 910, loss = 1.76931358 Validation score: -76.894233 Iteration 911, loss = 1.76395663 Validation score: -76.652410 Iteration 912, loss = 1.75861407 Validation score: -76.411245 Iteration 913, loss = 1.75328587 Validation score: -76.170737 Iteration 914, loss = 1.74797199 Validation score: -75.930886 Iteration 915, loss = 1.74267239 Validation score: -75.691688 Iteration 916, loss = 1.73738705 Validation score: -75.453142 Iteration 917, loss = 1.73211592 Validation score: -75.215248 Iteration 918, loss = 1.72685896 Validation score: -74.978002 Iteration 919, loss = 1.72161614 Validation score: -74.741404 Iteration 920, loss = 1.71638743 Validation score: -74.505451 Iteration 921, loss = 1.71117279 Validation score: -74.270143 Iteration 922, loss = 1.70597218 Validation score: -74.035477 Iteration 923, loss = 1.70078556 Validation score: -73.801451 Iteration 924, loss = 1.69561291 Validation score: -73.568065 Iteration 925, loss = 1.69045419 Validation score: -73.335317 Iteration 926, loss = 1.68530936 Validation score: -73.103204 Iteration 927, loss = 1.68017839 Validation score: -72.871726 Iteration 928, loss = 1.67506124 Validation score: -72.640880 Iteration 929, loss = 1.66995787 Validation score: -72.410666 Iteration 930, loss = 1.66486826 Validation score: -72.181081 Iteration 931, loss = 1.65979237 Validation score: -71.952124 Iteration 932, loss = 1.65473016 Validation score: -71.723793 Iteration 933, loss = 1.64968160 Validation score: -71.496087 Iteration 934, loss = 1.64464666 Validation score: -71.269004 Iteration 935, loss = 1.63962529 Validation score: -71.042542 Iteration 936, loss = 1.63461747 Validation score: -70.816701 Iteration 937, loss = 1.62962317 Validation score: -70.591478 Iteration 938, loss = 1.62464235 Validation score: -70.366872 Iteration 939, loss = 1.61967497 Validation score: -70.142881 Iteration 940, loss = 1.61472100 Validation score: -69.919505 Iteration 941, loss = 1.60978041 Validation score: -69.696740 Iteration 942, loss = 1.60485316 Validation score: -69.474586 Iteration 943, loss = 1.59993923 Validation score: -69.253041 Iteration 944, loss = 1.59503857 Validation score: -69.032104 Iteration 945, loss = 1.59015117 Validation score: -68.811773 Iteration 946, loss = 1.58527697 Validation score: -68.592047 Iteration 947, loss = 1.58041595 Validation score: -68.372923 Iteration 948, loss = 1.57556808 Validation score: -68.154401 Iteration 949, loss = 1.57073332 Validation score: -67.936480 Iteration 950, loss = 1.56591164 Validation score: -67.719156 Iteration 951, loss = 1.56110301 Validation score: -67.502430 Iteration 952, loss = 1.55630740 Validation score: -67.286299 Iteration 953, loss = 1.55152477 Validation score: 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-63.701772 Iteration 970, loss = 1.47217578 Validation score: -63.496111 Iteration 971, loss = 1.46762144 Validation score: -63.291018 Iteration 972, loss = 1.46307950 Validation score: -63.086491 Iteration 973, loss = 1.45854991 Validation score: -62.882530 Iteration 974, loss = 1.45403264 Validation score: -62.679132 Iteration 975, loss = 1.44952768 Validation score: -62.476297 Iteration 976, loss = 1.44503498 Validation score: -62.274023 Iteration 977, loss = 1.44055451 Validation score: -62.072309 Iteration 978, loss = 1.43608625 Validation score: -61.871152 Iteration 979, loss = 1.43163017 Validation score: -61.670553 Iteration 980, loss = 1.42718624 Validation score: -61.470509 Iteration 981, loss = 1.42275442 Validation score: -61.271019 Iteration 982, loss = 1.41833469 Validation score: -61.072082 Iteration 983, loss = 1.41392702 Validation score: -60.873696 Iteration 984, loss = 1.40953137 Validation score: -60.675860 Iteration 985, loss = 1.40514773 Validation score: 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-20921.193153 Iteration 2, loss = 15.33925492 Validation score: -20883.904730 Iteration 3, loss = 15.31072087 Validation score: -20846.648641 Iteration 4, loss = 15.28221358 Validation score: -20809.425583 Iteration 5, loss = 15.25373356 Validation score: -20772.236233 Iteration 6, loss = 15.22528133 Validation score: -20735.081242 Iteration 7, loss = 15.19685736 Validation score: -20697.961239 Iteration 8, loss = 15.16846212 Validation score: -20660.876829 Iteration 9, loss = 15.14009606 Validation score: -20623.828588 Iteration 10, loss = 15.11175959 Validation score: -20586.817067 Iteration 11, loss = 15.08345313 Validation score: -20549.842787 Iteration 12, loss = 15.05517705 Validation score: -20512.906242 Iteration 13, loss = 15.02693171 Validation score: -20476.007894 Iteration 14, loss = 14.99871744 Validation score: -20439.148177 Iteration 15, loss = 14.97053455 Validation score: -20402.327494 Iteration 16, loss = 14.94238334 Validation score: -20365.546214 Iteration 17, loss = 14.91426405 Validation score: -20328.804679 Iteration 18, loss = 14.88617693 Validation score: -20292.103198 Iteration 19, loss = 14.85812219 Validation score: -20255.442046 Iteration 20, loss = 14.83010001 Validation score: -20218.821470 Iteration 21, loss = 14.80211055 Validation score: -20182.241684 Iteration 22, loss = 14.77415395 Validation score: -20145.702870 Iteration 23, loss = 14.74623032 Validation score: -20109.205180 Iteration 24, loss = 14.71833975 Validation score: -20072.748735 Iteration 25, loss = 14.69048229 Validation score: -20036.333625 Iteration 26, loss = 14.66265798 Validation score: -19999.959912 Iteration 27, loss = 14.63486684 Validation score: -19963.627628 Iteration 28, loss = 14.60710885 Validation score: -19927.336774 Iteration 29, loss = 14.57938399 Validation score: -19891.087327 Iteration 30, loss = 14.55169219 Validation score: -19854.879235 Iteration 31, loss = 14.52403339 Validation score: -19818.712421 Iteration 32, loss = 14.49640748 Validation score: -19782.586781 Iteration 33, loss = 14.46881435 Validation score: -19746.502190 Iteration 34, loss = 14.44125387 Validation score: -19710.458499 Iteration 35, loss = 14.41372589 Validation score: -19674.455539 Iteration 36, loss = 14.38623025 Validation score: -19638.493122 Iteration 37, loss = 14.35876678 Validation score: -19602.571039 Iteration 38, loss = 14.33133527 Validation score: -19566.689069 Iteration 39, loss = 14.30393554 Validation score: -19530.846971 Iteration 40, loss = 14.27656738 Validation score: -19495.044493 Iteration 41, loss = 14.24923056 Validation score: -19459.281371 Iteration 42, loss = 14.22192485 Validation score: -19423.557326 Iteration 43, loss = 14.19465004 Validation score: -19387.872073 Iteration 44, loss = 14.16740587 Validation score: -19352.225312 Iteration 45, loss = 14.14019210 Validation score: -19316.616737 Iteration 46, loss = 14.11300848 Validation score: -19281.046032 Iteration 47, loss = 14.08585475 Validation score: -19245.512873 Iteration 48, loss = 14.05873066 Validation score: -19210.016929 Iteration 49, loss = 14.03163593 Validation score: -19174.557859 Iteration 50, loss = 14.00457030 Validation score: -19139.135315 Iteration 51, loss = 13.97753349 Validation score: -19103.748944 Iteration 52, loss = 13.95052522 Validation score: -19068.398383 Iteration 53, loss = 13.92354520 Validation score: -19033.083264 Iteration 54, loss = 13.89659315 Validation score: -18997.803210 Iteration 55, loss = 13.86966878 Validation score: -18962.557840 Iteration 56, loss = 13.84277177 Validation score: -18927.346766 Iteration 57, loss = 13.81590184 Validation score: -18892.169593 Iteration 58, loss = 13.78905867 Validation score: -18857.025921 Iteration 59, loss = 13.76224196 Validation score: -18821.915344 Iteration 60, loss = 13.73545138 Validation score: -18786.837451 Iteration 61, loss = 13.70868663 Validation score: -18751.791825 Iteration 62, loss = 13.68194737 Validation score: -18716.778046 Iteration 63, loss = 13.65523328 Validation score: -18681.795688 Iteration 64, loss = 13.62854404 Validation score: -18646.844321 Iteration 65, loss = 13.60187931 Validation score: -18611.923512 Iteration 66, loss = 13.57523875 Validation score: -18577.032826 Iteration 67, loss = 13.54862203 Validation score: -18542.171822 Iteration 68, loss = 13.52202882 Validation score: -18507.340059 Iteration 69, loss = 13.49545876 Validation score: -18472.537093 Iteration 70, loss = 13.46891152 Validation score: -18437.762478 Iteration 71, loss = 13.44238676 Validation score: -18403.015768 Iteration 72, loss = 13.41588412 Validation score: -18368.296517 Iteration 73, loss = 13.38940327 Validation score: -18333.604278 Iteration 74, loss = 13.36294386 Validation score: -18298.938604 Iteration 75, loss = 13.33650555 Validation score: -18264.299052 Iteration 76, loss = 13.31008800 Validation score: -18229.685176 Iteration 77, loss = 13.28369086 Validation score: -18195.096539 Iteration 78, loss = 13.25731379 Validation score: -18160.532701 Iteration 79, loss = 13.23095647 Validation score: -18125.993229 Iteration 80, loss = 13.20461855 Validation score: -18091.477694 Iteration 81, loss = 13.17829970 Validation score: -18056.985672 Iteration 82, loss = 13.15199961 Validation score: -18022.516744 Iteration 83, loss = 13.12571794 Validation score: -17988.070498 Iteration 84, loss = 13.09945438 Validation score: -17953.646530 Iteration 85, loss = 13.07320862 Validation score: -17919.244442 Iteration 86, loss = 13.04698035 Validation score: -17884.863844 Iteration 87, loss = 13.02076928 Validation score: -17850.504357 Iteration 88, loss = 12.99457510 Validation score: -17816.165610 Iteration 89, loss = 12.96839755 Validation score: -17781.847242 Iteration 90, loss = 12.94223633 Validation score: -17747.548902 Iteration 91, loss = 12.91609119 Validation score: -17713.270253 Iteration 92, loss = 12.88996185 Validation score: -17679.010965 Iteration 93, loss = 12.86384807 Validation score: -17644.770723 Iteration 94, loss = 12.83774961 Validation score: -17610.549224 Iteration 95, loss = 12.81166623 Validation score: -17576.346177 Iteration 96, loss = 12.78559770 Validation score: -17542.161302 Iteration 97, loss = 12.75954382 Validation score: -17507.994336 Iteration 98, loss = 12.73350437 Validation score: -17473.845026 Iteration 99, loss = 12.70747917 Validation score: -17439.713135 Iteration 100, loss = 12.68146803 Validation score: -17405.598437 Iteration 101, loss = 12.65547078 Validation score: -17371.500721 Iteration 102, loss = 12.62948725 Validation score: -17337.419790 Iteration 103, loss = 12.60351729 Validation score: -17303.355461 Iteration 104, loss = 12.57756076 Validation score: -17269.307562 Iteration 105, loss = 12.55161753 Validation score: -17235.275938 Iteration 106, loss = 12.52568747 Validation score: -17201.260445 Iteration 107, loss = 12.49977047 Validation score: -17167.260954 Iteration 108, loss = 12.47386644 Validation score: -17133.277348 Iteration 109, loss = 12.44797527 Validation score: -17099.309522 Iteration 110, loss = 12.42209689 Validation score: -17065.357387 Iteration 111, loss = 12.39623122 Validation score: -17031.420862 Iteration 112, loss = 12.37037820 Validation score: -16997.499883 Iteration 113, loss = 12.34453777 Validation score: -16963.594393 Iteration 114, loss = 12.31870989 Validation score: -16929.704351 Iteration 115, loss = 12.29289452 Validation score: -16895.829725 Iteration 116, loss = 12.26709164 Validation score: -16861.970495 Iteration 117, loss = 12.24130121 Validation score: -16828.126650 Iteration 118, loss = 12.21552324 Validation score: -16794.298192 Iteration 119, loss = 12.18975770 Validation score: -16760.485132 Iteration 120, loss = 12.16400461 Validation score: -16726.687491 Iteration 121, loss = 12.13826398 Validation score: -16692.905300 Iteration 122, loss = 12.11253581 Validation score: -16659.138597 Iteration 123, loss = 12.08682014 Validation score: -16625.387432 Iteration 124, loss = 12.06111698 Validation score: -16591.651863 Iteration 125, loss = 12.03542638 Validation score: -16557.931954 Iteration 126, loss = 12.00974838 Validation score: -16524.227781 Iteration 127, loss = 11.98408302 Validation score: -16490.539425 Iteration 128, loss = 11.95843034 Validation score: -16456.866975 Iteration 129, loss = 11.93279042 Validation score: -16423.210529 Iteration 130, loss = 11.90716331 Validation score: -16389.570190 Iteration 131, loss = 11.88154907 Validation score: -16355.946069 Iteration 132, loss = 11.85594778 Validation score: -16322.338284 Iteration 133, loss = 11.83035951 Validation score: -16288.746959 Iteration 134, loss = 11.80478434 Validation score: -16255.172224 Iteration 135, loss = 11.77922235 Validation score: -16221.614216 Iteration 136, loss = 11.75367362 Validation score: -16188.073077 Iteration 137, loss = 11.72813825 Validation score: -16154.548955 Iteration 138, loss = 11.70261633 Validation score: -16121.042004 Iteration 139, loss = 11.67710796 Validation score: -16087.552383 Iteration 140, loss = 11.65161323 Validation score: -16054.080255 Iteration 141, loss = 11.62613224 Validation score: -16020.625791 Iteration 142, loss = 11.60066510 Validation score: -15987.189165 Iteration 143, loss = 11.57521192 Validation score: -15953.770555 Iteration 144, loss = 11.54977281 Validation score: -15920.370146 Iteration 145, loss = 11.52434787 Validation score: -15886.988127 Iteration 146, loss = 11.49893722 Validation score: -15853.624689 Iteration 147, loss = 11.47354097 Validation score: -15820.280030 Iteration 148, loss = 11.44815925 Validation score: -15786.954352 Iteration 149, loss = 11.42279218 Validation score: -15753.647860 Iteration 150, loss = 11.39743986 Validation score: -15720.360763 Iteration 151, loss = 11.37210243 Validation score: -15687.093275 Iteration 152, loss = 11.34678002 Validation score: -15653.845611 Iteration 153, loss = 11.32147274 Validation score: -15620.617993 Iteration 154, loss = 11.29618072 Validation score: -15587.410643 Iteration 155, loss = 11.27090410 Validation score: -15554.223789 Iteration 156, loss = 11.24564300 Validation score: -15521.057661 Iteration 157, loss = 11.22039756 Validation score: -15487.912492 Iteration 158, loss = 11.19516790 Validation score: -15454.788517 Iteration 159, loss = 11.16995416 Validation score: -15421.685974 Iteration 160, loss = 11.14475647 Validation score: -15388.605104 Iteration 161, loss = 11.11957497 Validation score: -15355.546150 Iteration 162, loss = 11.09440981 Validation score: -15322.509357 Iteration 163, loss = 11.06926110 Validation score: -15289.494972 Iteration 164, loss = 11.04412900 Validation score: -15256.503244 Iteration 165, loss = 11.01901365 Validation score: -15223.534423 Iteration 166, loss = 10.99391517 Validation score: -15190.588763 Iteration 167, loss = 10.96883373 Validation score: -15157.666515 Iteration 168, loss = 10.94376945 Validation score: -15124.767936 Iteration 169, loss = 10.91872248 Validation score: -15091.893281 Iteration 170, loss = 10.89369298 Validation score: -15059.042807 Iteration 171, loss = 10.86868107 Validation score: -15026.216773 Iteration 172, loss = 10.84368692 Validation score: -14993.415438 Iteration 173, loss = 10.81871066 Validation score: -14960.639061 Iteration 174, loss = 10.79375245 Validation score: -14927.887903 Iteration 175, loss = 10.76881244 Validation score: -14895.162225 Iteration 176, loss = 10.74389077 Validation score: -14862.462287 Iteration 177, loss = 10.71898760 Validation score: -14829.788352 Iteration 178, loss = 10.69410309 Validation score: -14797.140681 Iteration 179, loss = 10.66923738 Validation score: -14764.519533 Iteration 180, loss = 10.64439064 Validation score: -14731.925171 Iteration 181, loss = 10.61956302 Validation score: -14699.357853 Iteration 182, loss = 10.59475467 Validation score: -14666.817838 Iteration 183, loss = 10.56996577 Validation score: -14634.305383 Iteration 184, loss = 10.54519645 Validation score: -14601.820743 Iteration 185, loss = 10.52044690 Validation score: -14569.364171 Iteration 186, loss = 10.49571727 Validation score: -14536.935917 Iteration 187, loss = 10.47100773 Validation score: -14504.536230 Iteration 188, loss = 10.44631844 Validation score: -14472.165355 Iteration 189, loss = 10.42164957 Validation score: -14439.823533 Iteration 190, loss = 10.39700128 Validation score: -14407.511002 Iteration 191, loss = 10.37237376 Validation score: -14375.227998 Iteration 192, loss = 10.34776717 Validation score: -14342.974751 Iteration 193, loss = 10.32318168 Validation score: -14310.751489 Iteration 194, loss = 10.29861747 Validation score: -14278.558437 Iteration 195, loss = 10.27407471 Validation score: -14246.395814 Iteration 196, loss = 10.24955359 Validation score: -14214.263839 Iteration 197, loss = 10.22505428 Validation score: -14182.162726 Iteration 198, loss = 10.20057697 Validation score: -14150.092686 Iteration 199, loss = 10.17612183 Validation score: -14118.053931 Iteration 200, loss = 10.15168906 Validation score: -14086.046667 Iteration 201, loss = 10.12727883 Validation score: -14054.071100 Iteration 202, loss = 10.10289134 Validation score: -14022.127435 Iteration 203, loss = 10.07852678 Validation score: -13990.215876 Iteration 204, loss = 10.05418534 Validation score: -13958.336628 Iteration 205, loss = 10.02986720 Validation score: -13926.489893 Iteration 206, loss = 10.00557257 Validation score: -13894.675874 Iteration 207, loss = 9.98130164 Validation score: -13862.894778 Iteration 208, loss = 9.95705461 Validation score: -13831.146807 Iteration 209, loss = 9.93283167 Validation score: -13799.432169 Iteration 210, loss = 9.90863303 Validation score: -13767.751071 Iteration 211, loss = 9.88445889 Validation score: -13736.103720 Iteration 212, loss = 9.86030945 Validation score: -13704.490329 Iteration 213, loss = 9.83618491 Validation score: -13672.911108 Iteration 214, loss = 9.81208548 Validation score: -13641.366271 Iteration 215, loss = 9.78801138 Validation score: -13609.856035 Iteration 216, loss = 9.76396279 Validation score: -13578.380616 Iteration 217, loss = 9.73993994 Validation score: -13546.940234 Iteration 218, loss = 9.71594304 Validation score: -13515.535110 Iteration 219, loss = 9.69197229 Validation score: -13484.165469 Iteration 220, loss = 9.66802792 Validation score: -13452.831535 Iteration 221, loss = 9.64411012 Validation score: -13421.533536 Iteration 222, loss = 9.62021913 Validation score: -13390.271701 Iteration 223, loss = 9.59635514 Validation score: -13359.046262 Iteration 224, loss = 9.57251839 Validation score: -13327.857452 Iteration 225, loss = 9.54870909 Validation score: -13296.705506 Iteration 226, loss = 9.52492745 Validation score: -13265.590660 Iteration 227, loss = 9.50117370 Validation score: -13234.513153 Iteration 228, loss = 9.47744805 Validation score: -13203.473226 Iteration 229, loss = 9.45375073 Validation score: -13172.471120 Iteration 230, loss = 9.43008195 Validation score: -13141.507079 Iteration 231, loss = 9.40644195 Validation score: -13110.581348 Iteration 232, loss = 9.38283094 Validation score: -13079.694173 Iteration 233, loss = 9.35924915 Validation score: -13048.845803 Iteration 234, loss = 9.33569679 Validation score: -13018.036486 Iteration 235, loss = 9.31217410 Validation score: -12987.266474 Iteration 236, loss = 9.28868130 Validation score: -12956.536018 Iteration 237, loss = 9.26521862 Validation score: -12925.845371 Iteration 238, loss = 9.24178628 Validation score: -12895.194787 Iteration 239, loss = 9.21838450 Validation score: -12864.584522 Iteration 240, loss = 9.19501352 Validation score: -12834.014833 Iteration 241, loss = 9.17167355 Validation score: -12803.485976 Iteration 242, loss = 9.14836484 Validation score: -12772.998209 Iteration 243, loss = 9.12508759 Validation score: -12742.551792 Iteration 244, loss = 9.10184205 Validation score: -12712.146983 Iteration 245, loss = 9.07862844 Validation score: -12681.784045 Iteration 246, loss = 9.05544698 Validation score: -12651.463237 Iteration 247, loss = 9.03229791 Validation score: -12621.184821 Iteration 248, loss = 9.00918144 Validation score: -12590.949060 Iteration 249, loss = 8.98609782 Validation score: -12560.756215 Iteration 250, loss = 8.96304725 Validation score: -12530.606550 Iteration 251, loss = 8.94002998 Validation score: -12500.500327 Iteration 252, loss = 8.91704623 Validation score: -12470.437809 Iteration 253, loss = 8.89409621 Validation score: -12440.419261 Iteration 254, loss = 8.87118017 Validation score: -12410.444945 Iteration 255, loss = 8.84829832 Validation score: -12380.515124 Iteration 256, loss = 8.82545089 Validation score: -12350.630061 Iteration 257, loss = 8.80263811 Validation score: -12320.790020 Iteration 258, loss = 8.77986019 Validation score: -12290.995263 Iteration 259, loss = 8.75711736 Validation score: -12261.246051 Iteration 260, loss = 8.73440985 Validation score: -12231.542647 Iteration 261, loss = 8.71173787 Validation score: -12201.885312 Iteration 262, loss = 8.68910164 Validation score: -12172.274306 Iteration 263, loss = 8.66650140 Validation score: -12142.709889 Iteration 264, loss = 8.64393735 Validation score: -12113.192320 Iteration 265, loss = 8.62140971 Validation score: -12083.721856 Iteration 266, loss = 8.59891870 Validation score: -12054.298755 Iteration 267, loss = 8.57646454 Validation score: -12024.923273 Iteration 268, loss = 8.55404745 Validation score: -11995.595664 Iteration 269, loss = 8.53166763 Validation score: -11966.316183 Iteration 270, loss = 8.50932530 Validation score: -11937.085081 Iteration 271, loss = 8.48702067 Validation score: -11907.902609 Iteration 272, loss = 8.46475396 Validation score: -11878.769018 Iteration 273, loss = 8.44252537 Validation score: -11849.684554 Iteration 274, loss = 8.42033511 Validation score: -11820.649465 Iteration 275, loss = 8.39818339 Validation score: -11791.663994 Iteration 276, loss = 8.37607040 Validation score: -11762.728386 Iteration 277, loss = 8.35399636 Validation score: -11733.842881 Iteration 278, loss = 8.33196147 Validation score: -11705.007718 Iteration 279, loss = 8.30996593 Validation score: -11676.223135 Iteration 280, loss = 8.28800993 Validation score: -11647.489368 Iteration 281, loss = 8.26609367 Validation score: -11618.806648 Iteration 282, loss = 8.24421735 Validation score: -11590.175208 Iteration 283, loss = 8.22238116 Validation score: -11561.595276 Iteration 284, loss = 8.20058530 Validation score: -11533.067080 Iteration 285, loss = 8.17882995 Validation score: -11504.590842 Iteration 286, loss = 8.15711529 Validation score: -11476.166786 Iteration 287, loss = 8.13544152 Validation score: -11447.795130 Iteration 288, loss = 8.11380883 Validation score: -11419.476093 Iteration 289, loss = 8.09221738 Validation score: -11391.209887 Iteration 290, loss = 8.07066736 Validation score: -11362.996726 Iteration 291, loss = 8.04915895 Validation score: -11334.836818 Iteration 292, loss = 8.02769233 Validation score: -11306.730370 Iteration 293, loss = 8.00626766 Validation score: -11278.677586 Iteration 294, loss = 7.98488512 Validation score: -11250.678667 Iteration 295, loss = 7.96354487 Validation score: -11222.733812 Iteration 296, loss = 7.94224709 Validation score: -11194.843215 Iteration 297, loss = 7.92099193 Validation score: -11167.007069 Iteration 298, loss = 7.89977957 Validation score: -11139.225564 Iteration 299, loss = 7.87861015 Validation score: -11111.498886 Iteration 300, loss = 7.85748383 Validation score: -11083.827219 Iteration 301, loss = 7.83640077 Validation score: -11056.210743 Iteration 302, loss = 7.81536112 Validation score: -11028.649636 Iteration 303, loss = 7.79436504 Validation score: -11001.144072 Iteration 304, loss = 7.77341265 Validation score: -10973.694222 Iteration 305, loss = 7.75250412 Validation score: -10946.300255 Iteration 306, loss = 7.73163958 Validation score: -10918.962334 Iteration 307, loss = 7.71081917 Validation score: -10891.680622 Iteration 308, loss = 7.69004303 Validation score: -10864.455277 Iteration 309, loss = 7.66931129 Validation score: -10837.286453 Iteration 310, loss = 7.64862409 Validation score: -10810.174303 Iteration 311, loss = 7.62798154 Validation score: -10783.118974 Iteration 312, loss = 7.60738378 Validation score: -10756.120613 Iteration 313, loss = 7.58683093 Validation score: -10729.179359 Iteration 314, loss = 7.56632311 Validation score: -10702.295352 Iteration 315, loss = 7.54586044 Validation score: -10675.468726 Iteration 316, loss = 7.52544302 Validation score: -10648.699613 Iteration 317, loss = 7.50507099 Validation score: -10621.988141 Iteration 318, loss = 7.48474443 Validation score: -10595.334434 Iteration 319, loss = 7.46446346 Validation score: -10568.738614 Iteration 320, loss = 7.44422819 Validation score: -10542.200797 Iteration 321, loss = 7.42403871 Validation score: -10515.721099 Iteration 322, loss = 7.40389512 Validation score: -10489.299629 Iteration 323, loss = 7.38379752 Validation score: -10462.936495 Iteration 324, loss = 7.36374599 Validation score: -10436.631800 Iteration 325, loss = 7.34374064 Validation score: -10410.385645 Iteration 326, loss = 7.32378154 Validation score: -10384.198126 Iteration 327, loss = 7.30386877 Validation score: -10358.069337 Iteration 328, loss = 7.28400243 Validation score: -10331.999368 Iteration 329, loss = 7.26418258 Validation score: -10305.988303 Iteration 330, loss = 7.24440931 Validation score: -10280.036227 Iteration 331, loss = 7.22468268 Validation score: -10254.143218 Iteration 332, loss = 7.20500276 Validation score: -10228.309353 Iteration 333, loss = 7.18536963 Validation score: -10202.534703 Iteration 334, loss = 7.16578334 Validation score: -10176.819337 Iteration 335, loss = 7.14624396 Validation score: -10151.163321 Iteration 336, loss = 7.12675154 Validation score: -10125.566716 Iteration 337, loss = 7.10730615 Validation score: -10100.029582 Iteration 338, loss = 7.08790782 Validation score: -10074.551973 Iteration 339, loss = 7.06855662 Validation score: -10049.133941 Iteration 340, loss = 7.04925259 Validation score: -10023.775534 Iteration 341, loss = 7.02999578 Validation score: -9998.476798 Iteration 342, loss = 7.01078622 Validation score: -9973.237774 Iteration 343, loss = 6.99162395 Validation score: -9948.058500 Iteration 344, loss = 6.97250902 Validation score: -9922.939012 Iteration 345, loss = 6.95344145 Validation score: -9897.879341 Iteration 346, loss = 6.93442128 Validation score: -9872.879516 Iteration 347, loss = 6.91544853 Validation score: -9847.939562 Iteration 348, loss = 6.89652323 Validation score: -9823.059501 Iteration 349, loss = 6.87764541 Validation score: -9798.239351 Iteration 350, loss = 6.85881507 Validation score: -9773.479130 Iteration 351, loss = 6.84003225 Validation score: -9748.778848 Iteration 352, loss = 6.82129695 Validation score: -9724.138517 Iteration 353, loss = 6.80260919 Validation score: -9699.558141 Iteration 354, loss = 6.78396898 Validation score: -9675.037725 Iteration 355, loss = 6.76537633 Validation score: -9650.577268 Iteration 356, loss = 6.74683123 Validation score: -9626.176769 Iteration 357, loss = 6.72833370 Validation score: -9601.836221 Iteration 358, loss = 6.70988373 Validation score: -9577.555615 Iteration 359, loss = 6.69148132 Validation score: -9553.334941 Iteration 360, loss = 6.67312646 Validation score: -9529.174184 Iteration 361, loss = 6.65481915 Validation score: -9505.073326 Iteration 362, loss = 6.63655938 Validation score: -9481.032348 Iteration 363, loss = 6.61834714 Validation score: -9457.051227 Iteration 364, loss = 6.60018241 Validation score: -9433.129936 Iteration 365, loss = 6.58206517 Validation score: -9409.268449 Iteration 366, loss = 6.56399540 Validation score: -9385.466734 Iteration 367, loss = 6.54597310 Validation score: -9361.724756 Iteration 368, loss = 6.52799822 Validation score: -9338.042481 Iteration 369, loss = 6.51007074 Validation score: -9314.419868 Iteration 370, loss = 6.49219065 Validation score: -9290.856878 Iteration 371, loss = 6.47435790 Validation score: -9267.353464 Iteration 372, loss = 6.45657246 Validation score: -9243.909582 Iteration 373, loss = 6.43883430 Validation score: -9220.525183 Iteration 374, loss = 6.42114339 Validation score: -9197.200214 Iteration 375, loss = 6.40349968 Validation score: -9173.934622 Iteration 376, loss = 6.38590314 Validation score: -9150.728351 Iteration 377, loss = 6.36835372 Validation score: -9127.581342 Iteration 378, loss = 6.35085138 Validation score: -9104.493536 Iteration 379, loss = 6.33339606 Validation score: -9081.464868 Iteration 380, loss = 6.31598773 Validation score: -9058.495274 Iteration 381, loss = 6.29862633 Validation score: -9035.584686 Iteration 382, loss = 6.28131181 Validation score: -9012.733034 Iteration 383, loss = 6.26404412 Validation score: -8989.940247 Iteration 384, loss = 6.24682320 Validation score: -8967.206251 Iteration 385, loss = 6.22964898 Validation score: -8944.530969 Iteration 386, loss = 6.21252143 Validation score: -8921.914325 Iteration 387, loss = 6.19544046 Validation score: -8899.356238 Iteration 388, loss = 6.17840602 Validation score: -8876.856625 Iteration 389, loss = 6.16141805 Validation score: -8854.415404 Iteration 390, loss = 6.14447647 Validation score: -8832.032489 Iteration 391, loss = 6.12758122 Validation score: -8809.707791 Iteration 392, loss = 6.11073224 Validation score: -8787.441222 Iteration 393, loss = 6.09392944 Validation score: -8765.232689 Iteration 394, loss = 6.07717276 Validation score: -8743.082101 Iteration 395, loss = 6.06046213 Validation score: -8720.989362 Iteration 396, loss = 6.04379746 Validation score: -8698.954376 Iteration 397, loss = 6.02717869 Validation score: -8676.977044 Iteration 398, loss = 6.01060573 Validation score: -8655.057267 Iteration 399, loss = 5.99407850 Validation score: -8633.194943 Iteration 400, loss = 5.97759692 Validation score: -8611.389970 Iteration 401, loss = 5.96116091 Validation score: -8589.642242 Iteration 402, loss = 5.94477038 Validation score: -8567.951654 Iteration 403, loss = 5.92842526 Validation score: -8546.318097 Iteration 404, loss = 5.91212545 Validation score: -8524.741464 Iteration 405, loss = 5.89587087 Validation score: -8503.221644 Iteration 406, loss = 5.87966142 Validation score: -8481.758524 Iteration 407, loss = 5.86349703 Validation score: -8460.351992 Iteration 408, loss = 5.84737759 Validation score: -8439.001933 Iteration 409, loss = 5.83130301 Validation score: -8417.708231 Iteration 410, loss = 5.81527320 Validation score: -8396.470769 Iteration 411, loss = 5.79928808 Validation score: -8375.289428 Iteration 412, loss = 5.78334753 Validation score: -8354.164091 Iteration 413, loss = 5.76745147 Validation score: -8333.094634 Iteration 414, loss = 5.75159979 Validation score: -8312.080937 Iteration 415, loss = 5.73579241 Validation score: -8291.122877 Iteration 416, loss = 5.72002921 Validation score: -8270.220330 Iteration 417, loss = 5.70431010 Validation score: -8249.373170 Iteration 418, loss = 5.68863498 Validation score: -8228.581271 Iteration 419, loss = 5.67300375 Validation score: -8207.844506 Iteration 420, loss = 5.65741630 Validation score: -8187.162747 Iteration 421, loss = 5.64187253 Validation score: -8166.535865 Iteration 422, loss = 5.62637233 Validation score: -8145.963730 Iteration 423, loss = 5.61091561 Validation score: -8125.446211 Iteration 424, loss = 5.59550224 Validation score: -8104.983175 Iteration 425, loss = 5.58013214 Validation score: -8084.574492 Iteration 426, loss = 5.56480518 Validation score: -8064.220026 Iteration 427, loss = 5.54952126 Validation score: -8043.919644 Iteration 428, loss = 5.53428028 Validation score: -8023.673211 Iteration 429, loss = 5.51908211 Validation score: -8003.480591 Iteration 430, loss = 5.50392666 Validation score: -7983.341648 Iteration 431, loss = 5.48881382 Validation score: -7963.256245 Iteration 432, loss = 5.47374346 Validation score: -7943.224243 Iteration 433, loss = 5.45871548 Validation score: -7923.245505 Iteration 434, loss = 5.44372977 Validation score: -7903.319892 Iteration 435, loss = 5.42878621 Validation score: -7883.447263 Iteration 436, loss = 5.41388469 Validation score: -7863.627479 Iteration 437, loss = 5.39902510 Validation score: -7843.860400 Iteration 438, loss = 5.38420732 Validation score: -7824.145883 Iteration 439, loss = 5.36943124 Validation score: -7804.483788 Iteration 440, loss = 5.35469673 Validation score: -7784.873971 Iteration 441, loss = 5.34000370 Validation score: -7765.316292 Iteration 442, loss = 5.32535202 Validation score: -7745.810606 Iteration 443, loss = 5.31074157 Validation score: -7726.356770 Iteration 444, loss = 5.29617224 Validation score: -7706.954640 Iteration 445, loss = 5.28164391 Validation score: -7687.604072 Iteration 446, loss = 5.26715646 Validation score: -7668.304923 Iteration 447, loss = 5.25270978 Validation score: -7649.057046 Iteration 448, loss = 5.23830375 Validation score: -7629.860297 Iteration 449, loss = 5.22393825 Validation score: -7610.714530 Iteration 450, loss = 5.20961317 Validation score: -7591.619600 Iteration 451, loss = 5.19532837 Validation score: -7572.575361 Iteration 452, loss = 5.18108376 Validation score: -7553.581667 Iteration 453, loss = 5.16687919 Validation score: -7534.638371 Iteration 454, loss = 5.15271457 Validation score: -7515.745327 Iteration 455, loss = 5.13858976 Validation score: -7496.902389 Iteration 456, loss = 5.12450466 Validation score: -7478.109409 Iteration 457, loss = 5.11045913 Validation score: -7459.366241 Iteration 458, loss = 5.09645306 Validation score: -7440.672738 Iteration 459, loss = 5.08248633 Validation score: -7422.028752 Iteration 460, loss = 5.06855883 Validation score: -7403.434136 Iteration 461, loss = 5.05467042 Validation score: -7384.888744 Iteration 462, loss = 5.04082099 Validation score: -7366.392426 Iteration 463, loss = 5.02701043 Validation score: -7347.945038 Iteration 464, loss = 5.01323860 Validation score: -7329.546430 Iteration 465, loss = 4.99950540 Validation score: -7311.196455 Iteration 466, loss = 4.98581070 Validation score: -7292.894967 Iteration 467, loss = 4.97215437 Validation score: -7274.641818 Iteration 468, loss = 4.95853631 Validation score: -7256.436860 Iteration 469, loss = 4.94495639 Validation score: -7238.279946 Iteration 470, loss = 4.93141449 Validation score: -7220.170929 Iteration 471, loss = 4.91791050 Validation score: -7202.109663 Iteration 472, loss = 4.90444428 Validation score: -7184.095999 Iteration 473, loss = 4.89101572 Validation score: -7166.129791 Iteration 474, loss = 4.87762471 Validation score: -7148.210892 Iteration 475, loss = 4.86427112 Validation score: -7130.339156 Iteration 476, loss = 4.85095483 Validation score: -7112.514436 Iteration 477, loss = 4.83767573 Validation score: -7094.736586 Iteration 478, loss = 4.82443369 Validation score: -7077.005459 Iteration 479, loss = 4.81122860 Validation score: -7059.320909 Iteration 480, loss = 4.79806033 Validation score: -7041.682791 Iteration 481, loss = 4.78492877 Validation score: -7024.090959 Iteration 482, loss = 4.77183380 Validation score: -7006.545267 Iteration 483, loss = 4.75877529 Validation score: -6989.045571 Iteration 484, loss = 4.74575314 Validation score: -6971.591725 Iteration 485, loss = 4.73276723 Validation score: -6954.183584 Iteration 486, loss = 4.71981743 Validation score: -6936.821004 Iteration 487, loss = 4.70690363 Validation score: -6919.503841 Iteration 488, loss = 4.69402571 Validation score: -6902.231951 Iteration 489, loss = 4.68118355 Validation score: -6885.005189 Iteration 490, loss = 4.66837704 Validation score: -6867.823414 Iteration 491, loss = 4.65560606 Validation score: -6850.686480 Iteration 492, loss = 4.64287049 Validation score: -6833.594246 Iteration 493, loss = 4.63017022 Validation score: -6816.546568 Iteration 494, loss = 4.61750513 Validation score: -6799.543306 Iteration 495, loss = 4.60487510 Validation score: -6782.584316 Iteration 496, loss = 4.59228002 Validation score: -6765.669457 Iteration 497, loss = 4.57971977 Validation score: -6748.798588 Iteration 498, loss = 4.56719424 Validation score: -6731.971567 Iteration 499, loss = 4.55470331 Validation score: -6715.188255 Iteration 500, loss = 4.54224688 Validation score: -6698.448511 Iteration 501, loss = 4.52982481 Validation score: -6681.752195 Iteration 502, loss = 4.51743701 Validation score: -6665.099167 Iteration 503, loss = 4.50508335 Validation score: -6648.489289 Iteration 504, loss = 4.49276373 Validation score: -6631.922421 Iteration 505, loss = 4.48047802 Validation score: -6615.398426 Iteration 506, loss = 4.46822612 Validation score: -6598.917164 Iteration 507, loss = 4.45600792 Validation score: -6582.478499 Iteration 508, loss = 4.44382330 Validation score: -6566.082293 Iteration 509, loss = 4.43167215 Validation score: -6549.728410 Iteration 510, loss = 4.41955436 Validation score: -6533.416713 Iteration 511, loss = 4.40746981 Validation score: -6517.147065 Iteration 512, loss = 4.39541840 Validation score: -6500.919332 Iteration 513, loss = 4.38340002 Validation score: -6484.733377 Iteration 514, loss = 4.37141456 Validation score: -6468.589067 Iteration 515, loss = 4.35946190 Validation score: -6452.486267 Iteration 516, loss = 4.34754193 Validation score: -6436.424842 Iteration 517, loss = 4.33565456 Validation score: -6420.404660 Iteration 518, loss = 4.32379966 Validation score: -6404.425587 Iteration 519, loss = 4.31197713 Validation score: -6388.487491 Iteration 520, loss = 4.30018687 Validation score: -6372.590239 Iteration 521, loss = 4.28842876 Validation score: -6356.733700 Iteration 522, loss = 4.27670269 Validation score: -6340.917742 Iteration 523, loss = 4.26500857 Validation score: -6325.142235 Iteration 524, loss = 4.25334627 Validation score: -6309.407047 Iteration 525, loss = 4.24171571 Validation score: -6293.712049 Iteration 526, loss = 4.23011676 Validation score: -6278.057112 Iteration 527, loss = 4.21854933 Validation score: -6262.442106 Iteration 528, loss = 4.20701331 Validation score: -6246.866903 Iteration 529, loss = 4.19550860 Validation score: -6231.331374 Iteration 530, loss = 4.18403508 Validation score: -6215.835393 Iteration 531, loss = 4.17259267 Validation score: -6200.378830 Iteration 532, loss = 4.16118124 Validation score: -6184.961561 Iteration 533, loss = 4.14980071 Validation score: -6169.583458 Iteration 534, loss = 4.13845096 Validation score: -6154.244396 Iteration 535, loss = 4.12713189 Validation score: -6138.944249 Iteration 536, loss = 4.11584341 Validation score: -6123.682893 Iteration 537, loss = 4.10458540 Validation score: -6108.460202 Iteration 538, loss = 4.09335778 Validation score: -6093.276053 Iteration 539, loss = 4.08216043 Validation score: -6078.130323 Iteration 540, loss = 4.07099326 Validation score: -6063.022888 Iteration 541, loss = 4.05985617 Validation score: -6047.953626 Iteration 542, loss = 4.04874905 Validation score: -6032.922415 Iteration 543, loss = 4.03767181 Validation score: -6017.929133 Iteration 544, loss = 4.02662435 Validation score: -6002.973659 Iteration 545, loss = 4.01560657 Validation score: -5988.055872 Iteration 546, loss = 4.00461837 Validation score: -5973.175653 Iteration 547, loss = 3.99365966 Validation score: -5958.332881 Iteration 548, loss = 3.98273033 Validation score: -5943.527437 Iteration 549, loss = 3.97183029 Validation score: -5928.759203 Iteration 550, loss = 3.96095944 Validation score: -5914.028060 Iteration 551, loss = 3.95011769 Validation score: -5899.333890 Iteration 552, loss = 3.93930493 Validation score: -5884.676577 Iteration 553, loss = 3.92852109 Validation score: -5870.056002 Iteration 554, loss = 3.91776605 Validation score: -5855.472051 Iteration 555, loss = 3.90703972 Validation score: -5840.924606 Iteration 556, loss = 3.89634202 Validation score: -5826.413553 Iteration 557, loss = 3.88567284 Validation score: -5811.938777 Iteration 558, loss = 3.87503209 Validation score: -5797.500162 Iteration 559, loss = 3.86441969 Validation score: -5783.097596 Iteration 560, loss = 3.85383553 Validation score: -5768.730964 Iteration 561, loss = 3.84327952 Validation score: -5754.400153 Iteration 562, loss = 3.83275158 Validation score: -5740.105051 Iteration 563, loss = 3.82225160 Validation score: -5725.845546 Iteration 564, loss = 3.81177951 Validation score: -5711.621526 Iteration 565, loss = 3.80133521 Validation score: -5697.432880 Iteration 566, loss = 3.79091860 Validation score: -5683.279497 Iteration 567, loss = 3.78052960 Validation score: -5669.161267 Iteration 568, loss = 3.77016812 Validation score: -5655.078079 Iteration 569, loss = 3.75983407 Validation score: -5641.029826 Iteration 570, loss = 3.74952735 Validation score: -5627.016397 Iteration 571, loss = 3.73924789 Validation score: -5613.037685 Iteration 572, loss = 3.72899560 Validation score: -5599.093582 Iteration 573, loss = 3.71877037 Validation score: -5585.183979 Iteration 574, loss = 3.70857214 Validation score: -5571.308771 Iteration 575, loss = 3.69840081 Validation score: -5557.467850 Iteration 576, loss = 3.68825629 Validation score: -5543.661111 Iteration 577, loss = 3.67813850 Validation score: -5529.888447 Iteration 578, loss = 3.66804735 Validation score: -5516.149754 Iteration 579, loss = 3.65798276 Validation score: -5502.444926 Iteration 580, loss = 3.64794464 Validation score: -5488.773861 Iteration 581, loss = 3.63793291 Validation score: -5475.136453 Iteration 582, loss = 3.62794748 Validation score: -5461.532599 Iteration 583, loss = 3.61798827 Validation score: -5447.962196 Iteration 584, loss = 3.60805520 Validation score: -5434.425143 Iteration 585, loss = 3.59814817 Validation score: -5420.921336 Iteration 586, loss = 3.58826712 Validation score: -5407.450675 Iteration 587, loss = 3.57841195 Validation score: -5394.013058 Iteration 588, loss = 3.56858259 Validation score: -5380.608384 Iteration 589, loss = 3.55877894 Validation score: -5367.236553 Iteration 590, loss = 3.54900094 Validation score: -5353.897466 Iteration 591, loss = 3.53924850 Validation score: -5340.591022 Iteration 592, loss = 3.52952154 Validation score: -5327.317124 Iteration 593, loss = 3.51981998 Validation score: -5314.075671 Iteration 594, loss = 3.51014374 Validation score: -5300.866567 Iteration 595, loss = 3.50049273 Validation score: -5287.689714 Iteration 596, loss = 3.49086689 Validation score: -5274.545014 Iteration 597, loss = 3.48126613 Validation score: -5261.432370 Iteration 598, loss = 3.47169037 Validation score: -5248.351687 Iteration 599, loss = 3.46213954 Validation score: -5235.302868 Iteration 600, loss = 3.45261355 Validation score: -5222.285817 Iteration 601, loss = 3.44311233 Validation score: -5209.300440 Iteration 602, loss = 3.43363580 Validation score: -5196.346642 Iteration 603, loss = 3.42418389 Validation score: -5183.424328 Iteration 604, loss = 3.41475652 Validation score: -5170.533405 Iteration 605, loss = 3.40535361 Validation score: -5157.673778 Iteration 606, loss = 3.39597508 Validation score: -5144.845356 Iteration 607, loss = 3.38662087 Validation score: -5132.048046 Iteration 608, loss = 3.37729090 Validation score: -5119.281754 Iteration 609, loss = 3.36798508 Validation score: -5106.546390 Iteration 610, loss = 3.35870336 Validation score: -5093.841862 Iteration 611, loss = 3.34944564 Validation score: -5081.168078 Iteration 612, loss = 3.34021187 Validation score: -5068.524949 Iteration 613, loss = 3.33100196 Validation score: -5055.912384 Iteration 614, loss = 3.32181585 Validation score: -5043.330293 Iteration 615, loss = 3.31265345 Validation score: -5030.778587 Iteration 616, loss = 3.30351470 Validation score: -5018.257177 Iteration 617, loss = 3.29439953 Validation score: -5005.765974 Iteration 618, loss = 3.28530786 Validation score: -4993.304889 Iteration 619, loss = 3.27623963 Validation score: -4980.873836 Iteration 620, loss = 3.26719476 Validation score: -4968.472725 Iteration 621, loss = 3.25817317 Validation score: -4956.101472 Iteration 622, loss = 3.24917481 Validation score: -4943.759987 Iteration 623, loss = 3.24019960 Validation score: -4931.448187 Iteration 624, loss = 3.23124746 Validation score: -4919.165983 Iteration 625, loss = 3.22231834 Validation score: -4906.913291 Iteration 626, loss = 3.21341216 Validation score: -4894.690026 Iteration 627, loss = 3.20452885 Validation score: -4882.496102 Iteration 628, loss = 3.19566834 Validation score: -4870.331435 Iteration 629, loss = 3.18683057 Validation score: -4858.195942 Iteration 630, loss = 3.17801547 Validation score: -4846.089538 Iteration 631, loss = 3.16922297 Validation score: -4834.012140 Iteration 632, loss = 3.16045300 Validation score: -4821.963665 Iteration 633, loss = 3.15170549 Validation score: -4809.944030 Iteration 634, loss = 3.14298038 Validation score: -4797.953153 Iteration 635, loss = 3.13427761 Validation score: -4785.990953 Iteration 636, loss = 3.12559710 Validation score: -4774.057347 Iteration 637, loss = 3.11693879 Validation score: -4762.152254 Iteration 638, loss = 3.10830261 Validation score: -4750.275594 Iteration 639, loss = 3.09968851 Validation score: -4738.427286 Iteration 640, loss = 3.09109640 Validation score: -4726.607249 Iteration 641, loss = 3.08252624 Validation score: -4714.815405 Iteration 642, loss = 3.07397795 Validation score: -4703.051674 Iteration 643, loss = 3.06545147 Validation score: -4691.315975 Iteration 644, loss = 3.05694674 Validation score: -4679.608232 Iteration 645, loss = 3.04846370 Validation score: -4667.928364 Iteration 646, loss = 3.04000227 Validation score: -4656.276295 Iteration 647, loss = 3.03156240 Validation score: -4644.651946 Iteration 648, loss = 3.02314402 Validation score: -4633.055240 Iteration 649, loss = 3.01474707 Validation score: -4621.486099 Iteration 650, loss = 3.00637150 Validation score: -4609.944448 Iteration 651, loss = 2.99801723 Validation score: -4598.430209 Iteration 652, loss = 2.98968421 Validation score: -4586.943307 Iteration 653, loss = 2.98137237 Validation score: -4575.483665 Iteration 654, loss = 2.97308165 Validation score: -4564.051209 Iteration 655, loss = 2.96481200 Validation score: -4552.645862 Iteration 656, loss = 2.95656335 Validation score: -4541.267551 Iteration 657, loss = 2.94833564 Validation score: -4529.916200 Iteration 658, loss = 2.94012882 Validation score: -4518.591736 Iteration 659, loss = 2.93194281 Validation score: -4507.294085 Iteration 660, loss = 2.92377757 Validation score: -4496.023173 Iteration 661, loss = 2.91563303 Validation score: -4484.778927 Iteration 662, loss = 2.90750913 Validation score: -4473.561273 Iteration 663, loss = 2.89940582 Validation score: -4462.370140 Iteration 664, loss = 2.89132304 Validation score: -4451.205454 Iteration 665, loss = 2.88326073 Validation score: -4440.067145 Iteration 666, loss = 2.87521882 Validation score: -4428.955140 Iteration 667, loss = 2.86719727 Validation score: -4417.869367 Iteration 668, loss = 2.85919601 Validation score: -4406.809756 Iteration 669, loss = 2.85121500 Validation score: -4395.776236 Iteration 670, loss = 2.84325416 Validation score: -4384.768736 Iteration 671, loss = 2.83531345 Validation score: -4373.787186 Iteration 672, loss = 2.82739280 Validation score: -4362.831517 Iteration 673, loss = 2.81949217 Validation score: -4351.901657 Iteration 674, loss = 2.81161149 Validation score: -4340.997539 Iteration 675, loss = 2.80375071 Validation score: -4330.119093 Iteration 676, loss = 2.79590978 Validation score: -4319.266250 Iteration 677, loss = 2.78808864 Validation score: -4308.438941 Iteration 678, loss = 2.78028723 Validation score: -4297.637100 Iteration 679, loss = 2.77250549 Validation score: -4286.860656 Iteration 680, loss = 2.76474339 Validation score: -4276.109544 Iteration 681, loss = 2.75700085 Validation score: -4265.383695 Iteration 682, loss = 2.74927783 Validation score: -4254.683042 Iteration 683, loss = 2.74157427 Validation score: -4244.007519 Iteration 684, loss = 2.73389012 Validation score: -4233.357058 Iteration 685, loss = 2.72622533 Validation score: -4222.731595 Iteration 686, loss = 2.71857983 Validation score: -4212.131062 Iteration 687, loss = 2.71095359 Validation score: -4201.555394 Iteration 688, loss = 2.70334654 Validation score: -4191.004525 Iteration 689, loss = 2.69575863 Validation score: -4180.478390 Iteration 690, loss = 2.68818981 Validation score: -4169.976925 Iteration 691, loss = 2.68064004 Validation score: -4159.500064 Iteration 692, loss = 2.67310925 Validation score: -4149.047743 Iteration 693, loss = 2.66559739 Validation score: -4138.619898 Iteration 694, loss = 2.65810442 Validation score: -4128.216465 Iteration 695, loss = 2.65063028 Validation score: -4117.837380 Iteration 696, loss = 2.64317492 Validation score: -4107.482580 Iteration 697, loss = 2.63573830 Validation score: -4097.152002 Iteration 698, loss = 2.62832035 Validation score: -4086.845583 Iteration 699, loss = 2.62092103 Validation score: -4076.563259 Iteration 700, loss = 2.61354029 Validation score: -4066.304969 Iteration 701, loss = 2.60617808 Validation score: -4056.070651 Iteration 702, loss = 2.59883435 Validation score: -4045.860243 Iteration 703, loss = 2.59150905 Validation score: -4035.673682 Iteration 704, loss = 2.58420213 Validation score: -4025.510908 Iteration 705, loss = 2.57691354 Validation score: -4015.371859 Iteration 706, loss = 2.56964323 Validation score: -4005.256475 Iteration 707, loss = 2.56239116 Validation score: -3995.164694 Iteration 708, loss = 2.55515727 Validation score: -3985.096456 Iteration 709, loss = 2.54794151 Validation score: -3975.051701 Iteration 710, loss = 2.54074384 Validation score: -3965.030369 Iteration 711, loss = 2.53356422 Validation score: -3955.032400 Iteration 712, loss = 2.52640258 Validation score: -3945.057735 Iteration 713, loss = 2.51925889 Validation score: -3935.106314 Iteration 714, loss = 2.51213310 Validation score: -3925.178078 Iteration 715, loss = 2.50502516 Validation score: -3915.272969 Iteration 716, loss = 2.49793501 Validation score: -3905.390927 Iteration 717, loss = 2.49086263 Validation score: -3895.531894 Iteration 718, loss = 2.48380795 Validation score: -3885.695813 Iteration 719, loss = 2.47677094 Validation score: -3875.882624 Iteration 720, loss = 2.46975154 Validation score: -3866.092271 Iteration 721, loss = 2.46274971 Validation score: -3856.324695 Iteration 722, loss = 2.45576540 Validation score: -3846.579841 Iteration 723, loss = 2.44879858 Validation score: -3836.857649 Iteration 724, loss = 2.44184918 Validation score: -3827.158064 Iteration 725, loss = 2.43491718 Validation score: -3817.481029 Iteration 726, loss = 2.42800251 Validation score: -3807.826488 Iteration 727, loss = 2.42110514 Validation score: -3798.194383 Iteration 728, loss = 2.41422502 Validation score: -3788.584660 Iteration 729, loss = 2.40736211 Validation score: -3778.997262 Iteration 730, loss = 2.40051636 Validation score: -3769.432134 Iteration 731, loss = 2.39368773 Validation score: -3759.889220 Iteration 732, loss = 2.38687618 Validation score: -3750.368466 Iteration 733, loss = 2.38008165 Validation score: -3740.869815 Iteration 734, loss = 2.37330411 Validation score: -3731.393214 Iteration 735, loss = 2.36654351 Validation score: -3721.938608 Iteration 736, loss = 2.35979981 Validation score: -3712.505942 Iteration 737, loss = 2.35307296 Validation score: -3703.095162 Iteration 738, loss = 2.34636293 Validation score: -3693.706214 Iteration 739, loss = 2.33966966 Validation score: -3684.339045 Iteration 740, loss = 2.33299313 Validation score: -3674.993600 Iteration 741, loss = 2.32633327 Validation score: -3665.669827 Iteration 742, loss = 2.31969005 Validation score: -3656.367672 Iteration 743, loss = 2.31306344 Validation score: -3647.087083 Iteration 744, loss = 2.30645338 Validation score: -3637.828005 Iteration 745, loss = 2.29985983 Validation score: -3628.590387 Iteration 746, loss = 2.29328275 Validation score: -3619.374177 Iteration 747, loss = 2.28672211 Validation score: -3610.179322 Iteration 748, loss = 2.28017785 Validation score: -3601.005769 Iteration 749, loss = 2.27364994 Validation score: -3591.853468 Iteration 750, loss = 2.26713833 Validation score: -3582.722366 Iteration 751, loss = 2.26064299 Validation score: -3573.612411 Iteration 752, loss = 2.25416388 Validation score: -3564.523554 Iteration 753, loss = 2.24770094 Validation score: -3555.455741 Iteration 754, loss = 2.24125415 Validation score: -3546.408924 Iteration 755, loss = 2.23482346 Validation score: -3537.383049 Iteration 756, loss = 2.22840883 Validation score: -3528.378068 Iteration 757, loss = 2.22201022 Validation score: -3519.393929 Iteration 758, loss = 2.21562759 Validation score: -3510.430583 Iteration 759, loss = 2.20926090 Validation score: -3501.487978 Iteration 760, loss = 2.20291011 Validation score: -3492.566066 Iteration 761, loss = 2.19657518 Validation score: -3483.664797 Iteration 762, loss = 2.19025607 Validation score: -3474.784120 Iteration 763, loss = 2.18395275 Validation score: -3465.923988 Iteration 764, loss = 2.17766517 Validation score: -3457.084349 Iteration 765, loss = 2.17139329 Validation score: -3448.265156 Iteration 766, loss = 2.16513707 Validation score: -3439.466360 Iteration 767, loss = 2.15889648 Validation score: -3430.687911 Iteration 768, loss = 2.15267148 Validation score: -3421.929761 Iteration 769, loss = 2.14646203 Validation score: -3413.191863 Iteration 770, loss = 2.14026808 Validation score: -3404.474167 Iteration 771, loss = 2.13408961 Validation score: -3395.776625 Iteration 772, loss = 2.12792657 Validation score: -3387.099190 Iteration 773, loss = 2.12177893 Validation score: -3378.441814 Iteration 774, loss = 2.11564664 Validation score: -3369.804450 Iteration 775, loss = 2.10952968 Validation score: -3361.187049 Iteration 776, loss = 2.10342799 Validation score: -3352.589565 Iteration 777, loss = 2.09734155 Validation score: -3344.011951 Iteration 778, loss = 2.09127032 Validation score: -3335.454159 Iteration 779, loss = 2.08521426 Validation score: -3326.916144 Iteration 780, loss = 2.07917333 Validation score: -3318.397858 Iteration 781, loss = 2.07314749 Validation score: -3309.899254 Iteration 782, loss = 2.06713672 Validation score: -3301.420287 Iteration 783, loss = 2.06114096 Validation score: -3292.960911 Iteration 784, loss = 2.05516019 Validation score: -3284.521079 Iteration 785, loss = 2.04919437 Validation score: -3276.100745 Iteration 786, loss = 2.04324347 Validation score: -3267.699864 Iteration 787, loss = 2.03730744 Validation score: -3259.318391 Iteration 788, loss = 2.03138625 Validation score: -3250.956279 Iteration 789, loss = 2.02547986 Validation score: -3242.613484 Iteration 790, loss = 2.01958824 Validation score: -3234.289961 Iteration 791, loss = 2.01371136 Validation score: -3225.985664 Iteration 792, loss = 2.00784917 Validation score: -3217.700548 Iteration 793, loss = 2.00200164 Validation score: -3209.434570 Iteration 794, loss = 1.99616874 Validation score: -3201.187684 Iteration 795, loss = 1.99035043 Validation score: -3192.959847 Iteration 796, loss = 1.98454668 Validation score: -3184.751013 Iteration 797, loss = 1.97875744 Validation score: -3176.561139 Iteration 798, loss = 1.97298269 Validation score: -3168.390181 Iteration 799, loss = 1.96722240 Validation score: -3160.238095 Iteration 800, loss = 1.96147651 Validation score: -3152.104837 Iteration 801, loss = 1.95574501 Validation score: -3143.990364 Iteration 802, loss = 1.95002786 Validation score: -3135.894632 Iteration 803, loss = 1.94432502 Validation score: -3127.817598 Iteration 804, loss = 1.93863646 Validation score: -3119.759220 Iteration 805, loss = 1.93296214 Validation score: -3111.719453 Iteration 806, loss = 1.92730203 Validation score: -3103.698256 Iteration 807, loss = 1.92165610 Validation score: -3095.695584 Iteration 808, loss = 1.91602431 Validation score: -3087.711397 Iteration 809, loss = 1.91040662 Validation score: -3079.745651 Iteration 810, loss = 1.90480302 Validation score: -3071.798304 Iteration 811, loss = 1.89921345 Validation score: -3063.869314 Iteration 812, loss = 1.89363790 Validation score: -3055.958638 Iteration 813, loss = 1.88807632 Validation score: -3048.066235 Iteration 814, loss = 1.88252868 Validation score: -3040.192063 Iteration 815, loss = 1.87699494 Validation score: -3032.336081 Iteration 816, loss = 1.87147509 Validation score: -3024.498246 Iteration 817, loss = 1.86596907 Validation score: -3016.678517 Iteration 818, loss = 1.86047687 Validation score: -3008.876854 Iteration 819, loss = 1.85499845 Validation score: -3001.093214 Iteration 820, loss = 1.84953377 Validation score: -2993.327557 Iteration 821, loss = 1.84408280 Validation score: -2985.579842 Iteration 822, loss = 1.83864551 Validation score: -2977.850028 Iteration 823, loss = 1.83322187 Validation score: -2970.138075 Iteration 824, loss = 1.82781184 Validation score: -2962.443941 Iteration 825, loss = 1.82241540 Validation score: -2954.767586 Iteration 826, loss = 1.81703251 Validation score: -2947.108971 Iteration 827, loss = 1.81166314 Validation score: -2939.468054 Iteration 828, loss = 1.80630726 Validation score: -2931.844797 Iteration 829, loss = 1.80096484 Validation score: -2924.239158 Iteration 830, loss = 1.79563583 Validation score: -2916.651098 Iteration 831, loss = 1.79032023 Validation score: -2909.080577 Iteration 832, loss = 1.78501798 Validation score: -2901.527556 Iteration 833, loss = 1.77972907 Validation score: -2893.991995 Iteration 834, loss = 1.77445345 Validation score: -2886.473855 Iteration 835, loss = 1.76919111 Validation score: -2878.973097 Iteration 836, loss = 1.76394200 Validation score: -2871.489681 Iteration 837, loss = 1.75870609 Validation score: -2864.023568 Iteration 838, loss = 1.75348337 Validation score: -2856.574720 Iteration 839, loss = 1.74827378 Validation score: -2849.143097 Iteration 840, loss = 1.74307732 Validation score: -2841.728661 Iteration 841, loss = 1.73789393 Validation score: -2834.331374 Iteration 842, loss = 1.73272360 Validation score: -2826.951197 Iteration 843, loss = 1.72756629 Validation score: -2819.588091 Iteration 844, loss = 1.72242198 Validation score: -2812.242019 Iteration 845, loss = 1.71729063 Validation score: -2804.912942 Iteration 846, loss = 1.71217221 Validation score: -2797.600822 Iteration 847, loss = 1.70706669 Validation score: -2790.305621 Iteration 848, loss = 1.70197405 Validation score: -2783.027302 Iteration 849, loss = 1.69689425 Validation score: -2775.765826 Iteration 850, loss = 1.69182726 Validation score: -2768.521157 Iteration 851, loss = 1.68677305 Validation score: -2761.293256 Iteration 852, loss = 1.68173160 Validation score: -2754.082087 Iteration 853, loss = 1.67670287 Validation score: -2746.887611 Iteration 854, loss = 1.67168684 Validation score: -2739.709793 Iteration 855, loss = 1.66668348 Validation score: -2732.548594 Iteration 856, loss = 1.66169275 Validation score: -2725.403978 Iteration 857, loss = 1.65671462 Validation score: -2718.275908 Iteration 858, loss = 1.65174908 Validation score: -2711.164347 Iteration 859, loss = 1.64679608 Validation score: -2704.069258 Iteration 860, loss = 1.64185561 Validation score: -2696.990606 Iteration 861, loss = 1.63692763 Validation score: -2689.928353 Iteration 862, loss = 1.63201211 Validation score: -2682.882463 Iteration 863, loss = 1.62710902 Validation score: -2675.852900 Iteration 864, loss = 1.62221834 Validation score: -2668.839628 Iteration 865, loss = 1.61734004 Validation score: -2661.842610 Iteration 866, loss = 1.61247408 Validation score: -2654.861811 Iteration 867, loss = 1.60762045 Validation score: -2647.897195 Iteration 868, loss = 1.60277911 Validation score: -2640.948726 Iteration 869, loss = 1.59795003 Validation score: -2634.016368 Iteration 870, loss = 1.59313319 Validation score: -2627.100086 Iteration 871, loss = 1.58832856 Validation score: -2620.199845 Iteration 872, loss = 1.58353610 Validation score: -2613.315608 Iteration 873, loss = 1.57875580 Validation score: -2606.447341 Iteration 874, loss = 1.57398762 Validation score: -2599.595009 Iteration 875, loss = 1.56923154 Validation score: -2592.758576 Iteration 876, loss = 1.56448753 Validation score: -2585.938008 Iteration 877, loss = 1.55975556 Validation score: -2579.133269 Iteration 878, loss = 1.55503560 Validation score: -2572.344324 Iteration 879, loss = 1.55032763 Validation score: -2565.571140 Iteration 880, loss = 1.54563162 Validation score: -2558.813681 Iteration 881, loss = 1.54094754 Validation score: -2552.071912 Iteration 882, loss = 1.53627537 Validation score: -2545.345800 Iteration 883, loss = 1.53161507 Validation score: -2538.635310 Iteration 884, loss = 1.52696663 Validation score: -2531.940408 Iteration 885, loss = 1.52233001 Validation score: -2525.261059 Iteration 886, loss = 1.51770518 Validation score: -2518.597230 Iteration 887, loss = 1.51309212 Validation score: -2511.948886 Iteration 888, loss = 1.50849081 Validation score: -2505.315994 Iteration 889, loss = 1.50390122 Validation score: -2498.698519 Iteration 890, loss = 1.49932331 Validation score: -2492.096428 Iteration 891, loss = 1.49475707 Validation score: -2485.509688 Iteration 892, loss = 1.49020246 Validation score: -2478.938264 Iteration 893, loss = 1.48565947 Validation score: -2472.382124 Iteration 894, loss = 1.48112806 Validation score: -2465.841233 Iteration 895, loss = 1.47660821 Validation score: -2459.315559 Iteration 896, loss = 1.47209989 Validation score: -2452.805069 Iteration 897, loss = 1.46760307 Validation score: -2446.309728 Iteration 898, loss = 1.46311773 Validation score: -2439.829505 Iteration 899, loss = 1.45864385 Validation score: -2433.364366 Iteration 900, loss = 1.45418140 Validation score: -2426.914278 Iteration 901, loss = 1.44973035 Validation score: -2420.479209 Iteration 902, loss = 1.44529067 Validation score: -2414.059126 Iteration 903, loss = 1.44086234 Validation score: -2407.653996 Iteration 904, loss = 1.43644534 Validation score: -2401.263786 Iteration 905, loss = 1.43203964 Validation score: -2394.888464 Iteration 906, loss = 1.42764521 Validation score: -2388.527999 Iteration 907, loss = 1.42326203 Validation score: -2382.182356 Iteration 908, loss = 1.41889007 Validation score: -2375.851505 Iteration 909, loss = 1.41452931 Validation score: -2369.535413 Iteration 910, loss = 1.41017972 Validation score: -2363.234048 Iteration 911, loss = 1.40584128 Validation score: -2356.947378 Iteration 912, loss = 1.40151396 Validation score: -2350.675371 Iteration 913, loss = 1.39719774 Validation score: -2344.417995 Iteration 914, loss = 1.39289258 Validation score: -2338.175219 Iteration 915, loss = 1.38859848 Validation score: -2331.947011 Iteration 916, loss = 1.38431540 Validation score: -2325.733338 Iteration 917, loss = 1.38004331 Validation score: -2319.534171 Iteration 918, loss = 1.37578220 Validation score: -2313.349477 Iteration 919, loss = 1.37153203 Validation score: -2307.179224 Iteration 920, loss = 1.36729279 Validation score: -2301.023383 Iteration 921, loss = 1.36306444 Validation score: -2294.881920 Iteration 922, loss = 1.35884697 Validation score: -2288.754806 Iteration 923, loss = 1.35464035 Validation score: -2282.642009 Iteration 924, loss = 1.35044456 Validation score: -2276.543499 Iteration 925, loss = 1.34625956 Validation score: -2270.459243 Iteration 926, loss = 1.34208534 Validation score: -2264.389212 Iteration 927, loss = 1.33792188 Validation score: -2258.333375 Iteration 928, loss = 1.33376914 Validation score: -2252.291701 Iteration 929, loss = 1.32962710 Validation score: -2246.264159 Iteration 930, loss = 1.32549575 Validation score: -2240.250719 Iteration 931, loss = 1.32137505 Validation score: -2234.251350 Iteration 932, loss = 1.31726498 Validation score: -2228.266022 Iteration 933, loss = 1.31316552 Validation score: -2222.294705 Iteration 934, loss = 1.30907665 Validation score: -2216.337368 Iteration 935, loss = 1.30499834 Validation score: -2210.393982 Iteration 936, loss = 1.30093056 Validation score: -2204.464515 Iteration 937, loss = 1.29687330 Validation score: -2198.548938 Iteration 938, loss = 1.29282652 Validation score: -2192.647222 Iteration 939, loss = 1.28879022 Validation score: -2186.759336 Iteration 940, loss = 1.28476435 Validation score: -2180.885250 Iteration 941, loss = 1.28074891 Validation score: -2175.024934 Iteration 942, loss = 1.27674386 Validation score: -2169.178359 Iteration 943, loss = 1.27274918 Validation score: -2163.345496 Iteration 944, loss = 1.26876486 Validation score: -2157.526314 Iteration 945, loss = 1.26479085 Validation score: -2151.720784 Iteration 946, loss = 1.26082716 Validation score: -2145.928878 Iteration 947, loss = 1.25687374 Validation score: -2140.150564 Iteration 948, loss = 1.25293058 Validation score: -2134.385815 Iteration 949, loss = 1.24899765 Validation score: -2128.634600 Iteration 950, loss = 1.24507494 Validation score: -2122.896892 Iteration 951, loss = 1.24116241 Validation score: -2117.172660 Iteration 952, loss = 1.23726005 Validation score: -2111.461876 Iteration 953, loss = 1.23336783 Validation score: -2105.764510 Iteration 954, loss = 1.22948574 Validation score: -2100.080534 Iteration 955, loss = 1.22561374 Validation score: -2094.409919 Iteration 956, loss = 1.22175181 Validation score: -2088.752637 Iteration 957, loss = 1.21789994 Validation score: -2083.108658 Iteration 958, loss = 1.21405809 Validation score: -2077.477954 Iteration 959, loss = 1.21022626 Validation score: -2071.860496 Iteration 960, loss = 1.20640440 Validation score: -2066.256257 Iteration 961, loss = 1.20259252 Validation score: -2060.665206 Iteration 962, loss = 1.19879057 Validation score: -2055.087317 Iteration 963, loss = 1.19499854 Validation score: -2049.522561 Iteration 964, loss = 1.19121640 Validation score: -2043.970909 Iteration 965, loss = 1.18744414 Validation score: -2038.432333 Iteration 966, loss = 1.18368173 Validation score: -2032.906806 Iteration 967, loss = 1.17992915 Validation score: -2027.394299 Iteration 968, loss = 1.17618638 Validation score: -2021.894785 Iteration 969, loss = 1.17245340 Validation score: -2016.408234 Iteration 970, loss = 1.16873018 Validation score: -2010.934620 Iteration 971, loss = 1.16501670 Validation score: -2005.473915 Iteration 972, loss = 1.16131294 Validation score: -2000.026090 Iteration 973, loss = 1.15761888 Validation score: -1994.591119 Iteration 974, loss = 1.15393449 Validation score: -1989.168974 Iteration 975, loss = 1.15025976 Validation score: -1983.759626 Iteration 976, loss = 1.14659467 Validation score: -1978.363049 Iteration 977, loss = 1.14293919 Validation score: -1972.979215 Iteration 978, loss = 1.13929330 Validation score: -1967.608097 Iteration 979, loss = 1.13565697 Validation score: -1962.249667 Iteration 980, loss = 1.13203020 Validation score: -1956.903899 Iteration 981, loss = 1.12841295 Validation score: -1951.570764 Iteration 982, loss = 1.12480521 Validation score: -1946.250236 Iteration 983, loss = 1.12120695 Validation score: -1940.942288 Iteration 984, loss = 1.11761815 Validation score: -1935.646893 Iteration 985, loss = 1.11403879 Validation score: -1930.364023 Iteration 986, loss = 1.11046886 Validation score: -1925.093653 Iteration 987, loss = 1.10690832 Validation score: -1919.835754 Iteration 988, loss = 1.10335717 Validation score: -1914.590301 Iteration 989, loss = 1.09981537 Validation score: -1909.357266 Iteration 990, loss = 1.09628290 Validation score: -1904.136623 Iteration 991, loss = 1.09275976 Validation score: -1898.928345 Iteration 992, loss = 1.08924590 Validation score: -1893.732405 Iteration 993, loss = 1.08574132 Validation score: -1888.548778 Iteration 994, loss = 1.08224600 Validation score: -1883.377437 Iteration 995, loss = 1.07875990 Validation score: -1878.218355 Iteration 996, loss = 1.07528302 Validation score: -1873.071506 Iteration 997, loss = 1.07181533 Validation score: -1867.936864 Iteration 998, loss = 1.06835681 Validation score: -1862.814402 Iteration 999, loss = 1.06490744 Validation score: -1857.704094 Iteration 1000, loss = 1.06146721 Validation score: -1852.605915 Iteration 1, loss = 15.39114509 Validation score: -413.825885 Iteration 2, loss = 15.36586206 Validation score: -413.159226 Iteration 3, loss = 15.34059071 Validation score: -412.492838 Iteration 4, loss = 15.31533099 Validation score: -411.826726 Iteration 5, loss = 15.29008290 Validation score: -411.160902 Iteration 6, loss = 15.26484661 Validation score: -410.495375 Iteration 7, loss = 15.23962230 Validation score: -409.830153 Iteration 8, loss = 15.21441018 Validation score: -409.165245 Iteration 9, loss = 15.18921041 Validation score: -408.500656 Iteration 10, loss = 15.16402318 Validation score: -407.836391 Iteration 11, loss = 15.13884865 Validation score: -407.172457 Iteration 12, loss = 15.11368697 Validation score: -406.508857 Iteration 13, loss = 15.08853828 Validation score: -405.845596 Iteration 14, loss = 15.06340270 Validation score: -405.182680 Iteration 15, loss = 15.03828034 Validation score: -404.520111 Iteration 16, loss = 15.01317130 Validation score: -403.857894 Iteration 17, loss = 14.98807566 Validation score: -403.196033 Iteration 18, loss = 14.96299349 Validation score: -402.534529 Iteration 19, loss = 14.93792485 Validation score: -401.873385 Iteration 20, loss = 14.91286979 Validation score: -401.212604 Iteration 21, loss = 14.88782832 Validation score: -400.552184 Iteration 22, loss = 14.86280048 Validation score: -399.892129 Iteration 23, loss = 14.83778626 Validation score: -399.232436 Iteration 24, loss = 14.81278568 Validation score: -398.573106 Iteration 25, loss = 14.78779869 Validation score: -397.914139 Iteration 26, loss = 14.76282529 Validation score: -397.255532 Iteration 27, loss = 14.73786543 Validation score: -396.597285 Iteration 28, loss = 14.71291907 Validation score: -395.939396 Iteration 29, loss = 14.68798613 Validation score: -395.281863 Iteration 30, loss = 14.66306656 Validation score: -394.624684 Iteration 31, loss = 14.63816027 Validation score: -393.967856 Iteration 32, loss = 14.61326717 Validation score: -393.311376 Iteration 33, loss = 14.58838716 Validation score: -392.655243 Iteration 34, loss = 14.56352014 Validation score: -391.999452 Iteration 35, loss = 14.53866600 Validation score: -391.344000 Iteration 36, loss = 14.51382460 Validation score: -390.688883 Iteration 37, loss = 14.48899582 Validation score: -390.034098 Iteration 38, loss = 14.46417951 Validation score: -389.379641 Iteration 39, loss = 14.43937554 Validation score: -388.725507 Iteration 40, loss = 14.41458374 Validation score: -388.071692 Iteration 41, loss = 14.38980395 Validation score: -387.418192 Iteration 42, loss = 14.36503602 Validation score: -386.765001 Iteration 43, loss = 14.34027976 Validation score: -386.112115 Iteration 44, loss = 14.31553500 Validation score: -385.459528 Iteration 45, loss = 14.29080155 Validation score: -384.807236 Iteration 46, loss = 14.26607922 Validation score: -384.155232 Iteration 47, loss = 14.24136782 Validation score: -383.503512 Iteration 48, loss = 14.21666715 Validation score: -382.852068 Iteration 49, loss = 14.19197699 Validation score: -382.200896 Iteration 50, loss = 14.16729713 Validation score: -381.549990 Iteration 51, loss = 14.14262737 Validation score: -380.899342 Iteration 52, loss = 14.11796747 Validation score: -380.248947 Iteration 53, loss = 14.09331721 Validation score: -379.598798 Iteration 54, loss = 14.06867636 Validation score: -378.948888 Iteration 55, loss = 14.04404469 Validation score: -378.299211 Iteration 56, loss = 14.01942195 Validation score: -377.649759 Iteration 57, loss = 13.99480790 Validation score: -377.000525 Iteration 58, loss = 13.97020230 Validation score: -376.351502 Iteration 59, loss = 13.94560488 Validation score: -375.702682 Iteration 60, loss = 13.92101539 Validation score: -375.054058 Iteration 61, loss = 13.89643357 Validation score: -374.405623 Iteration 62, loss = 13.87185915 Validation score: -373.757367 Iteration 63, loss = 13.84729186 Validation score: -373.109283 Iteration 64, loss = 13.82273143 Validation score: -372.461363 Iteration 65, loss = 13.79817758 Validation score: -371.813599 Iteration 66, loss = 13.77363002 Validation score: -371.165982 Iteration 67, loss = 13.74908848 Validation score: -370.518504 Iteration 68, loss = 13.72455265 Validation score: -369.871155 Iteration 69, loss = 13.70002225 Validation score: -369.223928 Iteration 70, loss = 13.67549698 Validation score: -368.576814 Iteration 71, loss = 13.65097654 Validation score: -367.929804 Iteration 72, loss = 13.62646061 Validation score: -367.282889 Iteration 73, loss = 13.60194890 Validation score: -366.636060 Iteration 74, loss = 13.57744109 Validation score: -365.989310 Iteration 75, loss = 13.55293687 Validation score: -365.342628 Iteration 76, loss = 13.52843591 Validation score: -364.696006 Iteration 77, loss = 13.50393790 Validation score: -364.049436 Iteration 78, loss = 13.47944252 Validation score: -363.402909 Iteration 79, loss = 13.45494943 Validation score: -362.756416 Iteration 80, loss = 13.43045832 Validation score: -362.109949 Iteration 81, loss = 13.40596885 Validation score: -361.463500 Iteration 82, loss = 13.38148068 Validation score: -360.817059 Iteration 83, loss = 13.35699350 Validation score: -360.170619 Iteration 84, loss = 13.33250696 Validation score: -359.524172 Iteration 85, loss = 13.30802072 Validation score: -358.877708 Iteration 86, loss = 13.28353446 Validation score: -358.231220 Iteration 87, loss = 13.25904783 Validation score: -357.584700 Iteration 88, loss = 13.23456051 Validation score: -356.938139 Iteration 89, loss = 13.21007215 Validation score: -356.291529 Iteration 90, loss = 13.18558243 Validation score: -355.644861 Iteration 91, loss = 13.16109101 Validation score: -354.998129 Iteration 92, loss = 13.13659755 Validation score: -354.351323 Iteration 93, loss = 13.11210173 Validation score: -353.704436 Iteration 94, loss = 13.08760323 Validation score: -353.057460 Iteration 95, loss = 13.06310172 Validation score: -352.410386 Iteration 96, loss = 13.03859688 Validation score: -351.763207 Iteration 97, loss = 13.01408839 Validation score: -351.115915 Iteration 98, loss = 12.98957595 Validation score: -350.468502 Iteration 99, loss = 12.96505924 Validation score: -349.820960 Iteration 100, loss = 12.94053797 Validation score: -349.173282 Iteration 101, loss = 12.91601184 Validation score: -348.525460 Iteration 102, loss = 12.89148056 Validation score: -347.877487 Iteration 103, loss = 12.86694385 Validation score: -347.229355 Iteration 104, loss = 12.84240144 Validation score: -346.581057 Iteration 105, loss = 12.81785305 Validation score: -345.932586 Iteration 106, loss = 12.79329842 Validation score: -345.283934 Iteration 107, loss = 12.76873731 Validation score: -344.635097 Iteration 108, loss = 12.74416947 Validation score: -343.986065 Iteration 109, loss = 12.71959466 Validation score: -343.336833 Iteration 110, loss = 12.69501266 Validation score: -342.687396 Iteration 111, loss = 12.67042325 Validation score: -342.037745 Iteration 112, loss = 12.64582622 Validation score: -341.387876 Iteration 113, loss = 12.62122138 Validation score: -340.737784 Iteration 114, loss = 12.59660854 Validation score: -340.087461 Iteration 115, loss = 12.57198751 Validation score: -339.436904 Iteration 116, loss = 12.54735813 Validation score: -338.786108 Iteration 117, loss = 12.52272025 Validation score: -338.135066 Iteration 118, loss = 12.49807370 Validation score: -337.483776 Iteration 119, loss = 12.47341835 Validation score: -336.832233 Iteration 120, loss = 12.44875408 Validation score: -336.180433 Iteration 121, loss = 12.42408076 Validation score: -335.528371 Iteration 122, loss = 12.39939828 Validation score: -334.876046 Iteration 123, loss = 12.37470654 Validation score: -334.223454 Iteration 124, loss = 12.35000545 Validation score: -333.570591 Iteration 125, loss = 12.32529493 Validation score: -332.917456 Iteration 126, loss = 12.30057491 Validation score: -332.264046 Iteration 127, loss = 12.27584532 Validation score: -331.610358 Iteration 128, loss = 12.25110610 Validation score: -330.956392 Iteration 129, loss = 12.22635722 Validation score: -330.302145 Iteration 130, loss = 12.20159864 Validation score: -329.647617 Iteration 131, loss = 12.17683031 Validation score: -328.992805 Iteration 132, loss = 12.15205224 Validation score: -328.337710 Iteration 133, loss = 12.12726439 Validation score: -327.682331 Iteration 134, loss = 12.10246677 Validation score: -327.026667 Iteration 135, loss = 12.07765938 Validation score: -326.370718 Iteration 136, loss = 12.05284223 Validation score: -325.714484 Iteration 137, loss = 12.02801533 Validation score: -325.057966 Iteration 138, loss = 12.00317871 Validation score: -324.401163 Iteration 139, loss = 11.97833241 Validation score: -323.744076 Iteration 140, loss = 11.95347645 Validation score: -323.086707 Iteration 141, loss = 11.92861088 Validation score: -322.429055 Iteration 142, loss = 11.90373575 Validation score: -321.771123 Iteration 143, loss = 11.87885112 Validation score: -321.112910 Iteration 144, loss = 11.85395704 Validation score: -320.454419 Iteration 145, loss = 11.82905359 Validation score: -319.795650 Iteration 146, loss = 11.80414084 Validation score: -319.136606 Iteration 147, loss = 11.77921887 Validation score: -318.477288 Iteration 148, loss = 11.75428775 Validation score: -317.817698 Iteration 149, loss = 11.72934758 Validation score: -317.157837 Iteration 150, loss = 11.70439845 Validation score: -316.497708 Iteration 151, loss = 11.67944045 Validation score: -315.837312 Iteration 152, loss = 11.65447370 Validation score: -315.176652 Iteration 153, loss = 11.62949829 Validation score: -314.515730 Iteration 154, loss = 11.60451433 Validation score: -313.854548 Iteration 155, loss = 11.57952194 Validation score: -313.193108 Iteration 156, loss = 11.55452124 Validation score: -312.531413 Iteration 157, loss = 11.52951235 Validation score: -311.869465 Iteration 158, loss = 11.50449539 Validation score: -311.207268 Iteration 159, loss = 11.47947049 Validation score: -310.544822 Iteration 160, loss = 11.45443779 Validation score: -309.882132 Iteration 161, loss = 11.42939742 Validation score: -309.219199 Iteration 162, loss = 11.40434952 Validation score: -308.556026 Iteration 163, loss = 11.37929423 Validation score: -307.892617 Iteration 164, loss = 11.35423169 Validation score: -307.228973 Iteration 165, loss = 11.32916206 Validation score: -306.565099 Iteration 166, loss = 11.30408547 Validation score: -305.900996 Iteration 167, loss = 11.27900210 Validation score: -305.236669 Iteration 168, loss = 11.25391208 Validation score: -304.572120 Iteration 169, loss = 11.22881558 Validation score: -303.907353 Iteration 170, loss = 11.20371276 Validation score: -303.242370 Iteration 171, loss = 11.17860378 Validation score: -302.577176 Iteration 172, loss = 11.15348881 Validation score: -301.911774 Iteration 173, loss = 11.12836800 Validation score: -301.246167 Iteration 174, loss = 11.10324154 Validation score: -300.580360 Iteration 175, loss = 11.07810959 Validation score: -299.914356 Iteration 176, loss = 11.05297233 Validation score: -299.248159 Iteration 177, loss = 11.02782993 Validation score: -298.581773 Iteration 178, loss = 11.00268257 Validation score: -297.915203 Iteration 179, loss = 10.97753043 Validation score: -297.248453 Iteration 180, loss = 10.95237368 Validation score: -296.581527 Iteration 181, loss = 10.92721252 Validation score: -295.914430 Iteration 182, loss = 10.90204713 Validation score: -295.247166 Iteration 183, loss = 10.87687768 Validation score: -294.579741 Iteration 184, loss = 10.85170438 Validation score: -293.912159 Iteration 185, loss = 10.82652740 Validation score: -293.244424 Iteration 186, loss = 10.80134695 Validation score: -292.576542 Iteration 187, loss = 10.77616321 Validation score: -291.908518 Iteration 188, loss = 10.75097637 Validation score: -291.240358 Iteration 189, loss = 10.72578663 Validation score: -290.572065 Iteration 190, loss = 10.70059420 Validation score: -289.903646 Iteration 191, loss = 10.67539925 Validation score: -289.235105 Iteration 192, loss = 10.65020200 Validation score: -288.566448 Iteration 193, loss = 10.62500264 Validation score: -287.897681 Iteration 194, loss = 10.59980137 Validation score: -287.228809 Iteration 195, loss = 10.57459839 Validation score: -286.559836 Iteration 196, loss = 10.54939391 Validation score: -285.890770 Iteration 197, loss = 10.52418813 Validation score: -285.221614 Iteration 198, loss = 10.49898125 Validation score: -284.552375 Iteration 199, loss = 10.47377348 Validation score: -283.883059 Iteration 200, loss = 10.44856502 Validation score: -283.213670 Iteration 201, loss = 10.42335608 Validation score: -282.544214 Iteration 202, loss = 10.39814687 Validation score: -281.874698 Iteration 203, loss = 10.37293758 Validation score: -281.205126 Iteration 204, loss = 10.34772844 Validation score: -280.535504 Iteration 205, loss = 10.32251964 Validation score: -279.865839 Iteration 206, loss = 10.29731140 Validation score: -279.196135 Iteration 207, loss = 10.27210392 Validation score: 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Validation score: -267.810954 Iteration 224, loss = 9.84389759 Validation score: -267.141562 Iteration 225, loss = 9.81873988 Validation score: -266.472245 Iteration 226, loss = 9.79358695 Validation score: -265.803009 Iteration 227, loss = 9.76843900 Validation score: -265.133859 Iteration 228, loss = 9.74329625 Validation score: -264.464802 Iteration 229, loss = 9.71815891 Validation score: -263.795844 Iteration 230, loss = 9.69302719 Validation score: -263.126991 Iteration 231, loss = 9.66790130 Validation score: -262.458249 Iteration 232, loss = 9.64278145 Validation score: -261.789625 Iteration 233, loss = 9.61766786 Validation score: -261.121125 Iteration 234, loss = 9.59256074 Validation score: -260.452755 Iteration 235, loss = 9.56746029 Validation score: -259.784521 Iteration 236, loss = 9.54236674 Validation score: -259.116430 Iteration 237, loss = 9.51728028 Validation score: -258.448487 Iteration 238, loss = 9.49220114 Validation score: -257.780699 Iteration 239, loss = 9.46712953 Validation score: -257.113073 Iteration 240, loss = 9.44206565 Validation score: -256.445614 Iteration 241, loss = 9.41700971 Validation score: -255.778329 Iteration 242, loss = 9.39196194 Validation score: -255.111225 Iteration 243, loss = 9.36692253 Validation score: -254.444306 Iteration 244, loss = 9.34189171 Validation score: -253.777581 Iteration 245, loss = 9.31686968 Validation score: -253.111054 Iteration 246, loss = 9.29185665 Validation score: -252.444733 Iteration 247, loss = 9.26685284 Validation score: -251.778623 Iteration 248, loss = 9.24185846 Validation score: -251.112731 Iteration 249, loss = 9.21687371 Validation score: -250.447064 Iteration 250, loss = 9.19189882 Validation score: -249.781626 Iteration 251, loss = 9.16693399 Validation score: -249.116426 Iteration 252, loss = 9.14197943 Validation score: -248.451468 Iteration 253, loss = 9.11703536 Validation score: -247.786760 Iteration 254, loss = 9.09210199 Validation score: -247.122307 Iteration 255, loss = 9.06717952 Validation score: -246.458116 Iteration 256, loss = 9.04226818 Validation score: -245.794193 Iteration 257, loss = 9.01736818 Validation score: -245.130545 Iteration 258, loss = 8.99247972 Validation score: -244.467177 Iteration 259, loss = 8.96760303 Validation score: -243.804095 Iteration 260, loss = 8.94273831 Validation score: -243.141307 Iteration 261, loss = 8.91788578 Validation score: -242.478817 Iteration 262, loss = 8.89304566 Validation score: -241.816634 Iteration 263, loss = 8.86821814 Validation score: -241.154761 Iteration 264, loss = 8.84340347 Validation score: -240.493206 Iteration 265, loss = 8.81860183 Validation score: -239.831975 Iteration 266, loss = 8.79381346 Validation score: -239.171074 Iteration 267, loss = 8.76903857 Validation score: -238.510509 Iteration 268, loss = 8.74427737 Validation score: -237.850287 Iteration 269, loss = 8.71953009 Validation score: -237.190412 Iteration 270, loss = 8.69479693 Validation score: -236.530893 Iteration 271, loss = 8.67007812 Validation score: -235.871733 Iteration 272, loss = 8.64537387 Validation score: -235.212940 Iteration 273, loss = 8.62068440 Validation score: -234.554520 Iteration 274, loss = 8.59600994 Validation score: -233.896478 Iteration 275, loss = 8.57135070 Validation score: -233.238821 Iteration 276, loss = 8.54670691 Validation score: -232.581555 Iteration 277, loss = 8.52207878 Validation score: -231.924686 Iteration 278, loss = 8.49746654 Validation score: -231.268220 Iteration 279, loss = 8.47287042 Validation score: -230.612162 Iteration 280, loss = 8.44829062 Validation score: -229.956520 Iteration 281, loss = 8.42372739 Validation score: -229.301299 Iteration 282, loss = 8.39918094 Validation score: -228.646504 Iteration 283, loss = 8.37465151 Validation score: -227.992143 Iteration 284, loss = 8.35013931 Validation score: -227.338222 Iteration 285, loss = 8.32564458 Validation score: -226.684746 Iteration 286, loss = 8.30116755 Validation score: 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score: -215.649836 Iteration 303, loss = 7.88799199 Validation score: -215.005451 Iteration 304, loss = 7.86387375 Validation score: -214.361631 Iteration 305, loss = 7.83977774 Validation score: -213.718384 Iteration 306, loss = 7.81570422 Validation score: -213.075717 Iteration 307, loss = 7.79165344 Validation score: -212.433637 Iteration 308, loss = 7.76762564 Validation score: -211.792149 Iteration 309, loss = 7.74362109 Validation score: -211.151262 Iteration 310, loss = 7.71964003 Validation score: -210.510981 Iteration 311, loss = 7.69568273 Validation score: -209.871313 Iteration 312, loss = 7.67174943 Validation score: -209.232267 Iteration 313, loss = 7.64784040 Validation score: -208.593847 Iteration 314, loss = 7.62395589 Validation score: -207.956061 Iteration 315, loss = 7.60009616 Validation score: -207.318917 Iteration 316, loss = 7.57626148 Validation score: -206.682421 Iteration 317, loss = 7.55245211 Validation score: -206.046580 Iteration 318, loss = 7.52866831 Validation score: -205.411401 Iteration 319, loss = 7.50491034 Validation score: -204.776892 Iteration 320, loss = 7.48117848 Validation score: -204.143058 Iteration 321, loss = 7.45747298 Validation score: -203.509909 Iteration 322, loss = 7.43379411 Validation score: -202.877450 Iteration 323, loss = 7.41014215 Validation score: -202.245689 Iteration 324, loss = 7.38651736 Validation score: -201.614633 Iteration 325, loss = 7.36292002 Validation score: -200.984289 Iteration 326, loss = 7.33935039 Validation score: -200.354665 Iteration 327, loss = 7.31580874 Validation score: -199.725768 Iteration 328, loss = 7.29229536 Validation score: -199.097605 Iteration 329, loss = 7.26881052 Validation score: -198.470183 Iteration 330, loss = 7.24535449 Validation score: -197.843511 Iteration 331, loss = 7.22192754 Validation score: -197.217595 Iteration 332, loss = 7.19852996 Validation score: -196.592443 Iteration 333, loss = 7.17516203 Validation score: -195.968062 Iteration 334, loss = 7.15182402 Validation score: -195.344459 Iteration 335, loss = 7.12851621 Validation score: -194.721643 Iteration 336, loss = 7.10523888 Validation score: -194.099621 Iteration 337, loss = 7.08199231 Validation score: -193.478399 Iteration 338, loss = 7.05877679 Validation score: -192.857987 Iteration 339, loss = 7.03559260 Validation score: -192.238391 Iteration 340, loss = 7.01244002 Validation score: -191.619618 Iteration 341, loss = 6.98931933 Validation score: -191.001677 Iteration 342, loss = 6.96623082 Validation score: -190.384575 Iteration 343, loss = 6.94317478 Validation score: -189.768320 Iteration 344, loss = 6.92015148 Validation score: -189.152919 Iteration 345, loss = 6.89716121 Validation score: -188.538380 Iteration 346, loss = 6.87420426 Validation score: -187.924710 Iteration 347, loss = 6.85128091 Validation score: -187.311918 Iteration 348, loss = 6.82839145 Validation score: -186.700010 Iteration 349, loss = 6.80553617 Validation score: -186.088994 Iteration 350, loss = 6.78271534 Validation score: -185.478879 Iteration 351, loss = 6.75992926 Validation score: -184.869671 Iteration 352, loss = 6.73717822 Validation score: -184.261378 Iteration 353, loss = 6.71446249 Validation score: -183.654008 Iteration 354, loss = 6.69178236 Validation score: -183.047568 Iteration 355, loss = 6.66913812 Validation score: -182.442066 Iteration 356, loss = 6.64653006 Validation score: -181.837510 Iteration 357, loss = 6.62395845 Validation score: -181.233907 Iteration 358, loss = 6.60142359 Validation score: -180.631265 Iteration 359, loss = 6.57892575 Validation score: -180.029591 Iteration 360, loss = 6.55646521 Validation score: -179.428892 Iteration 361, loss = 6.53404227 Validation score: -178.829177 Iteration 362, loss = 6.51165720 Validation score: -178.230453 Iteration 363, loss = 6.48931028 Validation score: -177.632726 Iteration 364, loss = 6.46700179 Validation score: -177.036005 Iteration 365, loss = 6.44473201 Validation score: -176.440298 Iteration 366, loss = 6.42250121 Validation score: -175.845610 Iteration 367, loss = 6.40030968 Validation score: -175.251950 Iteration 368, loss = 6.37815768 Validation score: -174.659325 Iteration 369, loss = 6.35604550 Validation score: -174.067742 Iteration 370, loss = 6.33397340 Validation score: -173.477208 Iteration 371, loss = 6.31194165 Validation score: -172.887731 Iteration 372, loss = 6.28995053 Validation score: -172.299317 Iteration 373, loss = 6.26800030 Validation score: -171.711975 Iteration 374, loss = 6.24609122 Validation score: -171.125710 Iteration 375, loss = 6.22422357 Validation score: -170.540529 Iteration 376, loss = 6.20239760 Validation score: -169.956441 Iteration 377, loss = 6.18061356 Validation score: -169.373451 Iteration 378, loss = 6.15887173 Validation score: -168.791566 Iteration 379, loss = 6.13717236 Validation score: -168.210794 Iteration 380, loss = 6.11551569 Validation score: -167.631140 Iteration 381, loss = 6.09390198 Validation score: 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score: -157.954378 Iteration 398, loss = 5.73327236 Validation score: -157.395930 Iteration 399, loss = 5.71247177 Validation score: -156.838714 Iteration 400, loss = 5.69171836 Validation score: -156.282735 Iteration 401, loss = 5.67101233 Validation score: -155.727999 Iteration 402, loss = 5.65035387 Validation score: -155.174509 Iteration 403, loss = 5.62974315 Validation score: -154.622272 Iteration 404, loss = 5.60918035 Validation score: -154.071292 Iteration 405, loss = 5.58866564 Validation score: -153.521572 Iteration 406, loss = 5.56819921 Validation score: -152.973119 Iteration 407, loss = 5.54778120 Validation score: -152.425936 Iteration 408, loss = 5.52741178 Validation score: -151.880027 Iteration 409, loss = 5.50709112 Validation score: -151.335397 Iteration 410, loss = 5.48681936 Validation score: -150.792050 Iteration 411, loss = 5.46659665 Validation score: -150.249990 Iteration 412, loss = 5.44642314 Validation score: -149.709220 Iteration 413, loss = 5.42629896 Validation score: -149.169745 Iteration 414, loss = 5.40622427 Validation score: -148.631567 Iteration 415, loss = 5.38619918 Validation score: -148.094691 Iteration 416, loss = 5.36622382 Validation score: -147.559120 Iteration 417, loss = 5.34629833 Validation score: -147.024857 Iteration 418, loss = 5.32642282 Validation score: -146.491906 Iteration 419, loss = 5.30659740 Validation score: -145.960269 Iteration 420, loss = 5.28682218 Validation score: -145.429949 Iteration 421, loss = 5.26709728 Validation score: -144.900950 Iteration 422, loss = 5.24742278 Validation score: -144.373274 Iteration 423, loss = 5.22779880 Validation score: -143.846923 Iteration 424, loss = 5.20822543 Validation score: -143.321900 Iteration 425, loss = 5.18870274 Validation score: -142.798209 Iteration 426, loss = 5.16923084 Validation score: -142.275849 Iteration 427, loss = 5.14980979 Validation score: -141.754825 Iteration 428, loss = 5.13043968 Validation score: -141.235138 Iteration 429, loss = 5.11112057 Validation score: -140.716790 Iteration 430, loss = 5.09185253 Validation score: -140.199783 Iteration 431, loss = 5.07263563 Validation score: -139.684118 Iteration 432, loss = 5.05346992 Validation score: -139.169797 Iteration 433, loss = 5.03435546 Validation score: -138.656822 Iteration 434, loss = 5.01529230 Validation score: -138.145194 Iteration 435, loss = 4.99628048 Validation score: -137.634914 Iteration 436, loss = 4.97732005 Validation score: -137.125984 Iteration 437, loss = 4.95841104 Validation score: -136.618404 Iteration 438, loss = 4.93955348 Validation score: -136.112175 Iteration 439, loss = 4.92074741 Validation score: -135.607299 Iteration 440, loss = 4.90199285 Validation score: -135.103775 Iteration 441, loss = 4.88328982 Validation score: -134.601605 Iteration 442, loss = 4.86463833 Validation score: -134.100789 Iteration 443, loss = 4.84603841 Validation score: -133.601327 Iteration 444, loss = 4.82749005 Validation score: -133.103220 Iteration 445, loss = 4.80899327 Validation score: -132.606469 Iteration 446, loss = 4.79054806 Validation score: -132.111072 Iteration 447, loss = 4.77215442 Validation score: -131.617030 Iteration 448, loss = 4.75381235 Validation score: -131.124343 Iteration 449, loss = 4.73552183 Validation score: -130.633010 Iteration 450, loss = 4.71728286 Validation score: -130.143033 Iteration 451, loss = 4.69909541 Validation score: -129.654409 Iteration 452, loss = 4.68095946 Validation score: -129.167138 Iteration 453, loss = 4.66287498 Validation score: -128.681221 Iteration 454, loss = 4.64484196 Validation score: -128.196655 Iteration 455, loss = 4.62686035 Validation score: -127.713442 Iteration 456, loss = 4.60893013 Validation score: -127.231579 Iteration 457, loss = 4.59105125 Validation score: -126.751065 Iteration 458, loss = 4.57322367 Validation score: -126.271900 Iteration 459, loss = 4.55544735 Validation score: -125.794083 Iteration 460, loss = 4.53772224 Validation score: -125.317612 Iteration 461, loss = 4.52004829 Validation score: -124.842486 Iteration 462, loss = 4.50242544 Validation score: -124.368703 Iteration 463, loss = 4.48485364 Validation score: -123.896263 Iteration 464, loss = 4.46733283 Validation score: -123.425164 Iteration 465, loss = 4.44986294 Validation score: -122.955403 Iteration 466, loss = 4.43244391 Validation score: -122.486980 Iteration 467, loss = 4.41507567 Validation score: -122.019893 Iteration 468, loss = 4.39775816 Validation score: -121.554140 Iteration 469, loss = 4.38049129 Validation score: -121.089718 Iteration 470, loss = 4.36327499 Validation score: -120.626627 Iteration 471, loss = 4.34610918 Validation score: -120.164864 Iteration 472, loss = 4.32899378 Validation score: -119.704427 Iteration 473, loss = 4.31192872 Validation score: -119.245314 Iteration 474, loss = 4.29491389 Validation score: -118.787522 Iteration 475, loss = 4.27794922 Validation score: -118.331050 Iteration 476, loss = 4.26103462 Validation score: 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score: -110.770458 Iteration 493, loss = 3.98105060 Validation score: -110.337294 Iteration 494, loss = 3.96501982 Validation score: -109.905397 Iteration 495, loss = 3.94903710 Validation score: -109.474765 Iteration 496, loss = 3.93310230 Validation score: -109.045395 Iteration 497, loss = 3.91721531 Validation score: -108.617283 Iteration 498, loss = 3.90137601 Validation score: -108.190427 Iteration 499, loss = 3.88558428 Validation score: -107.764823 Iteration 500, loss = 3.86984000 Validation score: -107.340469 Iteration 501, loss = 3.85414304 Validation score: -106.917360 Iteration 502, loss = 3.83849329 Validation score: -106.495494 Iteration 503, loss = 3.82289063 Validation score: -106.074868 Iteration 504, loss = 3.80733492 Validation score: -105.655479 Iteration 505, loss = 3.79182605 Validation score: -105.237322 Iteration 506, loss = 3.77636390 Validation score: -104.820396 Iteration 507, loss = 3.76094834 Validation score: -104.404696 Iteration 508, loss = 3.74557924 Validation score: -103.990220 Iteration 509, loss = 3.73025648 Validation score: -103.576965 Iteration 510, loss = 3.71497995 Validation score: -103.164926 Iteration 511, loss = 3.69974951 Validation score: -102.754102 Iteration 512, loss = 3.68456504 Validation score: -102.344488 Iteration 513, loss = 3.66942642 Validation score: -101.936081 Iteration 514, loss = 3.65433353 Validation score: -101.528879 Iteration 515, loss = 3.63928623 Validation score: -101.122878 Iteration 516, loss = 3.62428442 Validation score: -100.718074 Iteration 517, loss = 3.60932796 Validation score: -100.314466 Iteration 518, loss = 3.59441674 Validation score: -99.912048 Iteration 519, loss = 3.57955063 Validation score: -99.510819 Iteration 520, loss = 3.56472951 Validation score: -99.110775 Iteration 521, loss = 3.54995325 Validation score: -98.711913 Iteration 522, loss = 3.53522175 Validation score: -98.314230 Iteration 523, loss = 3.52053488 Validation score: -97.917723 Iteration 524, loss = 3.50589252 Validation score: -97.522387 Iteration 525, loss = 3.49129454 Validation score: -97.128222 Iteration 526, loss = 3.47674084 Validation score: -96.735222 Iteration 527, loss = 3.46223130 Validation score: -96.343386 Iteration 528, loss = 3.44776580 Validation score: -95.952711 Iteration 529, loss = 3.43334422 Validation score: -95.563192 Iteration 530, loss = 3.41896644 Validation score: -95.174828 Iteration 531, loss = 3.40463236 Validation score: -94.787615 Iteration 532, loss = 3.39034186 Validation score: -94.401550 Iteration 533, loss = 3.37609483 Validation score: -94.016631 Iteration 534, loss = 3.36189116 Validation score: -93.632854 Iteration 535, loss = 3.34773073 Validation score: -93.250216 Iteration 536, loss = 3.33361343 Validation score: -92.868715 Iteration 537, loss = 3.31953916 Validation score: -92.488349 Iteration 538, loss = 3.30550782 Validation score: -92.109113 Iteration 539, loss = 3.29151928 Validation score: -91.731005 Iteration 540, loss = 3.27757345 Validation score: -91.354023 Iteration 541, loss = 3.26367023 Validation score: -90.978164 Iteration 542, loss = 3.24980950 Validation score: -90.603425 Iteration 543, loss = 3.23599117 Validation score: -90.229803 Iteration 544, loss = 3.22221513 Validation score: -89.857296 Iteration 545, loss = 3.20848129 Validation score: -89.485902 Iteration 546, loss = 3.19478955 Validation score: -89.115616 Iteration 547, loss = 3.18113980 Validation score: -88.746439 Iteration 548, loss = 3.16753196 Validation score: -88.378365 Iteration 549, loss = 3.15396592 Validation score: -88.011394 Iteration 550, loss = 3.14044160 Validation score: -87.645522 Iteration 551, loss = 3.12695889 Validation score: -87.280748 Iteration 552, loss = 3.11351771 Validation score: -86.917068 Iteration 553, loss = 3.10011797 Validation score: -86.554481 Iteration 554, loss = 3.08675958 Validation score: -86.192984 Iteration 555, loss = 3.07344244 Validation score: -85.832575 Iteration 556, loss = 3.06016648 Validation score: -85.473252 Iteration 557, loss = 3.04693161 Validation score: -85.115012 Iteration 558, loss = 3.03373774 Validation score: -84.757853 Iteration 559, loss = 3.02058479 Validation score: -84.401774 Iteration 560, loss = 3.00747267 Validation score: -84.046771 Iteration 561, loss = 2.99440132 Validation score: -83.692843 Iteration 562, loss = 2.98137064 Validation score: -83.339988 Iteration 563, loss = 2.96838056 Validation score: -82.988204 Iteration 564, loss = 2.95543101 Validation score: -82.637489 Iteration 565, loss = 2.94252190 Validation score: -82.287840 Iteration 566, loss = 2.92965317 Validation score: -81.939257 Iteration 567, loss = 2.91682473 Validation score: -81.591736 Iteration 568, loss = 2.90403652 Validation score: -81.245277 Iteration 569, loss = 2.89128847 Validation score: -80.899877 Iteration 570, loss = 2.87858051 Validation score: -80.555535 Iteration 571, loss = 2.86591257 Validation score: -80.212249 Iteration 572, loss = 2.85328457 Validation score: -79.870016 Iteration 573, loss = 2.84069647 Validation score: -79.528837 Iteration 574, loss = 2.82814818 Validation score: -79.188707 Iteration 575, loss = 2.81563965 Validation score: -78.849627 Iteration 576, loss = 2.80317082 Validation score: -78.511595 Iteration 577, loss = 2.79074161 Validation score: -78.174608 Iteration 578, loss = 2.77835198 Validation score: -77.838666 Iteration 579, loss = 2.76600187 Validation score: -77.503766 Iteration 580, loss = 2.75369120 Validation score: -77.169908 Iteration 581, loss = 2.74141993 Validation score: -76.837089 Iteration 582, loss = 2.72918801 Validation score: -76.505310 Iteration 583, loss = 2.71699537 Validation score: -76.174567 Iteration 584, loss = 2.70484195 Validation score: -75.844859 Iteration 585, loss = 2.69272772 Validation score: -75.516187 Iteration 586, loss = 2.68065261 Validation score: -75.188546 Iteration 587, loss = 2.66861658 Validation score: -74.861938 Iteration 588, loss = 2.65661956 Validation score: -74.536360 Iteration 589, loss = 2.64466152 Validation score: -74.211811 Iteration 590, loss = 2.63274240 Validation score: -73.888290 Iteration 591, loss = 2.62086216 Validation score: -73.565795 Iteration 592, loss = 2.60902075 Validation score: -73.244326 Iteration 593, loss = 2.59721812 Validation score: -72.923881 Iteration 594, loss = 2.58545422 Validation score: -72.604459 Iteration 595, loss = 2.57372902 Validation score: -72.286059 Iteration 596, loss = 2.56204246 Validation score: -71.968680 Iteration 597, loss = 2.55039450 Validation score: -71.652321 Iteration 598, loss = 2.53878510 Validation score: -71.336980 Iteration 599, loss = 2.52721422 Validation score: -71.022657 Iteration 600, loss = 2.51568182 Validation score: -70.709350 Iteration 601, loss = 2.50418785 Validation score: -70.397059 Iteration 602, loss = 2.49273227 Validation score: -70.085782 Iteration 603, loss = 2.48131504 Validation score: -69.775519 Iteration 604, loss = 2.46993613 Validation score: -69.466268 Iteration 605, loss = 2.45859549 Validation score: -69.158029 Iteration 606, loss = 2.44729309 Validation score: -68.850800 Iteration 607, loss = 2.43602888 Validation score: -68.544581 Iteration 608, loss = 2.42480284 Validation score: -68.239370 Iteration 609, loss = 2.41361491 Validation score: -67.935167 Iteration 610, loss = 2.40246507 Validation score: -67.631971 Iteration 611, loss = 2.39135327 Validation score: -67.329780 Iteration 612, loss = 2.38027949 Validation score: -67.028595 Iteration 613, loss = 2.36924367 Validation score: -66.728413 Iteration 614, loss = 2.35824580 Validation score: -66.429234 Iteration 615, loss = 2.34728582 Validation score: -66.131058 Iteration 616, loss = 2.33636371 Validation score: -65.833883 Iteration 617, loss = 2.32547943 Validation score: -65.537708 Iteration 618, loss = 2.31463295 Validation score: -65.242533 Iteration 619, loss = 2.30382422 Validation score: -64.948356 Iteration 620, loss = 2.29305322 Validation score: -64.655178 Iteration 621, loss = 2.28231990 Validation score: -64.362996 Iteration 622, loss = 2.27162423 Validation score: -64.071810 Iteration 623, loss = 2.26096618 Validation score: -63.781619 Iteration 624, loss = 2.25034571 Validation score: -63.492423 Iteration 625, loss = 2.23976279 Validation score: -63.204219 Iteration 626, loss = 2.22921738 Validation score: -62.917009 Iteration 627, loss = 2.21870944 Validation score: -62.630790 Iteration 628, loss = 2.20823894 Validation score: -62.345561 Iteration 629, loss = 2.19780584 Validation score: -62.061323 Iteration 630, loss = 2.18741011 Validation score: -61.778073 Iteration 631, loss = 2.17705171 Validation score: -61.495812 Iteration 632, loss = 2.16673061 Validation score: -61.214537 Iteration 633, loss = 2.15644676 Validation score: -60.934249 Iteration 634, loss = 2.14620013 Validation score: -60.654946 Iteration 635, loss = 2.13599068 Validation score: -60.376627 Iteration 636, loss = 2.12581838 Validation score: -60.099292 Iteration 637, loss = 2.11568319 Validation score: -59.822940 Iteration 638, loss = 2.10558506 Validation score: -59.547569 Iteration 639, loss = 2.09552397 Validation score: -59.273178 Iteration 640, loss = 2.08549986 Validation score: -58.999767 Iteration 641, loss = 2.07551271 Validation score: -58.727335 Iteration 642, loss = 2.06556247 Validation score: -58.455880 Iteration 643, loss = 2.05564911 Validation score: -58.185402 Iteration 644, loss = 2.04577257 Validation score: -57.915900 Iteration 645, loss = 2.03593283 Validation score: -57.647372 Iteration 646, loss = 2.02612983 Validation score: -57.379818 Iteration 647, loss = 2.01636355 Validation score: -57.113236 Iteration 648, loss = 2.00663393 Validation score: -56.847626 Iteration 649, loss = 1.99694093 Validation score: -56.582986 Iteration 650, loss = 1.98728450 Validation score: -56.319315 Iteration 651, loss = 1.97766462 Validation score: -56.056613 Iteration 652, loss = 1.96808122 Validation score: -55.794877 Iteration 653, loss = 1.95853427 Validation score: -55.534108 Iteration 654, loss = 1.94902371 Validation score: -55.274303 Iteration 655, loss = 1.93954951 Validation score: -55.015462 Iteration 656, loss = 1.93011162 Validation score: -54.757584 Iteration 657, loss = 1.92070998 Validation score: -54.500666 Iteration 658, loss = 1.91134456 Validation score: -54.244709 Iteration 659, loss = 1.90201529 Validation score: -53.989710 Iteration 660, loss = 1.89272214 Validation score: -53.735669 Iteration 661, loss = 1.88346505 Validation score: -53.482584 Iteration 662, loss = 1.87424398 Validation score: -53.230455 Iteration 663, loss = 1.86505886 Validation score: -52.979279 Iteration 664, loss = 1.85590965 Validation score: -52.729055 Iteration 665, loss = 1.84679630 Validation score: -52.479782 Iteration 666, loss = 1.83771876 Validation score: -52.231459 Iteration 667, loss = 1.82867696 Validation score: -51.984085 Iteration 668, loss = 1.81967085 Validation score: -51.737657 Iteration 669, loss = 1.81070039 Validation score: -51.492175 Iteration 670, loss = 1.80176551 Validation score: -51.247638 Iteration 671, loss = 1.79286616 Validation score: -51.004043 Iteration 672, loss = 1.78400228 Validation score: -50.761389 Iteration 673, loss = 1.77517381 Validation score: -50.519675 Iteration 674, loss = 1.76638070 Validation score: -50.278899 Iteration 675, loss = 1.75762288 Validation score: -50.039060 Iteration 676, loss = 1.74890029 Validation score: -49.800156 Iteration 677, loss = 1.74021288 Validation score: -49.562186 Iteration 678, loss = 1.73156058 Validation score: -49.325149 Iteration 679, loss = 1.72294333 Validation score: -49.089041 Iteration 680, loss = 1.71436107 Validation score: -48.853863 Iteration 681, loss = 1.70581374 Validation score: -48.619612 Iteration 682, loss = 1.69730127 Validation score: -48.386287 Iteration 683, loss = 1.68882359 Validation score: -48.153886 Iteration 684, loss = 1.68038064 Validation score: -47.922407 Iteration 685, loss = 1.67197236 Validation score: -47.691849 Iteration 686, loss = 1.66359867 Validation score: -47.462210 Iteration 687, loss = 1.65525952 Validation score: -47.233488 Iteration 688, loss = 1.64695483 Validation score: -47.005681 Iteration 689, loss = 1.63868453 Validation score: -46.778789 Iteration 690, loss = 1.63044856 Validation score: -46.552808 Iteration 691, loss = 1.62224684 Validation score: -46.327738 Iteration 692, loss = 1.61407931 Validation score: -46.103576 Iteration 693, loss = 1.60594589 Validation score: -45.880320 Iteration 694, loss = 1.59784651 Validation score: -45.657969 Iteration 695, loss = 1.58978109 Validation score: -45.436521 Iteration 696, loss = 1.58174958 Validation score: -45.215974 Iteration 697, loss = 1.57375188 Validation score: -44.996326 Iteration 698, loss = 1.56578793 Validation score: -44.777575 Iteration 699, loss = 1.55785765 Validation score: -44.559719 Iteration 700, loss = 1.54996097 Validation score: -44.342756 Iteration 701, loss = 1.54209781 Validation score: -44.126685 Iteration 702, loss = 1.53426809 Validation score: -43.911503 Iteration 703, loss = 1.52647173 Validation score: -43.697208 Iteration 704, loss = 1.51870867 Validation score: -43.483799 Iteration 705, loss = 1.51097881 Validation score: -43.271272 Iteration 706, loss = 1.50328208 Validation score: -43.059627 Iteration 707, loss = 1.49561841 Validation score: -42.848862 Iteration 708, loss = 1.48798770 Validation score: -42.638973 Iteration 709, loss = 1.48038988 Validation score: -42.429959 Iteration 710, loss = 1.47282488 Validation score: -42.221818 Iteration 711, loss = 1.46529259 Validation score: -42.014548 Iteration 712, loss = 1.45779296 Validation score: -41.808147 Iteration 713, loss = 1.45032588 Validation score: -41.602612 Iteration 714, loss = 1.44289128 Validation score: -41.397942 Iteration 715, loss = 1.43548908 Validation score: -41.194133 Iteration 716, loss = 1.42811919 Validation score: -40.991185 Iteration 717, loss = 1.42078152 Validation score: -40.789095 Iteration 718, loss = 1.41347599 Validation score: -40.587860 Iteration 719, loss = 1.40620252 Validation score: -40.387479 Iteration 720, loss = 1.39896102 Validation score: -40.187949 Iteration 721, loss = 1.39175140 Validation score: -39.989268 Iteration 722, loss = 1.38457358 Validation score: -39.791434 Iteration 723, loss = 1.37742746 Validation score: -39.594444 Iteration 724, loss = 1.37031296 Validation score: -39.398296 Iteration 725, loss = 1.36323000 Validation score: -39.202988 Iteration 726, loss = 1.35617848 Validation score: -39.008518 Iteration 727, loss = 1.34915832 Validation score: -38.814883 Iteration 728, loss = 1.34216942 Validation score: -38.622081 Iteration 729, loss = 1.33521170 Validation score: -38.430109 Iteration 730, loss = 1.32828506 Validation score: -38.238966 Iteration 731, loss = 1.32138942 Validation score: -38.048649 Iteration 732, loss = 1.31452469 Validation score: -37.859156 Iteration 733, loss = 1.30769077 Validation score: -37.670483 Iteration 734, loss = 1.30088757 Validation score: -37.482630 Iteration 735, loss = 1.29411501 Validation score: -37.295593 Iteration 736, loss = 1.28737298 Validation score: -37.109370 Iteration 737, loss = 1.28066141 Validation score: -36.923960 Iteration 738, loss = 1.27398018 Validation score: -36.739358 Iteration 739, loss = 1.26732922 Validation score: -36.555563 Iteration 740, loss = 1.26070843 Validation score: -36.372573 Iteration 741, loss = 1.25411772 Validation score: -36.190385 Iteration 742, loss = 1.24755699 Validation score: -36.008996 Iteration 743, loss = 1.24102615 Validation score: -35.828405 Iteration 744, loss = 1.23452510 Validation score: -35.648609 Iteration 745, loss = 1.22805375 Validation score: -35.469604 Iteration 746, loss = 1.22161202 Validation score: -35.291390 Iteration 747, loss = 1.21519979 Validation score: -35.113963 Iteration 748, loss = 1.20881698 Validation score: -34.937321 Iteration 749, loss = 1.20246349 Validation score: -34.761462 Iteration 750, loss = 1.19613923 Validation score: -34.586382 Iteration 751, loss = 1.18984411 Validation score: -34.412080 Iteration 752, loss = 1.18357802 Validation score: -34.238553 Iteration 753, loss = 1.17734087 Validation score: -34.065799 Iteration 754, loss = 1.17113256 Validation score: -33.893814 Iteration 755, loss = 1.16495301 Validation score: -33.722597 Iteration 756, loss = 1.15880210 Validation score: -33.552145 Iteration 757, loss = 1.15267976 Validation score: -33.382456 Iteration 758, loss = 1.14658588 Validation score: -33.213527 Iteration 759, loss = 1.14052036 Validation score: -33.045355 Iteration 760, loss = 1.13448311 Validation score: -32.877938 Iteration 761, loss = 1.12847403 Validation score: -32.711274 Iteration 762, loss = 1.12249302 Validation score: -32.545359 Iteration 763, loss = 1.11654000 Validation score: -32.380193 Iteration 764, loss = 1.11061485 Validation score: -32.215771 Iteration 765, loss = 1.10471749 Validation score: -32.052091 Iteration 766, loss = 1.09884782 Validation score: -31.889151 Iteration 767, loss = 1.09300574 Validation score: -31.726949 Iteration 768, loss = 1.08719115 Validation score: -31.565481 Iteration 769, loss = 1.08140396 Validation score: -31.404746 Iteration 770, loss = 1.07564407 Validation score: -31.244740 Iteration 771, loss = 1.06991138 Validation score: -31.085462 Iteration 772, loss = 1.06420580 Validation score: -30.926908 Iteration 773, loss = 1.05852723 Validation score: -30.769077 Iteration 774, loss = 1.05287556 Validation score: -30.611965 Iteration 775, loss = 1.04725072 Validation score: -30.455570 Iteration 776, loss = 1.04165258 Validation score: -30.299889 Iteration 777, loss = 1.03608107 Validation score: -30.144921 Iteration 778, loss = 1.03053609 Validation score: -29.990662 Iteration 779, loss = 1.02501752 Validation score: -29.837110 Iteration 780, loss = 1.01952529 Validation score: -29.684262 Iteration 781, loss = 1.01405929 Validation score: -29.532116 Iteration 782, loss = 1.00861942 Validation score: -29.380670 Iteration 783, loss = 1.00320560 Validation score: -29.229920 Iteration 784, loss = 0.99781771 Validation score: -29.079865 Iteration 785, loss = 0.99245567 Validation score: -28.930501 Iteration 786, loss = 0.98711937 Validation score: -28.781827 Iteration 787, loss = 0.98180873 Validation score: -28.633839 Iteration 788, loss = 0.97652364 Validation score: -28.486535 Iteration 789, loss = 0.97126401 Validation score: -28.339913 Iteration 790, loss = 0.96602974 Validation score: -28.193970 Iteration 791, loss = 0.96082074 Validation score: -28.048704 Iteration 792, loss = 0.95563691 Validation score: -27.904112 Iteration 793, loss = 0.95047815 Validation score: -27.760191 Iteration 794, loss = 0.94534437 Validation score: -27.616939 Iteration 795, loss = 0.94023546 Validation score: -27.474354 Iteration 796, loss = 0.93515135 Validation score: -27.332433 Iteration 797, loss = 0.93009192 Validation score: -27.191174 Iteration 798, loss = 0.92505709 Validation score: -27.050573 Iteration 799, loss = 0.92004676 Validation score: -26.910629 Iteration 800, loss = 0.91506083 Validation score: -26.771339 Iteration 801, loss = 0.91009921 Validation score: -26.632701 Iteration 802, loss = 0.90516180 Validation score: -26.494711 Iteration 803, loss = 0.90024851 Validation score: -26.357368 Iteration 804, loss = 0.89535924 Validation score: -26.220670 Iteration 805, loss = 0.89049390 Validation score: -26.084613 Iteration 806, loss = 0.88565240 Validation score: -25.949195 Iteration 807, loss = 0.88083463 Validation score: -25.814413 Iteration 808, loss = 0.87604052 Validation score: -25.680266 Iteration 809, loss = 0.87126995 Validation score: -25.546751 Iteration 810, loss = 0.86652284 Validation score: -25.413865 Iteration 811, loss = 0.86179910 Validation score: -25.281606 Iteration 812, loss = 0.85709863 Validation score: -25.149971 Iteration 813, loss = 0.85242133 Validation score: -25.018958 Iteration 814, loss = 0.84776712 Validation score: -24.888564 Iteration 815, loss = 0.84313590 Validation score: -24.758788 Iteration 816, loss = 0.83852758 Validation score: -24.629626 Iteration 817, loss = 0.83394207 Validation score: -24.501077 Iteration 818, loss = 0.82937927 Validation score: -24.373137 Iteration 819, loss = 0.82483909 Validation score: -24.245805 Iteration 820, loss = 0.82032144 Validation score: -24.119077 Iteration 821, loss = 0.81582623 Validation score: -23.992952 Iteration 822, loss = 0.81135336 Validation score: -23.867427 Iteration 823, loss = 0.80690275 Validation score: -23.742500 Iteration 824, loss = 0.80247429 Validation score: -23.618169 Iteration 825, loss = 0.79806792 Validation score: -23.494430 Iteration 826, loss = 0.79368352 Validation score: -23.371282 Iteration 827, loss = 0.78932101 Validation score: -23.248722 Iteration 828, loss = 0.78498031 Validation score: -23.126748 Iteration 829, loss = 0.78066131 Validation score: -23.005357 Iteration 830, loss = 0.77636393 Validation score: -22.884547 Iteration 831, loss = 0.77208808 Validation score: -22.764316 Iteration 832, loss = 0.76783368 Validation score: -22.644662 Iteration 833, loss = 0.76360062 Validation score: -22.525582 Iteration 834, loss = 0.75938882 Validation score: -22.407073 Iteration 835, loss = 0.75519820 Validation score: -22.289134 Iteration 836, loss = 0.75102867 Validation score: -22.171761 Iteration 837, loss = 0.74688012 Validation score: -22.054954 Iteration 838, loss = 0.74275249 Validation score: -21.938709 Iteration 839, loss = 0.73864567 Validation score: -21.823024 Iteration 840, loss = 0.73455959 Validation score: -21.707896 Iteration 841, loss = 0.73049415 Validation score: -21.593325 Iteration 842, loss = 0.72644927 Validation score: -21.479306 Iteration 843, loss = 0.72242486 Validation score: -21.365839 Iteration 844, loss = 0.71842083 Validation score: -21.252920 Iteration 845, loss = 0.71443709 Validation score: -21.140547 Iteration 846, loss = 0.71047357 Validation score: -21.028719 Iteration 847, loss = 0.70653017 Validation score: -20.917432 Iteration 848, loss = 0.70260681 Validation score: -20.806685 Iteration 849, loss = 0.69870340 Validation score: -20.696475 Iteration 850, loss = 0.69481986 Validation score: -20.586801 Iteration 851, loss = 0.69095609 Validation score: -20.477659 Iteration 852, loss = 0.68711203 Validation score: -20.369048 Iteration 853, loss = 0.68328758 Validation score: -20.260965 Iteration 854, loss = 0.67948265 Validation score: -20.153409 Iteration 855, loss = 0.67569717 Validation score: -20.046376 Iteration 856, loss = 0.67193105 Validation score: -19.939866 Iteration 857, loss = 0.66818420 Validation score: -19.833874 Iteration 858, loss = 0.66445655 Validation score: -19.728401 Iteration 859, loss = 0.66074800 Validation score: -19.623442 Iteration 860, loss = 0.65705849 Validation score: -19.518997 Iteration 861, loss = 0.65338791 Validation score: -19.415062 Iteration 862, loss = 0.64973620 Validation score: -19.311636 Iteration 863, loss = 0.64610326 Validation score: -19.208716 Iteration 864, loss = 0.64248902 Validation score: -19.106301 Iteration 865, loss = 0.63889340 Validation score: -19.004388 Iteration 866, loss = 0.63531631 Validation score: -18.902975 Iteration 867, loss = 0.63175768 Validation score: -18.802061 Iteration 868, loss = 0.62821742 Validation score: -18.701641 Iteration 869, loss = 0.62469544 Validation score: -18.601716 Iteration 870, loss = 0.62119168 Validation score: -18.502282 Iteration 871, loss = 0.61770605 Validation score: -18.403338 Iteration 872, loss = 0.61423847 Validation score: -18.304881 Iteration 873, loss = 0.61078887 Validation score: -18.206910 Iteration 874, loss = 0.60735715 Validation score: -18.109421 Iteration 875, loss = 0.60394325 Validation score: -18.012414 Iteration 876, loss = 0.60054708 Validation score: -17.915886 Iteration 877, loss = 0.59716856 Validation score: -17.819834 Iteration 878, loss = 0.59380763 Validation score: -17.724258 Iteration 879, loss = 0.59046419 Validation score: -17.629155 Iteration 880, loss = 0.58713817 Validation score: -17.534522 Iteration 881, loss = 0.58382950 Validation score: -17.440358 Iteration 882, loss = 0.58053809 Validation score: -17.346661 Iteration 883, loss = 0.57726387 Validation score: -17.253429 Iteration 884, loss = 0.57400677 Validation score: -17.160659 Iteration 885, loss = 0.57076670 Validation score: -17.068350 Iteration 886, loss = 0.56754359 Validation score: -16.976500 Iteration 887, loss = 0.56433737 Validation score: -16.885106 Iteration 888, loss = 0.56114795 Validation score: -16.794167 Iteration 889, loss = 0.55797527 Validation score: -16.703681 Iteration 890, loss = 0.55481924 Validation score: -16.613646 Iteration 891, loss = 0.55167979 Validation score: -16.524059 Iteration 892, loss = 0.54855686 Validation score: -16.434919 Iteration 893, loss = 0.54545035 Validation score: -16.346224 Iteration 894, loss = 0.54236021 Validation score: -16.257972 Iteration 895, loss = 0.53928635 Validation score: -16.170161 Iteration 896, loss = 0.53622870 Validation score: -16.082788 Iteration 897, loss = 0.53318719 Validation score: -15.995853 Iteration 898, loss = 0.53016175 Validation score: -15.909353 Iteration 899, loss = 0.52715229 Validation score: -15.823286 Iteration 900, loss = 0.52415876 Validation score: -15.737651 Iteration 901, loss = 0.52118107 Validation score: -15.652445 Iteration 902, loss = 0.51821916 Validation score: -15.567666 Iteration 903, loss = 0.51527296 Validation score: -15.483313 Iteration 904, loss = 0.51234238 Validation score: -15.399384 Iteration 905, loss = 0.50942736 Validation score: -15.315876 Iteration 906, loss = 0.50652784 Validation score: -15.232789 Iteration 907, loss = 0.50364373 Validation score: -15.150119 Iteration 908, loss = 0.50077497 Validation score: -15.067866 Iteration 909, loss = 0.49792148 Validation score: -14.986027 Iteration 910, loss = 0.49508321 Validation score: -14.904601 Iteration 911, loss = 0.49226007 Validation score: -14.823586 Iteration 912, loss = 0.48945200 Validation score: -14.742979 Iteration 913, loss = 0.48665892 Validation score: -14.662779 Iteration 914, loss = 0.48388078 Validation score: -14.582985 Iteration 915, loss = 0.48111750 Validation score: -14.503594 Iteration 916, loss = 0.47836901 Validation score: -14.424605 Iteration 917, loss = 0.47563524 Validation score: -14.346015 Iteration 918, loss = 0.47291613 Validation score: -14.267824 Iteration 919, loss = 0.47021161 Validation score: -14.190029 Iteration 920, loss = 0.46752161 Validation score: -14.112628 Iteration 921, loss = 0.46484606 Validation score: -14.035620 Iteration 922, loss = 0.46218490 Validation score: -13.959003 Iteration 923, loss = 0.45953806 Validation score: -13.882775 Iteration 924, loss = 0.45690547 Validation score: -13.806934 Iteration 925, loss = 0.45428707 Validation score: -13.731479 Iteration 926, loss = 0.45168279 Validation score: -13.656408 Iteration 927, loss = 0.44909256 Validation score: -13.581719 Iteration 928, loss = 0.44651633 Validation score: -13.507411 Iteration 929, loss = 0.44395401 Validation score: -13.433481 Iteration 930, loss = 0.44140556 Validation score: -13.359929 Iteration 931, loss = 0.43887090 Validation score: -13.286751 Iteration 932, loss = 0.43634997 Validation score: -13.213947 Iteration 933, loss = 0.43384271 Validation score: -13.141516 Iteration 934, loss = 0.43134904 Validation score: -13.069454 Iteration 935, loss = 0.42886892 Validation score: -12.997761 Iteration 936, loss = 0.42640227 Validation score: -12.926435 Iteration 937, loss = 0.42394903 Validation score: -12.855474 Iteration 938, loss = 0.42150913 Validation score: -12.784876 Iteration 939, loss = 0.41908253 Validation score: -12.714640 Iteration 940, loss = 0.41666914 Validation score: -12.644765 Iteration 941, loss = 0.41426891 Validation score: -12.575248 Iteration 942, loss = 0.41188179 Validation score: -12.506088 Iteration 943, loss = 0.40950769 Validation score: -12.437283 Iteration 944, loss = 0.40714657 Validation score: -12.368832 Iteration 945, loss = 0.40479837 Validation score: -12.300733 Iteration 946, loss = 0.40246301 Validation score: -12.232985 Iteration 947, loss = 0.40014045 Validation score: -12.165585 Iteration 948, loss = 0.39783062 Validation score: -12.098533 Iteration 949, loss = 0.39553345 Validation score: -12.031826 Iteration 950, loss = 0.39324890 Validation score: -11.965463 Iteration 951, loss = 0.39097689 Validation score: -11.899443 Iteration 952, loss = 0.38871738 Validation score: -11.833763 Iteration 953, loss = 0.38647029 Validation score: -11.768423 Iteration 954, loss = 0.38423558 Validation score: -11.703421 Iteration 955, loss = 0.38201317 Validation score: -11.638754 Iteration 956, loss = 0.37980302 Validation score: -11.574423 Iteration 957, loss = 0.37760507 Validation score: -11.510424 Iteration 958, loss = 0.37541925 Validation score: -11.446757 Iteration 959, loss = 0.37324550 Validation score: -11.383420 Iteration 960, loss = 0.37108378 Validation score: -11.320412 Iteration 961, loss = 0.36893402 Validation score: -11.257730 Iteration 962, loss = 0.36679617 Validation score: -11.195374 Iteration 963, loss = 0.36467016 Validation score: -11.133342 Iteration 964, loss = 0.36255594 Validation score: -11.071632 Iteration 965, loss = 0.36045346 Validation score: -11.010243 Iteration 966, loss = 0.35836266 Validation score: -10.949174 Iteration 967, loss = 0.35628347 Validation score: -10.888422 Iteration 968, loss = 0.35421585 Validation score: -10.827987 Iteration 969, loss = 0.35215974 Validation score: -10.767867 Iteration 970, loss = 0.35011509 Validation score: -10.708060 Iteration 971, loss = 0.34808183 Validation score: -10.648566 Iteration 972, loss = 0.34605991 Validation score: -10.589382 Iteration 973, loss = 0.34404929 Validation score: -10.530507 Iteration 974, loss = 0.34204989 Validation score: -10.471940 Iteration 975, loss = 0.34006168 Validation score: -10.413679 Iteration 976, loss = 0.33808459 Validation score: -10.355723 Iteration 977, loss = 0.33611857 Validation score: -10.298070 Iteration 978, loss = 0.33416356 Validation score: -10.240720 Iteration 979, loss = 0.33221952 Validation score: -10.183669 Iteration 980, loss = 0.33028639 Validation score: -10.126918 Iteration 981, loss = 0.32836412 Validation score: -10.070465 Iteration 982, loss = 0.32645264 Validation score: -10.014308 Iteration 983, loss = 0.32455192 Validation score: -9.958446 Iteration 984, loss = 0.32266190 Validation score: -9.902877 Iteration 985, loss = 0.32078252 Validation score: -9.847601 Iteration 986, loss = 0.31891374 Validation score: -9.792615 Iteration 987, loss = 0.31705549 Validation score: -9.737919 Iteration 988, loss = 0.31520774 Validation score: -9.683510 Iteration 989, loss = 0.31337043 Validation score: -9.629389 Iteration 990, loss = 0.31154350 Validation score: -9.575552 Iteration 991, loss = 0.30972691 Validation score: -9.522000 Iteration 992, loss = 0.30792060 Validation score: -9.468730 Iteration 993, loss = 0.30612453 Validation score: -9.415742 Iteration 994, loss = 0.30433864 Validation score: -9.363033 Iteration 995, loss = 0.30256289 Validation score: -9.310603 Iteration 996, loss = 0.30079721 Validation score: -9.258451 Iteration 997, loss = 0.29904158 Validation score: -9.206574 Iteration 998, loss = 0.29729592 Validation score: -9.154972 Iteration 999, loss = 0.29556021 Validation score: -9.103643 Iteration 1000, loss = 0.29383437 Validation score: -9.052586 Iteration 1, loss = 12.03685545 Validation score: -187.979643 Iteration 2, loss = 11.96979615 Validation score: -186.604384 Iteration 3, loss = 11.90288135 Validation score: -185.239124 Iteration 4, loss = 11.83610335 Validation score: -183.882124 Iteration 5, loss = 11.76946521 Validation score: -182.533754 Iteration 6, loss = 11.70297095 Validation score: -181.194996 Iteration 7, loss = 11.63662391 Validation score: -179.866982 Iteration 8, loss = 11.57042634 Validation score: -178.550459 Iteration 9, loss = 11.50437945 Validation score: -177.245340 Iteration 10, loss = 11.43848422 Validation score: -175.950795 Iteration 11, loss = 11.37274222 Validation score: -174.665746 Iteration 12, loss = 11.30715590 Validation score: -173.389234 Iteration 13, loss = 11.24172836 Validation score: -172.120543 Iteration 14, loss = 11.17646310 Validation score: -170.859176 Iteration 15, loss = 11.11136376 Validation score: -169.604797 Iteration 16, loss = 11.04643404 Validation score: -168.357181 Iteration 17, loss = 10.98167760 Validation score: -167.116178 Iteration 18, loss = 10.91709809 Validation score: -165.881689 Iteration 19, loss = 10.85269906 Validation score: -164.653650 Iteration 20, loss = 10.78848401 Validation score: -163.432020 Iteration 21, loss = 10.72445634 Validation score: -162.216776 Iteration 22, loss = 10.66061938 Validation score: -161.007906 Iteration 23, loss = 10.59697637 Validation score: -159.805408 Iteration 24, loss = 10.53353044 Validation score: -158.609283 Iteration 25, loss = 10.47028464 Validation score: -157.419541 Iteration 26, loss = 10.40724193 Validation score: -156.236191 Iteration 27, loss = 10.34440515 Validation score: -155.059247 Iteration 28, loss = 10.28177706 Validation score: -153.888725 Iteration 29, loss = 10.21936031 Validation score: -152.724640 Iteration 30, loss = 10.15715744 Validation score: -151.567009 Iteration 31, loss = 10.09517091 Validation score: -150.415850 Iteration 32, loss = 10.03340306 Validation score: -149.271180 Iteration 33, loss = 9.97185612 Validation score: -148.133017 Iteration 34, loss = 9.91053224 Validation score: -147.001379 Iteration 35, loss = 9.84943346 Validation score: -145.876285 Iteration 36, loss = 9.78856172 Validation score: -144.757750 Iteration 37, loss = 9.72791886 Validation score: -143.645794 Iteration 38, loss = 9.66750664 Validation score: -142.540432 Iteration 39, loss = 9.60732669 Validation score: -141.441682 Iteration 40, loss = 9.54738060 Validation score: -140.349560 Iteration 41, loss = 9.48766985 Validation score: -139.264081 Iteration 42, loss = 9.42819582 Validation score: -138.185262 Iteration 43, loss = 9.36895983 Validation score: -137.113117 Iteration 44, loss = 9.30996313 Validation score: -136.047660 Iteration 45, loss = 9.25120688 Validation score: -134.988904 Iteration 46, loss = 9.19269219 Validation score: -133.936861 Iteration 47, loss = 9.13442008 Validation score: -132.891544 Iteration 48, loss = 9.07639153 Validation score: -131.852962 Iteration 49, loss = 9.01860748 Validation score: -130.821124 Iteration 50, loss = 8.96106879 Validation score: -129.796039 Iteration 51, loss = 8.90377629 Validation score: -128.777712 Iteration 52, loss = 8.84673080 Validation score: -127.766149 Iteration 53, loss = 8.78993309 Validation score: -126.761355 Iteration 54, loss = 8.73338391 Validation score: -125.763329 Iteration 55, loss = 8.67708400 Validation score: -124.772075 Iteration 56, loss = 8.62103410 Validation score: -123.787589 Iteration 57, loss = 8.56523497 Validation score: -122.809869 Iteration 58, loss = 8.50968736 Validation score: -121.838912 Iteration 59, loss = 8.45439205 Validation score: -120.874710 Iteration 60, loss = 8.39934985 Validation score: -119.917256 Iteration 61, loss = 8.34456160 Validation score: -118.966541 Iteration 62, loss = 8.29002819 Validation score: -118.022554 Iteration 63, loss = 8.23575054 Validation score: -117.085282 Iteration 64, loss = 8.18172965 Validation score: -116.154711 Iteration 65, loss = 8.12796653 Validation score: -115.230827 Iteration 66, loss = 8.07446227 Validation score: -114.313611 Iteration 67, loss = 8.02121800 Validation score: -113.403047 Iteration 68, loss = 7.96823491 Validation score: -112.499115 Iteration 69, loss = 7.91551422 Validation score: -111.601795 Iteration 70, loss = 7.86305721 Validation score: -110.711063 Iteration 71, loss = 7.81086518 Validation score: -109.826898 Iteration 72, loss = 7.75893949 Validation score: -108.949275 Iteration 73, loss = 7.70728151 Validation score: -108.078169 Iteration 74, loss = 7.65589261 Validation score: -107.213553 Iteration 75, loss = 7.60477420 Validation score: -106.355400 Iteration 76, loss = 7.55392768 Validation score: -105.503680 Iteration 77, loss = 7.50335445 Validation score: -104.658364 Iteration 78, loss = 7.45305589 Validation score: -103.819421 Iteration 79, loss = 7.40303336 Validation score: -102.986819 Iteration 80, loss = 7.35328820 Validation score: -102.160523 Iteration 81, loss = 7.30382171 Validation score: -101.340501 Iteration 82, loss = 7.25463513 Validation score: -100.526715 Iteration 83, loss = 7.20572967 Validation score: -99.719131 Iteration 84, loss = 7.15710647 Validation score: -98.917711 Iteration 85, loss = 7.10876663 Validation score: -98.122415 Iteration 86, loss = 7.06071114 Validation score: -97.333206 Iteration 87, loss = 7.01294095 Validation score: -96.550042 Iteration 88, loss = 6.96545692 Validation score: -95.772883 Iteration 89, loss = 6.91825982 Validation score: -95.001688 Iteration 90, loss = 6.87135035 Validation score: -94.236415 Iteration 91, loss = 6.82472911 Validation score: -93.477021 Iteration 92, loss = 6.77839661 Validation score: -92.723463 Iteration 93, loss = 6.73235326 Validation score: -91.975697 Iteration 94, loss = 6.68659940 Validation score: -91.233681 Iteration 95, loss = 6.64113525 Validation score: -90.497371 Iteration 96, loss = 6.59596095 Validation score: -89.766722 Iteration 97, loss = 6.55107653 Validation score: -89.041692 Iteration 98, loss = 6.50648193 Validation score: -88.322236 Iteration 99, loss = 6.46217701 Validation score: -87.608312 Iteration 100, loss = 6.41816153 Validation score: -86.899877 Iteration 101, loss = 6.37443514 Validation score: -86.196888 Iteration 102, loss = 6.33099743 Validation score: -85.499303 Iteration 103, loss = 6.28784789 Validation score: -84.807081 Iteration 104, loss = 6.24498591 Validation score: -84.120181 Iteration 105, loss = 6.20241083 Validation score: -83.438563 Iteration 106, loss = 6.16012190 Validation score: -82.762187 Iteration 107, loss = 6.11811826 Validation score: -82.091014 Iteration 108, loss = 6.07639903 Validation score: -81.425008 Iteration 109, loss = 6.03496323 Validation score: -80.764130 Iteration 110, loss = 5.99380980 Validation score: -80.108345 Iteration 111, loss = 5.95293765 Validation score: -79.457617 Iteration 112, loss = 5.91234560 Validation score: -78.811912 Iteration 113, loss = 5.87203242 Validation score: -78.171196 Iteration 114, loss = 5.83199682 Validation score: -77.535436 Iteration 115, loss = 5.79223748 Validation score: -76.904599 Iteration 116, loss = 5.75275301 Validation score: -76.278656 Iteration 117, loss = 5.71354196 Validation score: -75.657574 Iteration 118, loss = 5.67460286 Validation score: -75.041324 Iteration 119, loss = 5.63593418 Validation score: -74.429877 Iteration 120, loss = 5.59753437 Validation score: -73.823203 Iteration 121, loss = 5.55940183 Validation score: -73.221276 Iteration 122, loss = 5.52153491 Validation score: -72.624066 Iteration 123, loss = 5.48393195 Validation score: -72.031547 Iteration 124, loss = 5.44659125 Validation score: -71.443692 Iteration 125, loss = 5.40951109 Validation score: -70.860474 Iteration 126, loss = 5.37268969 Validation score: -70.281868 Iteration 127, loss = 5.33612528 Validation score: -69.707846 Iteration 128, loss = 5.29981605 Validation score: -69.138383 Iteration 129, loss = 5.26376016 Validation score: -68.573454 Iteration 130, loss = 5.22795577 Validation score: -68.013033 Iteration 131, loss = 5.19240100 Validation score: -67.457094 Iteration 132, loss = 5.15709395 Validation score: -66.905611 Iteration 133, loss = 5.12203272 Validation score: -66.358560 Iteration 134, loss = 5.08721537 Validation score: -65.815913 Iteration 135, loss = 5.05263997 Validation score: -65.277647 Iteration 136, loss = 5.01830456 Validation score: -64.743734 Iteration 137, loss = 4.98420717 Validation score: -64.214149 Iteration 138, loss = 4.95034581 Validation score: -63.688866 Iteration 139, loss = 4.91671850 Validation score: -63.167857 Iteration 140, loss = 4.88332323 Validation score: -62.651098 Iteration 141, loss = 4.85015800 Validation score: -62.138560 Iteration 142, loss = 4.81722077 Validation score: -61.630217 Iteration 143, loss = 4.78450953 Validation score: -61.126041 Iteration 144, loss = 4.75202224 Validation score: -60.626006 Iteration 145, loss = 4.71975687 Validation score: -60.130084 Iteration 146, loss = 4.68771138 Validation score: -59.638246 Iteration 147, loss = 4.65588371 Validation score: -59.150465 Iteration 148, loss = 4.62427183 Validation score: -58.666712 Iteration 149, loss = 4.59287369 Validation score: -58.186958 Iteration 150, loss = 4.56168723 Validation score: -57.711175 Iteration 151, loss = 4.53071042 Validation score: -57.239335 Iteration 152, loss = 4.49994120 Validation score: -56.771407 Iteration 153, loss = 4.46937753 Validation score: -56.307362 Iteration 154, loss = 4.43901738 Validation score: -55.847172 Iteration 155, loss = 4.40885870 Validation score: -55.390805 Iteration 156, loss = 4.37889946 Validation score: -54.938233 Iteration 157, loss = 4.34913764 Validation score: -54.489425 Iteration 158, loss = 4.31957123 Validation score: -54.044352 Iteration 159, loss = 4.29019820 Validation score: -53.602982 Iteration 160, loss = 4.26101656 Validation score: -53.165286 Iteration 161, loss = 4.23202431 Validation score: -52.731234 Iteration 162, loss = 4.20321946 Validation score: -52.300795 Iteration 163, loss = 4.17460006 Validation score: -51.873938 Iteration 164, loss = 4.14616412 Validation score: -51.450633 Iteration 165, loss = 4.11790971 Validation score: -51.030850 Iteration 166, loss = 4.08983489 Validation score: -50.614557 Iteration 167, loss = 4.06193772 Validation score: -50.201724 Iteration 168, loss = 4.03421632 Validation score: -49.792322 Iteration 169, loss = 4.00666877 Validation score: -49.386318 Iteration 170, loss = 3.97929321 Validation score: -48.983683 Iteration 171, loss = 3.95208777 Validation score: -48.584387 Iteration 172, loss = 3.92505061 Validation score: -48.188398 Iteration 173, loss = 3.89817990 Validation score: -47.795687 Iteration 174, loss = 3.87147384 Validation score: -47.406224 Iteration 175, loss = 3.84493063 Validation score: -47.019978 Iteration 176, loss = 3.81854850 Validation score: -46.636919 Iteration 177, loss = 3.79232571 Validation score: -46.257017 Iteration 178, loss = 3.76626052 Validation score: -45.880244 Iteration 179, loss = 3.74035124 Validation score: -45.506568 Iteration 180, loss = 3.71459616 Validation score: -45.135962 Iteration 181, loss = 3.68899363 Validation score: -44.768395 Iteration 182, loss = 3.66354200 Validation score: -44.403838 Iteration 183, loss = 3.63823966 Validation score: -44.042262 Iteration 184, loss = 3.61308500 Validation score: -43.683639 Iteration 185, loss = 3.58807647 Validation score: -43.327940 Iteration 186, loss = 3.56321250 Validation score: -42.975136 Iteration 187, loss = 3.53849158 Validation score: -42.625200 Iteration 188, loss = 3.51391221 Validation score: -42.278103 Iteration 189, loss = 3.48947291 Validation score: -41.933818 Iteration 190, loss = 3.46517223 Validation score: -41.592317 Iteration 191, loss = 3.44100875 Validation score: -41.253573 Iteration 192, loss = 3.41698108 Validation score: -40.917558 Iteration 193, loss = 3.39308783 Validation score: -40.584246 Iteration 194, loss = 3.36932767 Validation score: -40.253610 Iteration 195, loss = 3.34569927 Validation score: -39.925623 Iteration 196, loss = 3.32220134 Validation score: -39.600260 Iteration 197, loss = 3.29883261 Validation score: -39.277495 Iteration 198, loss = 3.27559184 Validation score: -38.957301 Iteration 199, loss = 3.25247781 Validation score: -38.639654 Iteration 200, loss = 3.22948933 Validation score: -38.324528 Iteration 201, loss = 3.20662524 Validation score: -38.011898 Iteration 202, loss = 3.18388440 Validation score: -37.701740 Iteration 203, loss = 3.16126569 Validation score: -37.394029 Iteration 204, loss = 3.13876803 Validation score: -37.088741 Iteration 205, loss = 3.11639034 Validation score: -36.785853 Iteration 206, loss = 3.09413161 Validation score: -36.485340 Iteration 207, loss = 3.07199080 Validation score: -36.187179 Iteration 208, loss = 3.04996692 Validation score: -35.891347 Iteration 209, loss = 3.02805902 Validation score: -35.597822 Iteration 210, loss = 3.00626615 Validation score: -35.306580 Iteration 211, loss = 2.98458738 Validation score: -35.017600 Iteration 212, loss = 2.96302182 Validation score: -34.730859 Iteration 213, loss = 2.94156858 Validation score: -34.446336 Iteration 214, loss = 2.92022682 Validation score: -34.164009 Iteration 215, loss = 2.89899570 Validation score: -33.883857 Iteration 216, loss = 2.87787439 Validation score: -33.605860 Iteration 217, loss = 2.85686210 Validation score: -33.329995 Iteration 218, loss = 2.83595806 Validation score: -33.056243 Iteration 219, loss = 2.81516149 Validation score: -32.784585 Iteration 220, loss = 2.79447166 Validation score: -32.514999 Iteration 221, loss = 2.77388784 Validation score: -32.247466 Iteration 222, loss = 2.75340932 Validation score: -31.981967 Iteration 223, loss = 2.73303539 Validation score: -31.718483 Iteration 224, loss = 2.71276538 Validation score: -31.456995 Iteration 225, loss = 2.69259861 Validation score: -31.197485 Iteration 226, loss = 2.67253443 Validation score: -30.939933 Iteration 227, loss = 2.65257219 Validation score: -30.684322 Iteration 228, loss = 2.63271125 Validation score: -30.430635 Iteration 229, loss = 2.61295099 Validation score: -30.178853 Iteration 230, loss = 2.59329079 Validation score: -29.928960 Iteration 231, loss = 2.57373006 Validation score: -29.680938 Iteration 232, loss = 2.55426818 Validation score: -29.434770 Iteration 233, loss = 2.53490458 Validation score: -29.190440 Iteration 234, loss = 2.51563866 Validation score: -28.947932 Iteration 235, loss = 2.49646985 Validation score: -28.707230 Iteration 236, loss = 2.47739758 Validation score: -28.468316 Iteration 237, loss = 2.45842128 Validation score: -28.231177 Iteration 238, loss = 2.43954040 Validation score: -27.995797 Iteration 239, loss = 2.42075437 Validation score: -27.762160 Iteration 240, loss = 2.40206264 Validation score: -27.530252 Iteration 241, loss = 2.38346467 Validation score: -27.300057 Iteration 242, loss = 2.36495991 Validation score: -27.071562 Iteration 243, loss = 2.34654782 Validation score: -26.844751 Iteration 244, loss = 2.32822786 Validation score: -26.619612 Iteration 245, loss = 2.30999949 Validation score: -26.396130 Iteration 246, loss = 2.29186219 Validation score: -26.174291 Iteration 247, loss = 2.27381541 Validation score: -25.954082 Iteration 248, loss = 2.25585865 Validation score: -25.735490 Iteration 249, loss = 2.23799136 Validation score: -25.518502 Iteration 250, loss = 2.22021304 Validation score: -25.303104 Iteration 251, loss = 2.20252317 Validation score: -25.089285 Iteration 252, loss = 2.18492123 Validation score: -24.877031 Iteration 253, loss = 2.16740671 Validation score: -24.666330 Iteration 254, loss = 2.14997912 Validation score: -24.457170 Iteration 255, loss = 2.13263794 Validation score: -24.249539 Iteration 256, loss = 2.11538270 Validation score: -24.043426 Iteration 257, loss = 2.09821289 Validation score: -23.838818 Iteration 258, loss = 2.08112805 Validation score: -23.635703 Iteration 259, loss = 2.06412769 Validation score: -23.434072 Iteration 260, loss = 2.04721134 Validation score: 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Iteration 357, loss = 0.79703964 Validation score: -9.412572 Iteration 358, loss = 0.78845230 Validation score: -9.316509 Iteration 359, loss = 0.77995077 Validation score: -9.221227 Iteration 360, loss = 0.77153451 Validation score: -9.126722 Iteration 361, loss = 0.76320299 Validation score: -9.032992 Iteration 362, loss = 0.75495564 Validation score: -8.940031 Iteration 363, loss = 0.74679190 Validation score: -8.847837 Iteration 364, loss = 0.73871120 Validation score: -8.756406 Iteration 365, loss = 0.73071297 Validation score: -8.665733 Iteration 366, loss = 0.72279662 Validation score: -8.575817 Iteration 367, loss = 0.71496157 Validation score: -8.486652 Iteration 368, loss = 0.70720722 Validation score: -8.398235 Iteration 369, loss = 0.69953299 Validation score: -8.310562 Iteration 370, loss = 0.69193827 Validation score: -8.223630 Iteration 371, loss = 0.68442246 Validation score: -8.137434 Iteration 372, loss = 0.67698496 Validation score: -8.051972 Iteration 373, loss = 0.66962517 Validation score: -7.967239 Iteration 374, loss = 0.66234248 Validation score: -7.883231 Iteration 375, loss = 0.65513629 Validation score: -7.799945 Iteration 376, loss = 0.64800598 Validation score: -7.717377 Iteration 377, loss = 0.64095095 Validation score: -7.635522 Iteration 378, loss = 0.63397059 Validation score: -7.554378 Iteration 379, loss = 0.62706429 Validation score: -7.473940 Iteration 380, loss = 0.62023144 Validation score: -7.394204 Iteration 381, loss = 0.61347145 Validation score: -7.315166 Iteration 382, loss = 0.60678369 Validation score: -7.236823 Iteration 383, loss = 0.60016757 Validation score: -7.159170 Iteration 384, loss = 0.59362247 Validation score: -7.082203 Iteration 385, loss = 0.58714781 Validation score: -7.005919 Iteration 386, loss = 0.58074296 Validation score: -6.930313 Iteration 387, loss = 0.57440734 Validation score: -6.855381 Iteration 388, loss = 0.56814034 Validation score: -6.781120 Iteration 389, loss = 0.56194136 Validation score: -6.707525 Iteration 390, loss = 0.55580980 Validation score: -6.634592 Iteration 391, loss = 0.54974508 Validation score: -6.562317 Iteration 392, loss = 0.54374660 Validation score: -6.490696 Iteration 393, loss = 0.53781376 Validation score: -6.419725 Iteration 394, loss = 0.53194597 Validation score: -6.349399 Iteration 395, loss = 0.52614265 Validation score: -6.279715 Iteration 396, loss = 0.52040321 Validation score: -6.210668 Iteration 397, loss = 0.51472707 Validation score: -6.142255 Iteration 398, loss = 0.50911364 Validation score: -6.074470 Iteration 399, loss = 0.50356235 Validation score: -6.007311 Iteration 400, loss = 0.49807261 Validation score: -5.940772 Iteration 401, loss = 0.49264384 Validation score: -5.874850 Iteration 402, loss = 0.48727549 Validation score: -5.809540 Iteration 403, loss = 0.48196696 Validation score: -5.744838 Iteration 404, loss = 0.47671770 Validation score: -5.680740 Iteration 405, loss = 0.47152714 Validation score: -5.617242 Iteration 406, loss = 0.46639471 Validation score: -5.554339 Iteration 407, loss = 0.46131985 Validation score: -5.492028 Iteration 408, loss = 0.45630201 Validation score: -5.430304 Iteration 409, loss = 0.45134061 Validation score: -5.369163 Iteration 410, loss = 0.44643512 Validation score: -5.308600 Iteration 411, loss = 0.44158497 Validation score: -5.248613 Iteration 412, loss = 0.43678962 Validation score: -5.189195 Iteration 413, loss = 0.43204853 Validation score: -5.130344 Iteration 414, loss = 0.42736114 Validation score: -5.072055 Iteration 415, loss = 0.42272692 Validation score: -5.014323 Iteration 416, loss = 0.41814534 Validation score: -4.957145 Iteration 417, loss = 0.41361584 Validation score: -4.900517 Iteration 418, loss = 0.40913791 Validation score: -4.844434 Iteration 419, loss = 0.40471102 Validation score: -4.788893 Iteration 420, loss = 0.40033463 Validation score: -4.733888 Iteration 421, loss = 0.39600823 Validation score: -4.679417 Iteration 422, loss = 0.39173130 Validation score: -4.625474 Iteration 423, loss = 0.38750332 Validation score: -4.572056 Iteration 424, loss = 0.38332377 Validation score: -4.519159 Iteration 425, loss = 0.37919216 Validation score: -4.466778 Iteration 426, loss = 0.37510797 Validation score: -4.414910 Iteration 427, loss = 0.37107069 Validation score: -4.363551 Iteration 428, loss = 0.36707984 Validation score: -4.312696 Iteration 429, loss = 0.36313491 Validation score: -4.262341 Iteration 430, loss = 0.35923541 Validation score: -4.212483 Iteration 431, loss = 0.35538086 Validation score: -4.163117 Iteration 432, loss = 0.35157077 Validation score: -4.114240 Iteration 433, loss = 0.34780465 Validation score: -4.065847 Iteration 434, loss = 0.34408203 Validation score: -4.017934 Iteration 435, loss = 0.34040244 Validation score: -3.970499 Iteration 436, loss = 0.33676540 Validation score: -3.923536 Iteration 437, loss = 0.33317045 Validation score: -3.877041 Iteration 438, loss = 0.32961712 Validation score: -3.831012 Iteration 439, loss = 0.32610496 Validation score: -3.785443 Iteration 440, loss = 0.32263351 Validation score: -3.740332 Iteration 441, loss = 0.31920231 Validation score: -3.695674 Iteration 442, loss = 0.31581093 Validation score: -3.651466 Iteration 443, loss = 0.31245892 Validation score: -3.607704 Iteration 444, loss = 0.30914583 Validation score: -3.564383 Iteration 445, loss = 0.30587123 Validation score: -3.521501 Iteration 446, loss = 0.30263470 Validation score: -3.479053 Iteration 447, loss = 0.29943579 Validation score: -3.437036 Iteration 448, loss = 0.29627409 Validation score: -3.395446 Iteration 449, loss = 0.29314917 Validation score: -3.354279 Iteration 450, loss = 0.29006063 Validation score: -3.313532 Iteration 451, loss = 0.28700804 Validation score: -3.273202 Iteration 452, loss = 0.28399100 Validation score: -3.233283 Iteration 453, loss = 0.28100910 Validation score: -3.193774 Iteration 454, loss = 0.27806194 Validation score: -3.154670 Iteration 455, loss = 0.27514913 Validation score: -3.115968 Iteration 456, loss = 0.27227026 Validation score: -3.077664 Iteration 457, loss = 0.26942496 Validation score: -3.039755 Iteration 458, loss = 0.26661284 Validation score: -3.002236 Iteration 459, loss = 0.26383352 Validation score: -2.965106 Iteration 460, loss = 0.26108661 Validation score: -2.928360 Iteration 461, loss = 0.25837174 Validation score: -2.891995 Iteration 462, loss = 0.25568855 Validation score: -2.856007 Iteration 463, loss = 0.25303667 Validation score: -2.820394 Iteration 464, loss = 0.25041573 Validation score: -2.785151 Iteration 465, loss = 0.24782538 Validation score: -2.750276 Iteration 466, loss = 0.24526526 Validation score: -2.715764 Iteration 467, loss = 0.24273502 Validation score: -2.681614 Iteration 468, loss = 0.24023432 Validation score: -2.647820 Iteration 469, loss = 0.23776280 Validation score: -2.614382 Iteration 470, loss = 0.23532014 Validation score: -2.581294 Iteration 471, loss = 0.23290599 Validation score: -2.548554 Iteration 472, loss = 0.23052002 Validation score: -2.516158 Iteration 473, loss = 0.22816191 Validation score: -2.484104 Iteration 474, loss = 0.22583132 Validation score: -2.452388 Iteration 475, loss = 0.22352794 Validation score: -2.421008 Iteration 476, loss = 0.22125145 Validation score: -2.389959 Iteration 477, loss = 0.21900153 Validation score: -2.359239 Iteration 478, loss = 0.21677788 Validation score: -2.328846 Iteration 479, loss = 0.21458017 Validation score: -2.298775 Iteration 480, loss = 0.21240812 Validation score: -2.269024 Iteration 481, loss = 0.21026142 Validation score: -2.239590 Iteration 482, loss = 0.20813977 Validation score: -2.210469 Iteration 483, loss = 0.20604288 Validation score: -2.181660 Iteration 484, loss = 0.20397046 Validation score: -2.153159 Iteration 485, loss = 0.20192222 Validation score: -2.124963 Iteration 486, loss = 0.19989788 Validation score: -2.097069 Iteration 487, loss = 0.19789715 Validation score: -2.069474 Iteration 488, loss = 0.19591976 Validation score: -2.042176 Iteration 489, loss = 0.19396544 Validation score: -2.015172 Iteration 490, loss = 0.19203391 Validation score: -1.988458 Iteration 491, loss = 0.19012490 Validation score: -1.962033 Iteration 492, loss = 0.18823816 Validation score: -1.935893 Iteration 493, loss = 0.18637342 Validation score: -1.910035 Iteration 494, loss = 0.18453041 Validation score: -1.884458 Iteration 495, loss = 0.18270889 Validation score: -1.859157 Iteration 496, loss = 0.18090861 Validation score: -1.834132 Iteration 497, loss = 0.17912931 Validation score: -1.809378 Iteration 498, loss = 0.17737074 Validation score: -1.784893 Iteration 499, loss = 0.17563267 Validation score: -1.760675 Iteration 500, loss = 0.17391484 Validation score: -1.736721 Iteration 501, loss = 0.17221703 Validation score: -1.713029 Iteration 502, loss = 0.17053900 Validation score: -1.689595 Iteration 503, loss = 0.16888052 Validation score: -1.666418 Iteration 504, loss = 0.16724135 Validation score: -1.643495 Iteration 505, loss = 0.16562127 Validation score: -1.620823 Iteration 506, loss = 0.16402006 Validation score: -1.598401 Iteration 507, loss = 0.16243748 Validation score: -1.576224 Iteration 508, loss = 0.16087334 Validation score: -1.554292 Iteration 509, loss = 0.15932740 Validation score: -1.532602 Iteration 510, loss = 0.15779946 Validation score: -1.511150 Iteration 511, loss = 0.15628930 Validation score: -1.489936 Iteration 512, loss = 0.15479671 Validation score: -1.468956 Iteration 513, loss = 0.15332150 Validation score: -1.448209 Iteration 514, loss = 0.15186345 Validation score: -1.427691 Iteration 515, loss = 0.15042236 Validation score: -1.407401 Iteration 516, loss = 0.14899804 Validation score: -1.387337 Iteration 517, loss = 0.14759028 Validation score: -1.367495 Iteration 518, loss = 0.14619890 Validation score: -1.347875 Iteration 519, loss = 0.14482371 Validation score: -1.328473 Iteration 520, loss = 0.14346450 Validation score: -1.309288 Iteration 521, loss = 0.14212111 Validation score: -1.290317 Iteration 522, loss = 0.14079333 Validation score: -1.271558 Iteration 523, loss = 0.13948100 Validation score: -1.253009 Iteration 524, loss = 0.13818392 Validation score: -1.234668 Iteration 525, loss = 0.13690192 Validation score: -1.216533 Iteration 526, loss = 0.13563483 Validation score: -1.198601 Iteration 527, loss = 0.13438246 Validation score: -1.180872 Iteration 528, loss = 0.13314466 Validation score: -1.163342 Iteration 529, loss = 0.13192124 Validation score: -1.146009 Iteration 530, loss = 0.13071204 Validation score: -1.128872 Iteration 531, loss = 0.12951690 Validation score: -1.111929 Iteration 532, loss = 0.12833565 Validation score: -1.095177 Iteration 533, loss = 0.12716812 Validation score: -1.078615 Iteration 534, loss = 0.12601417 Validation score: -1.062241 Iteration 535, loss = 0.12487363 Validation score: -1.046052 Iteration 536, loss = 0.12374634 Validation score: -1.030047 Iteration 537, loss = 0.12263215 Validation score: -1.014224 Iteration 538, loss = 0.12153091 Validation score: -0.998582 Iteration 539, loss = 0.12044247 Validation score: -0.983118 Iteration 540, loss = 0.11936667 Validation score: -0.967830 Iteration 541, loss = 0.11830338 Validation score: -0.952716 Iteration 542, loss = 0.11725245 Validation score: -0.937776 Iteration 543, loss = 0.11621373 Validation score: -0.923006 Iteration 544, loss = 0.11518708 Validation score: -0.908406 Iteration 545, loss = 0.11417237 Validation score: -0.893973 Iteration 546, loss = 0.11316945 Validation score: -0.879706 Iteration 547, loss = 0.11217818 Validation score: -0.865603 Iteration 548, loss = 0.11119844 Validation score: -0.851663 Iteration 549, loss = 0.11023008 Validation score: -0.837883 Iteration 550, loss = 0.10927298 Validation score: -0.824262 Iteration 551, loss = 0.10832701 Validation score: -0.810798 Iteration 552, loss = 0.10739204 Validation score: -0.797489 Iteration 553, loss = 0.10646793 Validation score: -0.784335 Iteration 554, loss = 0.10555457 Validation score: -0.771333 Iteration 555, loss = 0.10465184 Validation score: -0.758482 Iteration 556, loss = 0.10375960 Validation score: -0.745780 Iteration 557, loss = 0.10287773 Validation score: -0.733226 Iteration 558, loss = 0.10200612 Validation score: -0.720818 Iteration 559, loss = 0.10114466 Validation score: -0.708554 Iteration 560, loss = 0.10029321 Validation score: -0.696433 Iteration 561, loss = 0.09945167 Validation score: -0.684454 Iteration 562, loss = 0.09861992 Validation score: -0.672615 Iteration 563, loss = 0.09779785 Validation score: -0.660914 Iteration 564, loss = 0.09698534 Validation score: -0.649350 Iteration 565, loss = 0.09618230 Validation score: -0.637922 Iteration 566, loss = 0.09538860 Validation score: -0.626628 Iteration 567, loss = 0.09460414 Validation score: -0.615466 Iteration 568, loss = 0.09382882 Validation score: -0.604436 Iteration 569, loss = 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Iteration 602, loss = 0.07221969 Validation score: -0.298230 Iteration 603, loss = 0.07170584 Validation score: -0.290998 Iteration 604, loss = 0.07119802 Validation score: -0.283855 Iteration 605, loss = 0.07069617 Validation score: -0.276799 Iteration 606, loss = 0.07020020 Validation score: -0.269830 Iteration 607, loss = 0.06971006 Validation score: -0.262945 Iteration 608, loss = 0.06922568 Validation score: -0.256146 Iteration 609, loss = 0.06874699 Validation score: -0.249430 Iteration 610, loss = 0.06827393 Validation score: -0.242796 Iteration 611, loss = 0.06780643 Validation score: -0.236245 Iteration 612, loss = 0.06734443 Validation score: -0.229774 Iteration 613, loss = 0.06688787 Validation score: -0.223382 Iteration 614, loss = 0.06643668 Validation score: -0.217070 Iteration 615, loss = 0.06599081 Validation score: -0.210836 Iteration 616, loss = 0.06555018 Validation score: -0.204679 Iteration 617, loss = 0.06511475 Validation score: -0.198598 Iteration 618, loss = 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Iteration 651, loss = 0.05301117 Validation score: -0.031525 Iteration 652, loss = 0.05272435 Validation score: -0.027626 Iteration 653, loss = 0.05244095 Validation score: -0.023776 Iteration 654, loss = 0.05216093 Validation score: -0.019976 Iteration 655, loss = 0.05188426 Validation score: -0.016225 Iteration 656, loss = 0.05161090 Validation score: -0.012522 Iteration 657, loss = 0.05134080 Validation score: -0.008867 Iteration 658, loss = 0.05107393 Validation score: -0.005259 Iteration 659, loss = 0.05081026 Validation score: -0.001697 Iteration 660, loss = 0.05054974 Validation score: 0.001818 Iteration 661, loss = 0.05029234 Validation score: 0.005289 Iteration 662, loss = 0.05003802 Validation score: 0.008714 Iteration 663, loss = 0.04978675 Validation score: 0.012095 Iteration 664, loss = 0.04953849 Validation score: 0.015432 Iteration 665, loss = 0.04929321 Validation score: 0.018726 Iteration 666, loss = 0.04905087 Validation score: 0.021977 Iteration 667, loss = 0.04881144 Validation score: 0.025185 Iteration 668, loss = 0.04857488 Validation score: 0.028353 Iteration 669, loss = 0.04834116 Validation score: 0.031478 Iteration 670, loss = 0.04811025 Validation score: 0.034564 Iteration 671, loss = 0.04788212 Validation score: 0.037609 Iteration 672, loss = 0.04765673 Validation score: 0.040614 Iteration 673, loss = 0.04743405 Validation score: 0.043580 Iteration 674, loss = 0.04721404 Validation score: 0.046507 Iteration 675, loss = 0.04699669 Validation score: 0.049396 Iteration 676, loss = 0.04678195 Validation score: 0.052247 Iteration 677, loss = 0.04656980 Validation score: 0.055061 Iteration 678, loss = 0.04636021 Validation score: 0.057838 Iteration 679, loss = 0.04615314 Validation score: 0.060579 Iteration 680, loss = 0.04594857 Validation score: 0.063284 Iteration 681, loss = 0.04574646 Validation score: 0.065953 Iteration 682, loss = 0.04554679 Validation score: 0.068587 Iteration 683, loss = 0.04534954 Validation score: 0.071186 Iteration 684, loss = 0.04515466 Validation score: 0.073752 Iteration 685, loss = 0.04496214 Validation score: 0.076283 Iteration 686, loss = 0.04477195 Validation score: 0.078781 Iteration 687, loss = 0.04458405 Validation score: 0.081246 Iteration 688, loss = 0.04439843 Validation score: 0.083679 Iteration 689, loss = 0.04421505 Validation score: 0.086080 Iteration 690, loss = 0.04403389 Validation score: 0.088449 Iteration 691, loss = 0.04385492 Validation score: 0.090786 Iteration 692, loss = 0.04367812 Validation score: 0.093093 Iteration 693, loss = 0.04350346 Validation score: 0.095369 Iteration 694, loss = 0.04333092 Validation score: 0.097615 Iteration 695, loss = 0.04316046 Validation score: 0.099831 Iteration 696, loss = 0.04299208 Validation score: 0.102018 Iteration 697, loss = 0.04282573 Validation score: 0.104176 Iteration 698, loss = 0.04266141 Validation score: 0.106306 Iteration 699, loss = 0.04249907 Validation score: 0.108407 Iteration 700, loss = 0.04233871 Validation score: 0.110480 Iteration 701, loss = 0.04218030 Validation score: 0.112526 Iteration 702, loss = 0.04202381 Validation score: 0.114544 Iteration 703, loss = 0.04186922 Validation score: 0.116536 Iteration 704, loss = 0.04171650 Validation score: 0.118501 Iteration 705, loss = 0.04156565 Validation score: 0.120440 Iteration 706, loss = 0.04141663 Validation score: 0.122353 Iteration 707, loss = 0.04126942 Validation score: 0.124241 Iteration 708, loss = 0.04112400 Validation score: 0.126104 Iteration 709, loss = 0.04098035 Validation score: 0.127941 Iteration 710, loss = 0.04083845 Validation score: 0.129755 Iteration 711, loss = 0.04069828 Validation score: 0.131544 Iteration 712, loss = 0.04055982 Validation score: 0.133309 Iteration 713, loss = 0.04042304 Validation score: 0.135051 Iteration 714, loss = 0.04028793 Validation score: 0.136770 Iteration 715, loss = 0.04015447 Validation score: 0.138465 Iteration 716, loss = 0.04002263 Validation score: 0.140138 Iteration 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Iteration 767, loss = 0.03505841 Validation score: 0.201569 Iteration 768, loss = 0.03498888 Validation score: 0.202407 Iteration 769, loss = 0.03492019 Validation score: 0.203235 Iteration 770, loss = 0.03485234 Validation score: 0.204051 Iteration 771, loss = 0.03478532 Validation score: 0.204858 Iteration 772, loss = 0.03471912 Validation score: 0.205654 Iteration 773, loss = 0.03465373 Validation score: 0.206439 Iteration 774, loss = 0.03458913 Validation score: 0.207215 Iteration 775, loss = 0.03452532 Validation score: 0.207981 Iteration 776, loss = 0.03446229 Validation score: 0.208738 Iteration 777, loss = 0.03440003 Validation score: 0.209484 Iteration 778, loss = 0.03433853 Validation score: 0.210222 Iteration 779, loss = 0.03427777 Validation score: 0.210950 Iteration 780, loss = 0.03421776 Validation score: 0.211669 Iteration 781, loss = 0.03415847 Validation score: 0.212379 Iteration 782, loss = 0.03409991 Validation score: 0.213080 Iteration 783, loss = 0.03404206 Validation score: 0.213772 Iteration 784, loss = 0.03398491 Validation score: 0.214456 Iteration 785, loss = 0.03392845 Validation score: 0.215132 Iteration 786, loss = 0.03387269 Validation score: 0.215799 Iteration 787, loss = 0.03381760 Validation score: 0.216457 Iteration 788, loss = 0.03376317 Validation score: 0.217108 Iteration 789, loss = 0.03370941 Validation score: 0.217751 Iteration 790, loss = 0.03365630 Validation score: 0.218386 Iteration 791, loss = 0.03360383 Validation score: 0.219013 Iteration 792, loss = 0.03355200 Validation score: 0.219633 Iteration 793, loss = 0.03350079 Validation score: 0.220245 Iteration 794, loss = 0.03345021 Validation score: 0.220850 Iteration 795, loss = 0.03340023 Validation score: 0.221448 Iteration 796, loss = 0.03335086 Validation score: 0.222038 Iteration 797, loss = 0.03330208 Validation score: 0.222622 Iteration 798, loss = 0.03325390 Validation score: 0.223199 Iteration 799, loss = 0.03320629 Validation score: 0.223769 Iteration 800, loss = 0.03315926 Validation score: 0.224332 Iteration 801, loss = 0.03311279 Validation score: 0.224888 Iteration 802, loss = 0.03306688 Validation score: 0.225439 Iteration 803, loss = 0.03302153 Validation score: 0.225982 Iteration 804, loss = 0.03297672 Validation score: 0.226520 Iteration 805, loss = 0.03293244 Validation score: 0.227051 Iteration 806, loss = 0.03288870 Validation score: 0.227577 Iteration 807, loss = 0.03284548 Validation score: 0.228096 Iteration 808, loss = 0.03280278 Validation score: 0.228609 Iteration 809, loss = 0.03276059 Validation score: 0.229117 Iteration 810, loss = 0.03271891 Validation score: 0.229619 Iteration 811, loss = 0.03267772 Validation score: 0.230115 Iteration 812, loss = 0.03263702 Validation score: 0.230606 Iteration 813, loss = 0.03259681 Validation score: 0.231092 Iteration 814, loss = 0.03255708 Validation score: 0.231572 Iteration 815, loss = 0.03251782 Validation score: 0.232047 Iteration 816, loss = 0.03247902 Validation score: 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0.03188535 Validation score: 0.239797 Iteration 834, loss = 0.03185399 Validation score: 0.240187 Iteration 835, loss = 0.03182299 Validation score: 0.240575 Iteration 836, loss = 0.03179236 Validation score: 0.240958 Iteration 837, loss = 0.03176208 Validation score: 0.241338 Iteration 838, loss = 0.03173215 Validation score: 0.241715 Iteration 839, loss = 0.03170256 Validation score: 0.242088 Iteration 840, loss = 0.03167331 Validation score: 0.242457 Iteration 841, loss = 0.03164441 Validation score: 0.242824 Iteration 842, loss = 0.03161583 Validation score: 0.243187 Iteration 843, loss = 0.03158758 Validation score: 0.243547 Iteration 844, loss = 0.03155965 Validation score: 0.243903 Iteration 845, loss = 0.03153204 Validation score: 0.244257 Iteration 846, loss = 0.03150475 Validation score: 0.244607 Iteration 847, loss = 0.03147776 Validation score: 0.244955 Iteration 848, loss = 0.03145109 Validation score: 0.245300 Iteration 849, loss = 0.03142471 Validation score: 0.245642 Iteration 850, loss = 0.03139864 Validation score: 0.245981 Iteration 851, loss = 0.03137285 Validation score: 0.246317 Iteration 852, loss = 0.03134736 Validation score: 0.246650 Iteration 853, loss = 0.03132216 Validation score: 0.246981 Iteration 854, loss = 0.03129723 Validation score: 0.247309 Iteration 855, loss = 0.03127259 Validation score: 0.247635 Iteration 856, loss = 0.03124822 Validation score: 0.247958 Iteration 857, loss = 0.03122413 Validation score: 0.248279 Iteration 858, loss = 0.03120030 Validation score: 0.248597 Iteration 859, loss = 0.03117673 Validation score: 0.248913 Iteration 860, loss = 0.03115343 Validation score: 0.249227 Iteration 861, loss = 0.03113038 Validation score: 0.249538 Iteration 862, loss = 0.03110759 Validation score: 0.249847 Iteration 863, loss = 0.03108505 Validation score: 0.250154 Iteration 864, loss = 0.03106276 Validation score: 0.250459 Iteration 865, loss = 0.03104071 Validation score: 0.250762 Iteration 866, loss = 0.03101890 Validation score: 0.251062 Iteration 867, loss = 0.03099733 Validation score: 0.251361 Iteration 868, loss = 0.03097599 Validation score: 0.251658 Iteration 869, loss = 0.03095489 Validation score: 0.251952 Iteration 870, loss = 0.03093401 Validation score: 0.252245 Iteration 871, loss = 0.03091336 Validation score: 0.252536 Iteration 872, loss = 0.03089292 Validation score: 0.252825 Iteration 873, loss = 0.03087271 Validation score: 0.253112 Iteration 874, loss = 0.03085272 Validation score: 0.253398 Iteration 875, loss = 0.03083293 Validation score: 0.253682 Iteration 876, loss = 0.03081336 Validation score: 0.253964 Iteration 877, loss = 0.03079400 Validation score: 0.254245 Iteration 878, loss = 0.03077484 Validation score: 0.254523 Iteration 879, loss = 0.03075588 Validation score: 0.254801 Iteration 880, loss = 0.03073712 Validation score: 0.255077 Iteration 881, loss = 0.03071856 Validation score: 0.255351 Iteration 882, loss = 0.03070019 Validation score: 0.255624 Iteration 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0.260064 Iteration 900, loss = 0.03039987 Validation score: 0.260315 Iteration 901, loss = 0.03038473 Validation score: 0.260565 Iteration 902, loss = 0.03036973 Validation score: 0.260814 Iteration 903, loss = 0.03035487 Validation score: 0.261062 Iteration 904, loss = 0.03034016 Validation score: 0.261310 Iteration 905, loss = 0.03032559 Validation score: 0.261556 Iteration 906, loss = 0.03031116 Validation score: 0.261802 Iteration 907, loss = 0.03029687 Validation score: 0.262047 Iteration 908, loss = 0.03028271 Validation score: 0.262291 Iteration 909, loss = 0.03026869 Validation score: 0.262534 Iteration 910, loss = 0.03025480 Validation score: 0.262777 Iteration 911, loss = 0.03024104 Validation score: 0.263019 Iteration 912, loss = 0.03022741 Validation score: 0.263260 Iteration 913, loss = 0.03021390 Validation score: 0.263500 Iteration 914, loss = 0.03020052 Validation score: 0.263740 Iteration 915, loss = 0.03018727 Validation score: 0.263979 Iteration 916, loss = 0.03017413 Validation score: 0.264217 Iteration 917, loss = 0.03016111 Validation score: 0.264455 Iteration 918, loss = 0.03014822 Validation score: 0.264692 Iteration 919, loss = 0.03013543 Validation score: 0.264928 Iteration 920, loss = 0.03012277 Validation score: 0.265164 Iteration 921, loss = 0.03011022 Validation score: 0.265399 Iteration 922, loss = 0.03009777 Validation score: 0.265634 Iteration 923, loss = 0.03008544 Validation score: 0.265868 Iteration 924, loss = 0.03007322 Validation score: 0.266102 Iteration 925, loss = 0.03006111 Validation score: 0.266335 Iteration 926, loss = 0.03004910 Validation score: 0.266568 Iteration 927, loss = 0.03003719 Validation score: 0.266800 Iteration 928, loss = 0.03002539 Validation score: 0.267032 Iteration 929, loss = 0.03001369 Validation score: 0.267263 Iteration 930, loss = 0.03000209 Validation score: 0.267494 Iteration 931, loss = 0.02999059 Validation score: 0.267724 Iteration 932, loss = 0.02997918 Validation score: 0.267954 Iteration 933, loss = 0.02996787 Validation score: 0.268184 Iteration 934, loss = 0.02995666 Validation score: 0.268413 Iteration 935, loss = 0.02994554 Validation score: 0.268642 Iteration 936, loss = 0.02993451 Validation score: 0.268870 Iteration 937, loss = 0.02992357 Validation score: 0.269098 Iteration 938, loss = 0.02991272 Validation score: 0.269326 Iteration 939, loss = 0.02990196 Validation score: 0.269553 Iteration 940, loss = 0.02989128 Validation score: 0.269780 Iteration 941, loss = 0.02988069 Validation score: 0.270007 Iteration 942, loss = 0.02987019 Validation score: 0.270233 Iteration 943, loss = 0.02985977 Validation score: 0.270460 Iteration 944, loss = 0.02984943 Validation score: 0.270685 Iteration 945, loss = 0.02983918 Validation score: 0.270911 Iteration 946, loss = 0.02982900 Validation score: 0.271136 Iteration 947, loss = 0.02981890 Validation score: 0.271361 Iteration 948, loss = 0.02980888 Validation score: 0.271586 Iteration 949, loss = 0.02979894 Validation score: 0.271811 Iteration 950, loss = 0.02978907 Validation score: 0.272035 Iteration 951, loss = 0.02977927 Validation score: 0.272259 Iteration 952, loss = 0.02976955 Validation score: 0.272483 Iteration 953, loss = 0.02975991 Validation score: 0.272707 Iteration 954, loss = 0.02975033 Validation score: 0.272931 Iteration 955, loss = 0.02974082 Validation score: 0.273154 Iteration 956, loss = 0.02973139 Validation score: 0.273377 Iteration 957, loss = 0.02972202 Validation score: 0.273600 Iteration 958, loss = 0.02971272 Validation score: 0.273823 Iteration 959, loss = 0.02970349 Validation score: 0.274046 Iteration 960, loss = 0.02969432 Validation score: 0.274268 Iteration 961, loss = 0.02968521 Validation score: 0.274491 Iteration 962, loss = 0.02967618 Validation score: 0.274713 Iteration 963, loss = 0.02966720 Validation score: 0.274935 Iteration 964, loss = 0.02965829 Validation score: 0.275157 Iteration 965, loss = 0.02964943 Validation score: 0.275379 Iteration 966, loss = 0.02964064 Validation score: 0.275601 Iteration 967, loss = 0.02963191 Validation score: 0.275822 Iteration 968, loss = 0.02962323 Validation score: 0.276044 Iteration 969, loss = 0.02961462 Validation score: 0.276265 Iteration 970, loss = 0.02960606 Validation score: 0.276487 Iteration 971, loss = 0.02959755 Validation score: 0.276708 Iteration 972, loss = 0.02958911 Validation score: 0.276929 Iteration 973, loss = 0.02958071 Validation score: 0.277150 Iteration 974, loss = 0.02957237 Validation score: 0.277371 Iteration 975, loss = 0.02956409 Validation score: 0.277592 Iteration 976, loss = 0.02955586 Validation score: 0.277813 Iteration 977, loss = 0.02954767 Validation score: 0.278034 Iteration 978, loss = 0.02953954 Validation score: 0.278255 Iteration 979, loss = 0.02953146 Validation score: 0.278476 Iteration 980, loss = 0.02952343 Validation score: 0.278696 Iteration 981, loss = 0.02951545 Validation score: 0.278917 Iteration 982, loss = 0.02950752 Validation score: 0.279138 Iteration 983, loss = 0.02949963 Validation score: 0.279358 Iteration 984, loss = 0.02949179 Validation score: 0.279579 Iteration 985, loss = 0.02948400 Validation score: 0.279799 Iteration 986, loss = 0.02947625 Validation score: 0.280020 Iteration 987, loss = 0.02946855 Validation score: 0.280240 Iteration 988, loss = 0.02946089 Validation score: 0.280460 Iteration 989, loss = 0.02945328 Validation score: 0.280681 Iteration 990, loss = 0.02944571 Validation score: 0.280901 Iteration 991, loss = 0.02943818 Validation score: 0.281122 Iteration 992, loss = 0.02943069 Validation score: 0.281342 Iteration 993, loss = 0.02942325 Validation score: 0.281562 Iteration 994, loss = 0.02941584 Validation score: 0.281783 Iteration 995, loss = 0.02940848 Validation score: 0.282003 Iteration 996, loss = 0.02940115 Validation score: 0.282223 Iteration 997, loss = 0.02939387 Validation score: 0.282444 Iteration 998, loss = 0.02938662 Validation score: 0.282664 Iteration 999, loss = 0.02937941 Validation score: 0.282884 Iteration 1000, loss = 0.02937224 Validation score: 0.283104 Iteration 1, loss = 9.97172548 Validation score: -835.296458 Iteration 2, loss = 9.92084456 Validation score: -831.878231 Iteration 3, loss = 9.87000010 Validation score: -828.459594 Iteration 4, loss = 9.81919786 Validation score: -825.040863 Iteration 5, loss = 9.76844356 Validation score: -821.622330 Iteration 6, loss = 9.71774292 Validation score: -818.204262 Iteration 7, loss = 9.66710163 Validation score: -814.786897 Iteration 8, loss = 9.61652534 Validation score: -811.370435 Iteration 9, loss = 9.56601965 Validation score: -807.955042 Iteration 10, loss = 9.51559009 Validation score: -804.540842 Iteration 11, loss = 9.46524212 Validation score: -801.127922 Iteration 12, loss = 9.41498110 Validation score: -797.716332 Iteration 13, loss = 9.36481228 Validation score: -794.306103 Iteration 14, loss = 9.31474081 Validation score: -790.897256 Iteration 15, loss = 9.26477169 Validation score: -787.489825 Iteration 16, loss = 9.21490983 Validation score: -784.083886 Iteration 17, loss = 9.16515999 Validation score: -780.679580 Iteration 18, loss = 9.11552686 Validation score: -777.277132 Iteration 19, loss = 9.06601504 Validation score: -773.876867 Iteration 20, loss = 9.01662906 Validation score: -770.479206 Iteration 21, loss = 8.96737340 Validation score: -767.084662 Iteration 22, loss = 8.91825250 Validation score: -763.693818 Iteration 23, loss = 8.86927075 Validation score: -760.307309 Iteration 24, loss = 8.82043247 Validation score: -756.925799 Iteration 25, loss = 8.77174195 Validation score: -753.549964 Iteration 26, loss = 8.72320334 Validation score: -750.180476 Iteration 27, loss = 8.67482072 Validation score: -746.817991 Iteration 28, loss = 8.62659804 Validation score: -743.463143 Iteration 29, loss = 8.57853911 Validation score: -740.116540 Iteration 30, loss = 8.53064758 Validation score: -736.778760 Iteration 31, loss = 8.48292694 Validation score: -733.450348 Iteration 32, loss = 8.43538051 Validation score: -730.131822 Iteration 33, loss = 8.38801140 Validation score: -726.823666 Iteration 34, loss = 8.34082256 Validation score: -723.526337 Iteration 35, loss = 8.29381671 Validation score: -720.240261 Iteration 36, loss = 8.24699636 Validation score: -716.965838 Iteration 37, loss = 8.20036385 Validation score: -713.703440 Iteration 38, loss = 8.15392125 Validation score: -710.453413 Iteration 39, loss = 8.10767046 Validation score: -707.216079 Iteration 40, loss = 8.06161314 Validation score: -703.991734 Iteration 41, loss = 8.01575073 Validation score: -700.780651 Iteration 42, loss = 7.97008447 Validation score: -697.583080 Iteration 43, loss = 7.92461537 Validation score: -694.399250 Iteration 44, loss = 7.87934423 Validation score: -691.229364 Iteration 45, loss = 7.83427164 Validation score: -688.073610 Iteration 46, loss = 7.78939800 Validation score: -684.932150 Iteration 47, loss = 7.74472351 Validation score: -681.805128 Iteration 48, loss = 7.70024815 Validation score: -678.692670 Iteration 49, loss = 7.65597175 Validation score: -675.594881 Iteration 50, loss = 7.61189395 Validation score: -672.511850 Iteration 51, loss = 7.56801423 Validation score: -669.443647 Iteration 52, loss = 7.52433191 Validation score: -666.390325 Iteration 53, loss = 7.48084617 Validation score: -663.351923 Iteration 54, loss = 7.43755606 Validation score: -660.328462 Iteration 55, loss = 7.39446049 Validation score: -657.319951 Iteration 56, loss = 7.35155828 Validation score: -654.326384 Iteration 57, loss = 7.30884817 Validation score: -651.347743 Iteration 58, loss = 7.26632877 Validation score: -648.383996 Iteration 59, loss = 7.22399867 Validation score: -645.435103 Iteration 60, loss = 7.18185637 Validation score: -642.501011 Iteration 61, loss = 7.13990036 Validation score: -639.581659 Iteration 62, loss = 7.09812908 Validation score: -636.676976 Iteration 63, loss = 7.05654094 Validation score: -633.786887 Iteration 64, loss = 7.01513438 Validation score: -630.911306 Iteration 65, loss = 6.97390783 Validation score: -628.050143 Iteration 66, loss = 6.93285972 Validation score: -625.203304 Iteration 67, loss = 6.89198853 Validation score: -622.370688 Iteration 68, loss = 6.85129278 Validation score: -619.552193 Iteration 69, loss = 6.81077102 Validation score: -616.747712 Iteration 70, loss = 6.77042184 Validation score: -613.957138 Iteration 71, loss = 6.73024392 Validation score: -611.180361 Iteration 72, loss = 6.69023597 Validation score: -608.417269 Iteration 73, loss = 6.65039680 Validation score: -605.667752 Iteration 74, loss = 6.61072527 Validation score: -602.931696 Iteration 75, loss = 6.57122031 Validation score: -600.208992 Iteration 76, loss = 6.53188094 Validation score: -597.499526 Iteration 77, loss = 6.49270623 Validation score: -594.803190 Iteration 78, loss = 6.45369537 Validation score: -592.119872 Iteration 79, loss = 6.41484757 Validation score: 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score: -510.208741 Iteration 112, loss = 5.22280983 Validation score: -507.908202 Iteration 113, loss = 5.18943470 Validation score: -505.617178 Iteration 114, loss = 5.15622465 Validation score: -503.335568 Iteration 115, loss = 5.12318007 Validation score: -501.063267 Iteration 116, loss = 5.09030131 Validation score: -498.800171 Iteration 117, loss = 5.05758874 Validation score: -496.546178 Iteration 118, loss = 5.02504273 Validation score: -494.301184 Iteration 119, loss = 4.99266363 Validation score: -492.065086 Iteration 120, loss = 4.96045179 Validation score: -489.837779 Iteration 121, loss = 4.92840756 Validation score: -487.619162 Iteration 122, loss = 4.89653128 Validation score: -485.409132 Iteration 123, loss = 4.86482327 Validation score: -483.207587 Iteration 124, loss = 4.83328386 Validation score: -481.014425 Iteration 125, loss = 4.80191337 Validation score: -478.829546 Iteration 126, loss = 4.77071209 Validation score: -476.652850 Iteration 127, loss = 4.73968031 Validation score: -474.484237 Iteration 128, loss = 4.70881833 Validation score: -472.323608 Iteration 129, loss = 4.67812640 Validation score: -470.170867 Iteration 130, loss = 4.64760479 Validation score: -468.025918 Iteration 131, loss = 4.61725372 Validation score: -465.888664 Iteration 132, loss = 4.58707345 Validation score: -463.759011 Iteration 133, loss = 4.55706417 Validation score: -461.636868 Iteration 134, loss = 4.52722609 Validation score: -459.522143 Iteration 135, loss = 4.49755938 Validation score: -457.414745 Iteration 136, loss = 4.46806422 Validation score: -455.314587 Iteration 137, loss = 4.43874075 Validation score: -453.221581 Iteration 138, loss = 4.40958911 Validation score: -451.135642 Iteration 139, loss = 4.38060941 Validation score: -449.056687 Iteration 140, loss = 4.35180174 Validation score: -446.984634 Iteration 141, loss = 4.32316619 Validation score: -444.919403 Iteration 142, loss = 4.29470280 Validation score: -442.860916 Iteration 143, loss = 4.26641162 Validation score: -440.809096 Iteration 144, loss = 4.23829267 Validation score: -438.763869 Iteration 145, loss = 4.21034594 Validation score: -436.725164 Iteration 146, loss = 4.18257140 Validation score: -434.692908 Iteration 147, loss = 4.15496902 Validation score: -432.667035 Iteration 148, loss = 4.12753872 Validation score: -430.647478 Iteration 149, loss = 4.10028043 Validation score: -428.634172 Iteration 150, loss = 4.07319402 Validation score: -426.627056 Iteration 151, loss = 4.04627938 Validation score: -424.626070 Iteration 152, loss = 4.01953633 Validation score: -422.631156 Iteration 153, loss = 3.99296472 Validation score: -420.642258 Iteration 154, loss = 3.96656433 Validation score: -418.659323 Iteration 155, loss = 3.94033495 Validation score: -416.682299 Iteration 156, loss = 3.91427634 Validation score: -414.711138 Iteration 157, loss = 3.88838822 Validation score: -412.745793 Iteration 158, loss = 3.86267031 Validation score: -410.786217 Iteration 159, loss = 3.83712229 Validation score: -408.832370 Iteration 160, loss = 3.81174382 Validation score: -406.884210 Iteration 161, loss = 3.78653456 Validation score: -404.941699 Iteration 162, loss = 3.76149411 Validation score: -403.004801 Iteration 163, loss = 3.73662208 Validation score: -401.073481 Iteration 164, loss = 3.71191803 Validation score: -399.147707 Iteration 165, loss = 3.68738152 Validation score: -397.227449 Iteration 166, loss = 3.66301208 Validation score: -395.312680 Iteration 167, loss = 3.63880922 Validation score: -393.403372 Iteration 168, loss = 3.61477241 Validation score: -391.499502 Iteration 169, loss = 3.59090113 Validation score: -389.601047 Iteration 170, loss = 3.56719481 Validation score: -387.707987 Iteration 171, loss = 3.54365288 Validation score: -385.820305 Iteration 172, loss = 3.52027474 Validation score: -383.937982 Iteration 173, loss = 3.49705977 Validation score: -382.061005 Iteration 174, loss = 3.47400732 Validation score: -380.189360 Iteration 175, loss = 3.45111674 Validation score: -378.323036 Iteration 176, loss = 3.42838736 Validation score: -376.462024 Iteration 177, loss = 3.40581847 Validation score: -374.606315 Iteration 178, loss = 3.38340935 Validation score: -372.755903 Iteration 179, loss = 3.36115928 Validation score: -370.910783 Iteration 180, loss = 3.33906750 Validation score: -369.070952 Iteration 181, loss = 3.31713324 Validation score: -367.236407 Iteration 182, loss = 3.29535573 Validation score: -365.407150 Iteration 183, loss = 3.27373415 Validation score: -363.583179 Iteration 184, loss = 3.25226769 Validation score: -361.764499 Iteration 185, loss = 3.23095552 Validation score: -359.951112 Iteration 186, loss = 3.20979680 Validation score: -358.143023 Iteration 187, loss = 3.18879066 Validation score: -356.340238 Iteration 188, loss = 3.16793623 Validation score: -354.542765 Iteration 189, loss = 3.14723263 Validation score: -352.750612 Iteration 190, loss = 3.12667895 Validation score: 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score: -323.110363 Iteration 207, loss = 2.79928646 Validation score: -321.416367 Iteration 208, loss = 2.78126721 Validation score: -319.727997 Iteration 209, loss = 2.76337923 Validation score: -318.045274 Iteration 210, loss = 2.74562151 Validation score: -316.368219 Iteration 211, loss = 2.72799301 Validation score: -314.696855 Iteration 212, loss = 2.71049270 Validation score: -313.031201 Iteration 213, loss = 2.69311957 Validation score: -311.371280 Iteration 214, loss = 2.67587258 Validation score: -309.717112 Iteration 215, loss = 2.65875070 Validation score: -308.068720 Iteration 216, loss = 2.64175292 Validation score: -306.426125 Iteration 217, loss = 2.62487821 Validation score: -304.789349 Iteration 218, loss = 2.60812555 Validation score: -303.158412 Iteration 219, loss = 2.59149392 Validation score: -301.533335 Iteration 220, loss = 2.57498230 Validation score: -299.914141 Iteration 221, loss = 2.55858970 Validation score: -298.300849 Iteration 222, loss = 2.54231509 Validation score: -296.693481 Iteration 223, loss = 2.52615747 Validation score: -295.092056 Iteration 224, loss = 2.51011584 Validation score: -293.496595 Iteration 225, loss = 2.49418921 Validation score: -291.907118 Iteration 226, loss = 2.47837659 Validation score: -290.323645 Iteration 227, loss = 2.46267698 Validation score: -288.746194 Iteration 228, loss = 2.44708941 Validation score: -287.174785 Iteration 229, loss = 2.43161291 Validation score: -285.609436 Iteration 230, loss = 2.41624649 Validation score: -284.050164 Iteration 231, loss = 2.40098921 Validation score: -282.496989 Iteration 232, loss = 2.38584009 Validation score: -280.949928 Iteration 233, loss = 2.37079820 Validation score: -279.408996 Iteration 234, loss = 2.35586257 Validation score: -277.874211 Iteration 235, loss = 2.34103229 Validation score: -276.345588 Iteration 236, loss = 2.32630641 Validation score: -274.823143 Iteration 237, loss = 2.31168401 Validation score: -273.306890 Iteration 238, loss = 2.29716418 Validation score: -271.796845 Iteration 239, loss = 2.28274599 Validation score: -270.293021 Iteration 240, loss = 2.26842856 Validation score: -268.795432 Iteration 241, loss = 2.25421098 Validation score: -267.304090 Iteration 242, loss = 2.24009237 Validation score: -265.819007 Iteration 243, loss = 2.22607185 Validation score: -264.340196 Iteration 244, loss = 2.21214854 Validation score: -262.867667 Iteration 245, loss = 2.19832157 Validation score: -261.401431 Iteration 246, loss = 2.18459011 Validation score: -259.941498 Iteration 247, loss = 2.17095328 Validation score: -258.487877 Iteration 248, loss = 2.15741026 Validation score: -257.040577 Iteration 249, loss = 2.14396021 Validation score: -255.599607 Iteration 250, loss = 2.13060230 Validation score: -254.164974 Iteration 251, loss = 2.11733572 Validation score: -252.736685 Iteration 252, loss = 2.10415965 Validation score: -251.314746 Iteration 253, loss = 2.09107330 Validation score: -249.899164 Iteration 254, loss = 2.07807588 Validation score: -248.489943 Iteration 255, loss = 2.06516660 Validation score: -247.087089 Iteration 256, loss = 2.05234468 Validation score: -245.690604 Iteration 257, loss = 2.03960935 Validation score: -244.300494 Iteration 258, loss = 2.02695985 Validation score: -242.916760 Iteration 259, loss = 2.01439543 Validation score: -241.539404 Iteration 260, loss = 2.00191535 Validation score: -240.168429 Iteration 261, loss = 1.98951887 Validation score: -238.803836 Iteration 262, loss = 1.97720525 Validation score: -237.445625 Iteration 263, loss = 1.96497379 Validation score: -236.093795 Iteration 264, loss = 1.95282375 Validation score: -234.748347 Iteration 265, loss = 1.94075445 Validation score: -233.409279 Iteration 266, loss = 1.92876518 Validation score: -232.076589 Iteration 267, loss = 1.91685525 Validation score: -230.750275 Iteration 268, loss = 1.90502398 Validation score: -229.430334 Iteration 269, loss = 1.89327069 Validation score: -228.116762 Iteration 270, loss = 1.88159472 Validation score: -226.809556 Iteration 271, loss = 1.86999541 Validation score: -225.508711 Iteration 272, loss = 1.85847210 Validation score: -224.214221 Iteration 273, loss = 1.84702416 Validation score: -222.926081 Iteration 274, loss = 1.83565094 Validation score: -221.644286 Iteration 275, loss = 1.82435180 Validation score: -220.368827 Iteration 276, loss = 1.81312614 Validation score: -219.099699 Iteration 277, loss = 1.80197334 Validation score: -217.836894 Iteration 278, loss = 1.79089277 Validation score: -216.580403 Iteration 279, loss = 1.77988385 Validation score: -215.330217 Iteration 280, loss = 1.76894598 Validation score: -214.086329 Iteration 281, loss = 1.75807856 Validation score: -212.848727 Iteration 282, loss = 1.74728102 Validation score: -211.617403 Iteration 283, loss = 1.73655278 Validation score: -210.392344 Iteration 284, loss = 1.72589328 Validation score: -209.173542 Iteration 285, loss = 1.71530195 Validation score: 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score: -189.398429 Iteration 302, loss = 1.54516549 Validation score: -188.289901 Iteration 303, loss = 1.53571221 Validation score: -187.187346 Iteration 304, loss = 1.52631756 Validation score: -186.090748 Iteration 305, loss = 1.51698112 Validation score: -185.000088 Iteration 306, loss = 1.50770243 Validation score: -183.915347 Iteration 307, loss = 1.49848105 Validation score: -182.836505 Iteration 308, loss = 1.48931656 Validation score: -181.763545 Iteration 309, loss = 1.48020854 Validation score: -180.696447 Iteration 310, loss = 1.47115654 Validation score: -179.635191 Iteration 311, loss = 1.46216017 Validation score: -178.579756 Iteration 312, loss = 1.45321901 Validation score: -177.530124 Iteration 313, loss = 1.44433264 Validation score: -176.486273 Iteration 314, loss = 1.43550067 Validation score: -175.448184 Iteration 315, loss = 1.42672269 Validation score: -174.415835 Iteration 316, loss = 1.41799831 Validation score: -173.389205 Iteration 317, loss = 1.40932715 Validation score: -172.368274 Iteration 318, loss = 1.40070880 Validation score: -171.353020 Iteration 319, loss = 1.39214290 Validation score: -170.343421 Iteration 320, loss = 1.38362906 Validation score: -169.339457 Iteration 321, loss = 1.37516691 Validation score: -168.341105 Iteration 322, loss = 1.36675608 Validation score: -167.348343 Iteration 323, loss = 1.35839620 Validation score: -166.361149 Iteration 324, loss = 1.35008691 Validation score: -165.379501 Iteration 325, loss = 1.34182785 Validation score: -164.403377 Iteration 326, loss = 1.33361867 Validation score: -163.432753 Iteration 327, loss = 1.32545901 Validation score: -162.467608 Iteration 328, loss = 1.31734853 Validation score: -161.507919 Iteration 329, loss = 1.30928689 Validation score: -160.553662 Iteration 330, loss = 1.30127374 Validation score: -159.604816 Iteration 331, loss = 1.29330875 Validation score: -158.661356 Iteration 332, loss = 1.28539159 Validation score: -157.723259 Iteration 333, loss = 1.27752192 Validation score: -156.790503 Iteration 334, loss = 1.26969943 Validation score: -155.863064 Iteration 335, loss = 1.26192377 Validation score: -154.940918 Iteration 336, loss = 1.25419465 Validation score: -154.024043 Iteration 337, loss = 1.24651174 Validation score: -153.112413 Iteration 338, loss = 1.23887472 Validation score: -152.206007 Iteration 339, loss = 1.23128329 Validation score: -151.304800 Iteration 340, loss = 1.22373714 Validation score: -150.408768 Iteration 341, loss = 1.21623597 Validation score: -149.517888 Iteration 342, loss = 1.20877947 Validation score: -148.632135 Iteration 343, loss = 1.20136735 Validation score: -147.751486 Iteration 344, loss = 1.19399931 Validation score: -146.875918 Iteration 345, loss = 1.18667506 Validation score: -146.005405 Iteration 346, loss = 1.17939431 Validation score: -145.139923 Iteration 347, loss = 1.17215677 Validation score: -144.279450 Iteration 348, loss = 1.16496217 Validation score: -143.423961 Iteration 349, loss = 1.15781021 Validation score: -142.573431 Iteration 350, loss = 1.15070063 Validation score: -141.727837 Iteration 351, loss = 1.14363314 Validation score: -140.887155 Iteration 352, loss = 1.13660747 Validation score: -140.051360 Iteration 353, loss = 1.12962335 Validation score: -139.220428 Iteration 354, loss = 1.12268052 Validation score: -138.394336 Iteration 355, loss = 1.11577871 Validation score: -137.573059 Iteration 356, loss = 1.10891764 Validation score: -136.756572 Iteration 357, loss = 1.10209708 Validation score: -135.944853 Iteration 358, loss = 1.09531675 Validation score: -135.137877 Iteration 359, loss = 1.08857640 Validation score: -134.335620 Iteration 360, loss = 1.08187577 Validation score: -133.538058 Iteration 361, loss = 1.07521462 Validation score: -132.745166 Iteration 362, loss = 1.06859270 Validation score: -131.956921 Iteration 363, loss = 1.06200976 Validation score: -131.173299 Iteration 364, loss = 1.05546555 Validation score: -130.394277 Iteration 365, loss = 1.04895984 Validation score: -129.619829 Iteration 366, loss = 1.04249238 Validation score: -128.849932 Iteration 367, loss = 1.03606293 Validation score: -128.084563 Iteration 368, loss = 1.02967126 Validation score: -127.323697 Iteration 369, loss = 1.02331714 Validation score: -126.567311 Iteration 370, loss = 1.01700033 Validation score: -125.815382 Iteration 371, loss = 1.01072061 Validation score: -125.067885 Iteration 372, loss = 1.00447774 Validation score: -124.324796 Iteration 373, loss = 0.99827149 Validation score: -123.586094 Iteration 374, loss = 0.99210166 Validation score: -122.851753 Iteration 375, loss = 0.98596801 Validation score: -122.121750 Iteration 376, loss = 0.97987032 Validation score: -121.396063 Iteration 377, loss = 0.97380838 Validation score: -120.674667 Iteration 378, loss = 0.96778196 Validation score: -119.957540 Iteration 379, loss = 0.96179086 Validation score: -119.244658 Iteration 380, loss = 0.95583487 Validation score: 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score: -107.753058 Iteration 397, loss = 0.85975524 Validation score: -107.112707 Iteration 398, loss = 0.85439656 Validation score: -106.476173 Iteration 399, loss = 0.84906924 Validation score: -105.843437 Iteration 400, loss = 0.84377311 Validation score: -105.214476 Iteration 401, loss = 0.83850798 Validation score: -104.589269 Iteration 402, loss = 0.83327367 Validation score: -103.967795 Iteration 403, loss = 0.82807002 Validation score: -103.350031 Iteration 404, loss = 0.82289683 Validation score: -102.735958 Iteration 405, loss = 0.81775394 Validation score: -102.125554 Iteration 406, loss = 0.81264118 Validation score: -101.518797 Iteration 407, loss = 0.80755836 Validation score: -100.915668 Iteration 408, loss = 0.80250533 Validation score: -100.316144 Iteration 409, loss = 0.79748190 Validation score: -99.720206 Iteration 410, loss = 0.79248791 Validation score: -99.127833 Iteration 411, loss = 0.78752320 Validation score: -98.539005 Iteration 412, loss = 0.78258759 Validation score: -97.953700 Iteration 413, loss = 0.77768093 Validation score: -97.371898 Iteration 414, loss = 0.77280304 Validation score: -96.793580 Iteration 415, loss = 0.76795377 Validation score: -96.218725 Iteration 416, loss = 0.76313295 Validation score: -95.647312 Iteration 417, loss = 0.75834042 Validation score: -95.079323 Iteration 418, loss = 0.75357603 Validation score: -94.514737 Iteration 419, loss = 0.74883961 Validation score: -93.953534 Iteration 420, loss = 0.74413101 Validation score: -93.395695 Iteration 421, loss = 0.73945007 Validation score: -92.841201 Iteration 422, loss = 0.73479664 Validation score: -92.290030 Iteration 423, loss = 0.73017056 Validation score: -91.742166 Iteration 424, loss = 0.72557168 Validation score: -91.197587 Iteration 425, loss = 0.72099985 Validation score: -90.656275 Iteration 426, loss = 0.71645492 Validation score: -90.118210 Iteration 427, loss = 0.71193673 Validation score: -89.583375 Iteration 428, loss = 0.70744515 Validation score: -89.051749 Iteration 429, loss = 0.70298001 Validation score: -88.523314 Iteration 430, loss = 0.69854118 Validation score: -87.998052 Iteration 431, loss = 0.69412850 Validation score: -87.475943 Iteration 432, loss = 0.68974184 Validation score: -86.956970 Iteration 433, loss = 0.68538105 Validation score: -86.441114 Iteration 434, loss = 0.68104598 Validation score: -85.928356 Iteration 435, loss = 0.67673649 Validation score: -85.418678 Iteration 436, loss = 0.67245245 Validation score: -84.912063 Iteration 437, loss = 0.66819371 Validation score: -84.408492 Iteration 438, loss = 0.66396013 Validation score: -83.907947 Iteration 439, loss = 0.65975158 Validation score: -83.410411 Iteration 440, loss = 0.65556792 Validation score: -82.915866 Iteration 441, loss = 0.65140900 Validation score: -82.424294 Iteration 442, loss = 0.64727469 Validation score: -81.935677 Iteration 443, loss = 0.64316487 Validation score: -81.449999 Iteration 444, loss = 0.63907939 Validation score: -80.967242 Iteration 445, loss = 0.63501812 Validation score: -80.487388 Iteration 446, loss = 0.63098093 Validation score: -80.010421 Iteration 447, loss = 0.62696769 Validation score: -79.536323 Iteration 448, loss = 0.62297826 Validation score: -79.065078 Iteration 449, loss = 0.61901252 Validation score: -78.596668 Iteration 450, loss = 0.61507033 Validation score: -78.131078 Iteration 451, loss = 0.61115157 Validation score: -77.668290 Iteration 452, loss = 0.60725612 Validation score: -77.208287 Iteration 453, loss = 0.60338383 Validation score: -76.751054 Iteration 454, loss = 0.59953459 Validation score: -76.296573 Iteration 455, loss = 0.59570828 Validation score: -75.844829 Iteration 456, loss = 0.59190476 Validation score: -75.395805 Iteration 457, loss = 0.58812391 Validation score: -74.949486 Iteration 458, loss = 0.58436562 Validation score: -74.505855 Iteration 459, loss = 0.58062975 Validation score: -74.064896 Iteration 460, loss = 0.57691618 Validation score: -73.626594 Iteration 461, loss = 0.57322480 Validation score: -73.190932 Iteration 462, loss = 0.56955549 Validation score: -72.757896 Iteration 463, loss = 0.56590812 Validation score: -72.327469 Iteration 464, loss = 0.56228257 Validation score: -71.899636 Iteration 465, loss = 0.55867873 Validation score: -71.474382 Iteration 466, loss = 0.55509648 Validation score: -71.051691 Iteration 467, loss = 0.55153571 Validation score: -70.631549 Iteration 468, loss = 0.54799629 Validation score: -70.213940 Iteration 469, loss = 0.54447811 Validation score: -69.798849 Iteration 470, loss = 0.54098106 Validation score: -69.386261 Iteration 471, loss = 0.53750501 Validation score: -68.976161 Iteration 472, loss = 0.53404987 Validation score: -68.568536 Iteration 473, loss = 0.53061551 Validation score: -68.163369 Iteration 474, loss = 0.52720183 Validation score: -67.760646 Iteration 475, loss = 0.52380871 Validation score: -67.360354 Iteration 476, loss = 0.52043604 Validation score: -66.962476 Iteration 477, loss = 0.51708370 Validation score: -66.567000 Iteration 478, loss = 0.51375160 Validation score: -66.173911 Iteration 479, loss = 0.51043962 Validation score: -65.783195 Iteration 480, loss = 0.50714765 Validation score: -65.394837 Iteration 481, loss = 0.50387559 Validation score: -65.008824 Iteration 482, loss = 0.50062332 Validation score: -64.625142 Iteration 483, loss = 0.49739074 Validation score: -64.243776 Iteration 484, loss = 0.49417775 Validation score: -63.864714 Iteration 485, loss = 0.49098423 Validation score: -63.487942 Iteration 486, loss = 0.48781009 Validation score: -63.113445 Iteration 487, loss = 0.48465522 Validation score: -62.741211 Iteration 488, loss = 0.48151951 Validation score: -62.371227 Iteration 489, loss = 0.47840286 Validation score: -62.003477 Iteration 490, loss = 0.47530517 Validation score: -61.637951 Iteration 491, loss = 0.47222634 Validation score: -61.274633 Iteration 492, loss = 0.46916626 Validation score: -60.913512 Iteration 493, loss = 0.46612484 Validation score: -60.554574 Iteration 494, loss = 0.46310197 Validation score: -60.197807 Iteration 495, loss = 0.46009755 Validation score: -59.843196 Iteration 496, loss = 0.45711149 Validation score: -59.490731 Iteration 497, loss = 0.45414368 Validation score: -59.140397 Iteration 498, loss = 0.45119402 Validation score: -58.792183 Iteration 499, loss = 0.44826243 Validation score: -58.446075 Iteration 500, loss = 0.44534879 Validation score: -58.102062 Iteration 501, loss = 0.44245302 Validation score: -57.760130 Iteration 502, loss = 0.43957502 Validation score: -57.420268 Iteration 503, loss = 0.43671468 Validation score: -57.082463 Iteration 504, loss = 0.43387193 Validation score: -56.746703 Iteration 505, loss = 0.43104665 Validation score: -56.412976 Iteration 506, loss = 0.42823876 Validation score: -56.081270 Iteration 507, loss = 0.42544816 Validation score: -55.751573 Iteration 508, loss = 0.42267476 Validation score: -55.423873 Iteration 509, loss = 0.41991847 Validation score: -55.098158 Iteration 510, loss = 0.41717919 Validation score: -54.774416 Iteration 511, loss = 0.41445683 Validation score: -54.452637 Iteration 512, loss = 0.41175130 Validation score: -54.132807 Iteration 513, loss = 0.40906251 Validation score: -53.814916 Iteration 514, loss = 0.40639037 Validation score: -53.498953 Iteration 515, loss = 0.40373479 Validation score: -53.184905 Iteration 516, loss = 0.40109568 Validation score: -52.872761 Iteration 517, loss = 0.39847294 Validation score: -52.562511 Iteration 518, loss = 0.39586650 Validation score: -52.254142 Iteration 519, loss = 0.39327626 Validation score: -51.947645 Iteration 520, loss = 0.39070213 Validation score: -51.643007 Iteration 521, loss = 0.38814403 Validation score: -51.340217 Iteration 522, loss = 0.38560187 Validation score: -51.039266 Iteration 523, loss = 0.38307556 Validation score: -50.740141 Iteration 524, loss = 0.38056502 Validation score: -50.442833 Iteration 525, loss = 0.37807016 Validation score: -50.147330 Iteration 526, loss = 0.37559090 Validation score: -49.853622 Iteration 527, loss = 0.37312715 Validation score: -49.561698 Iteration 528, loss = 0.37067882 Validation score: -49.271547 Iteration 529, loss = 0.36824584 Validation score: -48.983160 Iteration 530, loss = 0.36582812 Validation score: -48.696525 Iteration 531, loss = 0.36342558 Validation score: -48.411632 Iteration 532, loss = 0.36103813 Validation score: -48.128472 Iteration 533, loss = 0.35866569 Validation score: -47.847033 Iteration 534, loss = 0.35630818 Validation score: -47.567306 Iteration 535, loss = 0.35396551 Validation score: -47.289280 Iteration 536, loss = 0.35163762 Validation score: -47.012945 Iteration 537, loss = 0.34932441 Validation score: -46.738292 Iteration 538, loss = 0.34702581 Validation score: -46.465311 Iteration 539, loss = 0.34474173 Validation score: -46.193991 Iteration 540, loss = 0.34247210 Validation score: -45.924323 Iteration 541, loss = 0.34021684 Validation score: -45.656297 Iteration 542, loss = 0.33797586 Validation score: -45.389904 Iteration 543, loss = 0.33574910 Validation score: -45.125133 Iteration 544, loss = 0.33353647 Validation score: -44.861975 Iteration 545, loss = 0.33133789 Validation score: -44.600421 Iteration 546, loss = 0.32915329 Validation score: -44.340461 Iteration 547, loss = 0.32698259 Validation score: -44.082085 Iteration 548, loss = 0.32482572 Validation score: -43.825285 Iteration 549, loss = 0.32268259 Validation score: -43.570051 Iteration 550, loss = 0.32055314 Validation score: -43.316374 Iteration 551, loss = 0.31843728 Validation score: -43.064244 Iteration 552, loss = 0.31633494 Validation score: -42.813653 Iteration 553, loss = 0.31424606 Validation score: -42.564592 Iteration 554, loss = 0.31217055 Validation score: -42.317050 Iteration 555, loss = 0.31010833 Validation score: -42.071020 Iteration 556, loss = 0.30805934 Validation score: -41.826493 Iteration 557, loss = 0.30602351 Validation score: -41.583459 Iteration 558, loss = 0.30400076 Validation score: -41.341910 Iteration 559, loss = 0.30199101 Validation score: -41.101836 Iteration 560, loss = 0.29999420 Validation score: -40.863231 Iteration 561, loss = 0.29801025 Validation score: -40.626083 Iteration 562, loss = 0.29603910 Validation score: -40.390386 Iteration 563, loss = 0.29408066 Validation score: -40.156130 Iteration 564, loss = 0.29213488 Validation score: -39.923308 Iteration 565, loss = 0.29020168 Validation score: -39.691909 Iteration 566, loss = 0.28828099 Validation score: -39.461927 Iteration 567, loss = 0.28637274 Validation score: -39.233352 Iteration 568, loss = 0.28447686 Validation score: -39.006177 Iteration 569, loss = 0.28259328 Validation score: -38.780393 Iteration 570, loss = 0.28072193 Validation score: -38.555992 Iteration 571, loss = 0.27886275 Validation score: -38.332966 Iteration 572, loss = 0.27701567 Validation score: -38.111306 Iteration 573, loss = 0.27518062 Validation score: -37.891005 Iteration 574, loss = 0.27335753 Validation score: -37.672055 Iteration 575, loss = 0.27154633 Validation score: -37.454447 Iteration 576, loss = 0.26974697 Validation score: -37.238173 Iteration 577, loss = 0.26795936 Validation score: -37.023227 Iteration 578, loss = 0.26618345 Validation score: -36.809599 Iteration 579, loss = 0.26441917 Validation score: -36.597283 Iteration 580, loss = 0.26266646 Validation score: -36.386270 Iteration 581, loss = 0.26092524 Validation score: -36.176552 Iteration 582, loss = 0.25919546 Validation score: -35.968123 Iteration 583, loss = 0.25747705 Validation score: -35.760974 Iteration 584, loss = 0.25576995 Validation score: -35.555098 Iteration 585, loss = 0.25407408 Validation score: -35.350487 Iteration 586, loss = 0.25238940 Validation score: -35.147134 Iteration 587, loss = 0.25071583 Validation score: -34.945032 Iteration 588, loss = 0.24905331 Validation score: -34.744172 Iteration 589, loss = 0.24740178 Validation score: -34.544549 Iteration 590, loss = 0.24576118 Validation score: -34.346153 Iteration 591, loss = 0.24413145 Validation score: -34.148979 Iteration 592, loss = 0.24251252 Validation score: -33.953019 Iteration 593, loss = 0.24090433 Validation score: -33.758265 Iteration 594, loss = 0.23930681 Validation score: -33.564711 Iteration 595, loss = 0.23771992 Validation score: -33.372350 Iteration 596, loss = 0.23614359 Validation score: -33.181174 Iteration 597, loss = 0.23457776 Validation score: -32.991176 Iteration 598, loss = 0.23302237 Validation score: -32.802350 Iteration 599, loss = 0.23147735 Validation score: -32.614688 Iteration 600, loss = 0.22994266 Validation score: -32.428184 Iteration 601, loss = 0.22841822 Validation score: -32.242831 Iteration 602, loss = 0.22690399 Validation score: -32.058622 Iteration 603, loss = 0.22539990 Validation score: -31.875550 Iteration 604, loss = 0.22390589 Validation score: -31.693608 Iteration 605, loss = 0.22242191 Validation score: -31.512790 Iteration 606, loss = 0.22094790 Validation score: -31.333090 Iteration 607, loss = 0.21948380 Validation score: -31.154499 Iteration 608, loss = 0.21802956 Validation score: -30.977013 Iteration 609, loss = 0.21658511 Validation score: -30.800624 Iteration 610, loss = 0.21515040 Validation score: -30.625326 Iteration 611, loss = 0.21372538 Validation score: -30.451112 Iteration 612, loss = 0.21230998 Validation score: -30.277977 Iteration 613, loss = 0.21090416 Validation score: -30.105912 Iteration 614, loss = 0.20950785 Validation score: -29.934914 Iteration 615, loss = 0.20812101 Validation score: -29.764974 Iteration 616, loss = 0.20674357 Validation score: -29.596086 Iteration 617, loss = 0.20537549 Validation score: -29.428245 Iteration 618, loss = 0.20401670 Validation score: -29.261445 Iteration 619, loss = 0.20266715 Validation score: -29.095678 Iteration 620, loss = 0.20132679 Validation score: -28.930939 Iteration 621, loss = 0.19999557 Validation score: -28.767222 Iteration 622, loss = 0.19867343 Validation score: -28.604520 Iteration 623, loss = 0.19736032 Validation score: -28.442828 Iteration 624, loss = 0.19605618 Validation score: -28.282140 Iteration 625, loss = 0.19476097 Validation score: -28.122450 Iteration 626, loss = 0.19347463 Validation score: -27.963751 Iteration 627, loss = 0.19219710 Validation score: -27.806038 Iteration 628, loss = 0.19092835 Validation score: -27.649306 Iteration 629, loss = 0.18966830 Validation score: -27.493547 Iteration 630, loss = 0.18841692 Validation score: -27.338757 Iteration 631, loss = 0.18717416 Validation score: -27.184929 Iteration 632, loss = 0.18593995 Validation score: -27.032058 Iteration 633, loss = 0.18471426 Validation score: -26.880139 Iteration 634, loss = 0.18349702 Validation score: -26.729165 Iteration 635, loss = 0.18228820 Validation score: -26.579131 Iteration 636, loss = 0.18108774 Validation score: -26.430031 Iteration 637, loss = 0.17989558 Validation score: -26.281860 Iteration 638, loss = 0.17871169 Validation score: -26.134612 Iteration 639, loss = 0.17753601 Validation score: -25.988282 Iteration 640, loss = 0.17636849 Validation score: -25.842864 Iteration 641, loss = 0.17520909 Validation score: -25.698353 Iteration 642, loss = 0.17405776 Validation score: -25.554743 Iteration 643, loss = 0.17291444 Validation score: -25.412030 Iteration 644, loss = 0.17177909 Validation score: -25.270207 Iteration 645, loss = 0.17065166 Validation score: -25.129269 Iteration 646, loss = 0.16953211 Validation score: -24.989211 Iteration 647, loss = 0.16842038 Validation score: -24.850028 Iteration 648, loss = 0.16731643 Validation score: -24.711715 Iteration 649, loss = 0.16622022 Validation score: -24.574266 Iteration 650, loss = 0.16513169 Validation score: -24.437676 Iteration 651, loss = 0.16405081 Validation score: -24.301941 Iteration 652, loss = 0.16297752 Validation score: -24.167054 Iteration 653, loss = 0.16191177 Validation score: -24.033011 Iteration 654, loss = 0.16085353 Validation score: -23.899807 Iteration 655, loss = 0.15980275 Validation score: -23.767437 Iteration 656, loss = 0.15875938 Validation score: -23.635896 Iteration 657, loss = 0.15772337 Validation score: -23.505178 Iteration 658, loss = 0.15669469 Validation score: -23.375280 Iteration 659, loss = 0.15567328 Validation score: -23.246195 Iteration 660, loss = 0.15465911 Validation score: -23.117920 Iteration 661, loss = 0.15365213 Validation score: -22.990449 Iteration 662, loss = 0.15265229 Validation score: -22.863777 Iteration 663, loss = 0.15165955 Validation score: -22.737900 Iteration 664, loss = 0.15067387 Validation score: -22.612813 Iteration 665, loss = 0.14969521 Validation score: -22.488511 Iteration 666, loss = 0.14872352 Validation score: -22.364989 Iteration 667, loss = 0.14775876 Validation score: -22.242243 Iteration 668, loss = 0.14680088 Validation score: -22.120269 Iteration 669, loss = 0.14584985 Validation score: -21.999060 Iteration 670, loss = 0.14490562 Validation score: -21.878614 Iteration 671, loss = 0.14396815 Validation score: -21.758925 Iteration 672, loss = 0.14303740 Validation score: -21.639988 Iteration 673, loss = 0.14211332 Validation score: -21.521800 Iteration 674, loss = 0.14119588 Validation score: -21.404355 Iteration 675, loss = 0.14028504 Validation score: -21.287650 Iteration 676, loss = 0.13938075 Validation score: -21.171679 Iteration 677, loss = 0.13848297 Validation score: -21.056439 Iteration 678, loss = 0.13759166 Validation score: -20.941924 Iteration 679, loss = 0.13670679 Validation score: -20.828131 Iteration 680, loss = 0.13582831 Validation score: -20.715056 Iteration 681, loss = 0.13495618 Validation score: -20.602693 Iteration 682, loss = 0.13409036 Validation score: -20.491038 Iteration 683, loss = 0.13323082 Validation score: -20.380088 Iteration 684, loss = 0.13237751 Validation score: -20.269838 Iteration 685, loss = 0.13153039 Validation score: -20.160284 Iteration 686, loss = 0.13068943 Validation score: -20.051421 Iteration 687, loss = 0.12985459 Validation score: -19.943246 Iteration 688, loss = 0.12902582 Validation score: -19.835754 Iteration 689, loss = 0.12820310 Validation score: -19.728941 Iteration 690, loss = 0.12738638 Validation score: -19.622803 Iteration 691, loss = 0.12657562 Validation score: -19.517336 Iteration 692, loss = 0.12577079 Validation score: -19.412536 Iteration 693, loss = 0.12497185 Validation score: -19.308399 Iteration 694, loss = 0.12417877 Validation score: -19.204920 Iteration 695, loss = 0.12339149 Validation score: -19.102097 Iteration 696, loss = 0.12261000 Validation score: -18.999924 Iteration 697, loss = 0.12183425 Validation score: -18.898398 Iteration 698, loss = 0.12106420 Validation score: -18.797515 Iteration 699, loss = 0.12029982 Validation score: -18.697271 Iteration 700, loss = 0.11954107 Validation score: -18.597662 Iteration 701, loss = 0.11878792 Validation score: -18.498684 Iteration 702, loss = 0.11804033 Validation score: -18.400334 Iteration 703, loss = 0.11729827 Validation score: -18.302608 Iteration 704, loss = 0.11656169 Validation score: -18.205501 Iteration 705, loss = 0.11583057 Validation score: -18.109011 Iteration 706, loss = 0.11510487 Validation score: -18.013133 Iteration 707, loss = 0.11438456 Validation score: -17.917863 Iteration 708, loss = 0.11366959 Validation score: -17.823199 Iteration 709, loss = 0.11295994 Validation score: -17.729136 Iteration 710, loss = 0.11225557 Validation score: -17.635670 Iteration 711, loss = 0.11155645 Validation score: -17.542798 Iteration 712, loss = 0.11086255 Validation score: -17.450517 Iteration 713, loss = 0.11017382 Validation score: -17.358822 Iteration 714, loss = 0.10949024 Validation score: -17.267710 Iteration 715, loss = 0.10881177 Validation score: -17.177178 Iteration 716, loss = 0.10813838 Validation score: -17.087222 Iteration 717, loss = 0.10747004 Validation score: -16.997838 Iteration 718, loss = 0.10680671 Validation score: -16.909023 Iteration 719, loss = 0.10614836 Validation score: -16.820774 Iteration 720, loss = 0.10549496 Validation score: -16.733087 Iteration 721, loss = 0.10484648 Validation score: -16.645959 Iteration 722, loss = 0.10420288 Validation score: -16.559385 Iteration 723, loss = 0.10356413 Validation score: -16.473364 Iteration 724, loss = 0.10293021 Validation score: -16.387891 Iteration 725, loss = 0.10230107 Validation score: -16.302963 Iteration 726, loss = 0.10167669 Validation score: -16.218577 Iteration 727, loss = 0.10105703 Validation score: -16.134729 Iteration 728, loss = 0.10044207 Validation score: -16.051416 Iteration 729, loss = 0.09983178 Validation score: -15.968635 Iteration 730, loss = 0.09922611 Validation score: -15.886382 Iteration 731, loss = 0.09862505 Validation score: -15.804655 Iteration 732, loss = 0.09802856 Validation score: -15.723450 Iteration 733, loss = 0.09743661 Validation score: -15.642764 Iteration 734, loss = 0.09684918 Validation score: -15.562593 Iteration 735, loss = 0.09626622 Validation score: -15.482935 Iteration 736, loss = 0.09568772 Validation score: -15.403786 Iteration 737, loss = 0.09511364 Validation score: -15.325143 Iteration 738, loss = 0.09454395 Validation score: -15.247004 Iteration 739, loss = 0.09397863 Validation score: -15.169364 Iteration 740, loss = 0.09341763 Validation score: -15.092222 Iteration 741, loss = 0.09286095 Validation score: -15.015573 Iteration 742, loss = 0.09230854 Validation score: -14.939415 Iteration 743, loss = 0.09176038 Validation score: -14.863745 Iteration 744, loss = 0.09121643 Validation score: -14.788559 Iteration 745, loss = 0.09067668 Validation score: -14.713855 Iteration 746, loss = 0.09014109 Validation score: -14.639630 Iteration 747, loss = 0.08960964 Validation score: -14.565881 Iteration 748, loss = 0.08908229 Validation score: -14.492605 Iteration 749, loss = 0.08855902 Validation score: -14.419799 Iteration 750, loss = 0.08803980 Validation score: -14.347459 Iteration 751, loss = 0.08752461 Validation score: -14.275584 Iteration 752, loss = 0.08701341 Validation score: -14.204171 Iteration 753, loss = 0.08650619 Validation score: -14.133215 Iteration 754, loss = 0.08600290 Validation score: -14.062715 Iteration 755, loss = 0.08550353 Validation score: -13.992668 Iteration 756, loss = 0.08500805 Validation score: -13.923071 Iteration 757, loss = 0.08451643 Validation score: -13.853921 Iteration 758, loss = 0.08402865 Validation score: -13.785216 Iteration 759, loss = 0.08354468 Validation score: -13.716952 Iteration 760, loss = 0.08306449 Validation score: -13.649127 Iteration 761, loss = 0.08258806 Validation score: -13.581738 Iteration 762, loss = 0.08211537 Validation score: -13.514783 Iteration 763, loss = 0.08164638 Validation score: -13.448258 Iteration 764, loss = 0.08118107 Validation score: -13.382161 Iteration 765, loss = 0.08071942 Validation score: -13.316490 Iteration 766, loss = 0.08026139 Validation score: -13.251242 Iteration 767, loss = 0.07980698 Validation score: -13.186414 Iteration 768, loss = 0.07935614 Validation score: -13.122003 Iteration 769, loss = 0.07890886 Validation score: -13.058007 Iteration 770, loss = 0.07846511 Validation score: -12.994424 Iteration 771, loss = 0.07802487 Validation score: -12.931250 Iteration 772, loss = 0.07758811 Validation score: -12.868483 Iteration 773, loss = 0.07715481 Validation score: -12.806122 Iteration 774, loss = 0.07672494 Validation score: -12.744162 Iteration 775, loss = 0.07629848 Validation score: -12.682602 Iteration 776, loss = 0.07587541 Validation score: -12.621439 Iteration 777, loss = 0.07545571 Validation score: -12.560671 Iteration 778, loss = 0.07503934 Validation score: -12.500294 Iteration 779, loss = 0.07462629 Validation score: -12.440308 Iteration 780, loss = 0.07421653 Validation score: -12.380709 Iteration 781, loss = 0.07381004 Validation score: -12.321495 Iteration 782, loss = 0.07340680 Validation score: -12.262663 Iteration 783, loss = 0.07300678 Validation score: -12.204211 Iteration 784, loss = 0.07260996 Validation score: -12.146137 Iteration 785, loss = 0.07221632 Validation score: -12.088438 Iteration 786, loss = 0.07182584 Validation score: -12.031113 Iteration 787, loss = 0.07143849 Validation score: -11.974158 Iteration 788, loss = 0.07105426 Validation score: -11.917571 Iteration 789, loss = 0.07067311 Validation score: -11.861350 Iteration 790, loss = 0.07029503 Validation score: -11.805493 Iteration 791, loss = 0.06992000 Validation score: -11.749997 Iteration 792, loss = 0.06954799 Validation score: -11.694860 Iteration 793, loss = 0.06917899 Validation score: -11.640081 Iteration 794, loss = 0.06881296 Validation score: -11.585655 Iteration 795, loss = 0.06844990 Validation score: -11.531583 Iteration 796, loss = 0.06808977 Validation score: -11.477860 Iteration 797, loss = 0.06773257 Validation score: -11.424486 Iteration 798, loss = 0.06737826 Validation score: -11.371457 Iteration 799, loss = 0.06702683 Validation score: -11.318772 Iteration 800, loss = 0.06667825 Validation score: -11.266428 Iteration 801, loss = 0.06633251 Validation score: -11.214424 Iteration 802, loss = 0.06598958 Validation score: -11.162757 Iteration 803, loss = 0.06564945 Validation score: -11.111425 Iteration 804, loss = 0.06531209 Validation score: -11.060425 Iteration 805, loss = 0.06497749 Validation score: -11.009757 Iteration 806, loss = 0.06464562 Validation score: -10.959417 Iteration 807, loss = 0.06431647 Validation score: -10.909404 Iteration 808, loss = 0.06399001 Validation score: -10.859716 Iteration 809, loss = 0.06366623 Validation score: -10.810350 Iteration 810, loss = 0.06334510 Validation score: -10.761305 Iteration 811, loss = 0.06302661 Validation score: -10.712578 Iteration 812, loss = 0.06271074 Validation score: -10.664167 Iteration 813, loss = 0.06239747 Validation score: -10.616071 Iteration 814, loss = 0.06208678 Validation score: -10.568288 Iteration 815, loss = 0.06177864 Validation score: -10.520815 Iteration 816, loss = 0.06147305 Validation score: -10.473650 Iteration 817, loss = 0.06116999 Validation score: -10.426792 Iteration 818, loss = 0.06086943 Validation score: -10.380239 Iteration 819, loss = 0.06057135 Validation score: -10.333989 Iteration 820, loss = 0.06027574 Validation score: -10.288039 Iteration 821, loss = 0.05998259 Validation score: -10.242388 Iteration 822, loss = 0.05969186 Validation score: -10.197034 Iteration 823, loss = 0.05940355 Validation score: -10.151975 Iteration 824, loss = 0.05911764 Validation score: -10.107210 Iteration 825, loss = 0.05883410 Validation score: -10.062736 Iteration 826, loss = 0.05855293 Validation score: -10.018551 Iteration 827, loss = 0.05827410 Validation score: -9.974654 Iteration 828, loss = 0.05799760 Validation score: -9.931043 Iteration 829, loss = 0.05772340 Validation score: -9.887715 Iteration 830, loss = 0.05745150 Validation score: -9.844671 Iteration 831, loss = 0.05718187 Validation score: -9.801906 Iteration 832, loss = 0.05691450 Validation score: -9.759420 Iteration 833, loss = 0.05664937 Validation score: -9.717211 Iteration 834, loss = 0.05638647 Validation score: -9.675277 Iteration 835, loss = 0.05612577 Validation score: -9.633617 Iteration 836, loss = 0.05586726 Validation score: -9.592228 Iteration 837, loss = 0.05561093 Validation score: -9.551109 Iteration 838, loss = 0.05535676 Validation score: -9.510258 Iteration 839, loss = 0.05510473 Validation score: -9.469673 Iteration 840, loss = 0.05485482 Validation score: -9.429354 Iteration 841, loss = 0.05460703 Validation score: -9.389297 Iteration 842, loss = 0.05436133 Validation score: -9.349502 Iteration 843, loss = 0.05411771 Validation score: -9.309967 Iteration 844, loss = 0.05387615 Validation score: -9.270689 Iteration 845, loss = 0.05363663 Validation score: -9.231668 Iteration 846, loss = 0.05339915 Validation score: -9.192902 Iteration 847, loss = 0.05316369 Validation score: -9.154389 Iteration 848, loss = 0.05293022 Validation score: -9.116127 Iteration 849, loss = 0.05269875 Validation score: -9.078116 Iteration 850, loss = 0.05246924 Validation score: -9.040352 Iteration 851, loss = 0.05224169 Validation score: -9.002836 Iteration 852, loss = 0.05201607 Validation score: -8.965564 Iteration 853, loss = 0.05179239 Validation score: -8.928537 Iteration 854, loss = 0.05157061 Validation score: -8.891751 Iteration 855, loss = 0.05135074 Validation score: -8.855206 Iteration 856, loss = 0.05113274 Validation score: -8.818899 Iteration 857, loss = 0.05091661 Validation score: -8.782830 Iteration 858, loss = 0.05070233 Validation score: -8.746997 Iteration 859, loss = 0.05048990 Validation score: -8.711399 Iteration 860, loss = 0.05027929 Validation score: -8.676033 Iteration 861, loss = 0.05007048 Validation score: -8.640899 Iteration 862, loss = 0.04986348 Validation score: -8.605994 Iteration 863, loss = 0.04965826 Validation score: -8.571318 Iteration 864, loss = 0.04945480 Validation score: -8.536869 Iteration 865, loss = 0.04925311 Validation score: -8.502646 Iteration 866, loss = 0.04905315 Validation score: -8.468646 Iteration 867, loss = 0.04885492 Validation score: -8.434870 Iteration 868, loss = 0.04865841 Validation score: -8.401314 Iteration 869, loss = 0.04846360 Validation score: -8.367978 Iteration 870, loss = 0.04827048 Validation score: -8.334861 Iteration 871, loss = 0.04807903 Validation score: -8.301960 Iteration 872, loss = 0.04788924 Validation score: -8.269275 Iteration 873, loss = 0.04770111 Validation score: -8.236805 Iteration 874, loss = 0.04751461 Validation score: -8.204547 Iteration 875, loss = 0.04732973 Validation score: -8.172500 Iteration 876, loss = 0.04714646 Validation score: -8.140664 Iteration 877, loss = 0.04696479 Validation score: -8.109036 Iteration 878, loss = 0.04678471 Validation score: -8.077616 Iteration 879, loss = 0.04660620 Validation score: -8.046402 Iteration 880, loss = 0.04642925 Validation score: -8.015392 Iteration 881, loss = 0.04625385 Validation score: -7.984586 Iteration 882, loss = 0.04607998 Validation score: -7.953982 Iteration 883, loss = 0.04590764 Validation score: -7.923579 Iteration 884, loss = 0.04573681 Validation score: -7.893376 Iteration 885, loss = 0.04556748 Validation score: -7.863370 Iteration 886, loss = 0.04539964 Validation score: -7.833562 Iteration 887, loss = 0.04523327 Validation score: -7.803949 Iteration 888, loss = 0.04506837 Validation score: -7.774531 Iteration 889, loss = 0.04490492 Validation score: -7.745306 Iteration 890, loss = 0.04474291 Validation score: -7.716273 Iteration 891, loss = 0.04458234 Validation score: -7.687430 Iteration 892, loss = 0.04442318 Validation score: -7.658777 Iteration 893, loss = 0.04426542 Validation score: -7.630312 Iteration 894, loss = 0.04410907 Validation score: -7.602035 Iteration 895, loss = 0.04395409 Validation score: -7.573943 Iteration 896, loss = 0.04380049 Validation score: -7.546035 Iteration 897, loss = 0.04364826 Validation score: -7.518312 Iteration 898, loss = 0.04349737 Validation score: -7.490770 Iteration 899, loss = 0.04334783 Validation score: -7.463409 Iteration 900, loss = 0.04319961 Validation score: -7.436229 Iteration 901, loss = 0.04305271 Validation score: -7.409227 Iteration 902, loss = 0.04290712 Validation score: -7.382403 Iteration 903, loss = 0.04276283 Validation score: -7.355755 Iteration 904, loss = 0.04261983 Validation score: -7.329282 Iteration 905, loss = 0.04247810 Validation score: -7.302984 Iteration 906, loss = 0.04233764 Validation score: -7.276859 Iteration 907, loss = 0.04219844 Validation score: -7.250905 Iteration 908, loss = 0.04206048 Validation score: -7.225123 Iteration 909, loss = 0.04192376 Validation score: -7.199510 Iteration 910, loss = 0.04178826 Validation score: -7.174066 Iteration 911, loss = 0.04165398 Validation score: -7.148789 Iteration 912, loss = 0.04152091 Validation score: -7.123679 Iteration 913, loss = 0.04138903 Validation score: -7.098734 Iteration 914, loss = 0.04125834 Validation score: -7.073954 Iteration 915, loss = 0.04112882 Validation score: -7.049337 Iteration 916, loss = 0.04100047 Validation score: -7.024882 Iteration 917, loss = 0.04087328 Validation score: -7.000588 Iteration 918, loss = 0.04074724 Validation score: -6.976454 Iteration 919, loss = 0.04062233 Validation score: -6.952479 Iteration 920, loss = 0.04049855 Validation score: -6.928663 Iteration 921, loss = 0.04037589 Validation score: -6.905003 Iteration 922, loss = 0.04025435 Validation score: -6.881500 Iteration 923, loss = 0.04013390 Validation score: -6.858151 Iteration 924, loss = 0.04001454 Validation score: -6.834956 Iteration 925, loss = 0.03989627 Validation score: -6.811915 Iteration 926, loss = 0.03977908 Validation score: -6.789025 Iteration 927, loss = 0.03966294 Validation score: -6.766287 Iteration 928, loss = 0.03954787 Validation score: -6.743698 Iteration 929, loss = 0.03943384 Validation score: -6.721259 Iteration 930, loss = 0.03932085 Validation score: -6.698968 Iteration 931, loss = 0.03920889 Validation score: -6.676824 Iteration 932, loss = 0.03909795 Validation score: -6.654826 Iteration 933, loss = 0.03898802 Validation score: -6.632974 Iteration 934, loss = 0.03887910 Validation score: -6.611265 Iteration 935, loss = 0.03877118 Validation score: -6.589701 Iteration 936, loss = 0.03866424 Validation score: -6.568278 Iteration 937, loss = 0.03855828 Validation score: -6.546997 Iteration 938, loss = 0.03845329 Validation score: -6.525857 Iteration 939, loss = 0.03834927 Validation score: -6.504857 Iteration 940, loss = 0.03824620 Validation score: -6.483995 Iteration 941, loss = 0.03814407 Validation score: -6.463272 Iteration 942, loss = 0.03804289 Validation score: -6.442685 Iteration 943, loss = 0.03794264 Validation score: -6.422235 Iteration 944, loss = 0.03784331 Validation score: -6.401919 Iteration 945, loss = 0.03774489 Validation score: -6.381739 Iteration 946, loss = 0.03764738 Validation score: -6.361691 Iteration 947, loss = 0.03755077 Validation score: -6.341777 Iteration 948, loss = 0.03745506 Validation score: -6.321994 Iteration 949, loss = 0.03736022 Validation score: -6.302342 Iteration 950, loss = 0.03726627 Validation score: -6.282821 Iteration 951, loss = 0.03717318 Validation score: -6.263428 Iteration 952, loss = 0.03708096 Validation score: -6.244164 Iteration 953, loss = 0.03698959 Validation score: -6.225028 Iteration 954, loss = 0.03689907 Validation score: -6.206018 Iteration 955, loss = 0.03680938 Validation score: -6.187135 Iteration 956, loss = 0.03672054 Validation score: -6.168376 Iteration 957, loss = 0.03663251 Validation score: -6.149742 Iteration 958, loss = 0.03654531 Validation score: -6.131231 Iteration 959, loss = 0.03645891 Validation score: -6.112844 Iteration 960, loss = 0.03637332 Validation score: -6.094578 Iteration 961, loss = 0.03628853 Validation score: -6.076433 Iteration 962, loss = 0.03620453 Validation score: -6.058409 Iteration 963, loss = 0.03612131 Validation score: -6.040504 Iteration 964, loss = 0.03603887 Validation score: -6.022718 Iteration 965, loss = 0.03595721 Validation score: -6.005050 Iteration 966, loss = 0.03587630 Validation score: -5.987499 Iteration 967, loss = 0.03579615 Validation score: -5.970065 Iteration 968, loss = 0.03571675 Validation score: -5.952747 Iteration 969, loss = 0.03563810 Validation score: -5.935544 Iteration 970, loss = 0.03556018 Validation score: -5.918455 Iteration 971, loss = 0.03548300 Validation score: -5.901480 Iteration 972, loss = 0.03540653 Validation score: -5.884617 Iteration 973, loss = 0.03533079 Validation score: -5.867867 Iteration 974, loss = 0.03525576 Validation score: -5.851228 Iteration 975, loss = 0.03518144 Validation score: -5.834700 Iteration 976, loss = 0.03510781 Validation score: -5.818282 Iteration 977, loss = 0.03503488 Validation score: -5.801972 Iteration 978, loss = 0.03496263 Validation score: -5.785772 Iteration 979, loss = 0.03489107 Validation score: -5.769679 Iteration 980, loss = 0.03482018 Validation score: -5.753694 Iteration 981, loss = 0.03474996 Validation score: -5.737814 Iteration 982, loss = 0.03468041 Validation score: -5.722041 Iteration 983, loss = 0.03461151 Validation score: -5.706373 Iteration 984, loss = 0.03454327 Validation score: -5.690809 Iteration 985, loss = 0.03447567 Validation score: -5.675349 Iteration 986, loss = 0.03440871 Validation score: -5.659992 Iteration 987, loss = 0.03434238 Validation score: -5.644737 Iteration 988, loss = 0.03427669 Validation score: -5.629584 Iteration 989, loss = 0.03421161 Validation score: -5.614533 Iteration 990, loss = 0.03414716 Validation score: -5.599581 Iteration 991, loss = 0.03408332 Validation score: -5.584730 Iteration 992, loss = 0.03402008 Validation score: -5.569978 Iteration 993, loss = 0.03395745 Validation score: -5.555324 Iteration 994, loss = 0.03389541 Validation score: -5.540768 Iteration 995, loss = 0.03383396 Validation score: -5.526309 Iteration 996, loss = 0.03377310 Validation score: -5.511947 Iteration 997, loss = 0.03371282 Validation score: -5.497681 Iteration 998, loss = 0.03365312 Validation score: -5.483511 Iteration 999, loss = 0.03359398 Validation score: -5.469435 Iteration 1000, loss = 0.03353541 Validation score: -5.455453 Iteration 1, loss = 16.94503341 Validation score: -532.125043 Iteration 2, loss = 16.88195742 Validation score: -530.423406 Iteration 3, loss = 16.81896741 Validation score: -528.725685 Iteration 4, loss = 16.75606454 Validation score: -527.033246 Iteration 5, loss = 16.69325411 Validation score: -525.346361 Iteration 6, loss = 16.63054133 Validation score: -523.665057 Iteration 7, loss = 16.56793101 Validation score: -521.989250 Iteration 8, loss = 16.50542740 Validation score: -520.318772 Iteration 9, loss = 16.44303404 Validation score: -518.653407 Iteration 10, loss = 16.38075363 Validation score: -516.992926 Iteration 11, loss = 16.31858802 Validation score: -515.337147 Iteration 12, loss = 16.25653842 Validation score: -513.685985 Iteration 13, loss = 16.19460572 Validation score: -512.039470 Iteration 14, loss = 16.13279095 Validation score: -510.397714 Iteration 15, loss = 16.07109546 Validation score: -508.760872 Iteration 16, loss = 16.00952097 Validation score: -507.129103 Iteration 17, loss = 15.94806947 Validation score: -505.502545 Iteration 18, loss = 15.88674303 Validation score: -503.881309 Iteration 19, loss = 15.82554375 Validation score: -502.265475 Iteration 20, loss = 15.76447360 Validation score: -500.655098 Iteration 21, loss = 15.70353439 Validation score: -499.050211 Iteration 22, loss = 15.64272775 Validation score: -497.450829 Iteration 23, loss = 15.58205507 Validation score: -495.856956 Iteration 24, loss = 15.52151752 Validation score: -494.268586 Iteration 25, loss = 15.46111603 Validation score: -492.685706 Iteration 26, loss = 15.40085131 Validation score: -491.108302 Iteration 27, loss = 15.34072386 Validation score: -489.536358 Iteration 28, loss = 15.28073402 Validation score: -487.969855 Iteration 29, loss = 15.22088192 Validation score: -486.408773 Iteration 30, loss = 15.16116758 Validation score: -484.853085 Iteration 31, loss = 15.10159090 Validation score: -483.302759 Iteration 32, loss = 15.04215165 Validation score: -481.757751 Iteration 33, loss = 14.98284951 Validation score: -480.218001 Iteration 34, loss = 14.92368409 Validation score: -478.683432 Iteration 35, loss = 14.86465488 Validation score: -477.153945 Iteration 36, loss = 14.80576128 Validation score: -475.629417 Iteration 37, loss = 14.74700259 Validation score: -474.109700 Iteration 38, loss = 14.68837799 Validation score: -472.594624 Iteration 39, loss = 14.62988654 Validation score: -471.083994 Iteration 40, loss = 14.57152714 Validation score: -469.577596 Iteration 41, loss = 14.51329857 Validation score: -468.075202 Iteration 42, loss = 14.45519946 Validation score: -466.576575 Iteration 43, loss = 14.39722825 Validation score: -465.081474 Iteration 44, loss = 14.33938325 Validation score: -463.589664 Iteration 45, loss = 14.28166261 Validation score: -462.100921 Iteration 46, loss = 14.22406433 Validation score: -460.615032 Iteration 47, loss = 14.16658628 Validation score: -459.131800 Iteration 48, loss = 14.10922621 Validation score: -457.651040 Iteration 49, loss = 14.05198176 Validation score: -456.172577 Iteration 50, loss = 13.99485048 Validation score: -454.696241 Iteration 51, loss = 13.93782985 Validation score: -453.221863 Iteration 52, loss = 13.88091726 Validation score: -451.749269 Iteration 53, loss = 13.82411006 Validation score: -450.278280 Iteration 54, loss = 13.76740557 Validation score: -448.808709 Iteration 55, loss = 13.71080105 Validation score: -447.340358 Iteration 56, loss = 13.65429378 Validation score: -445.873022 Iteration 57, loss = 13.59788103 Validation score: -444.406486 Iteration 58, loss = 13.54156009 Validation score: -442.940526 Iteration 59, loss = 13.48532832 Validation score: -441.474911 Iteration 60, loss = 13.42918312 Validation score: -440.009406 Iteration 61, loss = 13.37312196 Validation score: -438.543770 Iteration 62, loss = 13.31714242 Validation score: -437.077759 Iteration 63, loss = 13.26124219 Validation score: -435.611129 Iteration 64, loss = 13.20541910 Validation score: -434.143635 Iteration 65, loss = 13.14967109 Validation score: -432.675034 Iteration 66, loss = 13.09399627 Validation score: -431.205089 Iteration 67, loss = 13.03839290 Validation score: -429.733566 Iteration 68, loss = 12.98285942 Validation score: -428.260239 Iteration 69, loss = 12.92739441 Validation score: -426.784895 Iteration 70, loss = 12.87199664 Validation score: -425.307328 Iteration 71, loss = 12.81666506 Validation score: -423.827349 Iteration 72, loss = 12.76139877 Validation score: -422.344783 Iteration 73, loss = 12.70619705 Validation score: -420.859473 Iteration 74, loss = 12.65105935 Validation score: -419.371280 Iteration 75, loss = 12.59598529 Validation score: -417.880083 Iteration 76, loss = 12.54097464 Validation score: -416.385785 Iteration 77, loss = 12.48602733 Validation score: -414.888304 Iteration 78, loss = 12.43114343 Validation score: -413.387583 Iteration 79, loss = 12.37632317 Validation score: -411.883581 Iteration 80, loss = 12.32156689 Validation score: -410.376275 Iteration 81, loss = 12.26687508 Validation score: -408.865660 Iteration 82, loss = 12.21224833 Validation score: -407.351744 Iteration 83, loss = 12.15768734 Validation score: -405.834550 Iteration 84, loss = 12.10319291 Validation score: -404.314108 Iteration 85, loss = 12.04876589 Validation score: -402.790459 Iteration 86, loss = 11.99440725 Validation score: -401.263648 Iteration 87, loss = 11.94011798 Validation score: -399.733729 Iteration 88, loss = 11.88589912 Validation score: -398.200753 Iteration 89, loss = 11.83175176 Validation score: -396.664777 Iteration 90, loss = 11.77767700 Validation score: -395.125856 Iteration 91, loss = 11.72367595 Validation score: -393.584045 Iteration 92, loss = 11.66974973 Validation score: -392.039395 Iteration 93, loss = 11.61589943 Validation score: -390.491958 Iteration 94, loss = 11.56212614 Validation score: -388.941780 Iteration 95, loss = 11.50843092 Validation score: -387.388905 Iteration 96, loss = 11.45481479 Validation score: -385.833374 Iteration 97, loss = 11.40127875 Validation score: -384.275224 Iteration 98, loss = 11.34782372 Validation score: -382.714489 Iteration 99, loss = 11.29445061 Validation score: -381.151197 Iteration 100, loss = 11.24116023 Validation score: -379.585377 Iteration 101, loss = 11.18795337 Validation score: -378.017050 Iteration 102, loss = 11.13483074 Validation score: -376.446237 Iteration 103, loss = 11.08179297 Validation score: -374.872956 Iteration 104, loss = 11.02884064 Validation score: -373.297222 Iteration 105, loss = 10.97597425 Validation score: -371.719046 Iteration 106, loss = 10.92319423 Validation score: -370.138441 Iteration 107, loss = 10.87050093 Validation score: -368.555414 Iteration 108, loss = 10.81789463 Validation score: -366.969973 Iteration 109, loss = 10.76537553 Validation score: -365.382125 Iteration 110, loss = 10.71294374 Validation score: -363.791874 Iteration 111, loss = 10.66059931 Validation score: -362.199225 Iteration 112, loss = 10.60834219 Validation score: -360.604182 Iteration 113, loss = 10.55617226 Validation score: -359.006749 Iteration 114, loss = 10.50408933 Validation score: -357.406930 Iteration 115, loss = 10.45209312 Validation score: -355.804728 Iteration 116, loss = 10.40018327 Validation score: -354.200148 Iteration 117, loss = 10.34835934 Validation score: -352.593196 Iteration 118, loss = 10.29662082 Validation score: -350.983876 Iteration 119, loss = 10.24496713 Validation score: -349.372196 Iteration 120, loss = 10.19339761 Validation score: -347.758163 Iteration 121, loss = 10.14191151 Validation score: -346.141786 Iteration 122, loss = 10.09050803 Validation score: -344.523074 Iteration 123, loss = 10.03918631 Validation score: -342.902041 Iteration 124, loss = 9.98794541 Validation score: -341.278698 Iteration 125, loss = 9.93678431 Validation score: -339.653060 Iteration 126, loss = 9.88570197 Validation score: -338.025145 Iteration 127, loss = 9.83469725 Validation score: -336.394969 Iteration 128, loss = 9.78376899 Validation score: -334.762554 Iteration 129, loss = 9.73291596 Validation score: -333.127921 Iteration 130, loss = 9.68213689 Validation score: -331.491095 Iteration 131, loss = 9.63143047 Validation score: -329.852100 Iteration 132, loss = 9.58079534 Validation score: -328.210967 Iteration 133, loss = 9.53023012 Validation score: -326.567724 Iteration 134, loss = 9.47973339 Validation score: -324.922405 Iteration 135, loss = 9.42930371 Validation score: -323.275045 Iteration 136, loss = 9.37893962 Validation score: -321.625681 Iteration 137, loss = 9.32863967 Validation score: -319.974352 Iteration 138, loss = 9.27840237 Validation score: -318.321103 Iteration 139, loss = 9.22822624 Validation score: -316.665976 Iteration 140, loss = 9.17810983 Validation score: -315.009021 Iteration 141, loss = 9.12805168 Validation score: -313.350288 Iteration 142, loss = 9.07805036 Validation score: -311.689831 Iteration 143, loss = 9.02810446 Validation score: -310.027706 Iteration 144, loss = 8.97821263 Validation score: -308.363973 Iteration 145, loss = 8.92837353 Validation score: -306.698696 Iteration 146, loss = 8.87858591 Validation score: -305.031942 Iteration 147, loss = 8.82884854 Validation score: -303.363780 Iteration 148, loss = 8.77916028 Validation score: -301.694287 Iteration 149, loss = 8.72952006 Validation score: -300.023540 Iteration 150, loss = 8.67992690 Validation score: -298.351621 Iteration 151, loss = 8.63037987 Validation score: -296.678619 Iteration 152, loss = 8.58087818 Validation score: -295.004622 Iteration 153, loss = 8.53142112 Validation score: -293.329729 Iteration 154, loss = 8.48200807 Validation score: -291.654037 Iteration 155, loss = 8.43263853 Validation score: -289.977654 Iteration 156, loss = 8.38331214 Validation score: -288.300687 Iteration 157, loss = 8.33402861 Validation score: -286.623252 Iteration 158, loss = 8.28478780 Validation score: -284.945466 Iteration 159, loss = 8.23558971 Validation score: -283.267454 Iteration 160, loss = 8.18643443 Validation score: -281.589344 Iteration 161, loss = 8.13732219 Validation score: -279.911268 Iteration 162, loss = 8.08825338 Validation score: -278.233364 Iteration 163, loss = 8.03922849 Validation score: -276.555771 Iteration 164, loss = 7.99024816 Validation score: -274.878636 Iteration 165, loss = 7.94131314 Validation score: -273.202108 Iteration 166, loss = 7.89242434 Validation score: -271.526339 Iteration 167, loss = 7.84358280 Validation score: -269.851485 Iteration 168, loss = 7.79478967 Validation score: -268.177706 Iteration 169, loss = 7.74604625 Validation score: -266.505164 Iteration 170, loss = 7.69735397 Validation score: -264.834023 Iteration 171, loss = 7.64871438 Validation score: -263.164451 Iteration 172, loss = 7.60012914 Validation score: -261.496618 Iteration 173, loss = 7.55160007 Validation score: -259.830693 Iteration 174, loss = 7.50312907 Validation score: -258.166850 Iteration 175, loss = 7.45471819 Validation score: -256.505263 Iteration 176, loss = 7.40636957 Validation score: -254.846105 Iteration 177, loss = 7.35808546 Validation score: -253.189551 Iteration 178, loss = 7.30986823 Validation score: -251.535777 Iteration 179, loss = 7.26172034 Validation score: -249.884958 Iteration 180, loss = 7.21364435 Validation score: -248.237267 Iteration 181, loss = 7.16564291 Validation score: 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score: -220.866940 Iteration 198, loss = 6.36393743 Validation score: -219.303385 Iteration 199, loss = 6.31780588 Validation score: -217.745866 Iteration 200, loss = 6.27180996 Validation score: -216.194502 Iteration 201, loss = 6.22595307 Validation score: -214.649407 Iteration 202, loss = 6.18023862 Validation score: -213.110693 Iteration 203, loss = 6.13466999 Validation score: -211.578466 Iteration 204, loss = 6.08925054 Validation score: -210.052828 Iteration 205, loss = 6.04398361 Validation score: -208.533877 Iteration 206, loss = 5.99887251 Validation score: -207.021707 Iteration 207, loss = 5.95392050 Validation score: -205.516408 Iteration 208, loss = 5.90913084 Validation score: -204.018066 Iteration 209, loss = 5.86450672 Validation score: -202.526762 Iteration 210, loss = 5.82005129 Validation score: -201.042575 Iteration 211, loss = 5.77576769 Validation score: -199.565579 Iteration 212, loss = 5.73165897 Validation score: -198.095843 Iteration 213, loss = 5.68772816 Validation score: -196.633435 Iteration 214, loss = 5.64397823 Validation score: -195.178417 Iteration 215, loss = 5.60041210 Validation score: -193.730848 Iteration 216, loss = 5.55703263 Validation score: -192.290785 Iteration 217, loss = 5.51384264 Validation score: -190.858280 Iteration 218, loss = 5.47084488 Validation score: -189.433383 Iteration 219, loss = 5.42804205 Validation score: -188.016140 Iteration 220, loss = 5.38543678 Validation score: -186.606593 Iteration 221, loss = 5.34303167 Validation score: -185.204785 Iteration 222, loss = 5.30082922 Validation score: -183.810752 Iteration 223, loss = 5.25883191 Validation score: -182.424530 Iteration 224, loss = 5.21704213 Validation score: -181.046150 Iteration 225, loss = 5.17546221 Validation score: -179.675644 Iteration 226, loss = 5.13409445 Validation score: -178.313039 Iteration 227, loss = 5.09294106 Validation score: -176.958360 Iteration 228, loss = 5.05200419 Validation score: -175.611632 Iteration 229, loss = 5.01128595 Validation score: -174.272876 Iteration 230, loss = 4.97078836 Validation score: -172.942111 Iteration 231, loss = 4.93051340 Validation score: -171.619355 Iteration 232, loss = 4.89046298 Validation score: -170.304626 Iteration 233, loss = 4.85063896 Validation score: -168.997937 Iteration 234, loss = 4.81104313 Validation score: -167.699301 Iteration 235, loss = 4.77167722 Validation score: -166.408731 Iteration 236, loss = 4.73254290 Validation score: -165.126237 Iteration 237, loss = 4.69364179 Validation score: -163.851828 Iteration 238, loss = 4.65497543 Validation score: -162.585511 Iteration 239, loss = 4.61654533 Validation score: -161.327295 Iteration 240, loss = 4.57835292 Validation score: -160.077183 Iteration 241, loss = 4.54039957 Validation score: -158.835183 Iteration 242, loss = 4.50268659 Validation score: -157.601296 Iteration 243, loss = 4.46521526 Validation score: -156.375525 Iteration 244, loss = 4.42798675 Validation score: -155.157874 Iteration 245, loss = 4.39100223 Validation score: -153.948341 Iteration 246, loss = 4.35426276 Validation score: -152.746929 Iteration 247, loss = 4.31776938 Validation score: -151.553636 Iteration 248, loss = 4.28152304 Validation score: -150.368460 Iteration 249, loss = 4.24552465 Validation score: -149.191400 Iteration 250, loss = 4.20977506 Validation score: -148.022453 Iteration 251, loss = 4.17427506 Validation score: -146.861614 Iteration 252, loss = 4.13902538 Validation score: -145.708879 Iteration 253, loss = 4.10402670 Validation score: -144.564244 Iteration 254, loss = 4.06927961 Validation score: -143.427701 Iteration 255, loss = 4.03478469 Validation score: -142.299244 Iteration 256, loss = 4.00054242 Validation score: -141.178866 Iteration 257, loss = 3.96655323 Validation score: -140.066559 Iteration 258, loss = 3.93281752 Validation score: -138.962312 Iteration 259, loss = 3.89933559 Validation score: -137.866117 Iteration 260, loss = 3.86610771 Validation score: -136.777962 Iteration 261, loss = 3.83313407 Validation score: -135.697836 Iteration 262, loss = 3.80041482 Validation score: -134.625727 Iteration 263, loss = 3.76795004 Validation score: -133.561622 Iteration 264, loss = 3.73573975 Validation score: -132.505506 Iteration 265, loss = 3.70378392 Validation score: -131.457365 Iteration 266, loss = 3.67208246 Validation score: -130.417182 Iteration 267, loss = 3.64063521 Validation score: -129.384942 Iteration 268, loss = 3.60944197 Validation score: -128.360626 Iteration 269, loss = 3.57850247 Validation score: -127.344215 Iteration 270, loss = 3.54781639 Validation score: -126.335692 Iteration 271, loss = 3.51738334 Validation score: -125.335034 Iteration 272, loss = 3.48720290 Validation score: -124.342221 Iteration 273, loss = 3.45727456 Validation score: -123.357230 Iteration 274, loss = 3.42759779 Validation score: -122.380038 Iteration 275, loss = 3.39817197 Validation score: -121.410621 Iteration 276, loss = 3.36899647 Validation score: 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score: -106.091840 Iteration 293, loss = 2.91043395 Validation score: -105.257120 Iteration 294, loss = 2.88559651 Validation score: -104.429533 Iteration 295, loss = 2.86098807 Validation score: -103.609037 Iteration 296, loss = 2.83660713 Validation score: -102.795590 Iteration 297, loss = 2.81245215 Validation score: -101.989147 Iteration 298, loss = 2.78852158 Validation score: -101.189664 Iteration 299, loss = 2.76481383 Validation score: -100.397096 Iteration 300, loss = 2.74132729 Validation score: -99.611397 Iteration 301, loss = 2.71806033 Validation score: -98.832522 Iteration 302, loss = 2.69501130 Validation score: -98.060423 Iteration 303, loss = 2.67217854 Validation score: -97.295053 Iteration 304, loss = 2.64956033 Validation score: -96.536364 Iteration 305, loss = 2.62715499 Validation score: -95.784308 Iteration 306, loss = 2.60496079 Validation score: -95.038836 Iteration 307, loss = 2.58297598 Validation score: -94.299899 Iteration 308, loss = 2.56119881 Validation score: -93.567447 Iteration 309, loss = 2.53962753 Validation score: -92.841431 Iteration 310, loss = 2.51826037 Validation score: -92.121800 Iteration 311, loss = 2.49709553 Validation score: -91.408503 Iteration 312, loss = 2.47613123 Validation score: -90.701491 Iteration 313, loss = 2.45536567 Validation score: -90.000712 Iteration 314, loss = 2.43479704 Validation score: -89.306115 Iteration 315, loss = 2.41442355 Validation score: -88.617648 Iteration 316, loss = 2.39424338 Validation score: -87.935260 Iteration 317, loss = 2.37425472 Validation score: -87.258899 Iteration 318, loss = 2.35445575 Validation score: -86.588513 Iteration 319, loss = 2.33484466 Validation score: -85.924051 Iteration 320, loss = 2.31541964 Validation score: -85.265461 Iteration 321, loss = 2.29617887 Validation score: -84.612690 Iteration 322, loss = 2.27712054 Validation score: -83.965687 Iteration 323, loss = 2.25824285 Validation score: -83.324399 Iteration 324, loss = 2.23954400 Validation score: 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-65.037843 Iteration 357, loss = 1.71153665 Validation score: -64.561305 Iteration 358, loss = 1.69791511 Validation score: -64.088805 Iteration 359, loss = 1.68441616 Validation score: -63.620302 Iteration 360, loss = 1.67103845 Validation score: -63.155755 Iteration 361, loss = 1.65778066 Validation score: -62.695123 Iteration 362, loss = 1.64464146 Validation score: -62.238366 Iteration 363, loss = 1.63161955 Validation score: -61.785444 Iteration 364, loss = 1.61871366 Validation score: -61.336317 Iteration 365, loss = 1.60592250 Validation score: -60.890946 Iteration 366, loss = 1.59324483 Validation score: -60.449293 Iteration 367, loss = 1.58067940 Validation score: -60.011320 Iteration 368, loss = 1.56822499 Validation score: -59.576987 Iteration 369, loss = 1.55588039 Validation score: -59.146259 Iteration 370, loss = 1.54364441 Validation score: -58.719098 Iteration 371, loss = 1.53151586 Validation score: -58.295468 Iteration 372, loss = 1.51949358 Validation score: 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-51.600430 Iteration 389, loss = 1.33031439 Validation score: -51.234551 Iteration 390, loss = 1.32002183 Validation score: -50.871582 Iteration 391, loss = 1.30981603 Validation score: -50.511496 Iteration 392, loss = 1.29969609 Validation score: -50.154262 Iteration 393, loss = 1.28966113 Validation score: -49.799854 Iteration 394, loss = 1.27971028 Validation score: -49.448243 Iteration 395, loss = 1.26984266 Validation score: -49.099402 Iteration 396, loss = 1.26005743 Validation score: -48.753304 Iteration 397, loss = 1.25035375 Validation score: -48.409921 Iteration 398, loss = 1.24073078 Validation score: -48.069228 Iteration 399, loss = 1.23118770 Validation score: -47.731198 Iteration 400, loss = 1.22172371 Validation score: -47.395805 Iteration 401, loss = 1.21233801 Validation score: -47.063025 Iteration 402, loss = 1.20302981 Validation score: -46.732830 Iteration 403, loss = 1.19379834 Validation score: -46.405198 Iteration 404, loss = 1.18464281 Validation score: -46.080102 Iteration 405, loss = 1.17556249 Validation score: -45.757520 Iteration 406, loss = 1.16655662 Validation score: -45.437426 Iteration 407, loss = 1.15762446 Validation score: -45.119797 Iteration 408, loss = 1.14876528 Validation score: -44.804610 Iteration 409, loss = 1.13997837 Validation score: -44.491841 Iteration 410, loss = 1.13126301 Validation score: -44.181468 Iteration 411, loss = 1.12261851 Validation score: -43.873468 Iteration 412, loss = 1.11404418 Validation score: -43.567819 Iteration 413, loss = 1.10553932 Validation score: -43.264498 Iteration 414, loss = 1.09710327 Validation score: -42.963484 Iteration 415, loss = 1.08873536 Validation score: -42.664756 Iteration 416, loss = 1.08043493 Validation score: -42.368292 Iteration 417, loss = 1.07220135 Validation score: -42.074072 Iteration 418, loss = 1.06403395 Validation score: -41.782074 Iteration 419, loss = 1.05593212 Validation score: -41.492278 Iteration 420, loss = 1.04789523 Validation score: -41.204664 Iteration 421, loss = 1.03992266 Validation score: -40.919211 Iteration 422, loss = 1.03201381 Validation score: -40.635901 Iteration 423, loss = 1.02416807 Validation score: -40.354713 Iteration 424, loss = 1.01638485 Validation score: -40.075629 Iteration 425, loss = 1.00866357 Validation score: -39.798629 Iteration 426, loss = 1.00100364 Validation score: -39.523695 Iteration 427, loss = 0.99340449 Validation score: -39.250807 Iteration 428, loss = 0.98586556 Validation score: -38.979948 Iteration 429, loss = 0.97838629 Validation score: -38.711099 Iteration 430, loss = 0.97096614 Validation score: -38.444242 Iteration 431, loss = 0.96360455 Validation score: -38.179361 Iteration 432, loss = 0.95630099 Validation score: -37.916436 Iteration 433, loss = 0.94905493 Validation score: -37.655451 Iteration 434, loss = 0.94186585 Validation score: -37.396389 Iteration 435, loss = 0.93473322 Validation score: -37.139233 Iteration 436, loss = 0.92765653 Validation score: -36.883966 Iteration 437, loss = 0.92063529 Validation score: -36.630571 Iteration 438, loss = 0.91366898 Validation score: -36.379033 Iteration 439, loss = 0.90675713 Validation score: -36.129335 Iteration 440, loss = 0.89989923 Validation score: -35.881461 Iteration 441, loss = 0.89309480 Validation score: -35.635395 Iteration 442, loss = 0.88634338 Validation score: -35.391122 Iteration 443, loss = 0.87964449 Validation score: -35.148627 Iteration 444, loss = 0.87299766 Validation score: -34.907894 Iteration 445, loss = 0.86640244 Validation score: -34.668908 Iteration 446, loss = 0.85985837 Validation score: -34.431654 Iteration 447, loss = 0.85336500 Validation score: -34.196117 Iteration 448, loss = 0.84692190 Validation score: -33.962283 Iteration 449, loss = 0.84052861 Validation score: -33.730138 Iteration 450, loss = 0.83418471 Validation score: -33.499668 Iteration 451, loss = 0.82788976 Validation score: -33.270857 Iteration 452, loss = 0.82164335 Validation score: -33.043693 Iteration 453, loss = 0.81544506 Validation score: -32.818161 Iteration 454, loss = 0.80929447 Validation score: -32.594248 Iteration 455, loss = 0.80319117 Validation score: -32.371940 Iteration 456, loss = 0.79713476 Validation score: -32.151225 Iteration 457, loss = 0.79112483 Validation score: -31.932089 Iteration 458, loss = 0.78516100 Validation score: -31.714518 Iteration 459, loss = 0.77924286 Validation score: -31.498501 Iteration 460, loss = 0.77337004 Validation score: -31.284024 Iteration 461, loss = 0.76754215 Validation score: -31.071074 Iteration 462, loss = 0.76175881 Validation score: -30.859640 Iteration 463, loss = 0.75601965 Validation score: -30.649709 Iteration 464, loss = 0.75032429 Validation score: -30.441268 Iteration 465, loss = 0.74467238 Validation score: -30.234306 Iteration 466, loss = 0.73906354 Validation score: -30.028811 Iteration 467, loss = 0.73349742 Validation score: -29.824771 Iteration 468, loss = 0.72797367 Validation score: -29.622173 Iteration 469, loss = 0.72249193 Validation score: -29.421008 Iteration 470, loss = 0.71705186 Validation score: -29.221262 Iteration 471, loss = 0.71165312 Validation score: -29.022925 Iteration 472, loss = 0.70629536 Validation score: -28.825986 Iteration 473, loss = 0.70097824 Validation score: -28.630433 Iteration 474, loss = 0.69570145 Validation score: -28.436256 Iteration 475, loss = 0.69046464 Validation score: -28.243443 Iteration 476, loss = 0.68526750 Validation score: -28.051984 Iteration 477, loss = 0.68010969 Validation score: -27.861868 Iteration 478, loss = 0.67499090 Validation score: -27.673085 Iteration 479, loss = 0.66991082 Validation score: -27.485625 Iteration 480, loss = 0.66486913 Validation score: -27.299476 Iteration 481, loss = 0.65986553 Validation score: -27.114629 Iteration 482, loss = 0.65489970 Validation score: -26.931073 Iteration 483, loss = 0.64997135 Validation score: -26.748799 Iteration 484, loss = 0.64508017 Validation score: -26.567797 Iteration 485, loss = 0.64022587 Validation score: -26.388056 Iteration 486, loss = 0.63540816 Validation score: -26.209568 Iteration 487, loss = 0.63062674 Validation score: -26.032321 Iteration 488, loss = 0.62588132 Validation score: -25.856308 Iteration 489, loss = 0.62117163 Validation score: -25.681519 Iteration 490, loss = 0.61649738 Validation score: -25.507943 Iteration 491, loss = 0.61185828 Validation score: -25.335573 Iteration 492, loss = 0.60725407 Validation score: -25.164398 Iteration 493, loss = 0.60268446 Validation score: -24.994409 Iteration 494, loss = 0.59814919 Validation score: -24.825599 Iteration 495, loss = 0.59364799 Validation score: -24.657957 Iteration 496, loss = 0.58918060 Validation score: -24.491475 Iteration 497, loss = 0.58474674 Validation score: -24.326144 Iteration 498, loss = 0.58034616 Validation score: -24.161956 Iteration 499, loss = 0.57597860 Validation score: -23.998901 Iteration 500, loss = 0.57164380 Validation score: -23.836972 Iteration 501, loss = 0.56734151 Validation score: -23.676161 Iteration 502, loss = 0.56307148 Validation score: -23.516458 Iteration 503, loss = 0.55883346 Validation score: -23.357855 Iteration 504, loss = 0.55462721 Validation score: -23.200345 Iteration 505, loss = 0.55045247 Validation score: -23.043919 Iteration 506, loss = 0.54630901 Validation score: -22.888569 Iteration 507, loss = 0.54219659 Validation score: -22.734287 Iteration 508, loss = 0.53811497 Validation score: -22.581066 Iteration 509, loss = 0.53406392 Validation score: -22.428897 Iteration 510, loss = 0.53004319 Validation score: -22.277773 Iteration 511, loss = 0.52605257 Validation score: -22.127687 Iteration 512, loss = 0.52209182 Validation score: -21.978629 Iteration 513, loss = 0.51816072 Validation score: -21.830594 Iteration 514, loss = 0.51425904 Validation score: -21.683573 Iteration 515, loss = 0.51038655 Validation score: -21.537560 Iteration 516, loss = 0.50654304 Validation score: -21.392546 Iteration 517, loss = 0.50272830 Validation score: -21.248525 Iteration 518, loss = 0.49894209 Validation score: -21.105489 Iteration 519, loss = 0.49518422 Validation score: -20.963432 Iteration 520, loss = 0.49145445 Validation score: -20.822346 Iteration 521, loss = 0.48775260 Validation score: -20.682223 Iteration 522, loss = 0.48407843 Validation score: -20.543059 Iteration 523, loss = 0.48043176 Validation score: -20.404844 Iteration 524, loss = 0.47681236 Validation score: -20.267573 Iteration 525, loss = 0.47322005 Validation score: -20.131239 Iteration 526, loss = 0.46965461 Validation score: -19.995834 Iteration 527, loss = 0.46611585 Validation score: -19.861353 Iteration 528, loss = 0.46260357 Validation score: -19.727789 Iteration 529, loss = 0.45911757 Validation score: -19.595135 Iteration 530, loss = 0.45565765 Validation score: -19.463385 Iteration 531, loss = 0.45222363 Validation score: -19.332532 Iteration 532, loss = 0.44881531 Validation score: -19.202571 Iteration 533, loss = 0.44543250 Validation score: -19.073493 Iteration 534, loss = 0.44207501 Validation score: -18.945295 Iteration 535, loss = 0.43874267 Validation score: -18.817968 Iteration 536, loss = 0.43543527 Validation score: -18.691507 Iteration 537, loss = 0.43215264 Validation score: -18.565907 Iteration 538, loss = 0.42889459 Validation score: -18.441160 Iteration 539, loss = 0.42566095 Validation score: -18.317261 Iteration 540, loss = 0.42245153 Validation score: -18.194203 Iteration 541, loss = 0.41926617 Validation score: -18.071982 Iteration 542, loss = 0.41610467 Validation score: -17.950591 Iteration 543, loss = 0.41296687 Validation score: -17.830024 Iteration 544, loss = 0.40985260 Validation score: -17.710276 Iteration 545, loss = 0.40676167 Validation score: -17.591340 Iteration 546, loss = 0.40369393 Validation score: -17.473212 Iteration 547, loss = 0.40064920 Validation score: -17.355885 Iteration 548, loss = 0.39762732 Validation score: -17.239354 Iteration 549, loss = 0.39462811 Validation score: -17.123613 Iteration 550, loss = 0.39165142 Validation score: -17.008658 Iteration 551, loss = 0.38869707 Validation score: -16.894481 Iteration 552, loss = 0.38576492 Validation score: -16.781079 Iteration 553, loss = 0.38285479 Validation score: -16.668446 Iteration 554, loss = 0.37996652 Validation score: -16.556575 Iteration 555, loss = 0.37709997 Validation score: -16.445463 Iteration 556, loss = 0.37425496 Validation score: -16.335104 Iteration 557, loss = 0.37143135 Validation score: -16.225492 Iteration 558, loss = 0.36862898 Validation score: -16.116623 Iteration 559, loss = 0.36584770 Validation score: -16.008492 Iteration 560, loss = 0.36308735 Validation score: -15.901092 Iteration 561, loss = 0.36034778 Validation score: -15.794420 Iteration 562, loss = 0.35762885 Validation score: -15.688470 Iteration 563, loss = 0.35493040 Validation score: -15.583238 Iteration 564, loss = 0.35225229 Validation score: -15.478718 Iteration 565, loss = 0.34959437 Validation score: -15.374905 Iteration 566, loss = 0.34695649 Validation score: -15.271795 Iteration 567, loss = 0.34433852 Validation score: -15.169383 Iteration 568, loss = 0.34174030 Validation score: -15.067665 Iteration 569, loss = 0.33916170 Validation score: -14.966634 Iteration 570, loss = 0.33660258 Validation score: -14.866287 Iteration 571, loss = 0.33406278 Validation score: -14.766620 Iteration 572, loss = 0.33154219 Validation score: -14.667626 Iteration 573, loss = 0.32904065 Validation score: -14.569303 Iteration 574, loss = 0.32655804 Validation score: -14.471645 Iteration 575, loss = 0.32409421 Validation score: -14.374647 Iteration 576, loss = 0.32164904 Validation score: -14.278306 Iteration 577, loss = 0.31922238 Validation score: -14.182617 Iteration 578, loss = 0.31681410 Validation score: -14.087575 Iteration 579, loss = 0.31442409 Validation score: -13.993176 Iteration 580, loss = 0.31205219 Validation score: -13.899415 Iteration 581, loss = 0.30969829 Validation score: -13.806289 Iteration 582, loss = 0.30736225 Validation score: -13.713793 Iteration 583, loss = 0.30504396 Validation score: -13.621923 Iteration 584, loss = 0.30274327 Validation score: -13.530674 Iteration 585, loss = 0.30046006 Validation score: -13.440043 Iteration 586, loss = 0.29819422 Validation score: -13.350025 Iteration 587, loss = 0.29594562 Validation score: -13.260616 Iteration 588, loss = 0.29371412 Validation score: -13.171812 Iteration 589, loss = 0.29149962 Validation score: -13.083608 Iteration 590, loss = 0.28930199 Validation score: -12.996002 Iteration 591, loss = 0.28712110 Validation score: -12.908988 Iteration 592, loss = 0.28495685 Validation score: -12.822563 Iteration 593, loss = 0.28280910 Validation score: -12.736723 Iteration 594, loss = 0.28067775 Validation score: -12.651464 Iteration 595, loss = 0.27856268 Validation score: -12.566782 Iteration 596, loss = 0.27646377 Validation score: -12.482673 Iteration 597, loss = 0.27438090 Validation score: -12.399133 Iteration 598, loss = 0.27231397 Validation score: -12.316159 Iteration 599, loss = 0.27026285 Validation score: -12.233747 Iteration 600, loss = 0.26822744 Validation score: -12.151892 Iteration 601, loss = 0.26620761 Validation score: -12.070592 Iteration 602, loss = 0.26420328 Validation score: -11.989842 Iteration 603, loss = 0.26221431 Validation score: -11.909639 Iteration 604, loss = 0.26024060 Validation score: -11.829979 Iteration 605, loss = 0.25828205 Validation score: -11.750859 Iteration 606, loss = 0.25633854 Validation score: -11.672274 Iteration 607, loss = 0.25440997 Validation score: -11.594222 Iteration 608, loss = 0.25249624 Validation score: -11.516698 Iteration 609, loss = 0.25059722 Validation score: -11.439700 Iteration 610, loss = 0.24871283 Validation score: -11.363224 Iteration 611, loss = 0.24684296 Validation score: -11.287265 Iteration 612, loss = 0.24498750 Validation score: -11.211822 Iteration 613, loss = 0.24314635 Validation score: -11.136890 Iteration 614, loss = 0.24131941 Validation score: -11.062465 Iteration 615, loss = 0.23950657 Validation score: -10.988546 Iteration 616, loss = 0.23770775 Validation score: -10.915127 Iteration 617, loss = 0.23592283 Validation score: -10.842206 Iteration 618, loss = 0.23415171 Validation score: -10.769780 Iteration 619, loss = 0.23239431 Validation score: -10.697845 Iteration 620, loss = 0.23065052 Validation score: -10.626398 Iteration 621, loss = 0.22892024 Validation score: -10.555436 Iteration 622, loss = 0.22720338 Validation score: -10.484955 Iteration 623, loss = 0.22549985 Validation score: -10.414953 Iteration 624, loss = 0.22380954 Validation score: -10.345425 Iteration 625, loss = 0.22213236 Validation score: -10.276370 Iteration 626, loss = 0.22046822 Validation score: -10.207783 Iteration 627, loss = 0.21881703 Validation score: -10.139662 Iteration 628, loss = 0.21717869 Validation score: -10.072004 Iteration 629, loss = 0.21555311 Validation score: -10.004805 Iteration 630, loss = 0.21394021 Validation score: -9.938062 Iteration 631, loss = 0.21233988 Validation score: -9.871773 Iteration 632, loss = 0.21075204 Validation score: -9.805934 Iteration 633, loss = 0.20917660 Validation score: -9.740543 Iteration 634, loss = 0.20761348 Validation score: -9.675596 Iteration 635, loss = 0.20606258 Validation score: -9.611091 Iteration 636, loss = 0.20452381 Validation score: -9.547024 Iteration 637, loss = 0.20299709 Validation score: -9.483392 Iteration 638, loss = 0.20148234 Validation score: -9.420194 Iteration 639, loss = 0.19997946 Validation score: -9.357425 Iteration 640, loss = 0.19848838 Validation score: -9.295084 Iteration 641, loss = 0.19700900 Validation score: -9.233166 Iteration 642, loss = 0.19554125 Validation score: -9.171670 Iteration 643, loss = 0.19408504 Validation score: -9.110592 Iteration 644, loss = 0.19264028 Validation score: -9.049931 Iteration 645, loss = 0.19120690 Validation score: -8.989682 Iteration 646, loss = 0.18978481 Validation score: -8.929843 Iteration 647, loss = 0.18837394 Validation score: -8.870412 Iteration 648, loss = 0.18697419 Validation score: -8.811386 Iteration 649, loss = 0.18558550 Validation score: -8.752762 Iteration 650, loss = 0.18420778 Validation score: -8.694537 Iteration 651, loss = 0.18284095 Validation score: -8.636710 Iteration 652, loss = 0.18148494 Validation score: -8.579276 Iteration 653, loss = 0.18013966 Validation score: -8.522234 Iteration 654, loss = 0.17880505 Validation score: -8.465581 Iteration 655, loss = 0.17748101 Validation score: -8.409314 Iteration 656, loss = 0.17616748 Validation score: -8.353432 Iteration 657, loss = 0.17486438 Validation score: -8.297930 Iteration 658, loss = 0.17357164 Validation score: -8.242807 Iteration 659, loss = 0.17228918 Validation score: -8.188060 Iteration 660, loss = 0.17101692 Validation score: -8.133688 Iteration 661, loss = 0.16975479 Validation score: -8.079686 Iteration 662, loss = 0.16850273 Validation score: -8.026053 Iteration 663, loss = 0.16726065 Validation score: -7.972786 Iteration 664, loss = 0.16602848 Validation score: -7.919884 Iteration 665, loss = 0.16480615 Validation score: -7.867342 Iteration 666, loss = 0.16359360 Validation score: -7.815160 Iteration 667, loss = 0.16239074 Validation score: -7.763335 Iteration 668, loss = 0.16119751 Validation score: -7.711863 Iteration 669, loss = 0.16001384 Validation score: -7.660744 Iteration 670, loss = 0.15883967 Validation score: -7.609974 Iteration 671, loss = 0.15767491 Validation score: -7.559552 Iteration 672, loss = 0.15651950 Validation score: -7.509474 Iteration 673, loss = 0.15537338 Validation score: -7.459740 Iteration 674, loss = 0.15423648 Validation score: -7.410345 Iteration 675, loss = 0.15310872 Validation score: -7.361289 Iteration 676, loss = 0.15199005 Validation score: -7.312569 Iteration 677, loss = 0.15088039 Validation score: -7.264182 Iteration 678, loss = 0.14977968 Validation score: -7.216126 Iteration 679, loss = 0.14868786 Validation score: -7.168400 Iteration 680, loss = 0.14760486 Validation score: -7.121001 Iteration 681, loss = 0.14653062 Validation score: -7.073927 Iteration 682, loss = 0.14546506 Validation score: -7.027175 Iteration 683, loss = 0.14440814 Validation score: -6.980744 Iteration 684, loss = 0.14335978 Validation score: -6.934631 Iteration 685, loss = 0.14231992 Validation score: -6.888834 Iteration 686, loss = 0.14128850 Validation score: -6.843352 Iteration 687, loss = 0.14026546 Validation score: -6.798182 Iteration 688, loss = 0.13925073 Validation score: -6.753321 Iteration 689, loss = 0.13824426 Validation score: -6.708769 Iteration 690, loss = 0.13724598 Validation score: -6.664522 Iteration 691, loss = 0.13625584 Validation score: -6.620579 Iteration 692, loss = 0.13527377 Validation score: -6.576938 Iteration 693, loss = 0.13429972 Validation score: -6.533597 Iteration 694, loss = 0.13333362 Validation score: -6.490553 Iteration 695, loss = 0.13237542 Validation score: -6.447806 Iteration 696, loss = 0.13142505 Validation score: -6.405352 Iteration 697, loss = 0.13048247 Validation score: -6.363189 Iteration 698, loss = 0.12954761 Validation score: -6.321317 Iteration 699, loss = 0.12862041 Validation score: -6.279733 Iteration 700, loss = 0.12770082 Validation score: -6.238434 Iteration 701, loss = 0.12678879 Validation score: -6.197420 Iteration 702, loss = 0.12588425 Validation score: -6.156688 Iteration 703, loss = 0.12498715 Validation score: -6.116236 Iteration 704, loss = 0.12409744 Validation score: -6.076063 Iteration 705, loss = 0.12321506 Validation score: -6.036166 Iteration 706, loss = 0.12233995 Validation score: -5.996544 Iteration 707, loss = 0.12147207 Validation score: -5.957195 Iteration 708, loss = 0.12061135 Validation score: -5.918116 Iteration 709, loss = 0.11975775 Validation score: -5.879307 Iteration 710, loss = 0.11891121 Validation score: -5.840766 Iteration 711, loss = 0.11807168 Validation score: -5.802490 Iteration 712, loss = 0.11723910 Validation score: -5.764477 Iteration 713, loss = 0.11641343 Validation score: -5.726727 Iteration 714, loss = 0.11559461 Validation score: -5.689237 Iteration 715, loss = 0.11478260 Validation score: -5.652006 Iteration 716, loss = 0.11397733 Validation score: -5.615032 Iteration 717, loss = 0.11317876 Validation score: -5.578312 Iteration 718, loss = 0.11238684 Validation score: -5.541846 Iteration 719, loss = 0.11160152 Validation score: -5.505632 Iteration 720, loss = 0.11082275 Validation score: -5.469667 Iteration 721, loss = 0.11005048 Validation score: -5.433951 Iteration 722, loss = 0.10928467 Validation score: -5.398482 Iteration 723, loss = 0.10852525 Validation score: -5.363257 Iteration 724, loss = 0.10777219 Validation score: -5.328276 Iteration 725, loss = 0.10702543 Validation score: -5.293536 Iteration 726, loss = 0.10628494 Validation score: -5.259037 Iteration 727, loss = 0.10555065 Validation score: -5.224776 Iteration 728, loss = 0.10482253 Validation score: -5.190751 Iteration 729, loss = 0.10410053 Validation score: -5.156962 Iteration 730, loss = 0.10338459 Validation score: -5.123407 Iteration 731, loss = 0.10267469 Validation score: -5.090083 Iteration 732, loss = 0.10197076 Validation score: -5.056990 Iteration 733, loss = 0.10127276 Validation score: -5.024126 Iteration 734, loss = 0.10058066 Validation score: -4.991489 Iteration 735, loss = 0.09989440 Validation score: -4.959079 Iteration 736, loss = 0.09921393 Validation score: -4.926892 Iteration 737, loss = 0.09853922 Validation score: -4.894928 Iteration 738, loss = 0.09787023 Validation score: -4.863186 Iteration 739, loss = 0.09720690 Validation score: -4.831663 Iteration 740, loss = 0.09654919 Validation score: -4.800358 Iteration 741, loss = 0.09589707 Validation score: -4.769271 Iteration 742, loss = 0.09525048 Validation score: -4.738399 Iteration 743, loss = 0.09460939 Validation score: -4.707740 Iteration 744, loss = 0.09397375 Validation score: -4.677294 Iteration 745, loss = 0.09334352 Validation score: -4.647059 Iteration 746, loss = 0.09271867 Validation score: -4.617034 Iteration 747, loss = 0.09209914 Validation score: -4.587216 Iteration 748, loss = 0.09148490 Validation score: -4.557606 Iteration 749, loss = 0.09087591 Validation score: -4.528200 Iteration 750, loss = 0.09027212 Validation score: -4.498999 Iteration 751, loss = 0.08967350 Validation score: -4.470000 Iteration 752, loss = 0.08908000 Validation score: -4.441203 Iteration 753, loss = 0.08849159 Validation score: -4.412605 Iteration 754, loss = 0.08790823 Validation score: -4.384205 Iteration 755, loss = 0.08732988 Validation score: -4.356003 Iteration 756, loss = 0.08675649 Validation score: -4.327996 Iteration 757, loss = 0.08618804 Validation score: -4.300184 Iteration 758, loss = 0.08562448 Validation score: -4.272565 Iteration 759, loss = 0.08506577 Validation score: -4.245137 Iteration 760, loss = 0.08451188 Validation score: -4.217900 Iteration 761, loss = 0.08396276 Validation score: -4.190852 Iteration 762, loss = 0.08341839 Validation score: -4.163992 Iteration 763, loss = 0.08287872 Validation score: -4.137319 Iteration 764, loss = 0.08234372 Validation score: -4.110831 Iteration 765, loss = 0.08181335 Validation score: -4.084527 Iteration 766, loss = 0.08128757 Validation score: -4.058406 Iteration 767, loss = 0.08076636 Validation score: -4.032466 Iteration 768, loss = 0.08024966 Validation score: -4.006706 Iteration 769, loss = 0.07973746 Validation score: -3.981126 Iteration 770, loss = 0.07922970 Validation score: -3.955723 Iteration 771, loss = 0.07872636 Validation score: -3.930497 Iteration 772, loss = 0.07822741 Validation score: -3.905447 Iteration 773, loss = 0.07773280 Validation score: -3.880570 Iteration 774, loss = 0.07724250 Validation score: -3.855867 Iteration 775, loss = 0.07675649 Validation score: -3.831335 Iteration 776, loss = 0.07627472 Validation score: -3.806974 Iteration 777, loss = 0.07579716 Validation score: -3.782782 Iteration 778, loss = 0.07532378 Validation score: -3.758759 Iteration 779, loss = 0.07485454 Validation score: -3.734903 Iteration 780, loss = 0.07438942 Validation score: -3.711213 Iteration 781, loss = 0.07392838 Validation score: -3.687688 Iteration 782, loss = 0.07347138 Validation score: -3.664326 Iteration 783, loss = 0.07301840 Validation score: -3.641127 Iteration 784, loss = 0.07256940 Validation score: -3.618090 Iteration 785, loss = 0.07212436 Validation score: -3.595213 Iteration 786, loss = 0.07168323 Validation score: -3.572495 Iteration 787, loss = 0.07124599 Validation score: -3.549935 Iteration 788, loss = 0.07081261 Validation score: -3.527532 Iteration 789, loss = 0.07038305 Validation score: -3.505286 Iteration 790, loss = 0.06995729 Validation score: -3.483194 Iteration 791, loss = 0.06953530 Validation score: -3.461256 Iteration 792, loss = 0.06911703 Validation score: -3.439471 Iteration 793, loss = 0.06870248 Validation score: -3.417837 Iteration 794, loss = 0.06829160 Validation score: -3.396355 Iteration 795, loss = 0.06788436 Validation score: -3.375021 Iteration 796, loss = 0.06748074 Validation score: -3.353837 Iteration 797, loss = 0.06708071 Validation score: -3.332800 Iteration 798, loss = 0.06668424 Validation score: -3.311910 Iteration 799, loss = 0.06629129 Validation score: -3.291165 Iteration 800, loss = 0.06590184 Validation score: -3.270564 Iteration 801, loss = 0.06551587 Validation score: -3.250108 Iteration 802, loss = 0.06513334 Validation score: -3.229793 Iteration 803, loss = 0.06475423 Validation score: -3.209621 Iteration 804, loss = 0.06437850 Validation score: -3.189588 Iteration 805, loss = 0.06400614 Validation score: -3.169696 Iteration 806, loss = 0.06363710 Validation score: -3.149942 Iteration 807, loss = 0.06327138 Validation score: -3.130326 Iteration 808, loss = 0.06290893 Validation score: -3.110846 Iteration 809, loss = 0.06254973 Validation score: -3.091502 Iteration 810, loss = 0.06219376 Validation score: -3.072293 Iteration 811, loss = 0.06184099 Validation score: -3.053218 Iteration 812, loss = 0.06149139 Validation score: -3.034276 Iteration 813, loss = 0.06114494 Validation score: -3.015465 Iteration 814, loss = 0.06080161 Validation score: -2.996786 Iteration 815, loss = 0.06046138 Validation score: -2.978237 Iteration 816, loss = 0.06012421 Validation score: -2.959818 Iteration 817, loss = 0.05979009 Validation score: -2.941527 Iteration 818, loss = 0.05945899 Validation score: -2.923363 Iteration 819, loss = 0.05913089 Validation score: -2.905326 Iteration 820, loss = 0.05880575 Validation score: -2.887414 Iteration 821, loss = 0.05848356 Validation score: -2.869627 Iteration 822, loss = 0.05816429 Validation score: -2.851965 Iteration 823, loss = 0.05784791 Validation score: -2.834425 Iteration 824, loss = 0.05753441 Validation score: -2.817008 Iteration 825, loss = 0.05722376 Validation score: -2.799712 Iteration 826, loss = 0.05691593 Validation score: -2.782537 Iteration 827, loss = 0.05661090 Validation score: -2.765481 Iteration 828, loss = 0.05630866 Validation score: -2.748544 Iteration 829, loss = 0.05600916 Validation score: -2.731725 Iteration 830, loss = 0.05571240 Validation score: -2.715024 Iteration 831, loss = 0.05541835 Validation score: -2.698439 Iteration 832, loss = 0.05512698 Validation score: -2.681969 Iteration 833, loss = 0.05483828 Validation score: -2.665614 Iteration 834, loss = 0.05455222 Validation score: -2.649373 Iteration 835, loss = 0.05426878 Validation score: -2.633245 Iteration 836, loss = 0.05398793 Validation score: -2.617230 Iteration 837, loss = 0.05370966 Validation score: -2.601326 Iteration 838, loss = 0.05343395 Validation score: -2.585533 Iteration 839, loss = 0.05316076 Validation score: -2.569850 Iteration 840, loss = 0.05289009 Validation score: -2.554276 Iteration 841, loss = 0.05262191 Validation score: -2.538811 Iteration 842, loss = 0.05235620 Validation score: -2.523454 Iteration 843, loss = 0.05209293 Validation score: -2.508203 Iteration 844, loss = 0.05183209 Validation score: -2.493059 Iteration 845, loss = 0.05157366 Validation score: -2.478020 Iteration 846, loss = 0.05131761 Validation score: -2.463086 Iteration 847, loss = 0.05106393 Validation score: -2.448255 Iteration 848, loss = 0.05081260 Validation score: -2.433528 Iteration 849, loss = 0.05056359 Validation score: -2.418904 Iteration 850, loss = 0.05031688 Validation score: -2.404381 Iteration 851, loss = 0.05007246 Validation score: -2.389960 Iteration 852, loss = 0.04983031 Validation score: -2.375639 Iteration 853, loss = 0.04959041 Validation score: -2.361417 Iteration 854, loss = 0.04935273 Validation score: -2.347294 Iteration 855, loss = 0.04911726 Validation score: -2.333270 Iteration 856, loss = 0.04888398 Validation score: -2.319343 Iteration 857, loss = 0.04865287 Validation score: -2.305514 Iteration 858, loss = 0.04842392 Validation score: -2.291780 Iteration 859, loss = 0.04819710 Validation score: -2.278142 Iteration 860, loss = 0.04797239 Validation score: -2.264599 Iteration 861, loss = 0.04774978 Validation score: -2.251150 Iteration 862, loss = 0.04752925 Validation score: -2.237794 Iteration 863, loss = 0.04731078 Validation score: -2.224531 Iteration 864, loss = 0.04709436 Validation score: -2.211361 Iteration 865, loss = 0.04687995 Validation score: -2.198282 Iteration 866, loss = 0.04666756 Validation score: -2.185294 Iteration 867, loss = 0.04645716 Validation score: -2.172396 Iteration 868, loss = 0.04624873 Validation score: -2.159588 Iteration 869, loss = 0.04604226 Validation score: -2.146869 Iteration 870, loss = 0.04583772 Validation score: -2.134238 Iteration 871, loss = 0.04563511 Validation score: -2.121695 Iteration 872, loss = 0.04543440 Validation score: -2.109239 Iteration 873, loss = 0.04523558 Validation score: -2.096869 Iteration 874, loss = 0.04503864 Validation score: -2.084586 Iteration 875, loss = 0.04484354 Validation score: -2.072387 Iteration 876, loss = 0.04465029 Validation score: -2.060274 Iteration 877, loss = 0.04445886 Validation score: -2.048244 Iteration 878, loss = 0.04426924 Validation score: -2.036298 Iteration 879, loss = 0.04408141 Validation score: -2.024434 Iteration 880, loss = 0.04389535 Validation score: -2.012653 Iteration 881, loss = 0.04371106 Validation score: -2.000954 Iteration 882, loss = 0.04352851 Validation score: -1.989336 Iteration 883, loss = 0.04334769 Validation score: -1.977798 Iteration 884, loss = 0.04316858 Validation score: -1.966340 Iteration 885, loss = 0.04299117 Validation score: -1.954962 Iteration 886, loss = 0.04281544 Validation score: -1.943663 Iteration 887, loss = 0.04264138 Validation score: -1.932441 Iteration 888, loss = 0.04246898 Validation score: -1.921298 Iteration 889, loss = 0.04229821 Validation score: -1.910232 Iteration 890, loss = 0.04212907 Validation score: -1.899242 Iteration 891, loss = 0.04196154 Validation score: -1.888328 Iteration 892, loss = 0.04179560 Validation score: -1.877490 Iteration 893, loss = 0.04163125 Validation score: -1.866727 Iteration 894, loss = 0.04146846 Validation score: -1.856039 Iteration 895, loss = 0.04130722 Validation score: -1.845424 Iteration 896, loss = 0.04114752 Validation score: -1.834883 Iteration 897, loss = 0.04098935 Validation score: -1.824414 Iteration 898, loss = 0.04083269 Validation score: -1.814018 Iteration 899, loss = 0.04067753 Validation score: -1.803694 Iteration 900, loss = 0.04052386 Validation score: -1.793441 Iteration 901, loss = 0.04037165 Validation score: -1.783259 Iteration 902, loss = 0.04022090 Validation score: -1.773147 Iteration 903, loss = 0.04007160 Validation score: -1.763106 Iteration 904, loss = 0.03992373 Validation score: -1.753133 Iteration 905, loss = 0.03977727 Validation score: -1.743229 Iteration 906, loss = 0.03963222 Validation score: -1.733394 Iteration 907, loss = 0.03948857 Validation score: -1.723626 Iteration 908, loss = 0.03934630 Validation score: -1.713926 Iteration 909, loss = 0.03920539 Validation score: -1.704293 Iteration 910, loss = 0.03906584 Validation score: -1.694726 Iteration 911, loss = 0.03892763 Validation score: -1.685225 Iteration 912, loss = 0.03879075 Validation score: -1.675789 Iteration 913, loss = 0.03865520 Validation score: -1.666419 Iteration 914, loss = 0.03852094 Validation score: -1.657113 Iteration 915, loss = 0.03838799 Validation score: -1.647871 Iteration 916, loss = 0.03825631 Validation score: -1.638692 Iteration 917, loss = 0.03812591 Validation score: -1.629577 Iteration 918, loss = 0.03799676 Validation score: -1.620525 Iteration 919, loss = 0.03786887 Validation score: -1.611534 Iteration 920, loss = 0.03774221 Validation score: -1.602606 Iteration 921, loss = 0.03761677 Validation score: -1.593739 Iteration 922, loss = 0.03749255 Validation score: -1.584933 Iteration 923, loss = 0.03736953 Validation score: -1.576187 Iteration 924, loss = 0.03724770 Validation score: -1.567501 Iteration 925, loss = 0.03712706 Validation score: -1.558875 Iteration 926, loss = 0.03700758 Validation score: -1.550308 Iteration 927, loss = 0.03688926 Validation score: -1.541800 Iteration 928, loss = 0.03677209 Validation score: -1.533351 Iteration 929, loss = 0.03665605 Validation score: -1.524959 Iteration 930, loss = 0.03654114 Validation score: -1.516625 Iteration 931, loss = 0.03642735 Validation score: -1.508348 Iteration 932, loss = 0.03631466 Validation score: -1.500127 Iteration 933, loss = 0.03620307 Validation score: -1.491963 Iteration 934, loss = 0.03609256 Validation score: -1.483855 Iteration 935, loss = 0.03598313 Validation score: -1.475802 Iteration 936, loss = 0.03587476 Validation score: -1.467804 Iteration 937, loss = 0.03576745 Validation score: -1.459861 Iteration 938, loss = 0.03566118 Validation score: -1.451972 Iteration 939, loss = 0.03555595 Validation score: -1.444138 Iteration 940, loss = 0.03545174 Validation score: -1.436356 Iteration 941, loss = 0.03534855 Validation score: -1.428628 Iteration 942, loss = 0.03524636 Validation score: -1.420953 Iteration 943, loss = 0.03514517 Validation score: -1.413330 Iteration 944, loss = 0.03504497 Validation score: -1.405759 Iteration 945, loss = 0.03494575 Validation score: -1.398239 Iteration 946, loss = 0.03484749 Validation score: -1.390771 Iteration 947, loss = 0.03475020 Validation score: -1.383354 Iteration 948, loss = 0.03465385 Validation score: -1.375987 Iteration 949, loss = 0.03455844 Validation score: -1.368671 Iteration 950, loss = 0.03446397 Validation score: -1.361404 Iteration 951, loss = 0.03437042 Validation score: -1.354187 Iteration 952, loss = 0.03427779 Validation score: -1.347018 Iteration 953, loss = 0.03418606 Validation score: -1.339899 Iteration 954, loss = 0.03409523 Validation score: -1.332828 Iteration 955, loss = 0.03400529 Validation score: -1.325805 Iteration 956, loss = 0.03391622 Validation score: -1.318829 Iteration 957, loss = 0.03382803 Validation score: -1.311901 Iteration 958, loss = 0.03374070 Validation score: -1.305020 Iteration 959, loss = 0.03365423 Validation score: -1.298186 Iteration 960, loss = 0.03356860 Validation score: -1.291398 Iteration 961, loss = 0.03348382 Validation score: -1.284656 Iteration 962, loss = 0.03339986 Validation score: -1.277959 Iteration 963, loss = 0.03331673 Validation score: -1.271308 Iteration 964, loss = 0.03323441 Validation score: -1.264702 Iteration 965, loss = 0.03315289 Validation score: -1.258141 Iteration 966, loss = 0.03307218 Validation score: -1.251624 Iteration 967, loss = 0.03299225 Validation score: -1.245151 Iteration 968, loss = 0.03291311 Validation score: -1.238722 Iteration 969, loss = 0.03283475 Validation score: -1.232336 Iteration 970, loss = 0.03275715 Validation score: -1.225994 Iteration 971, loss = 0.03268032 Validation score: -1.219694 Iteration 972, loss = 0.03260424 Validation score: -1.213436 Iteration 973, loss = 0.03252890 Validation score: -1.207221 Iteration 974, loss = 0.03245430 Validation score: -1.201048 Iteration 975, loss = 0.03238044 Validation score: -1.194916 Iteration 976, loss = 0.03230729 Validation score: -1.188826 Iteration 977, loss = 0.03223487 Validation score: -1.182776 Iteration 978, loss = 0.03216316 Validation score: -1.176767 Iteration 979, loss = 0.03209214 Validation score: -1.170799 Iteration 980, loss = 0.03202183 Validation score: -1.164871 Iteration 981, loss = 0.03195220 Validation score: -1.158982 Iteration 982, loss = 0.03188326 Validation score: -1.153133 Iteration 983, loss = 0.03181499 Validation score: -1.147323 Iteration 984, loss = 0.03174739 Validation score: -1.141553 Iteration 985, loss = 0.03168046 Validation score: -1.135821 Iteration 986, loss = 0.03161418 Validation score: -1.130127 Iteration 987, loss = 0.03154855 Validation score: -1.124471 Iteration 988, loss = 0.03148356 Validation score: -1.118853 Iteration 989, loss = 0.03141921 Validation score: -1.113273 Iteration 990, loss = 0.03135549 Validation score: -1.107730 Iteration 991, loss = 0.03129239 Validation score: -1.102225 Iteration 992, loss = 0.03122991 Validation score: -1.096756 Iteration 993, loss = 0.03116804 Validation score: -1.091323 Iteration 994, loss = 0.03110678 Validation score: -1.085927 Iteration 995, loss = 0.03104611 Validation score: -1.080566 Iteration 996, loss = 0.03098604 Validation score: -1.075242 Iteration 997, loss = 0.03092656 Validation score: -1.069953 Iteration 998, loss = 0.03086766 Validation score: -1.064699 Iteration 999, loss = 0.03080933 Validation score: -1.059480 Iteration 1000, loss = 0.03075158 Validation score: -1.054295 Iteration 1, loss = 16.78500669 Validation score: -1029.401785 Iteration 2, loss = 16.68741374 Validation score: -1025.149008 Iteration 3, loss = 16.59062774 Validation score: -1020.915534 Iteration 4, loss = 16.49466518 Validation score: -1016.701905 Iteration 5, loss = 16.39953830 Validation score: -1012.508169 Iteration 6, loss = 16.30525459 Validation score: -1008.333840 Iteration 7, loss = 16.21181953 Validation score: -1004.178420 Iteration 8, loss = 16.11923747 Validation score: -1000.041800 Iteration 9, loss = 16.02751018 Validation score: -995.924493 Iteration 10, loss = 15.93663601 Validation score: -991.827616 Iteration 11, loss = 15.84660985 Validation score: -987.752564 Iteration 12, loss = 15.75742339 Validation score: -983.700612 Iteration 13, loss = 15.66906539 Validation score: -979.672671 Iteration 14, loss = 15.58152237 Validation score: -975.669227 Iteration 15, loss = 15.49477970 Validation score: -971.690390 Iteration 16, loss = 15.40882293 Validation score: -967.736005 Iteration 17, loss = 15.32363878 Validation score: -963.805762 Iteration 18, loss = 15.23921561 Validation score: -959.899291 Iteration 19, loss = 15.15554332 Validation score: -956.016220 Iteration 20, loss = 15.07261300 Validation score: -952.156205 Iteration 21, loss = 14.99041642 Validation score: -948.318940 Iteration 22, loss = 14.90894558 Validation score: -944.504150 Iteration 23, loss = 14.82819236 Validation score: -940.711586 Iteration 24, loss = 14.74814829 Validation score: -936.941010 Iteration 25, loss = 14.66880434 Validation score: -933.192188 Iteration 26, loss = 14.59015086 Validation score: -929.464875 Iteration 27, loss = 14.51217755 Validation score: -925.758812 Iteration 28, loss = 14.43487340 Validation score: -922.073711 Iteration 29, loss = 14.35822680 Validation score: -918.409254 Iteration 30, loss = 14.28222548 Validation score: -914.765088 Iteration 31, loss = 14.20685667 Validation score: -911.140816 Iteration 32, loss = 14.13210710 Validation score: -907.536003 Iteration 33, loss = 14.05796311 Validation score: -903.950170 Iteration 34, loss = 13.98441074 Validation score: -900.382797 Iteration 35, loss = 13.91143582 Validation score: -896.833325 Iteration 36, loss = 13.83902403 Validation score: -893.301156 Iteration 37, loss = 13.76716106 Validation score: -889.785664 Iteration 38, loss = 13.69583264 Validation score: -886.286193 Iteration 39, loss = 13.62502464 Validation score: -882.802063 Iteration 40, loss = 13.55472315 Validation score: -879.332579 Iteration 41, loss = 13.48491458 Validation score: -875.877033 Iteration 42, loss = 13.41558564 Validation score: -872.434710 Iteration 43, loss = 13.34672347 Validation score: -869.004892 Iteration 44, loss = 13.27831563 Validation score: -865.586864 Iteration 45, loss = 13.21035013 Validation score: -862.179916 Iteration 46, loss = 13.14281546 Validation score: -858.783347 Iteration 47, loss = 13.07570060 Validation score: -855.396467 Iteration 48, loss = 13.00899499 Validation score: -852.018603 Iteration 49, loss = 12.94268858 Validation score: -848.649095 Iteration 50, loss = 12.87677175 Validation score: -845.287304 Iteration 51, loss = 12.81123535 Validation score: -841.932608 Iteration 52, loss = 12.74607066 Validation score: -838.584404 Iteration 53, loss = 12.68126935 Validation score: -835.242112 Iteration 54, loss = 12.61682350 Validation score: -831.905171 Iteration 55, loss = 12.55272554 Validation score: -828.573043 Iteration 56, loss = 12.48896826 Validation score: -825.245209 Iteration 57, loss = 12.42554476 Validation score: -821.921174 Iteration 58, loss = 12.36244844 Validation score: -818.600464 Iteration 59, loss = 12.29967298 Validation score: -815.282628 Iteration 60, loss = 12.23721232 Validation score: -811.967234 Iteration 61, loss = 12.17506066 Validation score: -808.653874 Iteration 62, loss = 12.11321238 Validation score: -805.342162 Iteration 63, loss = 12.05166212 Validation score: -802.031732 Iteration 64, loss = 11.99040468 Validation score: -798.722243 Iteration 65, loss = 11.92943504 Validation score: -795.413372 Iteration 66, loss = 11.86874838 Validation score: -792.104821 Iteration 67, loss = 11.80833999 Validation score: -788.796312 Iteration 68, loss = 11.74820535 Validation score: -785.487589 Iteration 69, loss = 11.68834004 Validation score: -782.178418 Iteration 70, loss = 11.62873980 Validation score: -778.868587 Iteration 71, loss = 11.56940047 Validation score: -775.557904 Iteration 72, loss = 11.51031802 Validation score: -772.246197 Iteration 73, loss = 11.45148852 Validation score: -768.933316 Iteration 74, loss = 11.39290814 Validation score: -765.619132 Iteration 75, loss = 11.33457317 Validation score: -762.303534 Iteration 76, loss = 11.27647996 Validation score: -758.986429 Iteration 77, loss = 11.21862499 Validation score: -755.667745 Iteration 78, loss = 11.16100479 Validation score: -752.347425 Iteration 79, loss = 11.10361602 Validation score: -749.025430 Iteration 80, loss = 11.04645539 Validation score: -745.701737 Iteration 81, loss = 10.98951969 Validation score: -742.376339 Iteration 82, loss = 10.93280581 Validation score: -739.049240 Iteration 83, loss = 10.87631071 Validation score: -735.720460 Iteration 84, loss = 10.82003143 Validation score: -732.390030 Iteration 85, loss = 10.76396507 Validation score: -729.057992 Iteration 86, loss = 10.70810881 Validation score: -725.724398 Iteration 87, loss = 10.65245993 Validation score: -722.389310 Iteration 88, loss = 10.59701576 Validation score: -719.052797 Iteration 89, loss = 10.54177370 Validation score: -715.714936 Iteration 90, loss = 10.48673123 Validation score: -712.375809 Iteration 91, loss = 10.43188590 Validation score: -709.035504 Iteration 92, loss = 10.37723535 Validation score: -705.694113 Iteration 93, loss = 10.32277727 Validation score: -702.351731 Iteration 94, loss = 10.26850942 Validation score: -699.008455 Iteration 95, loss = 10.21442966 Validation score: -695.664385 Iteration 96, loss = 10.16053589 Validation score: -692.319622 Iteration 97, loss = 10.10682611 Validation score: -688.974264 Iteration 98, loss = 10.05329836 Validation score: -685.628413 Iteration 99, loss = 9.99995078 Validation score: -682.282165 Iteration 100, loss = 9.94678156 Validation score: -678.935618 Iteration 101, loss = 9.89378897 Validation score: -675.588865 Iteration 102, loss = 9.84097134 Validation score: -672.241996 Iteration 103, loss = 9.78832708 Validation score: -668.895100 Iteration 104, loss = 9.73585466 Validation score: -665.548257 Iteration 105, loss = 9.68355262 Validation score: -662.201548 Iteration 106, loss = 9.63141954 Validation score: -658.855044 Iteration 107, loss = 9.57945411 Validation score: -655.508814 Iteration 108, loss = 9.52765503 Validation score: -652.162921 Iteration 109, loss = 9.47602110 Validation score: -648.817419 Iteration 110, loss = 9.42455115 Validation score: -645.472359 Iteration 111, loss = 9.37324408 Validation score: -642.127784 Iteration 112, loss = 9.32209884 Validation score: -638.783730 Iteration 113, loss = 9.27111444 Validation score: -635.440226 Iteration 114, loss = 9.22028994 Validation score: -632.097294 Iteration 115, loss = 9.16962442 Validation score: -628.754947 Iteration 116, loss = 9.11911704 Validation score: -625.413194 Iteration 117, loss = 9.06876699 Validation score: -622.072034 Iteration 118, loss = 9.01857350 Validation score: -618.731458 Iteration 119, loss = 8.96853585 Validation score: -615.391450 Iteration 120, loss = 8.91865335 Validation score: -612.051987 Iteration 121, loss = 8.86892534 Validation score: -608.713038 Iteration 122, loss = 8.81935120 Validation score: -605.374564 Iteration 123, loss = 8.76993034 Validation score: -602.036521 Iteration 124, loss = 8.72066219 Validation score: -598.698855 Iteration 125, loss = 8.67154623 Validation score: -595.361508 Iteration 126, loss = 8.62258194 Validation score: -592.024415 Iteration 127, loss = 8.57376884 Validation score: -588.687503 Iteration 128, loss = 8.52510646 Validation score: -585.350695 Iteration 129, loss = 8.47659435 Validation score: -582.013911 Iteration 130, loss = 8.42823209 Validation score: -578.677064 Iteration 131, loss = 8.38001926 Validation score: -575.340065 Iteration 132, loss = 8.33195546 Validation score: -572.002821 Iteration 133, loss = 8.28404030 Validation score: -568.665238 Iteration 134, loss = 8.23627341 Validation score: -565.327222 Iteration 135, loss = 8.18865442 Validation score: -561.988678 Iteration 136, loss = 8.14118298 Validation score: -558.649513 Iteration 137, loss = 8.09385872 Validation score: -555.309638 Iteration 138, loss = 8.04668132 Validation score: -551.968965 Iteration 139, loss = 7.99965042 Validation score: -548.627417 Iteration 140, loss = 7.95276570 Validation score: -545.284921 Iteration 141, loss = 7.90602683 Validation score: -541.941414 Iteration 142, loss = 7.85943349 Validation score: -538.596844 Iteration 143, loss = 7.81298535 Validation score: -535.251175 Iteration 144, loss = 7.76668212 Validation score: -531.904382 Iteration 145, loss = 7.72052347 Validation score: -528.556459 Iteration 146, loss = 7.67450912 Validation score: -525.207420 Iteration 147, loss = 7.62863878 Validation score: -521.857299 Iteration 148, loss = 7.58291216 Validation score: -518.506151 Iteration 149, loss = 7.53732900 Validation score: -515.154059 Iteration 150, loss = 7.49188903 Validation score: -511.801129 Iteration 151, loss = 7.44659203 Validation score: -508.447495 Iteration 152, loss = 7.40143777 Validation score: -505.093321 Iteration 153, loss = 7.35642605 Validation score: -501.738798 Iteration 154, loss = 7.31155669 Validation score: -498.384147 Iteration 155, loss = 7.26682953 Validation score: -495.029619 Iteration 156, loss = 7.22224445 Validation score: -491.675496 Iteration 157, loss = 7.17780134 Validation score: -488.322088 Iteration 158, loss = 7.13350014 Validation score: -484.969732 Iteration 159, loss = 7.08934081 Validation score: -481.618793 Iteration 160, loss = 7.04532336 Validation score: -478.269662 Iteration 161, loss = 7.00144783 Validation score: -474.922754 Iteration 162, loss = 6.95771429 Validation score: 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score: -418.837040 Iteration 179, loss = 6.23623463 Validation score: -415.614810 Iteration 180, loss = 6.19511458 Validation score: -412.404271 Iteration 181, loss = 6.15414516 Validation score: -409.205876 Iteration 182, loss = 6.11332714 Validation score: -406.020062 Iteration 183, loss = 6.07266129 Validation score: -402.847252 Iteration 184, loss = 6.03214843 Validation score: -399.687857 Iteration 185, loss = 5.99178936 Validation score: -396.542273 Iteration 186, loss = 5.95158492 Validation score: -393.410881 Iteration 187, loss = 5.91153596 Validation score: -390.294048 Iteration 188, loss = 5.87164334 Validation score: -387.192125 Iteration 189, loss = 5.83190792 Validation score: -384.105450 Iteration 190, loss = 5.79233059 Validation score: -381.034346 Iteration 191, loss = 5.75291223 Validation score: -377.979119 Iteration 192, loss = 5.71365373 Validation score: -374.940064 Iteration 193, loss = 5.67455600 Validation score: -371.917459 Iteration 194, loss = 5.63561992 Validation score: -368.911567 Iteration 195, loss = 5.59684642 Validation score: -365.922640 Iteration 196, loss = 5.55823638 Validation score: -362.950913 Iteration 197, loss = 5.51979071 Validation score: -359.996609 Iteration 198, loss = 5.48151032 Validation score: -357.059937 Iteration 199, loss = 5.44339610 Validation score: -354.141092 Iteration 200, loss = 5.40544895 Validation score: -351.240257 Iteration 201, loss = 5.36766976 Validation score: -348.357602 Iteration 202, loss = 5.33005940 Validation score: -345.493285 Iteration 203, loss = 5.29261875 Validation score: -342.647451 Iteration 204, loss = 5.25534868 Validation score: -339.820234 Iteration 205, loss = 5.21825005 Validation score: -337.011756 Iteration 206, loss = 5.18132370 Validation score: -334.222129 Iteration 207, loss = 5.14457046 Validation score: -331.451451 Iteration 208, loss = 5.10799116 Validation score: -328.699814 Iteration 209, loss = 5.07158661 Validation score: -325.967296 Iteration 210, loss = 5.03535760 Validation score: -323.253967 Iteration 211, loss = 4.99930491 Validation score: -320.559886 Iteration 212, loss = 4.96342931 Validation score: -317.885105 Iteration 213, loss = 4.92773154 Validation score: -315.229666 Iteration 214, loss = 4.89221234 Validation score: -312.593600 Iteration 215, loss = 4.85687242 Validation score: -309.976934 Iteration 216, loss = 4.82171248 Validation score: -307.379684 Iteration 217, loss = 4.78673320 Validation score: -304.801860 Iteration 218, loss = 4.75193523 Validation score: -302.243463 Iteration 219, loss = 4.71731922 Validation score: -299.704488 Iteration 220, loss = 4.68288579 Validation score: -297.184922 Iteration 221, loss = 4.64863554 Validation score: -294.684749 Iteration 222, loss = 4.61456905 Validation score: -292.203942 Iteration 223, loss = 4.58068688 Validation score: -289.742472 Iteration 224, loss = 4.54698957 Validation score: -287.300301 Iteration 225, loss = 4.51347764 Validation score: -284.877389 Iteration 226, loss = 4.48015160 Validation score: -282.473689 Iteration 227, loss = 4.44701190 Validation score: -280.089149 Iteration 228, loss = 4.41405902 Validation score: -277.723713 Iteration 229, loss = 4.38129338 Validation score: -275.377320 Iteration 230, loss = 4.34871539 Validation score: -273.049906 Iteration 231, loss = 4.31632546 Validation score: -270.741402 Iteration 232, loss = 4.28412394 Validation score: -268.451735 Iteration 233, loss = 4.25211118 Validation score: -266.180830 Iteration 234, loss = 4.22028752 Validation score: -263.928607 Iteration 235, loss = 4.18865325 Validation score: -261.694984 Iteration 236, loss = 4.15720866 Validation score: -259.479875 Iteration 237, loss = 4.12595401 Validation score: -257.283193 Iteration 238, loss = 4.09488954 Validation score: -255.104847 Iteration 239, loss = 4.06401546 Validation score: -252.944744 Iteration 240, loss = 4.03333198 Validation score: -250.802789 Iteration 241, loss = 4.00283927 Validation score: -248.678883 Iteration 242, loss = 3.97253747 Validation score: -246.572929 Iteration 243, loss = 3.94242674 Validation score: -244.484824 Iteration 244, loss = 3.91250717 Validation score: -242.414466 Iteration 245, loss = 3.88277885 Validation score: -240.361751 Iteration 246, loss = 3.85324186 Validation score: -238.326571 Iteration 247, loss = 3.82389623 Validation score: -236.308821 Iteration 248, loss = 3.79474200 Validation score: -234.308392 Iteration 249, loss = 3.76577917 Validation score: -232.325173 Iteration 250, loss = 3.73700772 Validation score: -230.359055 Iteration 251, loss = 3.70842761 Validation score: -228.409926 Iteration 252, loss = 3.68003878 Validation score: -226.477673 Iteration 253, loss = 3.65184115 Validation score: -224.562184 Iteration 254, loss = 3.62383462 Validation score: -222.663344 Iteration 255, loss = 3.59601906 Validation score: -220.781039 Iteration 256, loss = 3.56839432 Validation score: -218.915153 Iteration 257, loss = 3.54096024 Validation score: 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score: -189.594319 Iteration 274, loss = 3.10348061 Validation score: -188.004011 Iteration 275, loss = 3.07942423 Validation score: -186.427900 Iteration 276, loss = 3.05555107 Validation score: -184.865869 Iteration 277, loss = 3.03186053 Validation score: -183.317803 Iteration 278, loss = 3.00835196 Validation score: -181.783585 Iteration 279, loss = 2.98502471 Validation score: -180.263101 Iteration 280, loss = 2.96187808 Validation score: -178.756234 Iteration 281, loss = 2.93891139 Validation score: -177.262871 Iteration 282, loss = 2.91612391 Validation score: -175.782896 Iteration 283, loss = 2.89351488 Validation score: -174.316195 Iteration 284, loss = 2.87108355 Validation score: -172.862654 Iteration 285, loss = 2.84882913 Validation score: -171.422160 Iteration 286, loss = 2.82675081 Validation score: -169.994600 Iteration 287, loss = 2.80484776 Validation score: -168.579861 Iteration 288, loss = 2.78311914 Validation score: -167.177832 Iteration 289, loss = 2.76156409 Validation score: -165.788399 Iteration 290, loss = 2.74018171 Validation score: -164.411453 Iteration 291, loss = 2.71897111 Validation score: -163.046881 Iteration 292, loss = 2.69793137 Validation score: -161.694574 Iteration 293, loss = 2.67706154 Validation score: -160.354423 Iteration 294, loss = 2.65636069 Validation score: -159.026316 Iteration 295, loss = 2.63582782 Validation score: -157.710147 Iteration 296, loss = 2.61546197 Validation score: -156.405805 Iteration 297, loss = 2.59526213 Validation score: -155.113185 Iteration 298, loss = 2.57522728 Validation score: -153.832177 Iteration 299, loss = 2.55535639 Validation score: -152.562676 Iteration 300, loss = 2.53564843 Validation score: -151.304576 Iteration 301, loss = 2.51610233 Validation score: -150.057770 Iteration 302, loss = 2.49671703 Validation score: -148.822154 Iteration 303, loss = 2.47749144 Validation score: -147.597624 Iteration 304, loss = 2.45842449 Validation score: -146.384076 Iteration 305, loss = 2.43951506 Validation score: -145.181407 Iteration 306, loss = 2.42076206 Validation score: -143.989513 Iteration 307, loss = 2.40216435 Validation score: -142.808294 Iteration 308, loss = 2.38372082 Validation score: -141.637648 Iteration 309, loss = 2.36543033 Validation score: -140.477475 Iteration 310, loss = 2.34729174 Validation score: -139.327674 Iteration 311, loss = 2.32930390 Validation score: -138.188147 Iteration 312, loss = 2.31146565 Validation score: -137.058794 Iteration 313, loss = 2.29377585 Validation score: -135.939518 Iteration 314, loss = 2.27623332 Validation score: -134.830222 Iteration 315, loss = 2.25883690 Validation score: -133.730809 Iteration 316, loss = 2.24158542 Validation score: -132.641183 Iteration 317, loss = 2.22447771 Validation score: -131.561250 Iteration 318, loss = 2.20751259 Validation score: -130.490914 Iteration 319, loss = 2.19068889 Validation score: -129.430083 Iteration 320, loss = 2.17400543 Validation score: -128.378663 Iteration 321, loss = 2.15746104 Validation score: -127.336562 Iteration 322, loss = 2.14105454 Validation score: -126.303689 Iteration 323, loss = 2.12478474 Validation score: -125.279953 Iteration 324, loss = 2.10865049 Validation score: -124.265264 Iteration 325, loss = 2.09265060 Validation score: -123.259532 Iteration 326, loss = 2.07678390 Validation score: -122.262670 Iteration 327, loss = 2.06104923 Validation score: -121.274589 Iteration 328, loss = 2.04544542 Validation score: -120.295203 Iteration 329, loss = 2.02997131 Validation score: -119.324425 Iteration 330, loss = 2.01462574 Validation score: -118.362171 Iteration 331, loss = 1.99940757 Validation score: -117.408354 Iteration 332, loss = 1.98431563 Validation score: -116.462892 Iteration 333, loss = 1.96934879 Validation score: -115.525701 Iteration 334, loss = 1.95450591 Validation score: -114.596699 Iteration 335, loss = 1.93978586 Validation score: -113.675805 Iteration 336, loss = 1.92518752 Validation score: -112.762936 Iteration 337, loss = 1.91070975 Validation score: -111.858014 Iteration 338, loss = 1.89635146 Validation score: -110.960960 Iteration 339, loss = 1.88211152 Validation score: -110.071693 Iteration 340, loss = 1.86798885 Validation score: -109.190138 Iteration 341, loss = 1.85398236 Validation score: -108.316216 Iteration 342, loss = 1.84009095 Validation score: -107.449852 Iteration 343, loss = 1.82631355 Validation score: -106.590970 Iteration 344, loss = 1.81264909 Validation score: -105.739495 Iteration 345, loss = 1.79909652 Validation score: -104.895354 Iteration 346, loss = 1.78565477 Validation score: -104.058473 Iteration 347, loss = 1.77232281 Validation score: -103.228780 Iteration 348, loss = 1.75909961 Validation score: -102.406202 Iteration 349, loss = 1.74598412 Validation score: -101.590670 Iteration 350, loss = 1.73297535 Validation score: -100.782113 Iteration 351, loss = 1.72007227 Validation score: -99.980460 Iteration 352, loss = 1.70727388 Validation score: 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-41.102565 Iteration 465, loss = 0.74847785 Validation score: -40.779623 Iteration 466, loss = 0.74308792 Validation score: -40.459112 Iteration 467, loss = 0.73773675 Validation score: -40.141013 Iteration 468, loss = 0.73242405 Validation score: -39.825307 Iteration 469, loss = 0.72714951 Validation score: -39.511975 Iteration 470, loss = 0.72191285 Validation score: -39.200998 Iteration 471, loss = 0.71671379 Validation score: -38.892357 Iteration 472, loss = 0.71155204 Validation score: -38.586033 Iteration 473, loss = 0.70642733 Validation score: -38.282009 Iteration 474, loss = 0.70133936 Validation score: -37.980265 Iteration 475, loss = 0.69628788 Validation score: -37.680785 Iteration 476, loss = 0.69127260 Validation score: -37.383549 Iteration 477, loss = 0.68629325 Validation score: -37.088541 Iteration 478, loss = 0.68134957 Validation score: -36.795742 Iteration 479, loss = 0.67644129 Validation score: -36.505136 Iteration 480, loss = 0.67156815 Validation score: -36.216705 Iteration 481, loss = 0.66672988 Validation score: -35.930433 Iteration 482, loss = 0.66192624 Validation score: -35.646301 Iteration 483, loss = 0.65715695 Validation score: -35.364295 Iteration 484, loss = 0.65242178 Validation score: -35.084396 Iteration 485, loss = 0.64772046 Validation score: -34.806589 Iteration 486, loss = 0.64305275 Validation score: -34.530858 Iteration 487, loss = 0.63841839 Validation score: -34.257185 Iteration 488, loss = 0.63381716 Validation score: -33.985556 Iteration 489, loss = 0.62924879 Validation score: -33.715955 Iteration 490, loss = 0.62471306 Validation score: -33.448366 Iteration 491, loss = 0.62020972 Validation score: -33.182773 Iteration 492, loss = 0.61573853 Validation score: -32.919161 Iteration 493, loss = 0.61129927 Validation score: -32.657515 Iteration 494, loss = 0.60689169 Validation score: -32.397819 Iteration 495, loss = 0.60251558 Validation score: -32.140059 Iteration 496, loss = 0.59817070 Validation score: -31.884221 Iteration 497, loss = 0.59385681 Validation score: -31.630288 Iteration 498, loss = 0.58957371 Validation score: -31.378248 Iteration 499, loss = 0.58532117 Validation score: -31.128084 Iteration 500, loss = 0.58109896 Validation score: -30.879784 Iteration 501, loss = 0.57690687 Validation score: -30.633332 Iteration 502, loss = 0.57274468 Validation score: -30.388716 Iteration 503, loss = 0.56861217 Validation score: -30.145920 Iteration 504, loss = 0.56450914 Validation score: -29.904932 Iteration 505, loss = 0.56043536 Validation score: -29.665737 Iteration 506, loss = 0.55639064 Validation score: -29.428321 Iteration 507, loss = 0.55237476 Validation score: -29.192673 Iteration 508, loss = 0.54838751 Validation score: -28.958777 Iteration 509, loss = 0.54442870 Validation score: -28.726622 Iteration 510, loss = 0.54049811 Validation score: -28.496194 Iteration 511, loss = 0.53659555 Validation score: -28.267480 Iteration 512, loss = 0.53272082 Validation score: -28.040466 Iteration 513, loss = 0.52887372 Validation score: -27.815142 Iteration 514, loss = 0.52505405 Validation score: -27.591493 Iteration 515, loss = 0.52126162 Validation score: -27.369507 Iteration 516, loss = 0.51749623 Validation score: -27.149173 Iteration 517, loss = 0.51375770 Validation score: -26.930477 Iteration 518, loss = 0.51004584 Validation score: -26.713407 Iteration 519, loss = 0.50636045 Validation score: -26.497952 Iteration 520, loss = 0.50270134 Validation score: -26.284099 Iteration 521, loss = 0.49906835 Validation score: -26.071836 Iteration 522, loss = 0.49546127 Validation score: -25.861152 Iteration 523, loss = 0.49187992 Validation score: -25.652035 Iteration 524, loss = 0.48832414 Validation score: -25.444474 Iteration 525, loss = 0.48479372 Validation score: -25.238456 Iteration 526, loss = 0.48128851 Validation score: -25.033971 Iteration 527, loss = 0.47780832 Validation score: -24.831008 Iteration 528, loss = 0.47435297 Validation score: -24.629554 Iteration 529, loss = 0.47092230 Validation score: -24.429599 Iteration 530, loss = 0.46751612 Validation score: -24.231132 Iteration 531, loss = 0.46413428 Validation score: -24.034142 Iteration 532, loss = 0.46077659 Validation score: -23.838619 Iteration 533, loss = 0.45744289 Validation score: -23.644550 Iteration 534, loss = 0.45413301 Validation score: -23.451927 Iteration 535, loss = 0.45084679 Validation score: -23.260738 Iteration 536, loss = 0.44758406 Validation score: -23.070972 Iteration 537, loss = 0.44434466 Validation score: -22.882620 Iteration 538, loss = 0.44112842 Validation score: -22.695670 Iteration 539, loss = 0.43793519 Validation score: -22.510114 Iteration 540, loss = 0.43476480 Validation score: -22.325940 Iteration 541, loss = 0.43161710 Validation score: -22.143139 Iteration 542, loss = 0.42849193 Validation score: -21.961700 Iteration 543, loss = 0.42538913 Validation score: -21.781614 Iteration 544, loss = 0.42230855 Validation score: 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Iteration 641, loss = 0.20867608 Validation score: -9.365623 Iteration 642, loss = 0.20717483 Validation score: -9.281049 Iteration 643, loss = 0.20568486 Validation score: -9.197136 Iteration 644, loss = 0.20420609 Validation score: -9.113880 Iteration 645, loss = 0.20273843 Validation score: -9.031277 Iteration 646, loss = 0.20128182 Validation score: -8.949321 Iteration 647, loss = 0.19983617 Validation score: -8.868008 Iteration 648, loss = 0.19840141 Validation score: -8.787334 Iteration 649, loss = 0.19697747 Validation score: -8.707293 Iteration 650, loss = 0.19556426 Validation score: -8.627882 Iteration 651, loss = 0.19416173 Validation score: -8.549096 Iteration 652, loss = 0.19276979 Validation score: -8.470931 Iteration 653, loss = 0.19138838 Validation score: -8.393381 Iteration 654, loss = 0.19001741 Validation score: -8.316444 Iteration 655, loss = 0.18865682 Validation score: -8.240113 Iteration 656, loss = 0.18730653 Validation score: -8.164385 Iteration 657, loss = 0.18596648 Validation score: -8.089256 Iteration 658, loss = 0.18463660 Validation score: -8.014721 Iteration 659, loss = 0.18331681 Validation score: -7.940777 Iteration 660, loss = 0.18200704 Validation score: -7.867418 Iteration 661, loss = 0.18070723 Validation score: -7.794641 Iteration 662, loss = 0.17941730 Validation score: -7.722441 Iteration 663, loss = 0.17813720 Validation score: -7.650815 Iteration 664, loss = 0.17686684 Validation score: -7.579758 Iteration 665, loss = 0.17560616 Validation score: -7.509267 Iteration 666, loss = 0.17435511 Validation score: -7.439336 Iteration 667, loss = 0.17311360 Validation score: -7.369962 Iteration 668, loss = 0.17188157 Validation score: -7.301142 Iteration 669, loss = 0.17065897 Validation score: -7.232870 Iteration 670, loss = 0.16944571 Validation score: -7.165144 Iteration 671, loss = 0.16824174 Validation score: -7.097959 Iteration 672, loss = 0.16704700 Validation score: -7.031312 Iteration 673, loss = 0.16586141 Validation score: -6.965198 Iteration 674, loss = 0.16468492 Validation score: -6.899613 Iteration 675, loss = 0.16351746 Validation score: -6.834554 Iteration 676, loss = 0.16235897 Validation score: -6.770018 Iteration 677, loss = 0.16120938 Validation score: -6.706000 Iteration 678, loss = 0.16006864 Validation score: -6.642496 Iteration 679, loss = 0.15893669 Validation score: -6.579503 Iteration 680, loss = 0.15781345 Validation score: -6.517017 Iteration 681, loss = 0.15669888 Validation score: -6.455034 Iteration 682, loss = 0.15559290 Validation score: -6.393552 Iteration 683, loss = 0.15449547 Validation score: -6.332565 Iteration 684, loss = 0.15340652 Validation score: -6.272072 Iteration 685, loss = 0.15232599 Validation score: -6.212067 Iteration 686, loss = 0.15125382 Validation score: -6.152547 Iteration 687, loss = 0.15018996 Validation score: -6.093510 Iteration 688, loss = 0.14913434 Validation score: -6.034951 Iteration 689, loss = 0.14808691 Validation score: -5.976867 Iteration 690, loss = 0.14704761 Validation score: -5.919255 Iteration 691, loss = 0.14601638 Validation score: -5.862111 Iteration 692, loss = 0.14499317 Validation score: -5.805431 Iteration 693, loss = 0.14397792 Validation score: -5.749213 Iteration 694, loss = 0.14297058 Validation score: -5.693453 Iteration 695, loss = 0.14197109 Validation score: -5.638147 Iteration 696, loss = 0.14097938 Validation score: -5.583293 Iteration 697, loss = 0.13999542 Validation score: -5.528887 Iteration 698, loss = 0.13901914 Validation score: -5.474925 Iteration 699, loss = 0.13805049 Validation score: -5.421405 Iteration 700, loss = 0.13708942 Validation score: -5.368323 Iteration 701, loss = 0.13613587 Validation score: -5.315677 Iteration 702, loss = 0.13518979 Validation score: -5.263462 Iteration 703, loss = 0.13425113 Validation score: -5.211675 Iteration 704, loss = 0.13331983 Validation score: -5.160315 Iteration 705, loss = 0.13239584 Validation score: -5.109377 Iteration 706, loss = 0.13147911 Validation score: -5.058858 Iteration 707, loss = 0.13056959 Validation score: -5.008755 Iteration 708, loss = 0.12966723 Validation score: -4.959066 Iteration 709, loss = 0.12877197 Validation score: -4.909786 Iteration 710, loss = 0.12788377 Validation score: -4.860914 Iteration 711, loss = 0.12700258 Validation score: -4.812446 Iteration 712, loss = 0.12612834 Validation score: -4.764379 Iteration 713, loss = 0.12526101 Validation score: -4.716711 Iteration 714, loss = 0.12440054 Validation score: -4.669437 Iteration 715, loss = 0.12354687 Validation score: -4.622556 Iteration 716, loss = 0.12269997 Validation score: -4.576065 Iteration 717, loss = 0.12185978 Validation score: -4.529960 Iteration 718, loss = 0.12102625 Validation score: -4.484238 Iteration 719, loss = 0.12019933 Validation score: -4.438897 Iteration 720, loss = 0.11937898 Validation score: -4.393935 Iteration 721, loss = 0.11856516 Validation score: -4.349347 Iteration 722, loss = 0.11775781 Validation score: -4.305132 Iteration 723, loss = 0.11695689 Validation score: -4.261287 Iteration 724, loss = 0.11616235 Validation score: -4.217809 Iteration 725, loss = 0.11537414 Validation score: -4.174694 Iteration 726, loss = 0.11459223 Validation score: -4.131942 Iteration 727, loss = 0.11381656 Validation score: -4.089547 Iteration 728, loss = 0.11304709 Validation score: -4.047509 Iteration 729, loss = 0.11228378 Validation score: -4.005825 Iteration 730, loss = 0.11152658 Validation score: -3.964491 Iteration 731, loss = 0.11077544 Validation score: -3.923505 Iteration 732, loss = 0.11003033 Validation score: -3.882865 Iteration 733, loss = 0.10929120 Validation score: -3.842568 Iteration 734, loss = 0.10855800 Validation score: -3.802611 Iteration 735, loss = 0.10783070 Validation score: -3.762992 Iteration 736, loss = 0.10710925 Validation score: -3.723709 Iteration 737, loss = 0.10639360 Validation score: -3.684758 Iteration 738, loss = 0.10568373 Validation score: -3.646137 Iteration 739, loss = 0.10497957 Validation score: -3.607844 Iteration 740, loss = 0.10428110 Validation score: -3.569876 Iteration 741, loss = 0.10358827 Validation score: -3.532232 Iteration 742, loss = 0.10290104 Validation score: -3.494907 Iteration 743, loss = 0.10221937 Validation score: -3.457901 Iteration 744, loss = 0.10154321 Validation score: -3.421210 Iteration 745, loss = 0.10087254 Validation score: -3.384832 Iteration 746, loss = 0.10020730 Validation score: -3.348765 Iteration 747, loss = 0.09954746 Validation score: -3.313007 Iteration 748, loss = 0.09889298 Validation score: -3.277555 Iteration 749, loss = 0.09824382 Validation score: -3.242406 Iteration 750, loss = 0.09759995 Validation score: -3.207559 Iteration 751, loss = 0.09696131 Validation score: -3.173011 Iteration 752, loss = 0.09632787 Validation score: -3.138760 Iteration 753, loss = 0.09569960 Validation score: -3.104804 Iteration 754, loss = 0.09507646 Validation score: -3.071140 Iteration 755, loss = 0.09445841 Validation score: -3.037767 Iteration 756, loss = 0.09384541 Validation score: -3.004681 Iteration 757, loss = 0.09323742 Validation score: -2.971881 Iteration 758, loss = 0.09263441 Validation score: -2.939364 Iteration 759, loss = 0.09203634 Validation score: -2.907129 Iteration 760, loss = 0.09144318 Validation score: -2.875173 Iteration 761, loss = 0.09085488 Validation score: -2.843494 Iteration 762, loss = 0.09027142 Validation score: -2.812090 Iteration 763, loss = 0.08969275 Validation score: -2.780959 Iteration 764, loss = 0.08911884 Validation score: -2.750098 Iteration 765, loss = 0.08854966 Validation score: -2.719507 Iteration 766, loss = 0.08798516 Validation score: -2.689181 Iteration 767, loss = 0.08742532 Validation score: -2.659121 Iteration 768, loss = 0.08687010 Validation score: -2.629322 Iteration 769, loss = 0.08631947 Validation score: -2.599784 Iteration 770, loss = 0.08577339 Validation score: -2.570505 Iteration 771, loss = 0.08523182 Validation score: -2.541482 Iteration 772, loss = 0.08469474 Validation score: -2.512713 Iteration 773, loss = 0.08416211 Validation score: -2.484197 Iteration 774, loss = 0.08363390 Validation score: -2.455931 Iteration 775, loss = 0.08311007 Validation score: -2.427914 Iteration 776, loss = 0.08259059 Validation score: -2.400143 Iteration 777, loss = 0.08207543 Validation score: -2.372617 Iteration 778, loss = 0.08156455 Validation score: -2.345333 Iteration 779, loss = 0.08105793 Validation score: -2.318291 Iteration 780, loss = 0.08055553 Validation score: -2.291487 Iteration 781, loss = 0.08005732 Validation score: -2.264921 Iteration 782, loss = 0.07956326 Validation score: -2.238590 Iteration 783, loss = 0.07907334 Validation score: -2.212492 Iteration 784, loss = 0.07858751 Validation score: -2.186626 Iteration 785, loss = 0.07810574 Validation score: -2.160989 Iteration 786, loss = 0.07762801 Validation score: -2.135580 Iteration 787, loss = 0.07715428 Validation score: -2.110398 Iteration 788, loss = 0.07668452 Validation score: -2.085440 Iteration 789, loss = 0.07621870 Validation score: -2.060704 Iteration 790, loss = 0.07575680 Validation score: -2.036189 Iteration 791, loss = 0.07529878 Validation score: -2.011894 Iteration 792, loss = 0.07484462 Validation score: -1.987815 Iteration 793, loss = 0.07439427 Validation score: -1.963953 Iteration 794, loss = 0.07394772 Validation score: -1.940304 Iteration 795, loss = 0.07350494 Validation score: -1.916867 Iteration 796, loss = 0.07306590 Validation score: -1.893641 Iteration 797, loss = 0.07263056 Validation score: -1.870623 Iteration 798, loss = 0.07219890 Validation score: -1.847813 Iteration 799, loss = 0.07177090 Validation score: -1.825208 Iteration 800, loss = 0.07134651 Validation score: -1.802808 Iteration 801, loss = 0.07092573 Validation score: -1.780609 Iteration 802, loss = 0.07050851 Validation score: -1.758611 Iteration 803, loss = 0.07009483 Validation score: -1.736812 Iteration 804, loss = 0.06968467 Validation score: -1.715211 Iteration 805, loss = 0.06927799 Validation score: -1.693805 Iteration 806, loss = 0.06887477 Validation score: -1.672593 Iteration 807, loss = 0.06847498 Validation score: -1.651575 Iteration 808, loss = 0.06807860 Validation score: -1.630747 Iteration 809, loss = 0.06768560 Validation score: -1.610109 Iteration 810, loss = 0.06729596 Validation score: -1.589659 Iteration 811, loss = 0.06690964 Validation score: -1.569396 Iteration 812, loss = 0.06652662 Validation score: -1.549317 Iteration 813, loss = 0.06614688 Validation score: -1.529423 Iteration 814, loss = 0.06577039 Validation score: -1.509710 Iteration 815, loss = 0.06539713 Validation score: -1.490178 Iteration 816, loss = 0.06502706 Validation score: -1.470825 Iteration 817, loss = 0.06466017 Validation score: -1.451649 Iteration 818, loss = 0.06429643 Validation score: -1.432650 Iteration 819, loss = 0.06393582 Validation score: -1.413825 Iteration 820, loss = 0.06357831 Validation score: -1.395174 Iteration 821, loss = 0.06322387 Validation score: -1.376695 Iteration 822, loss = 0.06287249 Validation score: -1.358386 Iteration 823, loss = 0.06252414 Validation score: -1.340247 Iteration 824, loss = 0.06217879 Validation score: -1.322275 Iteration 825, loss = 0.06183642 Validation score: -1.304470 Iteration 826, loss = 0.06149701 Validation score: -1.286829 Iteration 827, loss = 0.06116054 Validation score: -1.269352 Iteration 828, loss = 0.06082698 Validation score: -1.252038 Iteration 829, loss = 0.06049631 Validation score: -1.234884 Iteration 830, loss = 0.06016850 Validation score: -1.217890 Iteration 831, loss = 0.05984353 Validation score: -1.201055 Iteration 832, loss = 0.05952139 Validation score: -1.184376 Iteration 833, loss = 0.05920204 Validation score: -1.167853 Iteration 834, loss = 0.05888548 Validation score: -1.151484 Iteration 835, loss = 0.05857166 Validation score: -1.135269 Iteration 836, loss = 0.05826058 Validation score: -1.119205 Iteration 837, loss = 0.05795220 Validation score: -1.103292 Iteration 838, loss = 0.05764652 Validation score: -1.087528 Iteration 839, loss = 0.05734350 Validation score: -1.071913 Iteration 840, loss = 0.05704313 Validation score: -1.056444 Iteration 841, loss = 0.05674539 Validation score: -1.041121 Iteration 842, loss = 0.05645025 Validation score: -1.025942 Iteration 843, loss = 0.05615769 Validation score: -1.010906 Iteration 844, loss = 0.05586769 Validation score: -0.996012 Iteration 845, loss = 0.05558024 Validation score: -0.981260 Iteration 846, loss = 0.05529531 Validation score: -0.966646 Iteration 847, loss = 0.05501287 Validation score: -0.952171 Iteration 848, loss = 0.05473292 Validation score: -0.937834 Iteration 849, loss = 0.05445543 Validation score: -0.923632 Iteration 850, loss = 0.05418039 Validation score: -0.909566 Iteration 851, loss = 0.05390776 Validation score: -0.895633 Iteration 852, loss = 0.05363754 Validation score: -0.881833 Iteration 853, loss = 0.05336969 Validation score: -0.868165 Iteration 854, loss = 0.05310422 Validation score: -0.854627 Iteration 855, loss = 0.05284108 Validation score: -0.841218 Iteration 856, loss = 0.05258027 Validation score: -0.827938 Iteration 857, loss = 0.05232177 Validation score: -0.814784 Iteration 858, loss = 0.05206555 Validation score: -0.801757 Iteration 859, loss = 0.05181161 Validation score: -0.788855 Iteration 860, loss = 0.05155991 Validation score: -0.776076 Iteration 861, loss = 0.05131044 Validation score: -0.763421 Iteration 862, loss = 0.05106319 Validation score: -0.750887 Iteration 863, loss = 0.05081814 Validation score: -0.738474 Iteration 864, loss = 0.05057526 Validation score: -0.726181 Iteration 865, loss = 0.05033454 Validation score: -0.714006 Iteration 866, loss = 0.05009597 Validation score: -0.701949 Iteration 867, loss = 0.04985952 Validation score: -0.690009 Iteration 868, loss = 0.04962518 Validation score: -0.678184 Iteration 869, loss = 0.04939292 Validation score: -0.666474 Iteration 870, loss = 0.04916274 Validation score: -0.654878 Iteration 871, loss = 0.04893462 Validation score: -0.643394 Iteration 872, loss = 0.04870853 Validation score: -0.632022 Iteration 873, loss = 0.04848447 Validation score: -0.620760 Iteration 874, loss = 0.04826241 Validation score: -0.609609 Iteration 875, loss = 0.04804234 Validation score: -0.598566 Iteration 876, loss = 0.04782424 Validation score: -0.587631 Iteration 877, loss = 0.04760809 Validation score: -0.576803 Iteration 878, loss = 0.04739389 Validation score: -0.566080 Iteration 879, loss = 0.04718161 Validation score: -0.555463 Iteration 880, loss = 0.04697124 Validation score: -0.544950 Iteration 881, loss = 0.04676276 Validation score: -0.534540 Iteration 882, loss = 0.04655615 Validation score: -0.524233 Iteration 883, loss = 0.04635141 Validation score: -0.514027 Iteration 884, loss = 0.04614851 Validation score: -0.503921 Iteration 885, loss = 0.04594743 Validation score: -0.493915 Iteration 886, loss = 0.04574818 Validation score: -0.484008 Iteration 887, loss = 0.04555072 Validation score: -0.474198 Iteration 888, loss = 0.04535504 Validation score: -0.464486 Iteration 889, loss = 0.04516114 Validation score: -0.454869 Iteration 890, loss = 0.04496898 Validation score: -0.445348 Iteration 891, loss = 0.04477857 Validation score: -0.435922 Iteration 892, loss = 0.04458988 Validation score: -0.426589 Iteration 893, loss = 0.04440290 Validation score: -0.417348 Iteration 894, loss = 0.04421761 Validation score: -0.408200 Iteration 895, loss = 0.04403401 Validation score: -0.399143 Iteration 896, loss = 0.04385207 Validation score: -0.390176 Iteration 897, loss = 0.04367179 Validation score: -0.381298 Iteration 898, loss = 0.04349315 Validation score: -0.372509 Iteration 899, loss = 0.04331613 Validation score: -0.363808 Iteration 900, loss = 0.04314072 Validation score: -0.355194 Iteration 901, loss = 0.04296691 Validation score: -0.346667 Iteration 902, loss = 0.04279468 Validation score: -0.338225 Iteration 903, loss = 0.04262402 Validation score: -0.329867 Iteration 904, loss = 0.04245492 Validation score: -0.321594 Iteration 905, loss = 0.04228736 Validation score: -0.313404 Iteration 906, loss = 0.04212134 Validation score: -0.305296 Iteration 907, loss = 0.04195683 Validation score: -0.297270 Iteration 908, loss = 0.04179382 Validation score: -0.289325 Iteration 909, loss = 0.04163231 Validation score: -0.281461 Iteration 910, loss = 0.04147227 Validation score: -0.273675 Iteration 911, loss = 0.04131370 Validation score: -0.265969 Iteration 912, loss = 0.04115659 Validation score: -0.258341 Iteration 913, loss = 0.04100091 Validation score: -0.250790 Iteration 914, loss = 0.04084667 Validation score: -0.243315 Iteration 915, loss = 0.04069384 Validation score: -0.235917 Iteration 916, loss = 0.04054241 Validation score: -0.228593 Iteration 917, loss = 0.04039238 Validation score: -0.221345 Iteration 918, loss = 0.04024372 Validation score: -0.214170 Iteration 919, loss = 0.04009643 Validation score: -0.207068 Iteration 920, loss = 0.03995050 Validation score: -0.200039 Iteration 921, loss = 0.03980591 Validation score: -0.193082 Iteration 922, loss = 0.03966266 Validation score: -0.186195 Iteration 923, loss = 0.03952072 Validation score: -0.179380 Iteration 924, loss = 0.03938010 Validation score: -0.172634 Iteration 925, loss = 0.03924077 Validation score: -0.165957 Iteration 926, loss = 0.03910273 Validation score: -0.159349 Iteration 927, loss = 0.03896597 Validation score: -0.152809 Iteration 928, loss = 0.03883046 Validation score: -0.146336 Iteration 929, loss = 0.03869622 Validation score: -0.139929 Iteration 930, loss = 0.03856321 Validation score: -0.133589 Iteration 931, loss = 0.03843144 Validation score: -0.127314 Iteration 932, loss = 0.03830088 Validation score: -0.121104 Iteration 933, loss = 0.03817154 Validation score: -0.114958 Iteration 934, loss = 0.03804339 Validation score: -0.108875 Iteration 935, loss = 0.03791643 Validation score: -0.102856 Iteration 936, loss = 0.03779065 Validation score: -0.096899 Iteration 937, loss = 0.03766604 Validation score: -0.091003 Iteration 938, loss = 0.03754259 Validation score: -0.085169 Iteration 939, loss = 0.03742028 Validation score: -0.079396 Iteration 940, loss = 0.03729911 Validation score: -0.073682 Iteration 941, loss = 0.03717907 Validation score: -0.068028 Iteration 942, loss = 0.03706014 Validation score: -0.062433 Iteration 943, loss = 0.03694232 Validation score: -0.056896 Iteration 944, loss = 0.03682559 Validation score: -0.051417 Iteration 945, loss = 0.03670996 Validation score: -0.045995 Iteration 946, loss = 0.03659540 Validation score: -0.040630 Iteration 947, loss = 0.03648191 Validation score: -0.035321 Iteration 948, loss = 0.03636948 Validation score: -0.030067 Iteration 949, loss = 0.03625809 Validation score: -0.024869 Iteration 950, loss = 0.03614775 Validation score: -0.019725 Iteration 951, loss = 0.03603843 Validation score: -0.014635 Iteration 952, loss = 0.03593014 Validation score: -0.009599 Iteration 953, loss = 0.03582286 Validation score: -0.004615 Iteration 954, loss = 0.03571658 Validation score: 0.000316 Iteration 955, loss = 0.03561129 Validation score: 0.005195 Iteration 956, loss = 0.03550699 Validation score: 0.010023 Iteration 957, loss = 0.03540367 Validation score: 0.014800 Iteration 958, loss = 0.03530131 Validation score: 0.019526 Iteration 959, loss = 0.03519991 Validation score: 0.024203 Iteration 960, loss = 0.03509946 Validation score: 0.028830 Iteration 961, loss = 0.03499995 Validation score: 0.033408 Iteration 962, loss = 0.03490137 Validation score: 0.037938 Iteration 963, loss = 0.03480372 Validation score: 0.042420 Iteration 964, loss = 0.03470698 Validation score: 0.046854 Iteration 965, loss = 0.03461115 Validation score: 0.051241 Iteration 966, loss = 0.03451622 Validation score: 0.055582 Iteration 967, loss = 0.03442218 Validation score: 0.059876 Iteration 968, loss = 0.03432902 Validation score: 0.064125 Iteration 969, loss = 0.03423673 Validation score: 0.068329 Iteration 970, loss = 0.03414532 Validation score: 0.072487 Iteration 971, loss = 0.03405476 Validation score: 0.076602 Iteration 972, loss = 0.03396505 Validation score: 0.080673 Iteration 973, loss = 0.03387618 Validation score: 0.084700 Iteration 974, loss = 0.03378815 Validation score: 0.088684 Iteration 975, loss = 0.03370095 Validation score: 0.092626 Iteration 976, loss = 0.03361456 Validation score: 0.096526 Iteration 977, loss = 0.03352899 Validation score: 0.100383 Iteration 978, loss = 0.03344423 Validation score: 0.104200 Iteration 979, loss = 0.03336026 Validation score: 0.107976 Iteration 980, loss = 0.03327708 Validation score: 0.111711 Iteration 981, loss = 0.03319468 Validation score: 0.115406 Iteration 982, loss = 0.03311306 Validation score: 0.119062 Iteration 983, loss = 0.03303220 Validation score: 0.122678 Iteration 984, loss = 0.03295211 Validation score: 0.126256 Iteration 985, loss = 0.03287277 Validation score: 0.129795 Iteration 986, loss = 0.03279418 Validation score: 0.133296 Iteration 987, loss = 0.03271633 Validation score: 0.136760 Iteration 988, loss = 0.03263921 Validation score: 0.140186 Iteration 989, loss = 0.03256282 Validation score: 0.143575 Iteration 990, loss = 0.03248714 Validation score: 0.146928 Iteration 991, loss = 0.03241218 Validation score: 0.150244 Iteration 992, loss = 0.03233793 Validation score: 0.153525 Iteration 993, loss = 0.03226437 Validation score: 0.156771 Iteration 994, loss = 0.03219151 Validation score: 0.159981 Iteration 995, loss = 0.03211933 Validation score: 0.163157 Iteration 996, loss = 0.03204783 Validation score: 0.166299 Iteration 997, loss = 0.03197701 Validation score: 0.169407 Iteration 998, loss = 0.03190685 Validation score: 0.172481 Iteration 999, loss = 0.03183736 Validation score: 0.175521 Iteration 1000, loss = 0.03176852 Validation score: 0.178529 Iteration 1, loss = 13.11003368 Validation score: -1010.252349 Iteration 2, loss = 13.03402133 Validation score: -1004.078302 Iteration 3, loss = 12.95827978 Validation score: -997.946003 Iteration 4, loss = 12.88281343 Validation score: -991.849850 Iteration 5, loss = 12.80763091 Validation score: -985.790006 Iteration 6, loss = 12.73274049 Validation score: -979.768068 Iteration 7, loss = 12.65814966 Validation score: -973.786350 Iteration 8, loss = 12.58386490 Validation score: -967.847625 Iteration 9, loss = 12.50989136 Validation score: -961.954856 Iteration 10, loss = 12.43623265 Validation score: -956.110763 Iteration 11, loss = 12.36289086 Validation score: -950.317312 Iteration 12, loss = 12.28986687 Validation score: -944.575363 Iteration 13, loss = 12.21716099 Validation score: -938.884659 Iteration 14, loss = 12.14477354 Validation score: -933.244136 Iteration 15, loss = 12.07270531 Validation score: -927.652348 Iteration 16, loss = 12.00095757 Validation score: -922.107818 Iteration 17, loss = 11.92953199 Validation score: -916.609256 Iteration 18, loss = 11.85843047 Validation score: -911.155639 Iteration 19, loss = 11.78765490 Validation score: -905.746211 Iteration 20, loss = 11.71720708 Validation score: -900.380445 Iteration 21, loss = 11.64708854 Validation score: -895.057996 Iteration 22, loss = 11.57730055 Validation score: -889.778645 Iteration 23, loss = 11.50784404 Validation score: -884.542266 Iteration 24, loss = 11.43871956 Validation score: -879.348788 Iteration 25, loss = 11.36992733 Validation score: -874.198168 Iteration 26, loss = 11.30146713 Validation score: -869.090371 Iteration 27, loss = 11.23333840 Validation score: -864.025353 Iteration 28, loss = 11.16554018 Validation score: -859.003043 Iteration 29, loss = 11.09807110 Validation score: -854.023333 Iteration 30, loss = 11.03092945 Validation score: -849.086065 Iteration 31, loss = 10.96411315 Validation score: -844.191019 Iteration 32, loss = 10.89761975 Validation score: -839.337908 Iteration 33, loss = 10.83144650 Validation score: -834.526365 Iteration 34, loss = 10.76559035 Validation score: -829.755935 Iteration 35, loss = 10.70004799 Validation score: -825.026076 Iteration 36, loss = 10.63481587 Validation score: -820.336150 Iteration 37, loss = 10.56989028 Validation score: -815.685428 Iteration 38, loss = 10.50526736 Validation score: -811.073088 Iteration 39, loss = 10.44094316 Validation score: -806.498227 Iteration 40, loss = 10.37691369 Validation score: -801.959868 Iteration 41, loss = 10.31317494 Validation score: -797.456972 Iteration 42, loss = 10.24972295 Validation score: -792.988446 Iteration 43, loss = 10.18655380 Validation score: -788.553166 Iteration 44, loss = 10.12366368 Validation score: -784.149981 Iteration 45, loss = 10.06104888 Validation score: -779.777731 Iteration 46, loss = 9.99870580 Validation score: -775.435257 Iteration 47, loss = 9.93663101 Validation score: -771.121414 Iteration 48, loss = 9.87482120 Validation score: -766.835078 Iteration 49, loss = 9.81327320 Validation score: -762.575157 Iteration 50, loss = 9.75198402 Validation score: -758.340597 Iteration 51, loss = 9.69095079 Validation score: -754.130392 Iteration 52, loss = 9.63017081 Validation score: -749.943590 Iteration 53, loss = 9.56964149 Validation score: -745.779298 Iteration 54, loss = 9.50936043 Validation score: -741.636691 Iteration 55, loss = 9.44932534 Validation score: -737.515018 Iteration 56, loss = 9.38953407 Validation score: -733.413604 Iteration 57, loss = 9.32998462 Validation score: -729.331854 Iteration 58, loss = 9.27067512 Validation score: -725.269259 Iteration 59, loss = 9.21160384 Validation score: -721.225391 Iteration 60, loss = 9.15276919 Validation score: -717.199903 Iteration 61, loss = 9.09416973 Validation score: -713.192526 Iteration 62, loss = 9.03580415 Validation score: -709.203061 Iteration 63, loss = 8.97767129 Validation score: -705.231375 Iteration 64, loss = 8.91977012 Validation score: -701.277389 Iteration 65, loss = 8.86209975 Validation score: -697.341068 Iteration 66, loss = 8.80465946 Validation score: -693.422418 Iteration 67, loss = 8.74744865 Validation score: -689.521471 Iteration 68, loss = 8.69046683 Validation score: -685.638278 Iteration 69, loss = 8.63371368 Validation score: -681.772907 Iteration 70, loss = 8.57718900 Validation score: -677.925428 Iteration 71, loss = 8.52089271 Validation score: -674.095917 Iteration 72, loss = 8.46482484 Validation score: -670.284446 Iteration 73, loss = 8.40898555 Validation score: -666.491083 Iteration 74, loss = 8.35337512 Validation score: -662.715889 Iteration 75, loss = 8.29799394 Validation score: -658.958918 Iteration 76, loss = 8.24284249 Validation score: -655.220212 Iteration 77, loss = 8.18792137 Validation score: -651.499809 Iteration 78, loss = 8.13323128 Validation score: -647.797735 Iteration 79, loss = 8.07877302 Validation score: -644.114007 Iteration 80, loss = 8.02454748 Validation score: -640.448636 Iteration 81, loss = 7.97055563 Validation score: -636.801623 Iteration 82, loss = 7.91679856 Validation score: -633.172964 Iteration 83, loss = 7.86327740 Validation score: -629.562647 Iteration 84, loss = 7.80999341 Validation score: -625.970656 Iteration 85, loss = 7.75694788 Validation score: -622.396968 Iteration 86, loss = 7.70414220 Validation score: -618.841557 Iteration 87, loss = 7.65157781 Validation score: -615.304391 Iteration 88, loss = 7.59925624 Validation score: -611.785435 Iteration 89, loss = 7.54717903 Validation score: -608.284650 Iteration 90, loss = 7.49534781 Validation score: -604.801994 Iteration 91, loss = 7.44376425 Validation score: -601.337422 Iteration 92, loss = 7.39243004 Validation score: -597.890885 Iteration 93, loss = 7.34134692 Validation score: -594.462333 Iteration 94, loss = 7.29051666 Validation score: -591.051712 Iteration 95, loss = 7.23994104 Validation score: -587.658965 Iteration 96, loss = 7.18962187 Validation score: -584.284033 Iteration 97, loss = 7.13956097 Validation score: -580.926855 Iteration 98, loss = 7.08976015 Validation score: -577.587367 Iteration 99, loss = 7.04022124 Validation score: -574.265502 Iteration 100, loss = 6.99094606 Validation score: -570.961191 Iteration 101, loss = 6.94193639 Validation score: -567.674363 Iteration 102, loss = 6.89319403 Validation score: -564.404943 Iteration 103, loss = 6.84472075 Validation score: -561.152856 Iteration 104, loss = 6.79651827 Validation score: -557.918022 Iteration 105, loss = 6.74858829 Validation score: -554.700362 Iteration 106, loss = 6.70093248 Validation score: -551.499791 Iteration 107, loss = 6.65355246 Validation score: -548.316223 Iteration 108, loss = 6.60644980 Validation score: -545.149572 Iteration 109, loss = 6.55962602 Validation score: -541.999748 Iteration 110, loss = 6.51308258 Validation score: -538.866659 Iteration 111, loss = 6.46682087 Validation score: -535.750210 Iteration 112, loss = 6.42084225 Validation score: -532.650308 Iteration 113, loss = 6.37514796 Validation score: -529.566853 Iteration 114, loss = 6.32973920 Validation score: -526.499747 Iteration 115, loss = 6.28461710 Validation score: -523.448891 Iteration 116, loss = 6.23978267 Validation score: -520.414181 Iteration 117, loss = 6.19523688 Validation score: -517.395514 Iteration 118, loss = 6.15098058 Validation score: -514.392787 Iteration 119, loss = 6.10701455 Validation score: -511.405892 Iteration 120, loss = 6.06333948 Validation score: -508.434723 Iteration 121, loss = 6.01995595 Validation score: -505.479174 Iteration 122, loss = 5.97686446 Validation score: -502.539134 Iteration 123, loss = 5.93406541 Validation score: -499.614495 Iteration 124, loss = 5.89155908 Validation score: -496.705147 Iteration 125, loss = 5.84934568 Validation score: -493.810980 Iteration 126, loss = 5.80742529 Validation score: -490.931883 Iteration 127, loss = 5.76579792 Validation score: -488.067745 Iteration 128, loss = 5.72446345 Validation score: -485.218454 Iteration 129, loss = 5.68342168 Validation score: -482.383899 Iteration 130, loss = 5.64267227 Validation score: -479.563969 Iteration 131, loss = 5.60221483 Validation score: -476.758552 Iteration 132, loss = 5.56204884 Validation score: -473.967537 Iteration 133, loss = 5.52217367 Validation score: -471.190812 Iteration 134, loss = 5.48258862 Validation score: -468.428267 Iteration 135, loss = 5.44329287 Validation score: -465.679791 Iteration 136, loss = 5.40428551 Validation score: -462.945275 Iteration 137, loss = 5.36556555 Validation score: -460.224608 Iteration 138, loss = 5.32713189 Validation score: -457.517681 Iteration 139, loss = 5.28898336 Validation score: -454.824386 Iteration 140, loss = 5.25111868 Validation score: -452.144614 Iteration 141, loss = 5.21353651 Validation score: -449.478259 Iteration 142, loss = 5.17623542 Validation score: -446.825215 Iteration 143, loss = 5.13921390 Validation score: -444.185375 Iteration 144, loss = 5.10247037 Validation score: -441.558634 Iteration 145, loss = 5.06600318 Validation score: -438.944890 Iteration 146, loss = 5.02981061 Validation score: -436.344038 Iteration 147, loss = 4.99389088 Validation score: -433.755977 Iteration 148, loss = 4.95824214 Validation score: -431.180605 Iteration 149, loss = 4.92286250 Validation score: -428.617823 Iteration 150, loss = 4.88775000 Validation score: -426.067532 Iteration 151, loss = 4.85290265 Validation score: -423.529633 Iteration 152, loss = 4.81831838 Validation score: -421.004030 Iteration 153, loss = 4.78399512 Validation score: -418.490628 Iteration 154, loss = 4.74993074 Validation score: -415.989331 Iteration 155, loss = 4.71612306 Validation score: -413.500046 Iteration 156, loss = 4.68256991 Validation score: -411.022681 Iteration 157, loss = 4.64926905 Validation score: -408.557145 Iteration 158, loss = 4.61621824 Validation score: -406.103349 Iteration 159, loss = 4.58341521 Validation score: -403.661203 Iteration 160, loss = 4.55085767 Validation score: -401.230621 Iteration 161, loss = 4.51854333 Validation score: -398.811517 Iteration 162, loss = 4.48646987 Validation score: -396.403805 Iteration 163, loss = 4.45463498 Validation score: -394.007402 Iteration 164, loss = 4.42303632 Validation score: -391.622226 Iteration 165, loss = 4.39167157 Validation score: -389.248196 Iteration 166, loss = 4.36053839 Validation score: -386.885233 Iteration 167, loss = 4.32963447 Validation score: -384.533257 Iteration 168, loss = 4.29895746 Validation score: -382.192192 Iteration 169, loss = 4.26850507 Validation score: -379.861962 Iteration 170, loss = 4.23827497 Validation score: -377.542493 Iteration 171, loss = 4.20826488 Validation score: -375.233712 Iteration 172, loss = 4.17847251 Validation score: -372.935546 Iteration 173, loss = 4.14889558 Validation score: -370.647924 Iteration 174, loss = 4.11953185 Validation score: -368.370779 Iteration 175, loss = 4.09037907 Validation score: -366.104041 Iteration 176, loss = 4.06143504 Validation score: -363.847645 Iteration 177, loss = 4.03269755 Validation score: -361.601524 Iteration 178, loss = 4.00416443 Validation score: -359.365615 Iteration 179, loss = 3.97583353 Validation score: -357.139855 Iteration 180, loss = 3.94770273 Validation score: -354.924182 Iteration 181, loss = 3.91976991 Validation score: -352.718536 Iteration 182, loss = 3.89203300 Validation score: -350.522859 Iteration 183, loss = 3.86448995 Validation score: -348.337093 Iteration 184, loss = 3.83713874 Validation score: -346.161181 Iteration 185, loss = 3.80997737 Validation score: -343.995068 Iteration 186, loss = 3.78300387 Validation score: -341.838702 Iteration 187, loss = 3.75621631 Validation score: -339.692028 Iteration 188, loss = 3.72961276 Validation score: -337.554996 Iteration 189, loss = 3.70319135 Validation score: -335.427556 Iteration 190, loss = 3.67695023 Validation score: -333.309659 Iteration 191, loss = 3.65088758 Validation score: -331.201258 Iteration 192, loss = 3.62500159 Validation score: -329.102307 Iteration 193, loss = 3.59929052 Validation score: -327.012760 Iteration 194, loss = 3.57375261 Validation score: -324.932575 Iteration 195, loss = 3.54838618 Validation score: -322.861707 Iteration 196, loss = 3.52318953 Validation score: -320.800117 Iteration 197, loss = 3.49816104 Validation score: -318.747764 Iteration 198, loss = 3.47329908 Validation score: -316.704610 Iteration 199, loss = 3.44860206 Validation score: -314.670615 Iteration 200, loss = 3.42406843 Validation score: -312.645746 Iteration 201, loss = 3.39969666 Validation score: -310.629965 Iteration 202, loss = 3.37548524 Validation score: -308.623238 Iteration 203, loss = 3.35143271 Validation score: -306.625534 Iteration 204, loss = 3.32753761 Validation score: -304.636820 Iteration 205, loss = 3.30379853 Validation score: -302.657066 Iteration 206, loss = 3.28021408 Validation score: -300.686241 Iteration 207, loss = 3.25678288 Validation score: -298.724318 Iteration 208, loss = 3.23350361 Validation score: -296.771270 Iteration 209, loss = 3.21037495 Validation score: -294.827069 Iteration 210, loss = 3.18739561 Validation score: -292.891692 Iteration 211, loss = 3.16456433 Validation score: -290.965113 Iteration 212, loss = 3.14187987 Validation score: -289.047311 Iteration 213, loss = 3.11934101 Validation score: -287.138262 Iteration 214, loss = 3.09694657 Validation score: -285.237946 Iteration 215, loss = 3.07469538 Validation score: -283.346344 Iteration 216, loss = 3.05258630 Validation score: -281.463435 Iteration 217, loss = 3.03061820 Validation score: -279.589202 Iteration 218, loss = 3.00878997 Validation score: -277.723628 Iteration 219, loss = 2.98710056 Validation score: -275.866696 Iteration 220, loss = 2.96554888 Validation score: -274.018391 Iteration 221, loss = 2.94413391 Validation score: -272.178699 Iteration 222, loss = 2.92285464 Validation score: -270.347605 Iteration 223, loss = 2.90171005 Validation score: -268.525098 Iteration 224, loss = 2.88069917 Validation score: -266.711165 Iteration 225, loss = 2.85982105 Validation score: -264.905794 Iteration 226, loss = 2.83907474 Validation score: -263.108975 Iteration 227, loss = 2.81845931 Validation score: -261.320698 Iteration 228, loss = 2.79797386 Validation score: -259.540955 Iteration 229, loss = 2.77761750 Validation score: -257.769735 Iteration 230, loss = 2.75738935 Validation score: -256.007032 Iteration 231, loss = 2.73728856 Validation score: -254.252839 Iteration 232, loss = 2.71731429 Validation score: -252.507147 Iteration 233, loss = 2.69746571 Validation score: -250.769952 Iteration 234, loss = 2.67774200 Validation score: -249.041248 Iteration 235, loss = 2.65814237 Validation score: -247.321028 Iteration 236, loss = 2.63866604 Validation score: -245.609289 Iteration 237, loss = 2.61931224 Validation score: -243.906025 Iteration 238, loss = 2.60008021 Validation score: -242.211233 Iteration 239, loss = 2.58096920 Validation score: -240.524910 Iteration 240, loss = 2.56197849 Validation score: -238.847051 Iteration 241, loss = 2.54310736 Validation score: -237.177653 Iteration 242, loss = 2.52435509 Validation score: -235.516714 Iteration 243, loss = 2.50572100 Validation score: -233.864232 Iteration 244, loss = 2.48720439 Validation score: -232.220202 Iteration 245, loss = 2.46880460 Validation score: -230.584624 Iteration 246, loss = 2.45052096 Validation score: -228.957495 Iteration 247, loss = 2.43235281 Validation score: -227.338812 Iteration 248, loss = 2.41429952 Validation score: -225.728574 Iteration 249, loss = 2.39636044 Validation score: -224.126779 Iteration 250, loss = 2.37853496 Validation score: -222.533424 Iteration 251, loss = 2.36082244 Validation score: -220.948508 Iteration 252, loss = 2.34322229 Validation score: -219.372028 Iteration 253, loss = 2.32573391 Validation score: -217.803981 Iteration 254, loss = 2.30835670 Validation score: -216.244366 Iteration 255, loss = 2.29109007 Validation score: -214.693180 Iteration 256, loss = 2.27393346 Validation score: -213.150419 Iteration 257, loss = 2.25688628 Validation score: -211.616082 Iteration 258, loss = 2.23994797 Validation score: -210.090165 Iteration 259, loss = 2.22311799 Validation score: -208.572663 Iteration 260, loss = 2.20639576 Validation score: -207.063574 Iteration 261, loss = 2.18978076 Validation score: -205.562893 Iteration 262, loss = 2.17327243 Validation score: -204.070616 Iteration 263, loss = 2.15687026 Validation score: -202.586738 Iteration 264, loss = 2.14057369 Validation score: -201.111254 Iteration 265, loss = 2.12438222 Validation score: -199.644158 Iteration 266, loss = 2.10829533 Validation score: -198.185443 Iteration 267, loss = 2.09231249 Validation score: -196.735104 Iteration 268, loss = 2.07643320 Validation score: -195.293133 Iteration 269, loss = 2.06065696 Validation score: -193.859523 Iteration 270, loss = 2.04498326 Validation score: -192.434266 Iteration 271, loss = 2.02941160 Validation score: -191.017354 Iteration 272, loss = 2.01394149 Validation score: -189.608776 Iteration 273, loss = 1.99857244 Validation score: -188.208525 Iteration 274, loss = 1.98330396 Validation score: -186.816589 Iteration 275, loss = 1.96813557 Validation score: -185.432958 Iteration 276, loss = 1.95306678 Validation score: -184.057620 Iteration 277, loss = 1.93809711 Validation score: -182.690564 Iteration 278, loss = 1.92322610 Validation score: -181.331778 Iteration 279, loss = 1.90845326 Validation score: -179.981247 Iteration 280, loss = 1.89377813 Validation score: -178.638958 Iteration 281, loss = 1.87920024 Validation score: -177.304898 Iteration 282, loss = 1.86471911 Validation score: -175.979050 Iteration 283, loss = 1.85033429 Validation score: -174.661400 Iteration 284, loss = 1.83604531 Validation score: -173.351931 Iteration 285, loss = 1.82185171 Validation score: -172.050627 Iteration 286, loss = 1.80775303 Validation score: -170.757469 Iteration 287, loss = 1.79374882 Validation score: -169.472440 Iteration 288, loss = 1.77983861 Validation score: -168.195521 Iteration 289, loss = 1.76602195 Validation score: -166.926693 Iteration 290, loss = 1.75229839 Validation score: -165.665935 Iteration 291, loss = 1.73866747 Validation score: -164.413227 Iteration 292, loss = 1.72512875 Validation score: -163.168549 Iteration 293, loss = 1.71168176 Validation score: -161.931876 Iteration 294, loss = 1.69832607 Validation score: -160.703189 Iteration 295, loss = 1.68506123 Validation score: -159.482463 Iteration 296, loss = 1.67188677 Validation score: -158.269674 Iteration 297, loss = 1.65880227 Validation score: -157.064799 Iteration 298, loss = 1.64580727 Validation score: -155.867813 Iteration 299, loss = 1.63290132 Validation score: -154.678690 Iteration 300, loss = 1.62008399 Validation score: -153.497404 Iteration 301, loss = 1.60735482 Validation score: -152.323929 Iteration 302, loss = 1.59471337 Validation score: -151.158238 Iteration 303, loss = 1.58215920 Validation score: -150.000303 Iteration 304, loss = 1.56969187 Validation score: -148.850096 Iteration 305, loss = 1.55731093 Validation score: -147.707589 Iteration 306, loss = 1.54501594 Validation score: -146.572752 Iteration 307, loss = 1.53280646 Validation score: -145.445556 Iteration 308, loss = 1.52068205 Validation score: -144.325971 Iteration 309, loss = 1.50864226 Validation score: -143.213967 Iteration 310, loss = 1.49668666 Validation score: -142.109512 Iteration 311, loss = 1.48481481 Validation score: -141.012575 Iteration 312, loss = 1.47302626 Validation score: -139.923124 Iteration 313, loss = 1.46132058 Validation score: -138.841128 Iteration 314, loss = 1.44969732 Validation score: -137.766554 Iteration 315, loss = 1.43815606 Validation score: -136.699368 Iteration 316, loss = 1.42669634 Validation score: -135.639538 Iteration 317, loss = 1.41531774 Validation score: -134.587029 Iteration 318, loss = 1.40401981 Validation score: -133.541809 Iteration 319, loss = 1.39280211 Validation score: -132.503842 Iteration 320, loss = 1.38166422 Validation score: -131.473094 Iteration 321, loss = 1.37060569 Validation score: -130.449531 Iteration 322, loss = 1.35962608 Validation score: -129.433116 Iteration 323, loss = 1.34872497 Validation score: -128.423815 Iteration 324, loss = 1.33790191 Validation score: -127.421593 Iteration 325, loss = 1.32715647 Validation score: -126.426412 Iteration 326, loss = 1.31648822 Validation score: -125.438238 Iteration 327, loss = 1.30589672 Validation score: -124.457033 Iteration 328, loss = 1.29538154 Validation score: -123.482761 Iteration 329, loss = 1.28494225 Validation score: -122.515386 Iteration 330, loss = 1.27457841 Validation score: -121.554871 Iteration 331, loss = 1.26428959 Validation score: -120.601179 Iteration 332, loss = 1.25407537 Validation score: -119.654272 Iteration 333, loss = 1.24393530 Validation score: -118.714114 Iteration 334, loss = 1.23386897 Validation score: -117.780666 Iteration 335, loss = 1.22387594 Validation score: -116.853893 Iteration 336, loss = 1.21395578 Validation score: -115.933755 Iteration 337, loss = 1.20410808 Validation score: -115.020216 Iteration 338, loss = 1.19433239 Validation score: -114.113237 Iteration 339, loss = 1.18462829 Validation score: -113.212781 Iteration 340, loss = 1.17499537 Validation score: -112.318810 Iteration 341, loss = 1.16543319 Validation score: -111.431286 Iteration 342, loss = 1.15594133 Validation score: -110.550171 Iteration 343, loss = 1.14651937 Validation score: -109.675428 Iteration 344, loss = 1.13716690 Validation score: -108.807018 Iteration 345, loss = 1.12788348 Validation score: -107.944904 Iteration 346, loss = 1.11866870 Validation score: -107.089047 Iteration 347, loss = 1.10952214 Validation score: -106.239410 Iteration 348, loss = 1.10044338 Validation score: -105.395955 Iteration 349, loss = 1.09143201 Validation score: -104.558644 Iteration 350, loss = 1.08248762 Validation score: -103.727439 Iteration 351, loss = 1.07360978 Validation score: -102.902303 Iteration 352, loss = 1.06479809 Validation score: -102.083197 Iteration 353, loss = 1.05605214 Validation score: -101.270085 Iteration 354, loss = 1.04737151 Validation score: -100.462929 Iteration 355, loss = 1.03875580 Validation score: -99.661690 Iteration 356, loss = 1.03020460 Validation score: -98.866333 Iteration 357, loss = 1.02171751 Validation score: -98.076820 Iteration 358, loss = 1.01329411 Validation score: -97.293113 Iteration 359, loss = 1.00493401 Validation score: -96.515175 Iteration 360, loss = 0.99663680 Validation score: -95.742970 Iteration 361, loss = 0.98840208 Validation score: -94.976461 Iteration 362, loss = 0.98022946 Validation score: -94.215610 Iteration 363, loss = 0.97211854 Validation score: -93.460382 Iteration 364, loss = 0.96406891 Validation score: -92.710740 Iteration 365, loss = 0.95608020 Validation score: -91.966647 Iteration 366, loss = 0.94815199 Validation score: -91.228068 Iteration 367, loss = 0.94028391 Validation score: -90.494966 Iteration 368, loss = 0.93247556 Validation score: -89.767306 Iteration 369, loss = 0.92472655 Validation score: -89.045051 Iteration 370, loss = 0.91703650 Validation score: -88.328166 Iteration 371, loss = 0.90940501 Validation score: -87.616616 Iteration 372, loss = 0.90183172 Validation score: -86.910365 Iteration 373, loss = 0.89431624 Validation score: -86.209379 Iteration 374, loss = 0.88685818 Validation score: -85.513622 Iteration 375, loss = 0.87945716 Validation score: -84.823059 Iteration 376, loss = 0.87211282 Validation score: -84.137656 Iteration 377, loss = 0.86482478 Validation score: -83.457379 Iteration 378, loss = 0.85759266 Validation score: -82.782193 Iteration 379, loss = 0.85041609 Validation score: -82.112063 Iteration 380, loss = 0.84329470 Validation score: -81.446957 Iteration 381, loss = 0.83622813 Validation score: -80.786840 Iteration 382, loss = 0.82921600 Validation score: -80.131679 Iteration 383, loss = 0.82225796 Validation score: -79.481441 Iteration 384, loss = 0.81535364 Validation score: -78.836091 Iteration 385, loss = 0.80850267 Validation score: -78.195598 Iteration 386, loss = 0.80170471 Validation score: -77.559928 Iteration 387, loss = 0.79495939 Validation score: -76.929049 Iteration 388, loss = 0.78826636 Validation score: -76.302928 Iteration 389, loss = 0.78162527 Validation score: -75.681532 Iteration 390, loss = 0.77503576 Validation score: -75.064831 Iteration 391, loss = 0.76849748 Validation score: -74.452791 Iteration 392, loss = 0.76201009 Validation score: -73.845382 Iteration 393, loss = 0.75557323 Validation score: -73.242571 Iteration 394, loss = 0.74918658 Validation score: -72.644328 Iteration 395, loss = 0.74284977 Validation score: -72.050620 Iteration 396, loss = 0.73656248 Validation score: -71.461418 Iteration 397, loss = 0.73032435 Validation score: -70.876690 Iteration 398, loss = 0.72413507 Validation score: -70.296406 Iteration 399, loss = 0.71799429 Validation score: -69.720535 Iteration 400, loss = 0.71190167 Validation score: -69.149047 Iteration 401, loss = 0.70585689 Validation score: -68.581913 Iteration 402, loss = 0.69985962 Validation score: -68.019101 Iteration 403, loss = 0.69390954 Validation score: -67.460583 Iteration 404, loss = 0.68800630 Validation score: -66.906330 Iteration 405, loss = 0.68214960 Validation score: -66.356310 Iteration 406, loss = 0.67633910 Validation score: -65.810497 Iteration 407, loss = 0.67057450 Validation score: -65.268860 Iteration 408, loss = 0.66485546 Validation score: -64.731372 Iteration 409, loss = 0.65918168 Validation score: -64.198002 Iteration 410, loss = 0.65355284 Validation score: -63.668724 Iteration 411, loss = 0.64796863 Validation score: -63.143509 Iteration 412, loss = 0.64242873 Validation score: -62.622328 Iteration 413, loss = 0.63693284 Validation score: -62.105154 Iteration 414, loss = 0.63148066 Validation score: -61.591960 Iteration 415, loss = 0.62607187 Validation score: -61.082717 Iteration 416, loss = 0.62070617 Validation score: -60.577399 Iteration 417, loss = 0.61538326 Validation score: -60.075979 Iteration 418, loss = 0.61010284 Validation score: -59.578429 Iteration 419, loss = 0.60486462 Validation score: -59.084722 Iteration 420, loss = 0.59966829 Validation score: -58.594833 Iteration 421, loss = 0.59451356 Validation score: -58.108734 Iteration 422, loss = 0.58940015 Validation score: -57.626399 Iteration 423, loss = 0.58432776 Validation score: -57.147803 Iteration 424, loss = 0.57929609 Validation score: -56.672919 Iteration 425, loss = 0.57430487 Validation score: -56.201721 Iteration 426, loss = 0.56935381 Validation score: -55.734185 Iteration 427, loss = 0.56444262 Validation score: -55.270284 Iteration 428, loss = 0.55957103 Validation score: -54.809993 Iteration 429, loss = 0.55473875 Validation score: -54.353287 Iteration 430, loss = 0.54994550 Validation score: -53.900142 Iteration 431, loss = 0.54519101 Validation score: -53.450532 Iteration 432, loss = 0.54047500 Validation score: -53.004432 Iteration 433, loss = 0.53579721 Validation score: -52.561820 Iteration 434, loss = 0.53115735 Validation score: -52.122669 Iteration 435, loss = 0.52655516 Validation score: -51.686956 Iteration 436, loss = 0.52199038 Validation score: -51.254657 Iteration 437, loss = 0.51746273 Validation score: -50.825749 Iteration 438, loss = 0.51297194 Validation score: -50.400207 Iteration 439, loss = 0.50851777 Validation score: -49.978007 Iteration 440, loss = 0.50409994 Validation score: -49.559128 Iteration 441, loss = 0.49971820 Validation score: -49.143544 Iteration 442, loss = 0.49537229 Validation score: -48.731234 Iteration 443, loss = 0.49106195 Validation score: -48.322175 Iteration 444, loss = 0.48678693 Validation score: -47.916342 Iteration 445, loss = 0.48254697 Validation score: -47.513715 Iteration 446, loss = 0.47834183 Validation score: -47.114271 Iteration 447, loss = 0.47417125 Validation score: -46.717986 Iteration 448, loss = 0.47003499 Validation score: -46.324840 Iteration 449, loss = 0.46593280 Validation score: -45.934809 Iteration 450, loss = 0.46186443 Validation score: -45.547872 Iteration 451, loss = 0.45782964 Validation score: -45.164008 Iteration 452, loss = 0.45382819 Validation score: -44.783194 Iteration 453, loss = 0.44985983 Validation score: -44.405410 Iteration 454, loss = 0.44592434 Validation score: -44.030633 Iteration 455, loss = 0.44202147 Validation score: -43.658843 Iteration 456, loss = 0.43815099 Validation score: -43.290018 Iteration 457, loss = 0.43431266 Validation score: -42.924138 Iteration 458, loss = 0.43050625 Validation score: -42.561181 Iteration 459, loss = 0.42673153 Validation score: -42.201128 Iteration 460, loss = 0.42298827 Validation score: -41.843957 Iteration 461, loss = 0.41927624 Validation score: -41.489648 Iteration 462, loss = 0.41559521 Validation score: -41.138181 Iteration 463, loss = 0.41194496 Validation score: -40.789536 Iteration 464, loss = 0.40832527 Validation score: -40.443692 Iteration 465, loss = 0.40473592 Validation score: -40.100630 Iteration 466, loss = 0.40117667 Validation score: -39.760330 Iteration 467, loss = 0.39764732 Validation score: -39.422772 Iteration 468, loss = 0.39414764 Validation score: -39.087937 Iteration 469, loss = 0.39067742 Validation score: -38.755805 Iteration 470, loss = 0.38723644 Validation score: -38.426357 Iteration 471, loss = 0.38382450 Validation score: -38.099574 Iteration 472, loss = 0.38044137 Validation score: -37.775438 Iteration 473, loss = 0.37708684 Validation score: -37.453928 Iteration 474, loss = 0.37376072 Validation score: -37.135026 Iteration 475, loss = 0.37046278 Validation score: -36.818714 Iteration 476, loss = 0.36719282 Validation score: -36.504972 Iteration 477, loss = 0.36395063 Validation score: -36.193783 Iteration 478, loss = 0.36073602 Validation score: -35.885128 Iteration 479, loss = 0.35754877 Validation score: -35.578990 Iteration 480, loss = 0.35438869 Validation score: -35.275349 Iteration 481, loss = 0.35125558 Validation score: -34.974187 Iteration 482, loss = 0.34814923 Validation score: -34.675488 Iteration 483, loss = 0.34506946 Validation score: -34.379233 Iteration 484, loss = 0.34201605 Validation score: -34.085404 Iteration 485, loss = 0.33898882 Validation score: -33.793985 Iteration 486, loss = 0.33598758 Validation score: -33.504957 Iteration 487, loss = 0.33301213 Validation score: -33.218303 Iteration 488, loss = 0.33006227 Validation score: -32.934006 Iteration 489, loss = 0.32713783 Validation score: -32.652049 Iteration 490, loss = 0.32423861 Validation score: -32.372415 Iteration 491, loss = 0.32136441 Validation score: -32.095087 Iteration 492, loss = 0.31851507 Validation score: -31.820049 Iteration 493, loss = 0.31569038 Validation score: -31.547283 Iteration 494, loss = 0.31289018 Validation score: -31.276772 Iteration 495, loss = 0.31011426 Validation score: -31.008502 Iteration 496, loss = 0.30736246 Validation score: -30.742454 Iteration 497, loss = 0.30463459 Validation score: -30.478614 Iteration 498, loss = 0.30193047 Validation score: -30.216964 Iteration 499, loss = 0.29924992 Validation score: -29.957488 Iteration 500, loss = 0.29659277 Validation score: -29.700171 Iteration 501, loss = 0.29395884 Validation score: -29.444998 Iteration 502, loss = 0.29134796 Validation score: -29.191951 Iteration 503, loss = 0.28875995 Validation score: -28.941015 Iteration 504, loss = 0.28619464 Validation score: -28.692175 Iteration 505, loss = 0.28365186 Validation score: -28.445416 Iteration 506, loss = 0.28113143 Validation score: -28.200721 Iteration 507, loss = 0.27863320 Validation score: -27.958076 Iteration 508, loss = 0.27615698 Validation score: -27.717465 Iteration 509, loss = 0.27370262 Validation score: -27.478874 Iteration 510, loss = 0.27126995 Validation score: -27.242287 Iteration 511, loss = 0.26885880 Validation score: -27.007690 Iteration 512, loss = 0.26646901 Validation score: -26.775067 Iteration 513, loss = 0.26410041 Validation score: -26.544404 Iteration 514, loss = 0.26175285 Validation score: -26.315686 Iteration 515, loss = 0.25942617 Validation score: -26.088900 Iteration 516, loss = 0.25712019 Validation score: -25.864029 Iteration 517, loss = 0.25483478 Validation score: -25.641060 Iteration 518, loss = 0.25256976 Validation score: -25.419979 Iteration 519, loss = 0.25032498 Validation score: -25.200772 Iteration 520, loss = 0.24810029 Validation score: -24.983424 Iteration 521, loss = 0.24589553 Validation score: -24.767922 Iteration 522, loss = 0.24371055 Validation score: -24.554251 Iteration 523, loss = 0.24154520 Validation score: -24.342397 Iteration 524, loss = 0.23939932 Validation score: -24.132348 Iteration 525, loss = 0.23727276 Validation score: -23.924089 Iteration 526, loss = 0.23516538 Validation score: -23.717607 Iteration 527, loss = 0.23307702 Validation score: -23.512888 Iteration 528, loss = 0.23100754 Validation score: -23.309919 Iteration 529, loss = 0.22895679 Validation score: -23.108686 Iteration 530, loss = 0.22692463 Validation score: -22.909177 Iteration 531, loss = 0.22491091 Validation score: -22.711378 Iteration 532, loss = 0.22291548 Validation score: -22.515277 Iteration 533, loss = 0.22093821 Validation score: -22.320859 Iteration 534, loss = 0.21897895 Validation score: -22.128113 Iteration 535, loss = 0.21703756 Validation score: -21.937025 Iteration 536, loss = 0.21511390 Validation score: -21.747583 Iteration 537, loss = 0.21320783 Validation score: -21.559774 Iteration 538, loss = 0.21131922 Validation score: -21.373586 Iteration 539, loss = 0.20944792 Validation score: -21.189006 Iteration 540, loss = 0.20759380 Validation score: -21.006021 Iteration 541, loss = 0.20575672 Validation score: -20.824620 Iteration 542, loss = 0.20393655 Validation score: -20.644790 Iteration 543, loss = 0.20213316 Validation score: -20.466518 Iteration 544, loss = 0.20034641 Validation score: -20.289794 Iteration 545, loss = 0.19857616 Validation score: -20.114604 Iteration 546, loss = 0.19682230 Validation score: -19.940937 Iteration 547, loss = 0.19508468 Validation score: -19.768782 Iteration 548, loss = 0.19336319 Validation score: -19.598125 Iteration 549, loss = 0.19165768 Validation score: -19.428956 Iteration 550, loss = 0.18996803 Validation score: -19.261263 Iteration 551, loss = 0.18829412 Validation score: -19.095034 Iteration 552, loss = 0.18663582 Validation score: -18.930258 Iteration 553, loss = 0.18499300 Validation score: -18.766923 Iteration 554, loss = 0.18336553 Validation score: -18.605019 Iteration 555, loss = 0.18175331 Validation score: -18.444533 Iteration 556, loss = 0.18015619 Validation score: -18.285455 Iteration 557, loss = 0.17857407 Validation score: -18.127773 Iteration 558, loss = 0.17700681 Validation score: -17.971477 Iteration 559, loss = 0.17545430 Validation score: -17.816556 Iteration 560, loss = 0.17391642 Validation score: -17.662998 Iteration 561, loss = 0.17239305 Validation score: -17.510793 Iteration 562, loss = 0.17088406 Validation score: -17.359929 Iteration 563, loss = 0.16938936 Validation score: -17.210398 Iteration 564, loss = 0.16790881 Validation score: -17.062187 Iteration 565, loss = 0.16644230 Validation score: -16.915286 Iteration 566, loss = 0.16498971 Validation score: -16.769684 Iteration 567, loss = 0.16355094 Validation score: -16.625373 Iteration 568, loss = 0.16212587 Validation score: -16.482340 Iteration 569, loss = 0.16071438 Validation score: -16.340575 Iteration 570, loss = 0.15931637 Validation score: -16.200070 Iteration 571, loss = 0.15793172 Validation score: -16.060812 Iteration 572, loss = 0.15656032 Validation score: -15.922793 Iteration 573, loss = 0.15520206 Validation score: -15.786002 Iteration 574, loss = 0.15385684 Validation score: -15.650430 Iteration 575, loss = 0.15252454 Validation score: -15.516066 Iteration 576, loss = 0.15120506 Validation score: -15.382900 Iteration 577, loss = 0.14989828 Validation score: -15.250924 Iteration 578, loss = 0.14860411 Validation score: -15.120127 Iteration 579, loss = 0.14732244 Validation score: -14.990499 Iteration 580, loss = 0.14605317 Validation score: -14.862032 Iteration 581, loss = 0.14479618 Validation score: -14.734715 Iteration 582, loss = 0.14355138 Validation score: -14.608540 Iteration 583, loss = 0.14231867 Validation score: -14.483497 Iteration 584, loss = 0.14109793 Validation score: -14.359576 Iteration 585, loss = 0.13988908 Validation score: -14.236769 Iteration 586, loss = 0.13869201 Validation score: -14.115065 Iteration 587, loss = 0.13750662 Validation score: -13.994458 Iteration 588, loss = 0.13633281 Validation score: -13.874936 Iteration 589, loss = 0.13517048 Validation score: -13.756491 Iteration 590, loss = 0.13401953 Validation score: -13.639115 Iteration 591, loss = 0.13287988 Validation score: -13.522798 Iteration 592, loss = 0.13175142 Validation score: -13.407531 Iteration 593, loss = 0.13063405 Validation score: -13.293307 Iteration 594, loss = 0.12952768 Validation score: -13.180116 Iteration 595, loss = 0.12843222 Validation score: -13.067949 Iteration 596, loss = 0.12734757 Validation score: -12.956799 Iteration 597, loss = 0.12627364 Validation score: -12.846656 Iteration 598, loss = 0.12521033 Validation score: -12.737512 Iteration 599, loss = 0.12415756 Validation score: -12.629359 Iteration 600, loss = 0.12311523 Validation score: -12.522189 Iteration 601, loss = 0.12208326 Validation score: -12.415993 Iteration 602, loss = 0.12106154 Validation score: -12.310763 Iteration 603, loss = 0.12005001 Validation score: -12.206491 Iteration 604, loss = 0.11904855 Validation score: -12.103168 Iteration 605, loss = 0.11805709 Validation score: -12.000788 Iteration 606, loss = 0.11707554 Validation score: -11.899341 Iteration 607, loss = 0.11610381 Validation score: -11.798821 Iteration 608, loss = 0.11514182 Validation score: -11.699218 Iteration 609, loss = 0.11418948 Validation score: -11.600526 Iteration 610, loss = 0.11324670 Validation score: -11.502737 Iteration 611, loss = 0.11231341 Validation score: -11.405842 Iteration 612, loss = 0.11138950 Validation score: -11.309835 Iteration 613, loss = 0.11047492 Validation score: -11.214707 Iteration 614, loss = 0.10956956 Validation score: -11.120451 Iteration 615, loss = 0.10867336 Validation score: -11.027061 Iteration 616, loss = 0.10778622 Validation score: -10.934527 Iteration 617, loss = 0.10690806 Validation score: -10.842844 Iteration 618, loss = 0.10603881 Validation score: -10.752003 Iteration 619, loss = 0.10517839 Validation score: -10.661997 Iteration 620, loss = 0.10432672 Validation score: -10.572820 Iteration 621, loss = 0.10348371 Validation score: -10.484464 Iteration 622, loss = 0.10264930 Validation score: -10.396921 Iteration 623, loss = 0.10182340 Validation score: -10.310186 Iteration 624, loss = 0.10100593 Validation score: -10.224251 Iteration 625, loss = 0.10019683 Validation score: -10.139108 Iteration 626, loss = 0.09939601 Validation score: -10.054752 Iteration 627, loss = 0.09860340 Validation score: -9.971175 Iteration 628, loss = 0.09781892 Validation score: -9.888370 Iteration 629, loss = 0.09704250 Validation score: -9.806331 Iteration 630, loss = 0.09627407 Validation score: -9.725052 Iteration 631, loss = 0.09551356 Validation score: -9.644524 Iteration 632, loss = 0.09476088 Validation score: -9.564743 Iteration 633, loss = 0.09401598 Validation score: -9.485701 Iteration 634, loss = 0.09327877 Validation score: -9.407391 Iteration 635, loss = 0.09254919 Validation score: -9.329808 Iteration 636, loss = 0.09182717 Validation score: -9.252945 Iteration 637, loss = 0.09111263 Validation score: -9.176796 Iteration 638, loss = 0.09040552 Validation score: -9.101354 Iteration 639, loss = 0.08970575 Validation score: -9.026613 Iteration 640, loss = 0.08901326 Validation score: -8.952567 Iteration 641, loss = 0.08832798 Validation score: -8.879210 Iteration 642, loss = 0.08764985 Validation score: -8.806535 Iteration 643, loss = 0.08697880 Validation score: -8.734537 Iteration 644, loss = 0.08631477 Validation score: -8.663210 Iteration 645, loss = 0.08565768 Validation score: -8.592547 Iteration 646, loss = 0.08500747 Validation score: -8.522543 Iteration 647, loss = 0.08436408 Validation score: -8.453192 Iteration 648, loss = 0.08372744 Validation score: -8.384487 Iteration 649, loss = 0.08309750 Validation score: -8.316424 Iteration 650, loss = 0.08247418 Validation score: -8.248996 Iteration 651, loss = 0.08185742 Validation score: -8.182198 Iteration 652, loss = 0.08124717 Validation score: -8.116025 Iteration 653, loss = 0.08064335 Validation score: -8.050469 Iteration 654, loss = 0.08004591 Validation score: -7.985527 Iteration 655, loss = 0.07945479 Validation score: -7.921192 Iteration 656, loss = 0.07886993 Validation score: -7.857459 Iteration 657, loss = 0.07829127 Validation score: -7.794322 Iteration 658, loss = 0.07771874 Validation score: -7.731777 Iteration 659, loss = 0.07715229 Validation score: -7.669817 Iteration 660, loss = 0.07659187 Validation score: -7.608438 Iteration 661, loss = 0.07603740 Validation score: -7.547634 Iteration 662, loss = 0.07548885 Validation score: -7.487400 Iteration 663, loss = 0.07494614 Validation score: -7.427730 Iteration 664, loss = 0.07440922 Validation score: -7.368621 Iteration 665, loss = 0.07387804 Validation score: -7.310065 Iteration 666, loss = 0.07335253 Validation score: -7.252060 Iteration 667, loss = 0.07283265 Validation score: -7.194598 Iteration 668, loss = 0.07231835 Validation score: -7.137677 Iteration 669, loss = 0.07180955 Validation score: -7.081289 Iteration 670, loss = 0.07130622 Validation score: -7.025432 Iteration 671, loss = 0.07080830 Validation score: -6.970099 Iteration 672, loss = 0.07031573 Validation score: -6.915286 Iteration 673, loss = 0.06982846 Validation score: -6.860988 Iteration 674, loss = 0.06934645 Validation score: -6.807201 Iteration 675, loss = 0.06886963 Validation score: -6.753919 Iteration 676, loss = 0.06839796 Validation score: -6.701139 Iteration 677, loss = 0.06793138 Validation score: -6.648854 Iteration 678, loss = 0.06746985 Validation score: -6.597062 Iteration 679, loss = 0.06701332 Validation score: -6.545757 Iteration 680, loss = 0.06656173 Validation score: -6.494935 Iteration 681, loss = 0.06611504 Validation score: -6.444591 Iteration 682, loss = 0.06567319 Validation score: -6.394721 Iteration 683, loss = 0.06523614 Validation score: -6.345320 Iteration 684, loss = 0.06480385 Validation score: -6.296384 Iteration 685, loss = 0.06437626 Validation score: -6.247909 Iteration 686, loss = 0.06395332 Validation score: -6.199891 Iteration 687, loss = 0.06353500 Validation score: -6.152324 Iteration 688, loss = 0.06312123 Validation score: -6.105206 Iteration 689, loss = 0.06271199 Validation score: -6.058531 Iteration 690, loss = 0.06230721 Validation score: -6.012296 Iteration 691, loss = 0.06190686 Validation score: -5.966496 Iteration 692, loss = 0.06151089 Validation score: -5.921128 Iteration 693, loss = 0.06111926 Validation score: -5.876187 Iteration 694, loss = 0.06073192 Validation score: -5.831670 Iteration 695, loss = 0.06034882 Validation score: -5.787571 Iteration 696, loss = 0.05996994 Validation score: -5.743888 Iteration 697, loss = 0.05959521 Validation score: -5.700617 Iteration 698, loss = 0.05922460 Validation score: -5.657753 Iteration 699, loss = 0.05885807 Validation score: -5.615293 Iteration 700, loss = 0.05849558 Validation score: -5.573232 Iteration 701, loss = 0.05813708 Validation score: -5.531568 Iteration 702, loss = 0.05778253 Validation score: -5.490296 Iteration 703, loss = 0.05743189 Validation score: -5.449413 Iteration 704, loss = 0.05708512 Validation score: -5.408915 Iteration 705, loss = 0.05674219 Validation score: -5.368798 Iteration 706, loss = 0.05640304 Validation score: -5.329058 Iteration 707, loss = 0.05606765 Validation score: -5.289693 Iteration 708, loss = 0.05573597 Validation score: -5.250698 Iteration 709, loss = 0.05540796 Validation score: -5.212070 Iteration 710, loss = 0.05508359 Validation score: -5.173806 Iteration 711, loss = 0.05476281 Validation score: -5.135901 Iteration 712, loss = 0.05444560 Validation score: -5.098353 Iteration 713, loss = 0.05413191 Validation score: -5.061158 Iteration 714, loss = 0.05382170 Validation score: -5.024313 Iteration 715, loss = 0.05351494 Validation score: -4.987814 Iteration 716, loss = 0.05321159 Validation score: -4.951658 Iteration 717, loss = 0.05291162 Validation score: -4.915842 Iteration 718, loss = 0.05261499 Validation score: -4.880363 Iteration 719, loss = 0.05232166 Validation score: -4.845216 Iteration 720, loss = 0.05203160 Validation score: -4.810400 Iteration 721, loss = 0.05174478 Validation score: -4.775910 Iteration 722, loss = 0.05146116 Validation score: -4.741745 Iteration 723, loss = 0.05118070 Validation score: -4.707899 Iteration 724, loss = 0.05090338 Validation score: -4.674371 Iteration 725, loss = 0.05062915 Validation score: -4.641158 Iteration 726, loss = 0.05035799 Validation score: -4.608256 Iteration 727, loss = 0.05008986 Validation score: -4.575662 Iteration 728, loss = 0.04982474 Validation score: -4.543374 Iteration 729, loss = 0.04956258 Validation score: -4.511387 Iteration 730, loss = 0.04930336 Validation score: -4.479701 Iteration 731, loss = 0.04904704 Validation score: -4.448310 Iteration 732, loss = 0.04879359 Validation score: -4.417214 Iteration 733, loss = 0.04854298 Validation score: -4.386408 Iteration 734, loss = 0.04829519 Validation score: -4.355890 Iteration 735, loss = 0.04805017 Validation score: -4.325657 Iteration 736, loss = 0.04780791 Validation score: -4.295707 Iteration 737, loss = 0.04756836 Validation score: -4.266036 Iteration 738, loss = 0.04733150 Validation score: -4.236642 Iteration 739, loss = 0.04709731 Validation score: -4.207522 Iteration 740, loss = 0.04686574 Validation score: -4.178674 Iteration 741, loss = 0.04663678 Validation score: -4.150094 Iteration 742, loss = 0.04641039 Validation score: -4.121780 Iteration 743, loss = 0.04618655 Validation score: -4.093730 Iteration 744, loss = 0.04596523 Validation score: -4.065941 Iteration 745, loss = 0.04574639 Validation score: -4.038411 Iteration 746, loss = 0.04553002 Validation score: -4.011136 Iteration 747, loss = 0.04531608 Validation score: -3.984114 Iteration 748, loss = 0.04510455 Validation score: -3.957344 Iteration 749, loss = 0.04489540 Validation score: -3.930821 Iteration 750, loss = 0.04468861 Validation score: -3.904545 Iteration 751, loss = 0.04448414 Validation score: -3.878512 Iteration 752, loss = 0.04428198 Validation score: -3.852720 Iteration 753, loss = 0.04408209 Validation score: -3.827167 Iteration 754, loss = 0.04388445 Validation score: -3.801850 Iteration 755, loss = 0.04368904 Validation score: -3.776767 Iteration 756, loss = 0.04349583 Validation score: -3.751916 Iteration 757, loss = 0.04330480 Validation score: -3.727294 Iteration 758, loss = 0.04311592 Validation score: -3.702900 Iteration 759, loss = 0.04292916 Validation score: -3.678730 Iteration 760, loss = 0.04274451 Validation score: -3.654783 Iteration 761, loss = 0.04256194 Validation score: -3.631056 Iteration 762, loss = 0.04238143 Validation score: -3.607548 Iteration 763, loss = 0.04220295 Validation score: -3.584255 Iteration 764, loss = 0.04202647 Validation score: -3.561176 Iteration 765, loss = 0.04185199 Validation score: -3.538310 Iteration 766, loss = 0.04167947 Validation score: -3.515652 Iteration 767, loss = 0.04150889 Validation score: -3.493203 Iteration 768, loss = 0.04134023 Validation score: -3.470959 Iteration 769, loss = 0.04117346 Validation score: -3.448918 Iteration 770, loss = 0.04100858 Validation score: -3.427079 Iteration 771, loss = 0.04084554 Validation score: -3.405439 Iteration 772, loss = 0.04068434 Validation score: -3.383997 Iteration 773, loss = 0.04052496 Validation score: -3.362750 Iteration 774, loss = 0.04036736 Validation score: -3.341697 Iteration 775, loss = 0.04021153 Validation score: -3.320835 Iteration 776, loss = 0.04005746 Validation score: -3.300163 Iteration 777, loss = 0.03990511 Validation score: -3.279678 Iteration 778, loss = 0.03975448 Validation score: -3.259379 Iteration 779, loss = 0.03960553 Validation score: -3.239265 Iteration 780, loss = 0.03945825 Validation score: -3.219332 Iteration 781, loss = 0.03931263 Validation score: -3.199580 Iteration 782, loss = 0.03916863 Validation score: -3.180007 Iteration 783, loss = 0.03902625 Validation score: -3.160610 Iteration 784, loss = 0.03888546 Validation score: -3.141388 Iteration 785, loss = 0.03874625 Validation score: -3.122339 Iteration 786, loss = 0.03860859 Validation score: -3.103461 Iteration 787, loss = 0.03847247 Validation score: -3.084754 Iteration 788, loss = 0.03833788 Validation score: -3.066214 Iteration 789, loss = 0.03820478 Validation score: -3.047841 Iteration 790, loss = 0.03807317 Validation score: -3.029632 Iteration 791, loss = 0.03794302 Validation score: -3.011586 Iteration 792, loss = 0.03781433 Validation score: -2.993702 Iteration 793, loss = 0.03768707 Validation score: -2.975977 Iteration 794, loss = 0.03756122 Validation score: -2.958411 Iteration 795, loss = 0.03743678 Validation score: -2.941001 Iteration 796, loss = 0.03731371 Validation score: -2.923746 Iteration 797, loss = 0.03719201 Validation score: -2.906644 Iteration 798, loss = 0.03707166 Validation score: -2.889694 Iteration 799, loss = 0.03695265 Validation score: -2.872895 Iteration 800, loss = 0.03683495 Validation score: -2.856244 Iteration 801, loss = 0.03671855 Validation score: -2.839740 Iteration 802, loss = 0.03660344 Validation score: -2.823382 Iteration 803, loss = 0.03648960 Validation score: -2.807169 Iteration 804, loss = 0.03637702 Validation score: -2.791098 Iteration 805, loss = 0.03626568 Validation score: -2.775169 Iteration 806, loss = 0.03615556 Validation score: -2.759379 Iteration 807, loss = 0.03604665 Validation score: -2.743728 Iteration 808, loss = 0.03593894 Validation score: -2.728215 Iteration 809, loss = 0.03583241 Validation score: -2.712837 Iteration 810, loss = 0.03572705 Validation score: -2.697593 Iteration 811, loss = 0.03562284 Validation score: -2.682483 Iteration 812, loss = 0.03551977 Validation score: -2.667504 Iteration 813, loss = 0.03541783 Validation score: -2.652655 Iteration 814, loss = 0.03531700 Validation score: -2.637936 Iteration 815, loss = 0.03521727 Validation score: -2.623344 Iteration 816, loss = 0.03511862 Validation score: -2.608878 Iteration 817, loss = 0.03502104 Validation score: -2.594538 Iteration 818, loss = 0.03492453 Validation score: -2.580322 Iteration 819, loss = 0.03482905 Validation score: -2.566228 Iteration 820, loss = 0.03473462 Validation score: -2.552255 Iteration 821, loss = 0.03464120 Validation score: -2.538403 Iteration 822, loss = 0.03454879 Validation score: -2.524670 Iteration 823, loss = 0.03445737 Validation score: -2.511054 Iteration 824, loss = 0.03436694 Validation score: -2.497555 Iteration 825, loss = 0.03427748 Validation score: -2.484171 Iteration 826, loss = 0.03418898 Validation score: -2.470901 Iteration 827, loss = 0.03410142 Validation score: -2.457744 Iteration 828, loss = 0.03401480 Validation score: -2.444699 Iteration 829, loss = 0.03392911 Validation score: -2.431765 Iteration 830, loss = 0.03384432 Validation score: -2.418940 Iteration 831, loss = 0.03376044 Validation score: -2.406224 Iteration 832, loss = 0.03367745 Validation score: -2.393615 Iteration 833, loss = 0.03359534 Validation score: -2.381113 Iteration 834, loss = 0.03351409 Validation score: -2.368716 Iteration 835, loss = 0.03343370 Validation score: -2.356422 Iteration 836, loss = 0.03335416 Validation score: -2.344232 Iteration 837, loss = 0.03327546 Validation score: -2.332144 Iteration 838, loss = 0.03319758 Validation score: -2.320157 Iteration 839, loss = 0.03312051 Validation score: -2.308270 Iteration 840, loss = 0.03304425 Validation score: -2.296482 Iteration 841, loss = 0.03296879 Validation score: -2.284792 Iteration 842, loss = 0.03289411 Validation score: -2.273199 Iteration 843, loss = 0.03282020 Validation score: -2.261701 Iteration 844, loss = 0.03274706 Validation score: -2.250299 Iteration 845, loss = 0.03267468 Validation score: -2.238991 Iteration 846, loss = 0.03260304 Validation score: -2.227776 Iteration 847, loss = 0.03253214 Validation score: -2.216653 Iteration 848, loss = 0.03246196 Validation score: -2.205621 Iteration 849, loss = 0.03239251 Validation score: -2.194680 Iteration 850, loss = 0.03232376 Validation score: -2.183827 Iteration 851, loss = 0.03225572 Validation score: -2.173064 Iteration 852, loss = 0.03218836 Validation score: -2.162388 Iteration 853, loss = 0.03212169 Validation score: -2.151798 Iteration 854, loss = 0.03205569 Validation score: -2.141295 Iteration 855, loss = 0.03199035 Validation score: -2.130876 Iteration 856, loss = 0.03192568 Validation score: -2.120542 Iteration 857, loss = 0.03186165 Validation score: -2.110290 Iteration 858, loss = 0.03179826 Validation score: -2.100121 Iteration 859, loss = 0.03173550 Validation score: -2.090034 Iteration 860, loss = 0.03167337 Validation score: -2.080027 Iteration 861, loss = 0.03161185 Validation score: -2.070100 Iteration 862, loss = 0.03155095 Validation score: -2.060253 Iteration 863, loss = 0.03149064 Validation score: -2.050483 Iteration 864, loss = 0.03143092 Validation score: -2.040791 Iteration 865, loss = 0.03137179 Validation score: -2.031176 Iteration 866, loss = 0.03131324 Validation score: -2.021637 Iteration 867, loss = 0.03125525 Validation score: -2.012173 Iteration 868, loss = 0.03119783 Validation score: -2.002784 Iteration 869, loss = 0.03114096 Validation score: -1.993468 Iteration 870, loss = 0.03108465 Validation score: -1.984225 Iteration 871, loss = 0.03102887 Validation score: -1.975054 Iteration 872, loss = 0.03097363 Validation score: -1.965955 Iteration 873, loss = 0.03091891 Validation score: -1.956926 Iteration 874, loss = 0.03086472 Validation score: -1.947968 Iteration 875, loss = 0.03081104 Validation score: -1.939079 Iteration 876, loss = 0.03075786 Validation score: -1.930259 Iteration 877, loss = 0.03070519 Validation score: -1.921506 Iteration 878, loss = 0.03065301 Validation score: -1.912821 Iteration 879, loss = 0.03060132 Validation score: -1.904202 Iteration 880, loss = 0.03055011 Validation score: -1.895650 Iteration 881, loss = 0.03049937 Validation score: -1.887163 Iteration 882, loss = 0.03044910 Validation score: -1.878740 Iteration 883, loss = 0.03039930 Validation score: -1.870381 Iteration 884, loss = 0.03034995 Validation score: -1.862086 Iteration 885, loss = 0.03030105 Validation score: -1.853853 Iteration 886, loss = 0.03025260 Validation score: -1.845683 Iteration 887, loss = 0.03020459 Validation score: -1.837573 Iteration 888, loss = 0.03015701 Validation score: -1.829525 Iteration 889, loss = 0.03010985 Validation score: -1.821537 Iteration 890, loss = 0.03006312 Validation score: -1.813609 Iteration 891, loss = 0.03001681 Validation score: -1.805740 Iteration 892, loss = 0.02997090 Validation score: -1.797929 Iteration 893, loss = 0.02992541 Validation score: -1.790176 Iteration 894, loss = 0.02988031 Validation score: -1.782480 Iteration 895, loss = 0.02983561 Validation score: -1.774841 Iteration 896, loss = 0.02979129 Validation score: -1.767258 Iteration 897, loss = 0.02974736 Validation score: -1.759731 Iteration 898, loss = 0.02970382 Validation score: -1.752259 Iteration 899, loss = 0.02966064 Validation score: -1.744842 Iteration 900, loss = 0.02961784 Validation score: -1.737478 Iteration 901, loss = 0.02957540 Validation score: -1.730168 Iteration 902, loss = 0.02953332 Validation score: -1.722911 Iteration 903, loss = 0.02949159 Validation score: -1.715706 Iteration 904, loss = 0.02945022 Validation score: -1.708553 Iteration 905, loss = 0.02940919 Validation score: -1.701452 Iteration 906, loss = 0.02936851 Validation score: -1.694401 Iteration 907, loss = 0.02932816 Validation score: -1.687401 Iteration 908, loss = 0.02928814 Validation score: -1.680451 Iteration 909, loss = 0.02924845 Validation score: -1.673550 Iteration 910, loss = 0.02920909 Validation score: -1.666698 Iteration 911, loss = 0.02917004 Validation score: -1.659894 Iteration 912, loss = 0.02913131 Validation score: -1.653139 Iteration 913, loss = 0.02909289 Validation score: -1.646431 Iteration 914, loss = 0.02905478 Validation score: -1.639770 Iteration 915, loss = 0.02901697 Validation score: -1.633155 Iteration 916, loss = 0.02897946 Validation score: -1.626587 Iteration 917, loss = 0.02894224 Validation score: -1.620064 Iteration 918, loss = 0.02890531 Validation score: -1.613586 Iteration 919, loss = 0.02886868 Validation score: -1.607154 Iteration 920, loss = 0.02883232 Validation score: -1.600765 Iteration 921, loss = 0.02879625 Validation score: -1.594421 Iteration 922, loss = 0.02876045 Validation score: -1.588120 Iteration 923, loss = 0.02872492 Validation score: -1.581862 Iteration 924, loss = 0.02868966 Validation score: -1.575647 Iteration 925, loss = 0.02865466 Validation score: -1.569474 Iteration 926, loss = 0.02861993 Validation score: -1.563343 Iteration 927, loss = 0.02858546 Validation score: -1.557253 Iteration 928, loss = 0.02855124 Validation score: -1.551205 Iteration 929, loss = 0.02851727 Validation score: -1.545197 Iteration 930, loss = 0.02848355 Validation score: -1.539229 Iteration 931, loss = 0.02845007 Validation score: -1.533302 Iteration 932, loss = 0.02841683 Validation score: -1.527413 Iteration 933, loss = 0.02838384 Validation score: -1.521564 Iteration 934, loss = 0.02835107 Validation score: -1.515754 Iteration 935, loss = 0.02831854 Validation score: -1.509982 Iteration 936, loss = 0.02828624 Validation score: -1.504248 Iteration 937, loss = 0.02825417 Validation score: -1.498552 Iteration 938, loss = 0.02822231 Validation score: -1.492893 Iteration 939, loss = 0.02819068 Validation score: -1.487271 Iteration 940, loss = 0.02815926 Validation score: -1.481685 Iteration 941, loss = 0.02812806 Validation score: -1.476136 Iteration 942, loss = 0.02809707 Validation score: -1.470623 Iteration 943, loss = 0.02806628 Validation score: -1.465145 Iteration 944, loss = 0.02803570 Validation score: -1.459703 Iteration 945, loss = 0.02800533 Validation score: -1.454295 Iteration 946, loss = 0.02797515 Validation score: -1.448922 Iteration 947, loss = 0.02794517 Validation score: -1.443584 Iteration 948, loss = 0.02791539 Validation score: -1.438279 Iteration 949, loss = 0.02788580 Validation score: -1.433008 Iteration 950, loss = 0.02785640 Validation score: -1.427771 Iteration 951, loss = 0.02782718 Validation score: -1.422566 Iteration 952, loss = 0.02779816 Validation score: -1.417394 Iteration 953, loss = 0.02776931 Validation score: -1.412254 Iteration 954, loss = 0.02774064 Validation score: -1.407147 Iteration 955, loss = 0.02771215 Validation score: -1.402071 Iteration 956, loss = 0.02768384 Validation score: -1.397027 Iteration 957, loss = 0.02765570 Validation score: -1.392014 Iteration 958, loss = 0.02762772 Validation score: -1.387033 Iteration 959, loss = 0.02759992 Validation score: -1.382081 Iteration 960, loss = 0.02757228 Validation score: -1.377160 Iteration 961, loss = 0.02754481 Validation score: -1.372270 Iteration 962, loss = 0.02751750 Validation score: -1.367409 Iteration 963, loss = 0.02749035 Validation score: -1.362578 Iteration 964, loss = 0.02746336 Validation score: -1.357776 Iteration 965, loss = 0.02743652 Validation score: -1.353003 Iteration 966, loss = 0.02740983 Validation score: -1.348258 Iteration 967, loss = 0.02738330 Validation score: -1.343543 Iteration 968, loss = 0.02735692 Validation score: -1.338855 Iteration 969, loss = 0.02733068 Validation score: -1.334196 Iteration 970, loss = 0.02730459 Validation score: -1.329564 Iteration 971, loss = 0.02727864 Validation score: -1.324960 Iteration 972, loss = 0.02725283 Validation score: -1.320383 Iteration 973, loss = 0.02722717 Validation score: -1.315833 Iteration 974, loss = 0.02720164 Validation score: -1.311310 Iteration 975, loss = 0.02717625 Validation score: -1.306814 Iteration 976, loss = 0.02715099 Validation score: -1.302343 Iteration 977, loss = 0.02712587 Validation score: -1.297899 Iteration 978, loss = 0.02710088 Validation score: -1.293481 Iteration 979, loss = 0.02707601 Validation score: -1.289088 Iteration 980, loss = 0.02705128 Validation score: -1.284721 Iteration 981, loss = 0.02702667 Validation score: -1.280379 Iteration 982, loss = 0.02700218 Validation score: -1.276062 Iteration 983, loss = 0.02697782 Validation score: -1.271770 Iteration 984, loss = 0.02695358 Validation score: -1.267502 Iteration 985, loss = 0.02692946 Validation score: -1.263258 Iteration 986, loss = 0.02690546 Validation score: -1.259039 Iteration 987, loss = 0.02688157 Validation score: -1.254843 Iteration 988, loss = 0.02685780 Validation score: -1.250671 Iteration 989, loss = 0.02683414 Validation score: -1.246523 Iteration 990, loss = 0.02681060 Validation score: -1.242398 Iteration 991, loss = 0.02678716 Validation score: -1.238296 Iteration 992, loss = 0.02676384 Validation score: -1.234217 Iteration 993, loss = 0.02674062 Validation score: -1.230161 Iteration 994, loss = 0.02671751 Validation score: -1.226127 Iteration 995, loss = 0.02669450 Validation score: -1.222116 Iteration 996, loss = 0.02667160 Validation score: -1.218126 Iteration 997, loss = 0.02664880 Validation score: -1.214159 Iteration 998, loss = 0.02662611 Validation score: -1.210213 Iteration 999, loss = 0.02660351 Validation score: -1.206289 Iteration 1000, loss = 0.02658101 Validation score: -1.202387 Iteration 1, loss = 17.27597985 Validation score: -1762.666550 Iteration 2, loss = 17.18807871 Validation score: -1753.798153 Iteration 3, loss = 17.10020705 Validation score: -1744.943610 Iteration 4, loss = 17.01235768 Validation score: -1736.100171 Iteration 5, loss = 16.92453300 Validation score: -1727.268008 Iteration 6, loss = 16.83673475 Validation score: -1718.447542 Iteration 7, loss = 16.74895948 Validation score: -1709.638338 Iteration 8, loss = 16.66120203 Validation score: -1700.839418 Iteration 9, loss = 16.57346128 Validation score: -1692.050052 Iteration 10, loss = 16.48574141 Validation score: -1683.270040 Iteration 11, loss = 16.39805008 Validation score: -1674.499618 Iteration 12, loss = 16.31039665 Validation score: -1665.739313 Iteration 13, loss = 16.22279141 Validation score: -1656.989826 Iteration 14, loss = 16.13524508 Validation score: -1648.251973 Iteration 15, loss = 16.04776870 Validation score: -1639.526636 Iteration 16, loss = 15.96037349 Validation score: -1630.814747 Iteration 17, loss = 15.87307084 Validation score: -1622.117262 Iteration 18, loss = 15.78587219 Validation score: -1613.435161 Iteration 19, loss = 15.69878906 Validation score: -1604.769430 Iteration 20, loss = 15.61183296 Validation score: -1596.121059 Iteration 21, loss = 15.52501538 Validation score: -1587.491039 Iteration 22, loss = 15.43834775 Validation score: -1578.880350 Iteration 23, loss = 15.35184139 Validation score: -1570.289966 Iteration 24, loss = 15.26550748 Validation score: -1561.720846 Iteration 25, loss = 15.17935702 Validation score: -1553.173930 Iteration 26, loss = 15.09340082 Validation score: -1544.650141 Iteration 27, loss = 15.00764942 Validation score: -1536.150376 Iteration 28, loss = 14.92211310 Validation score: -1527.675510 Iteration 29, loss = 14.83680182 Validation score: -1519.226388 Iteration 30, loss = 14.75172523 Validation score: -1510.803829 Iteration 31, loss = 14.66689261 Validation score: -1502.408618 Iteration 32, loss = 14.58231286 Validation score: -1494.041511 Iteration 33, loss = 14.49799451 Validation score: -1485.703227 Iteration 34, loss = 14.41394567 Validation score: -1477.394453 Iteration 35, loss = 14.33017405 Validation score: -1469.115840 Iteration 36, loss = 14.24668696 Validation score: -1460.868001 Iteration 37, loss = 14.16349128 Validation score: -1452.651513 Iteration 38, loss = 14.08059350 Validation score: -1444.466912 Iteration 39, loss = 13.99799970 Validation score: -1436.314697 Iteration 40, loss = 13.91571558 Validation score: -1428.195321 Iteration 41, loss = 13.83374646 Validation score: -1420.109198 Iteration 42, loss = 13.75209728 Validation score: -1412.056695 Iteration 43, loss = 13.67077264 Validation score: -1404.038133 Iteration 44, loss = 13.58977679 Validation score: -1396.053787 Iteration 45, loss = 13.50911365 Validation score: -1388.103881 Iteration 46, loss = 13.42878683 Validation score: -1380.188591 Iteration 47, loss = 13.34879963 Validation score: -1372.308039 Iteration 48, loss = 13.26915504 Validation score: -1364.462300 Iteration 49, loss = 13.18985581 Validation score: -1356.651394 Iteration 50, loss = 13.11090437 Validation score: -1348.875295 Iteration 51, loss = 13.03230293 Validation score: -1341.133925 Iteration 52, loss = 12.95405346 Validation score: -1333.427159 Iteration 53, loss = 12.87615767 Validation score: -1325.754828 Iteration 54, loss = 12.79861708 Validation score: -1318.116722 Iteration 55, loss = 12.72143302 Validation score: -1310.512590 Iteration 56, loss = 12.64460662 Validation score: -1302.942149 Iteration 57, loss = 12.56813887 Validation score: -1295.405083 Iteration 58, loss = 12.49203060 Validation score: -1287.901053 Iteration 59, loss = 12.41628252 Validation score: -1280.429695 Iteration 60, loss = 12.34089524 Validation score: -1272.990631 Iteration 61, loss = 12.26586928 Validation score: -1265.583471 Iteration 62, loss = 12.19120508 Validation score: -1258.207816 Iteration 63, loss = 12.11690304 Validation score: -1250.863267 Iteration 64, loss = 12.04296352 Validation score: -1243.549424 Iteration 65, loss = 11.96938684 Validation score: -1236.265897 Iteration 66, loss = 11.89617334 Validation score: -1229.012304 Iteration 67, loss = 11.82332334 Validation score: -1221.788276 Iteration 68, loss = 11.75083718 Validation score: -1214.593463 Iteration 69, loss = 11.67871522 Validation score: -1207.427535 Iteration 70, loss = 11.60695785 Validation score: -1200.290183 Iteration 71, loss = 11.53556550 Validation score: -1193.181125 Iteration 72, loss = 11.46453864 Validation score: -1186.100103 Iteration 73, loss = 11.39387777 Validation score: -1179.046892 Iteration 74, loss = 11.32358346 Validation score: -1172.021290 Iteration 75, loss = 11.25365630 Validation score: -1165.023129 Iteration 76, loss = 11.18409695 Validation score: -1158.052271 Iteration 77, loss = 11.11490610 Validation score: -1151.108607 Iteration 78, loss = 11.04608449 Validation score: -1144.192060 Iteration 79, loss = 10.97763291 Validation score: -1137.302579 Iteration 80, loss = 10.90955216 Validation score: -1130.440147 Iteration 81, loss = 10.84184312 Validation score: -1123.604771 Iteration 82, loss = 10.77450667 Validation score: -1116.796487 Iteration 83, loss = 10.70754371 Validation score: -1110.015356 Iteration 84, loss = 10.64095518 Validation score: -1103.261463 Iteration 85, loss = 10.57474204 Validation score: -1096.534918 Iteration 86, loss = 10.50890523 Validation score: -1089.835849 Iteration 87, loss = 10.44344574 Validation score: -1083.164407 Iteration 88, loss = 10.37836452 Validation score: -1076.520760 Iteration 89, loss = 10.31366254 Validation score: -1069.905093 Iteration 90, loss = 10.24934076 Validation score: -1063.317606 Iteration 91, loss = 10.18540012 Validation score: -1056.758515 Iteration 92, loss = 10.12184153 Validation score: -1050.228045 Iteration 93, loss = 10.05866589 Validation score: -1043.726434 Iteration 94, loss = 9.99587407 Validation score: -1037.253929 Iteration 95, loss = 9.93346691 Validation score: -1030.810784 Iteration 96, loss = 9.87144520 Validation score: -1024.397263 Iteration 97, loss = 9.80980970 Validation score: -1018.013631 Iteration 98, loss = 9.74856114 Validation score: -1011.660161 Iteration 99, loss = 9.68770017 Validation score: -1005.337127 Iteration 100, loss = 9.62722741 Validation score: -999.044806 Iteration 101, loss = 9.56714342 Validation score: -992.783475 Iteration 102, loss = 9.50744871 Validation score: -986.553412 Iteration 103, loss = 9.44814373 Validation score: -980.354893 Iteration 104, loss = 9.38922886 Validation score: -974.188192 Iteration 105, loss = 9.33070443 Validation score: -968.053581 Iteration 106, loss = 9.27257068 Validation score: -961.951328 Iteration 107, loss = 9.21482782 Validation score: -955.881695 Iteration 108, loss = 9.15747594 Validation score: -949.844941 Iteration 109, loss = 9.10051511 Validation score: -943.841318 Iteration 110, loss = 9.04394530 Validation score: -937.871072 Iteration 111, loss = 8.98776640 Validation score: -931.934441 Iteration 112, loss = 8.93197823 Validation score: -926.031655 Iteration 113, loss = 8.87658056 Validation score: -920.162938 Iteration 114, loss = 8.82157305 Validation score: -914.328503 Iteration 115, loss = 8.76695529 Validation score: -908.528556 Iteration 116, loss = 8.71272680 Validation score: -902.763290 Iteration 117, loss = 8.65888702 Validation score: -897.032893 Iteration 118, loss = 8.60543529 Validation score: -891.337540 Iteration 119, loss = 8.55237090 Validation score: -885.677395 Iteration 120, loss = 8.49969305 Validation score: -880.052613 Iteration 121, loss = 8.44740084 Validation score: -874.463337 Iteration 122, loss = 8.39549333 Validation score: -868.909700 Iteration 123, loss = 8.34396947 Validation score: -863.391824 Iteration 124, loss = 8.29282814 Validation score: -857.909818 Iteration 125, loss = 8.24206814 Validation score: -852.463781 Iteration 126, loss = 8.19168821 Validation score: -847.053801 Iteration 127, loss = 8.14168698 Validation score: -841.679953 Iteration 128, loss = 8.09206304 Validation score: -836.342302 Iteration 129, loss = 8.04281489 Validation score: -831.040901 Iteration 130, loss = 7.99394095 Validation score: -825.775793 Iteration 131, loss = 7.94543958 Validation score: -820.547007 Iteration 132, loss = 7.89730907 Validation score: -815.354563 Iteration 133, loss = 7.84954762 Validation score: -810.198470 Iteration 134, loss = 7.80215341 Validation score: -805.078725 Iteration 135, loss = 7.75512450 Validation score: -799.995314 Iteration 136, loss = 7.70845893 Validation score: -794.948213 Iteration 137, loss = 7.66215466 Validation score: -789.937388 Iteration 138, loss = 7.61620958 Validation score: -784.962794 Iteration 139, loss = 7.57062155 Validation score: -780.024377 Iteration 140, loss = 7.52538836 Validation score: -775.122071 Iteration 141, loss = 7.48050774 Validation score: -770.255802 Iteration 142, loss = 7.43597739 Validation score: -765.425486 Iteration 143, loss = 7.39179494 Validation score: -760.631030 Iteration 144, loss = 7.34795798 Validation score: -755.872331 Iteration 145, loss = 7.30446408 Validation score: -751.149280 Iteration 146, loss = 7.26131074 Validation score: -746.461756 Iteration 147, loss = 7.21849543 Validation score: -741.809632 Iteration 148, loss = 7.17601559 Validation score: -737.192772 Iteration 149, loss = 7.13386863 Validation score: -732.611033 Iteration 150, loss = 7.09205191 Validation score: -728.064263 Iteration 151, loss = 7.05056277 Validation score: -723.552305 Iteration 152, loss = 7.00939854 Validation score: -719.074993 Iteration 153, loss = 6.96855650 Validation score: -714.632155 Iteration 154, loss = 6.92803392 Validation score: -710.223614 Iteration 155, loss = 6.88782806 Validation score: -705.849184 Iteration 156, loss = 6.84793614 Validation score: -701.508675 Iteration 157, loss = 6.80835539 Validation score: -697.201890 Iteration 158, loss = 6.76908301 Validation score: -692.928628 Iteration 159, loss = 6.73011620 Validation score: -688.688682 Iteration 160, loss = 6.69145213 Validation score: -684.481839 Iteration 161, loss = 6.65308799 Validation score: -680.307884 Iteration 162, loss = 6.61502095 Validation score: -676.166595 Iteration 163, loss = 6.57724817 Validation score: -672.057747 Iteration 164, loss = 6.53976683 Validation score: -667.981110 Iteration 165, loss = 6.50257409 Validation score: -663.936452 Iteration 166, loss = 6.46566713 Validation score: -659.923535 Iteration 167, loss = 6.42904311 Validation score: -655.942120 Iteration 168, loss = 6.39269921 Validation score: -651.991964 Iteration 169, loss = 6.35663262 Validation score: -648.072821 Iteration 170, loss = 6.32084053 Validation score: -644.184442 Iteration 171, loss = 6.28532014 Validation score: -640.326576 Iteration 172, loss = 6.25006867 Validation score: -636.498970 Iteration 173, loss = 6.21508332 Validation score: -632.701368 Iteration 174, loss = 6.18036134 Validation score: -628.933514 Iteration 175, loss = 6.14589998 Validation score: -625.195149 Iteration 176, loss = 6.11169651 Validation score: -621.486012 Iteration 177, loss = 6.07774818 Validation score: -617.805842 Iteration 178, loss = 6.04405232 Validation score: -614.154375 Iteration 179, loss = 6.01060621 Validation score: -610.531349 Iteration 180, loss = 5.97740721 Validation score: -606.936498 Iteration 181, loss = 5.94445264 Validation score: -603.369558 Iteration 182, loss = 5.91173989 Validation score: -599.830263 Iteration 183, loss = 5.87926634 Validation score: -596.318347 Iteration 184, loss = 5.84702940 Validation score: -592.833544 Iteration 185, loss = 5.81502649 Validation score: -589.375588 Iteration 186, loss = 5.78325507 Validation score: -585.944214 Iteration 187, loss = 5.75171262 Validation score: -582.539154 Iteration 188, loss = 5.72039661 Validation score: -579.160144 Iteration 189, loss = 5.68930458 Validation score: -575.806919 Iteration 190, loss = 5.65843407 Validation score: -572.479215 Iteration 191, loss = 5.62778263 Validation score: -569.176767 Iteration 192, loss = 5.59734785 Validation score: -565.899314 Iteration 193, loss = 5.56712735 Validation score: -562.646594 Iteration 194, loss = 5.53711876 Validation score: -559.418345 Iteration 195, loss = 5.50731973 Validation score: -556.214309 Iteration 196, loss = 5.47772796 Validation score: -553.034225 Iteration 197, loss = 5.44834114 Validation score: -549.877839 Iteration 198, loss = 5.41915702 Validation score: -546.744893 Iteration 199, loss = 5.39017333 Validation score: -543.635133 Iteration 200, loss = 5.36138788 Validation score: -540.548307 Iteration 201, loss = 5.33279845 Validation score: -537.484163 Iteration 202, loss = 5.30440288 Validation score: -534.442452 Iteration 203, loss = 5.27619903 Validation score: -531.422927 Iteration 204, loss = 5.24818477 Validation score: -528.425340 Iteration 205, loss = 5.22035799 Validation score: -525.449448 Iteration 206, loss = 5.19271664 Validation score: -522.495009 Iteration 207, loss = 5.16525866 Validation score: -519.561783 Iteration 208, loss = 5.13798203 Validation score: -516.649530 Iteration 209, loss = 5.11088474 Validation score: -513.758015 Iteration 210, loss = 5.08396481 Validation score: -510.887004 Iteration 211, loss = 5.05722030 Validation score: -508.036264 Iteration 212, loss = 5.03064928 Validation score: -505.205566 Iteration 213, loss = 5.00424984 Validation score: -502.394681 Iteration 214, loss = 4.97802009 Validation score: -499.603383 Iteration 215, loss = 4.95195817 Validation score: -496.831451 Iteration 216, loss = 4.92606226 Validation score: -494.078661 Iteration 217, loss = 4.90033054 Validation score: -491.344796 Iteration 218, loss = 4.87476121 Validation score: -488.629639 Iteration 219, loss = 4.84935251 Validation score: -485.932974 Iteration 220, loss = 4.82410269 Validation score: -483.254591 Iteration 221, loss = 4.79901004 Validation score: -480.594280 Iteration 222, loss = 4.77407284 Validation score: -477.951832 Iteration 223, loss = 4.74928942 Validation score: -475.327044 Iteration 224, loss = 4.72465813 Validation score: -472.719711 Iteration 225, loss = 4.70017732 Validation score: -470.129634 Iteration 226, loss = 4.67584538 Validation score: -467.556615 Iteration 227, loss = 4.65166072 Validation score: -465.000458 Iteration 228, loss = 4.62762176 Validation score: -462.460970 Iteration 229, loss = 4.60372696 Validation score: -459.937958 Iteration 230, loss = 4.57997478 Validation score: -457.431236 Iteration 231, loss = 4.55636371 Validation score: -454.940617 Iteration 232, loss = 4.53289225 Validation score: -452.465915 Iteration 233, loss = 4.50955895 Validation score: -450.006951 Iteration 234, loss = 4.48636234 Validation score: -447.563544 Iteration 235, loss = 4.46330101 Validation score: -445.135517 Iteration 236, loss = 4.44037352 Validation score: -442.722696 Iteration 237, loss = 4.41757849 Validation score: -440.324908 Iteration 238, loss = 4.39491456 Validation score: -437.941983 Iteration 239, loss = 4.37238035 Validation score: -435.573753 Iteration 240, loss = 4.34997454 Validation score: -433.220053 Iteration 241, loss = 4.32769581 Validation score: -430.880718 Iteration 242, loss = 4.30554285 Validation score: -428.555589 Iteration 243, loss = 4.28351440 Validation score: -426.244505 Iteration 244, loss = 4.26160917 Validation score: -423.947311 Iteration 245, loss = 4.23982593 Validation score: -421.663851 Iteration 246, loss = 4.21816345 Validation score: -419.393974 Iteration 247, loss = 4.19662051 Validation score: -417.137528 Iteration 248, loss = 4.17519593 Validation score: -414.894367 Iteration 249, loss = 4.15388852 Validation score: -412.664344 Iteration 250, loss = 4.13269713 Validation score: -410.447316 Iteration 251, loss = 4.11162061 Validation score: -408.243140 Iteration 252, loss = 4.09065783 Validation score: -406.051678 Iteration 253, loss = 4.06980768 Validation score: -403.872791 Iteration 254, loss = 4.04906907 Validation score: -401.706344 Iteration 255, loss = 4.02844093 Validation score: -399.552204 Iteration 256, loss = 4.00792217 Validation score: -397.410239 Iteration 257, loss = 3.98751177 Validation score: -395.280320 Iteration 258, loss = 3.96720868 Validation score: -393.162319 Iteration 259, loss = 3.94701190 Validation score: -391.056111 Iteration 260, loss = 3.92692041 Validation score: -388.961572 Iteration 261, loss = 3.90693323 Validation score: -386.878581 Iteration 262, loss = 3.88704939 Validation score: -384.807017 Iteration 263, loss = 3.86726793 Validation score: -382.746763 Iteration 264, loss = 3.84758791 Validation score: -380.697703 Iteration 265, loss = 3.82800840 Validation score: -378.659723 Iteration 266, loss = 3.80852849 Validation score: -376.632711 Iteration 267, loss = 3.78914727 Validation score: -374.616555 Iteration 268, loss = 3.76986386 Validation score: -372.611148 Iteration 269, loss = 3.75067739 Validation score: -370.616382 Iteration 270, loss = 3.73158699 Validation score: -368.632152 Iteration 271, loss = 3.71259183 Validation score: -366.658355 Iteration 272, loss = 3.69369106 Validation score: -364.694889 Iteration 273, loss = 3.67488387 Validation score: -362.741654 Iteration 274, loss = 3.65616945 Validation score: -360.798552 Iteration 275, loss = 3.63754701 Validation score: -358.865485 Iteration 276, loss = 3.61901577 Validation score: -356.942360 Iteration 277, loss = 3.60057496 Validation score: -355.029082 Iteration 278, loss = 3.58222381 Validation score: -353.125560 Iteration 279, loss = 3.56396160 Validation score: -351.231703 Iteration 280, loss = 3.54578758 Validation score: -349.347424 Iteration 281, loss = 3.52770103 Validation score: -347.472634 Iteration 282, loss = 3.50970126 Validation score: -345.607249 Iteration 283, loss = 3.49178755 Validation score: -343.751184 Iteration 284, loss = 3.47395923 Validation score: -341.904357 Iteration 285, loss = 3.45621562 Validation score: -340.066687 Iteration 286, loss = 3.43855606 Validation score: -338.238093 Iteration 287, loss = 3.42097990 Validation score: -336.418499 Iteration 288, loss = 3.40348649 Validation score: -334.607827 Iteration 289, loss = 3.38607522 Validation score: -332.806002 Iteration 290, loss = 3.36874545 Validation score: -331.012950 Iteration 291, loss = 3.35149658 Validation score: -329.228599 Iteration 292, loss = 3.33432802 Validation score: -327.452876 Iteration 293, loss = 3.31723917 Validation score: -325.685713 Iteration 294, loss = 3.30022945 Validation score: -323.927041 Iteration 295, loss = 3.28329831 Validation score: -322.176793 Iteration 296, loss = 3.26644518 Validation score: -320.434902 Iteration 297, loss = 3.24966951 Validation score: -318.701304 Iteration 298, loss = 3.23297077 Validation score: -316.975935 Iteration 299, loss = 3.21634842 Validation score: -315.258734 Iteration 300, loss = 3.19980195 Validation score: -313.549638 Iteration 301, loss = 3.18333084 Validation score: -311.848589 Iteration 302, loss = 3.16693460 Validation score: -310.155527 Iteration 303, loss = 3.15061273 Validation score: -308.470396 Iteration 304, loss = 3.13436475 Validation score: -306.793137 Iteration 305, loss = 3.11819019 Validation score: -305.123697 Iteration 306, loss = 3.10208856 Validation score: -303.462022 Iteration 307, loss = 3.08605943 Validation score: -301.808057 Iteration 308, loss = 3.07010234 Validation score: -300.161751 Iteration 309, loss = 3.05421684 Validation score: -298.523053 Iteration 310, loss = 3.03840250 Validation score: -296.891914 Iteration 311, loss = 3.02265890 Validation score: -295.268283 Iteration 312, loss = 3.00698562 Validation score: -293.652113 Iteration 313, loss = 2.99138224 Validation score: -292.043358 Iteration 314, loss = 2.97584837 Validation score: -290.441971 Iteration 315, loss = 2.96038361 Validation score: -288.847906 Iteration 316, loss = 2.94498757 Validation score: -287.261121 Iteration 317, loss = 2.92965986 Validation score: -285.681572 Iteration 318, loss = 2.91440012 Validation score: -284.109215 Iteration 319, loss = 2.89920797 Validation score: -282.544011 Iteration 320, loss = 2.88408305 Validation score: -280.985918 Iteration 321, loss = 2.86902502 Validation score: -279.434896 Iteration 322, loss = 2.85403351 Validation score: -277.890907 Iteration 323, loss = 2.83910820 Validation score: -276.353912 Iteration 324, loss = 2.82424873 Validation score: -274.823875 Iteration 325, loss = 2.80945479 Validation score: -273.300757 Iteration 326, loss = 2.79472605 Validation score: -271.784524 Iteration 327, loss = 2.78006219 Validation score: -270.275141 Iteration 328, loss = 2.76546290 Validation score: 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score: -245.632836 Iteration 345, loss = 2.52687645 Validation score: -244.241488 Iteration 346, loss = 2.51339176 Validation score: -242.856441 Iteration 347, loss = 2.49996662 Validation score: -241.477673 Iteration 348, loss = 2.48660081 Validation score: -240.105160 Iteration 349, loss = 2.47329412 Validation score: -238.738879 Iteration 350, loss = 2.46004632 Validation score: -237.378808 Iteration 351, loss = 2.44685721 Validation score: -236.024925 Iteration 352, loss = 2.43372657 Validation score: -234.677208 Iteration 353, loss = 2.42065419 Validation score: -233.335636 Iteration 354, loss = 2.40763987 Validation score: -232.000187 Iteration 355, loss = 2.39468342 Validation score: -230.670842 Iteration 356, loss = 2.38178461 Validation score: -229.347580 Iteration 357, loss = 2.36894327 Validation score: -228.030380 Iteration 358, loss = 2.35615920 Validation score: -226.719224 Iteration 359, loss = 2.34343220 Validation score: -225.414091 Iteration 360, loss = 2.33076209 Validation score: -224.114963 Iteration 361, loss = 2.31814867 Validation score: -222.821820 Iteration 362, loss = 2.30559177 Validation score: -221.534644 Iteration 363, loss = 2.29309119 Validation score: -220.253417 Iteration 364, loss = 2.28064676 Validation score: -218.978119 Iteration 365, loss = 2.26825830 Validation score: -217.708734 Iteration 366, loss = 2.25592562 Validation score: -216.445243 Iteration 367, loss = 2.24364856 Validation score: -215.187629 Iteration 368, loss = 2.23142693 Validation score: -213.935874 Iteration 369, loss = 2.21926058 Validation score: -212.689960 Iteration 370, loss = 2.20714931 Validation score: -211.449872 Iteration 371, loss = 2.19509297 Validation score: -210.215591 Iteration 372, loss = 2.18309138 Validation score: -208.987102 Iteration 373, loss = 2.17114438 Validation score: -207.764387 Iteration 374, loss = 2.15925180 Validation score: -206.547429 Iteration 375, loss = 2.14741348 Validation score: -205.336213 Iteration 376, loss = 2.13562925 Validation score: -204.130722 Iteration 377, loss = 2.12389895 Validation score: -202.930940 Iteration 378, loss = 2.11222242 Validation score: -201.736850 Iteration 379, loss = 2.10059950 Validation score: -200.548437 Iteration 380, loss = 2.08903002 Validation score: -199.365685 Iteration 381, loss = 2.07751383 Validation score: -198.188577 Iteration 382, loss = 2.06605077 Validation score: -197.017099 Iteration 383, loss = 2.05464068 Validation score: -195.851234 Iteration 384, loss = 2.04328341 Validation score: -194.690966 Iteration 385, loss = 2.03197880 Validation score: -193.536279 Iteration 386, loss = 2.02072668 Validation score: -192.387160 Iteration 387, loss = 2.00952692 Validation score: -191.243590 Iteration 388, loss = 1.99837935 Validation score: -190.105556 Iteration 389, loss = 1.98728381 Validation score: -188.973041 Iteration 390, loss = 1.97624016 Validation score: -187.846030 Iteration 391, loss = 1.96524825 Validation score: -186.724508 Iteration 392, loss = 1.95430791 Validation score: -185.608458 Iteration 393, loss = 1.94341899 Validation score: -184.497866 Iteration 394, loss = 1.93258135 Validation score: -183.392716 Iteration 395, loss = 1.92179482 Validation score: -182.292993 Iteration 396, loss = 1.91105926 Validation score: -181.198680 Iteration 397, loss = 1.90037452 Validation score: -180.109763 Iteration 398, loss = 1.88974044 Validation score: -179.026226 Iteration 399, loss = 1.87915688 Validation score: -177.948054 Iteration 400, loss = 1.86862367 Validation score: -176.875230 Iteration 401, loss = 1.85814067 Validation score: -175.807739 Iteration 402, loss = 1.84770773 Validation score: -174.745566 Iteration 403, loss = 1.83732470 Validation score: -173.688695 Iteration 404, loss = 1.82699141 Validation score: -172.637111 Iteration 405, loss = 1.81670773 Validation score: -171.590797 Iteration 406, loss = 1.80647350 Validation score: -170.549737 Iteration 407, loss = 1.79628856 Validation score: -169.513917 Iteration 408, loss = 1.78615278 Validation score: -168.483320 Iteration 409, loss = 1.77606598 Validation score: -167.457930 Iteration 410, loss = 1.76602803 Validation score: -166.437731 Iteration 411, loss = 1.75603877 Validation score: -165.422708 Iteration 412, loss = 1.74609804 Validation score: -164.412844 Iteration 413, loss = 1.73620570 Validation score: -163.408123 Iteration 414, loss = 1.72636160 Validation score: -162.408529 Iteration 415, loss = 1.71656557 Validation score: -161.414047 Iteration 416, loss = 1.70681746 Validation score: -160.424659 Iteration 417, loss = 1.69711713 Validation score: -159.440349 Iteration 418, loss = 1.68746442 Validation score: -158.461101 Iteration 419, loss = 1.67785917 Validation score: -157.486899 Iteration 420, loss = 1.66830123 Validation score: -156.517727 Iteration 421, loss = 1.65879045 Validation score: -155.553567 Iteration 422, loss = 1.64932667 Validation score: -154.594403 Iteration 423, loss = 1.63990974 Validation score: 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score: -139.036718 Iteration 440, loss = 1.48683833 Validation score: -138.164592 Iteration 441, loss = 1.47823789 Validation score: -137.297137 Iteration 442, loss = 1.46968131 Validation score: -136.434336 Iteration 443, loss = 1.46116843 Validation score: -135.576171 Iteration 444, loss = 1.45269909 Validation score: -134.722624 Iteration 445, loss = 1.44427313 Validation score: -133.873679 Iteration 446, loss = 1.43589039 Validation score: -133.029317 Iteration 447, loss = 1.42755071 Validation score: -132.189520 Iteration 448, loss = 1.41925392 Validation score: -131.354271 Iteration 449, loss = 1.41099988 Validation score: -130.523551 Iteration 450, loss = 1.40278840 Validation score: -129.697344 Iteration 451, loss = 1.39461935 Validation score: -128.875631 Iteration 452, loss = 1.38649255 Validation score: -128.058393 Iteration 453, loss = 1.37840784 Validation score: -127.245615 Iteration 454, loss = 1.37036506 Validation score: -126.437276 Iteration 455, loss = 1.36236405 Validation score: -125.633359 Iteration 456, loss = 1.35440465 Validation score: -124.833847 Iteration 457, loss = 1.34648669 Validation score: -124.038721 Iteration 458, loss = 1.33861002 Validation score: -123.247963 Iteration 459, loss = 1.33077447 Validation score: -122.461556 Iteration 460, loss = 1.32297988 Validation score: -121.679480 Iteration 461, loss = 1.31522609 Validation score: -120.901718 Iteration 462, loss = 1.30751293 Validation score: -120.128253 Iteration 463, loss = 1.29984025 Validation score: -119.359065 Iteration 464, loss = 1.29220788 Validation score: -118.594136 Iteration 465, loss = 1.28461566 Validation score: -117.833449 Iteration 466, loss = 1.27706343 Validation score: -117.076985 Iteration 467, loss = 1.26955102 Validation score: -116.324727 Iteration 468, loss = 1.26207828 Validation score: -115.576655 Iteration 469, loss = 1.25464503 Validation score: -114.832753 Iteration 470, loss = 1.24725112 Validation score: -114.093001 Iteration 471, loss = 1.23989639 Validation score: -113.357382 Iteration 472, loss = 1.23258067 Validation score: -112.625877 Iteration 473, loss = 1.22530381 Validation score: -111.898468 Iteration 474, loss = 1.21806563 Validation score: -111.175138 Iteration 475, loss = 1.21086599 Validation score: -110.455868 Iteration 476, loss = 1.20370471 Validation score: -109.740640 Iteration 477, loss = 1.19658163 Validation score: -109.029436 Iteration 478, loss = 1.18949660 Validation score: -108.322237 Iteration 479, loss = 1.18244944 Validation score: -107.619027 Iteration 480, loss = 1.17544001 Validation score: -106.919786 Iteration 481, loss = 1.16846814 Validation score: -106.224496 Iteration 482, loss = 1.16153367 Validation score: -105.533140 Iteration 483, loss = 1.15463643 Validation score: -104.845700 Iteration 484, loss = 1.14777627 Validation score: -104.162158 Iteration 485, loss = 1.14095302 Validation score: -103.482495 Iteration 486, loss = 1.13416653 Validation score: -102.806694 Iteration 487, loss = 1.12741664 Validation score: -102.134736 Iteration 488, loss = 1.12070318 Validation score: -101.466605 Iteration 489, loss = 1.11402599 Validation score: -100.802282 Iteration 490, loss = 1.10738492 Validation score: -100.141749 Iteration 491, loss = 1.10077981 Validation score: -99.484988 Iteration 492, loss = 1.09421050 Validation score: -98.831982 Iteration 493, loss = 1.08767682 Validation score: -98.182713 Iteration 494, loss = 1.08117863 Validation score: -97.537163 Iteration 495, loss = 1.07471575 Validation score: -96.895315 Iteration 496, loss = 1.06828804 Validation score: -96.257151 Iteration 497, loss = 1.06189533 Validation score: -95.622653 Iteration 498, loss = 1.05553748 Validation score: -94.991804 Iteration 499, loss = 1.04921431 Validation score: -94.364586 Iteration 500, loss = 1.04292568 Validation score: -93.740981 Iteration 501, loss = 1.03667142 Validation score: -93.120973 Iteration 502, loss = 1.03045139 Validation score: -92.504544 Iteration 503, loss = 1.02426542 Validation score: -91.891677 Iteration 504, loss = 1.01811336 Validation score: -91.282354 Iteration 505, loss = 1.01199506 Validation score: -90.676557 Iteration 506, loss = 1.00591035 Validation score: -90.074271 Iteration 507, loss = 0.99985909 Validation score: -89.475477 Iteration 508, loss = 0.99384112 Validation score: -88.880158 Iteration 509, loss = 0.98785629 Validation score: -88.288297 Iteration 510, loss = 0.98190444 Validation score: -87.699878 Iteration 511, loss = 0.97598542 Validation score: -87.114883 Iteration 512, loss = 0.97009907 Validation score: -86.533295 Iteration 513, loss = 0.96424525 Validation score: -85.955098 Iteration 514, loss = 0.95842380 Validation score: -85.380274 Iteration 515, loss = 0.95263458 Validation score: -84.808807 Iteration 516, loss = 0.94687742 Validation score: -84.240680 Iteration 517, loss = 0.94115218 Validation score: -83.675876 Iteration 518, loss = 0.93545871 Validation score: -83.114379 Iteration 519, loss = 0.92979686 Validation score: -82.556172 Iteration 520, loss = 0.92416647 Validation score: -82.001239 Iteration 521, loss = 0.91856741 Validation score: -81.449562 Iteration 522, loss = 0.91299951 Validation score: -80.901126 Iteration 523, loss = 0.90746264 Validation score: -80.355915 Iteration 524, loss = 0.90195664 Validation score: -79.813911 Iteration 525, loss = 0.89648137 Validation score: -79.275099 Iteration 526, loss = 0.89103668 Validation score: -78.739463 Iteration 527, loss = 0.88562243 Validation score: -78.206986 Iteration 528, loss = 0.88023846 Validation score: -77.677652 Iteration 529, loss = 0.87488463 Validation score: -77.151445 Iteration 530, loss = 0.86956080 Validation score: -76.628350 Iteration 531, loss = 0.86426682 Validation score: -76.108349 Iteration 532, loss = 0.85900255 Validation score: -75.591429 Iteration 533, loss = 0.85376784 Validation score: -75.077572 Iteration 534, loss = 0.84856255 Validation score: -74.566763 Iteration 535, loss = 0.84338654 Validation score: -74.058986 Iteration 536, loss = 0.83823967 Validation score: -73.554226 Iteration 537, loss = 0.83312179 Validation score: -73.052467 Iteration 538, loss = 0.82803276 Validation score: -72.553694 Iteration 539, loss = 0.82297244 Validation score: -72.057891 Iteration 540, loss = 0.81794070 Validation score: -71.565043 Iteration 541, loss = 0.81293738 Validation score: -71.075134 Iteration 542, loss = 0.80796236 Validation score: -70.588150 Iteration 543, loss = 0.80301548 Validation score: -70.104074 Iteration 544, loss = 0.79809663 Validation score: -69.622893 Iteration 545, loss = 0.79320565 Validation score: -69.144590 Iteration 546, loss = 0.78834240 Validation score: -68.669151 Iteration 547, loss = 0.78350676 Validation score: -68.196562 Iteration 548, loss = 0.77869858 Validation score: -67.726806 Iteration 549, loss = 0.77391774 Validation score: -67.259869 Iteration 550, loss = 0.76916408 Validation score: -66.795737 Iteration 551, loss = 0.76443749 Validation score: -66.334395 Iteration 552, loss = 0.75973782 Validation score: -65.875828 Iteration 553, loss = 0.75506494 Validation score: -65.420022 Iteration 554, loss = 0.75041871 Validation score: -64.966961 Iteration 555, loss = 0.74579902 Validation score: -64.516633 Iteration 556, loss = 0.74120571 Validation score: -64.069021 Iteration 557, loss = 0.73663866 Validation score: -63.624113 Iteration 558, loss = 0.73209774 Validation score: -63.181893 Iteration 559, loss = 0.72758282 Validation score: -62.742348 Iteration 560, loss = 0.72309377 Validation score: -62.305463 Iteration 561, loss = 0.71863045 Validation score: -61.871224 Iteration 562, loss = 0.71419274 Validation score: -61.439618 Iteration 563, loss = 0.70978052 Validation score: -61.010630 Iteration 564, loss = 0.70539364 Validation score: -60.584246 Iteration 565, loss = 0.70103198 Validation score: -60.160454 Iteration 566, loss = 0.69669543 Validation score: -59.739238 Iteration 567, loss = 0.69238384 Validation score: -59.320585 Iteration 568, loss = 0.68809709 Validation score: -58.904482 Iteration 569, loss = 0.68383507 Validation score: -58.490915 Iteration 570, loss = 0.67959763 Validation score: -58.079870 Iteration 571, loss = 0.67538466 Validation score: -57.671335 Iteration 572, loss = 0.67119604 Validation score: -57.265295 Iteration 573, loss = 0.66703163 Validation score: -56.861738 Iteration 574, loss = 0.66289133 Validation score: -56.460649 Iteration 575, loss = 0.65877499 Validation score: -56.062017 Iteration 576, loss = 0.65468251 Validation score: -55.665827 Iteration 577, loss = 0.65061376 Validation score: -55.272067 Iteration 578, loss = 0.64656862 Validation score: -54.880724 Iteration 579, loss = 0.64254697 Validation score: -54.491784 Iteration 580, loss = 0.63854868 Validation score: -54.105235 Iteration 581, loss = 0.63457365 Validation score: -53.721064 Iteration 582, loss = 0.63062174 Validation score: -53.339258 Iteration 583, loss = 0.62669285 Validation score: -52.959805 Iteration 584, loss = 0.62278685 Validation score: -52.582692 Iteration 585, loss = 0.61890363 Validation score: -52.207905 Iteration 586, loss = 0.61504307 Validation score: -51.835434 Iteration 587, loss = 0.61120505 Validation score: -51.465265 Iteration 588, loss = 0.60738945 Validation score: -51.097385 Iteration 589, loss = 0.60359617 Validation score: -50.731783 Iteration 590, loss = 0.59982508 Validation score: -50.368446 Iteration 591, loss = 0.59607608 Validation score: -50.007362 Iteration 592, loss = 0.59234905 Validation score: -49.648519 Iteration 593, loss = 0.58864386 Validation score: -49.291904 Iteration 594, loss = 0.58496043 Validation score: -48.937506 Iteration 595, loss = 0.58129861 Validation score: -48.585313 Iteration 596, loss = 0.57765832 Validation score: -48.235312 Iteration 597, loss = 0.57403943 Validation score: -47.887491 Iteration 598, loss = 0.57044184 Validation score: -47.541840 Iteration 599, loss = 0.56686543 Validation score: -47.198346 Iteration 600, loss = 0.56331010 Validation score: -46.856997 Iteration 601, loss = 0.55977573 Validation score: -46.517781 Iteration 602, loss = 0.55626222 Validation score: -46.180688 Iteration 603, loss = 0.55276945 Validation score: -45.845705 Iteration 604, loss = 0.54929733 Validation score: -45.512822 Iteration 605, loss = 0.54584573 Validation score: -45.182026 Iteration 606, loss = 0.54241456 Validation score: -44.853306 Iteration 607, loss = 0.53900371 Validation score: -44.526651 Iteration 608, loss = 0.53561307 Validation score: -44.202050 Iteration 609, loss = 0.53224254 Validation score: -43.879491 Iteration 610, loss = 0.52889200 Validation score: -43.558963 Iteration 611, loss = 0.52556137 Validation score: -43.240455 Iteration 612, loss = 0.52225052 Validation score: -42.923957 Iteration 613, loss = 0.51895937 Validation score: -42.609457 Iteration 614, loss = 0.51568780 Validation score: -42.296943 Iteration 615, loss = 0.51243571 Validation score: -41.986406 Iteration 616, loss = 0.50920301 Validation score: -41.677835 Iteration 617, loss = 0.50598958 Validation score: -41.371218 Iteration 618, loss = 0.50279533 Validation score: -41.066544 Iteration 619, loss = 0.49962016 Validation score: -40.763805 Iteration 620, loss = 0.49646396 Validation score: -40.462987 Iteration 621, loss = 0.49332664 Validation score: -40.164082 Iteration 622, loss = 0.49020809 Validation score: -39.867078 Iteration 623, loss = 0.48710823 Validation score: -39.571965 Iteration 624, loss = 0.48402694 Validation score: -39.278733 Iteration 625, loss = 0.48096413 Validation score: -38.987371 Iteration 626, loss = 0.47791971 Validation score: -38.697869 Iteration 627, loss = 0.47489357 Validation score: -38.410216 Iteration 628, loss = 0.47188562 Validation score: -38.124403 Iteration 629, loss = 0.46889576 Validation score: -37.840419 Iteration 630, loss = 0.46592390 Validation score: -37.558254 Iteration 631, loss = 0.46296994 Validation score: -37.277899 Iteration 632, loss = 0.46003378 Validation score: -36.999342 Iteration 633, loss = 0.45711534 Validation score: -36.722574 Iteration 634, loss = 0.45421452 Validation score: -36.447586 Iteration 635, loss = 0.45133122 Validation score: -36.174367 Iteration 636, loss = 0.44846535 Validation score: -35.902907 Iteration 637, loss = 0.44561682 Validation score: -35.633198 Iteration 638, loss = 0.44278553 Validation score: -35.365228 Iteration 639, loss = 0.43997140 Validation score: -35.098988 Iteration 640, loss = 0.43717433 Validation score: -34.834469 Iteration 641, loss = 0.43439423 Validation score: -34.571662 Iteration 642, loss = 0.43163101 Validation score: -34.310555 Iteration 643, loss = 0.42888459 Validation score: -34.051141 Iteration 644, loss = 0.42615486 Validation score: -33.793410 Iteration 645, loss = 0.42344174 Validation score: -33.537352 Iteration 646, loss = 0.42074515 Validation score: -33.282958 Iteration 647, loss = 0.41806498 Validation score: -33.030218 Iteration 648, loss = 0.41540117 Validation score: -32.779124 Iteration 649, loss = 0.41275361 Validation score: -32.529666 Iteration 650, loss = 0.41012222 Validation score: -32.281835 Iteration 651, loss = 0.40750691 Validation score: -32.035622 Iteration 652, loss = 0.40490761 Validation score: -31.791018 Iteration 653, loss = 0.40232421 Validation score: -31.548014 Iteration 654, loss = 0.39975664 Validation score: -31.306601 Iteration 655, loss = 0.39720480 Validation score: -31.066769 Iteration 656, loss = 0.39466863 Validation score: -30.828510 Iteration 657, loss = 0.39214802 Validation score: -30.591816 Iteration 658, loss = 0.38964290 Validation score: -30.356677 Iteration 659, loss = 0.38715318 Validation score: -30.123085 Iteration 660, loss = 0.38467878 Validation score: -29.891030 Iteration 661, loss = 0.38221962 Validation score: -29.660505 Iteration 662, loss = 0.37977561 Validation score: -29.431501 Iteration 663, loss = 0.37734668 Validation score: -29.204008 Iteration 664, loss = 0.37493273 Validation score: -28.978019 Iteration 665, loss = 0.37253370 Validation score: -28.753525 Iteration 666, loss = 0.37014949 Validation score: -28.530517 Iteration 667, loss = 0.36778003 Validation score: -28.308988 Iteration 668, loss = 0.36542524 Validation score: -28.088928 Iteration 669, loss = 0.36308503 Validation score: -27.870330 Iteration 670, loss = 0.36075934 Validation score: -27.653185 Iteration 671, loss = 0.35844807 Validation score: -27.437485 Iteration 672, loss = 0.35615116 Validation score: -27.223221 Iteration 673, loss = 0.35386851 Validation score: -27.010386 Iteration 674, loss = 0.35160006 Validation score: -26.798972 Iteration 675, loss = 0.34934573 Validation score: -26.588969 Iteration 676, loss = 0.34710544 Validation score: -26.380371 Iteration 677, loss = 0.34487911 Validation score: -26.173169 Iteration 678, loss = 0.34266667 Validation score: -25.967356 Iteration 679, loss = 0.34046804 Validation score: -25.762923 Iteration 680, loss = 0.33828314 Validation score: -25.559862 Iteration 681, loss = 0.33611190 Validation score: -25.358166 Iteration 682, loss = 0.33395425 Validation score: -25.157827 Iteration 683, loss = 0.33181011 Validation score: -24.958837 Iteration 684, loss = 0.32967940 Validation score: -24.761188 Iteration 685, loss = 0.32756205 Validation score: -24.564873 Iteration 686, loss = 0.32545800 Validation score: -24.369883 Iteration 687, loss = 0.32336716 Validation score: -24.176213 Iteration 688, loss = 0.32128946 Validation score: -23.983853 Iteration 689, loss = 0.31922483 Validation score: -23.792796 Iteration 690, loss = 0.31717320 Validation score: -23.603035 Iteration 691, loss = 0.31513449 Validation score: -23.414562 Iteration 692, loss = 0.31310864 Validation score: -23.227371 Iteration 693, loss = 0.31109557 Validation score: -23.041452 Iteration 694, loss = 0.30909522 Validation score: -22.856800 Iteration 695, loss = 0.30710750 Validation score: -22.673407 Iteration 696, loss = 0.30513236 Validation score: -22.491265 Iteration 697, loss = 0.30316972 Validation score: -22.310368 Iteration 698, loss = 0.30121952 Validation score: -22.130708 Iteration 699, loss = 0.29928168 Validation score: -21.952277 Iteration 700, loss = 0.29735613 Validation score: -21.775070 Iteration 701, loss = 0.29544281 Validation score: -21.599078 Iteration 702, loss = 0.29354165 Validation score: -21.424295 Iteration 703, loss = 0.29165258 Validation score: -21.250713 Iteration 704, loss = 0.28977554 Validation score: -21.078326 Iteration 705, loss = 0.28791045 Validation score: -20.907127 Iteration 706, loss = 0.28605725 Validation score: -20.737108 Iteration 707, loss = 0.28421587 Validation score: -20.568264 Iteration 708, loss = 0.28238625 Validation score: -20.400586 Iteration 709, loss = 0.28056832 Validation score: -20.234069 Iteration 710, loss = 0.27876202 Validation score: -20.068705 Iteration 711, loss = 0.27696728 Validation score: -19.904488 Iteration 712, loss = 0.27518403 Validation score: -19.741410 Iteration 713, loss = 0.27341222 Validation score: -19.579466 Iteration 714, loss = 0.27165177 Validation score: -19.418649 Iteration 715, loss = 0.26990263 Validation score: -19.258951 Iteration 716, loss = 0.26816472 Validation score: -19.100367 Iteration 717, loss = 0.26643799 Validation score: -18.942890 Iteration 718, loss = 0.26472238 Validation score: -18.786514 Iteration 719, loss = 0.26301781 Validation score: -18.631231 Iteration 720, loss = 0.26132424 Validation score: -18.477035 Iteration 721, loss = 0.25964159 Validation score: -18.323921 Iteration 722, loss = 0.25796980 Validation score: -18.171881 Iteration 723, loss = 0.25630882 Validation score: -18.020910 Iteration 724, loss = 0.25465857 Validation score: -17.871000 Iteration 725, loss = 0.25301901 Validation score: -17.722147 Iteration 726, loss = 0.25139007 Validation score: -17.574342 Iteration 727, loss = 0.24977169 Validation score: -17.427581 Iteration 728, loss = 0.24816381 Validation score: -17.281857 Iteration 729, loss = 0.24656638 Validation score: -17.137163 Iteration 730, loss = 0.24497932 Validation score: -16.993495 Iteration 731, loss = 0.24340258 Validation score: -16.850845 Iteration 732, loss = 0.24183611 Validation score: -16.709207 Iteration 733, loss = 0.24027984 Validation score: -16.568576 Iteration 734, loss = 0.23873372 Validation score: -16.428946 Iteration 735, loss = 0.23719768 Validation score: -16.290310 Iteration 736, loss = 0.23567168 Validation score: -16.152663 Iteration 737, loss = 0.23415565 Validation score: -16.015998 Iteration 738, loss = 0.23264953 Validation score: -15.880310 Iteration 739, loss = 0.23115328 Validation score: -15.745593 Iteration 740, loss = 0.22966683 Validation score: -15.611841 Iteration 741, loss = 0.22819012 Validation score: -15.479048 Iteration 742, loss = 0.22672311 Validation score: -15.347209 Iteration 743, loss = 0.22526573 Validation score: -15.216318 Iteration 744, loss = 0.22381793 Validation score: -15.086368 Iteration 745, loss = 0.22237965 Validation score: -14.957355 Iteration 746, loss = 0.22095084 Validation score: -14.829273 Iteration 747, loss = 0.21953145 Validation score: -14.702116 Iteration 748, loss = 0.21812142 Validation score: -14.575878 Iteration 749, loss = 0.21672070 Validation score: -14.450555 Iteration 750, loss = 0.21532922 Validation score: -14.326140 Iteration 751, loss = 0.21394695 Validation score: -14.202627 Iteration 752, loss = 0.21257382 Validation score: -14.080012 Iteration 753, loss = 0.21120979 Validation score: -13.958289 Iteration 754, loss = 0.20985479 Validation score: -13.837453 Iteration 755, loss = 0.20850878 Validation score: -13.717498 Iteration 756, loss = 0.20717171 Validation score: -13.598418 Iteration 757, loss = 0.20584352 Validation score: -13.480209 Iteration 758, loss = 0.20452416 Validation score: -13.362865 Iteration 759, loss = 0.20321358 Validation score: -13.246381 Iteration 760, loss = 0.20191174 Validation score: -13.130752 Iteration 761, loss = 0.20061856 Validation score: -13.015972 Iteration 762, loss = 0.19933402 Validation score: -12.902036 Iteration 763, loss = 0.19805805 Validation score: -12.788938 Iteration 764, loss = 0.19679061 Validation score: -12.676675 Iteration 765, loss = 0.19553165 Validation score: -12.565240 Iteration 766, loss = 0.19428111 Validation score: -12.454629 Iteration 767, loss = 0.19303895 Validation score: -12.344837 Iteration 768, loss = 0.19180512 Validation score: -12.235858 Iteration 769, loss = 0.19057957 Validation score: -12.127687 Iteration 770, loss = 0.18936225 Validation score: -12.020320 Iteration 771, loss = 0.18815311 Validation score: -11.913751 Iteration 772, loss = 0.18695210 Validation score: -11.807975 Iteration 773, loss = 0.18575918 Validation score: -11.702989 Iteration 774, loss = 0.18457430 Validation score: -11.598786 Iteration 775, loss = 0.18339741 Validation score: -11.495361 Iteration 776, loss = 0.18222846 Validation score: -11.392711 Iteration 777, loss = 0.18106741 Validation score: -11.290830 Iteration 778, loss = 0.17991421 Validation score: -11.189713 Iteration 779, loss = 0.17876882 Validation score: -11.089356 Iteration 780, loss = 0.17763117 Validation score: -10.989754 Iteration 781, loss = 0.17650125 Validation score: -10.890902 Iteration 782, loss = 0.17537898 Validation score: -10.792795 Iteration 783, loss = 0.17426434 Validation score: -10.695430 Iteration 784, loss = 0.17315726 Validation score: -10.598800 Iteration 785, loss = 0.17205772 Validation score: -10.502902 Iteration 786, loss = 0.17096566 Validation score: -10.407731 Iteration 787, loss = 0.16988104 Validation score: -10.313282 Iteration 788, loss = 0.16880382 Validation score: -10.219551 Iteration 789, loss = 0.16773394 Validation score: -10.126533 Iteration 790, loss = 0.16667138 Validation score: -10.034224 Iteration 791, loss = 0.16561607 Validation score: -9.942619 Iteration 792, loss = 0.16456798 Validation score: -9.851714 Iteration 793, loss = 0.16352707 Validation score: -9.761504 Iteration 794, loss = 0.16249330 Validation score: -9.671986 Iteration 795, loss = 0.16146661 Validation score: -9.583154 Iteration 796, loss = 0.16044697 Validation score: -9.495004 Iteration 797, loss = 0.15943433 Validation score: -9.407532 Iteration 798, loss = 0.15842866 Validation score: -9.320734 Iteration 799, loss = 0.15742990 Validation score: -9.234605 Iteration 800, loss = 0.15643803 Validation score: -9.149142 Iteration 801, loss = 0.15545299 Validation score: -9.064339 Iteration 802, loss = 0.15447475 Validation score: -8.980192 Iteration 803, loss = 0.15350326 Validation score: -8.896698 Iteration 804, loss = 0.15253848 Validation score: -8.813852 Iteration 805, loss = 0.15158038 Validation score: -8.731650 Iteration 806, loss = 0.15062891 Validation score: -8.650088 Iteration 807, loss = 0.14968403 Validation score: -8.569162 Iteration 808, loss = 0.14874570 Validation score: -8.488867 Iteration 809, loss = 0.14781389 Validation score: -8.409200 Iteration 810, loss = 0.14688854 Validation score: -8.330157 Iteration 811, loss = 0.14596963 Validation score: -8.251733 Iteration 812, loss = 0.14505711 Validation score: -8.173925 Iteration 813, loss = 0.14415095 Validation score: -8.096728 Iteration 814, loss = 0.14325110 Validation score: -8.020138 Iteration 815, loss = 0.14235753 Validation score: -7.944153 Iteration 816, loss = 0.14147019 Validation score: -7.868767 Iteration 817, loss = 0.14058906 Validation score: -7.793977 Iteration 818, loss = 0.13971408 Validation score: -7.719779 Iteration 819, loss = 0.13884523 Validation score: -7.646168 Iteration 820, loss = 0.13798247 Validation score: -7.573143 Iteration 821, loss = 0.13712575 Validation score: -7.500697 Iteration 822, loss = 0.13627505 Validation score: -7.428828 Iteration 823, loss = 0.13543032 Validation score: -7.357532 Iteration 824, loss = 0.13459152 Validation score: -7.286805 Iteration 825, loss = 0.13375863 Validation score: -7.216644 Iteration 826, loss = 0.13293160 Validation score: -7.147044 Iteration 827, loss = 0.13211040 Validation score: -7.078002 Iteration 828, loss = 0.13129499 Validation score: -7.009514 Iteration 829, loss = 0.13048533 Validation score: -6.941577 Iteration 830, loss = 0.12968139 Validation score: -6.874187 Iteration 831, loss = 0.12888314 Validation score: -6.807340 Iteration 832, loss = 0.12809054 Validation score: -6.741033 Iteration 833, loss = 0.12730355 Validation score: -6.675262 Iteration 834, loss = 0.12652213 Validation score: -6.610024 Iteration 835, loss = 0.12574627 Validation score: -6.545315 Iteration 836, loss = 0.12497591 Validation score: -6.481131 Iteration 837, loss = 0.12421102 Validation score: -6.417470 Iteration 838, loss = 0.12345157 Validation score: -6.354327 Iteration 839, loss = 0.12269753 Validation score: -6.291699 Iteration 840, loss = 0.12194887 Validation score: -6.229583 Iteration 841, loss = 0.12120554 Validation score: -6.167976 Iteration 842, loss = 0.12046751 Validation score: -6.106873 Iteration 843, loss = 0.11973476 Validation score: -6.046271 Iteration 844, loss = 0.11900724 Validation score: -5.986168 Iteration 845, loss = 0.11828493 Validation score: -5.926559 Iteration 846, loss = 0.11756779 Validation score: -5.867442 Iteration 847, loss = 0.11685580 Validation score: -5.808813 Iteration 848, loss = 0.11614890 Validation score: -5.750669 Iteration 849, loss = 0.11544709 Validation score: -5.693006 Iteration 850, loss = 0.11475031 Validation score: -5.635822 Iteration 851, loss = 0.11405855 Validation score: -5.579113 Iteration 852, loss = 0.11337176 Validation score: -5.522875 Iteration 853, loss = 0.11268992 Validation score: -5.467107 Iteration 854, loss = 0.11201300 Validation score: -5.411803 Iteration 855, loss = 0.11134096 Validation score: -5.356962 Iteration 856, loss = 0.11067378 Validation score: -5.302580 Iteration 857, loss = 0.11001141 Validation score: -5.248655 Iteration 858, loss = 0.10935384 Validation score: -5.195181 Iteration 859, loss = 0.10870103 Validation score: -5.142158 Iteration 860, loss = 0.10805295 Validation score: -5.089582 Iteration 861, loss = 0.10740956 Validation score: -5.037449 Iteration 862, loss = 0.10677085 Validation score: -4.985757 Iteration 863, loss = 0.10613678 Validation score: -4.934502 Iteration 864, loss = 0.10550732 Validation score: -4.883682 Iteration 865, loss = 0.10488244 Validation score: -4.833293 Iteration 866, loss = 0.10426211 Validation score: -4.783333 Iteration 867, loss = 0.10364630 Validation score: -4.733799 Iteration 868, loss = 0.10303498 Validation score: -4.684687 Iteration 869, loss = 0.10242813 Validation score: -4.635995 Iteration 870, loss = 0.10182571 Validation score: -4.587720 Iteration 871, loss = 0.10122769 Validation score: -4.539859 Iteration 872, loss = 0.10063406 Validation score: -4.492409 Iteration 873, loss = 0.10004477 Validation score: -4.445367 Iteration 874, loss = 0.09945980 Validation score: -4.398730 Iteration 875, loss = 0.09887913 Validation score: -4.352497 Iteration 876, loss = 0.09830272 Validation score: -4.306662 Iteration 877, loss = 0.09773055 Validation score: -4.261225 Iteration 878, loss = 0.09716258 Validation score: -4.216182 Iteration 879, loss = 0.09659880 Validation score: -4.171530 Iteration 880, loss = 0.09603918 Validation score: -4.127267 Iteration 881, loss = 0.09548368 Validation score: -4.083390 Iteration 882, loss = 0.09493228 Validation score: -4.039896 Iteration 883, loss = 0.09438495 Validation score: -3.996782 Iteration 884, loss = 0.09384167 Validation score: -3.954046 Iteration 885, loss = 0.09330241 Validation score: -3.911686 Iteration 886, loss = 0.09276715 Validation score: -3.869698 Iteration 887, loss = 0.09223585 Validation score: -3.828079 Iteration 888, loss = 0.09170850 Validation score: -3.786828 Iteration 889, loss = 0.09118506 Validation score: -3.745942 Iteration 890, loss = 0.09066551 Validation score: -3.705417 Iteration 891, loss = 0.09014982 Validation score: -3.665252 Iteration 892, loss = 0.08963797 Validation score: -3.625444 Iteration 893, loss = 0.08912994 Validation score: -3.585990 Iteration 894, loss = 0.08862569 Validation score: -3.546888 Iteration 895, loss = 0.08812520 Validation score: -3.508135 Iteration 896, loss = 0.08762846 Validation score: -3.469728 Iteration 897, loss = 0.08713542 Validation score: -3.431666 Iteration 898, loss = 0.08664608 Validation score: -3.393946 Iteration 899, loss = 0.08616039 Validation score: -3.356565 Iteration 900, loss = 0.08567835 Validation score: -3.319521 Iteration 901, loss = 0.08519992 Validation score: -3.282812 Iteration 902, loss = 0.08472509 Validation score: -3.246434 Iteration 903, loss = 0.08425382 Validation score: -3.210387 Iteration 904, loss = 0.08378609 Validation score: -3.174666 Iteration 905, loss = 0.08332188 Validation score: -3.139270 Iteration 906, loss = 0.08286117 Validation score: -3.104197 Iteration 907, loss = 0.08240393 Validation score: -3.069444 Iteration 908, loss = 0.08195014 Validation score: -3.035008 Iteration 909, loss = 0.08149977 Validation score: -3.000888 Iteration 910, loss = 0.08105281 Validation score: -2.967082 Iteration 911, loss = 0.08060923 Validation score: -2.933586 Iteration 912, loss = 0.08016900 Validation score: -2.900399 Iteration 913, loss = 0.07973211 Validation score: -2.867518 Iteration 914, loss = 0.07929853 Validation score: -2.834941 Iteration 915, loss = 0.07886824 Validation score: -2.802666 Iteration 916, loss = 0.07844122 Validation score: -2.770691 Iteration 917, loss = 0.07801744 Validation score: -2.739013 Iteration 918, loss = 0.07759688 Validation score: -2.707630 Iteration 919, loss = 0.07717953 Validation score: -2.676541 Iteration 920, loss = 0.07676535 Validation score: -2.645742 Iteration 921, loss = 0.07635433 Validation score: -2.615232 Iteration 922, loss = 0.07594645 Validation score: -2.585009 Iteration 923, loss = 0.07554169 Validation score: -2.555070 Iteration 924, loss = 0.07514001 Validation score: -2.525413 Iteration 925, loss = 0.07474141 Validation score: -2.496036 Iteration 926, loss = 0.07434586 Validation score: -2.466938 Iteration 927, loss = 0.07395334 Validation score: -2.438116 Iteration 928, loss = 0.07356383 Validation score: -2.409567 Iteration 929, loss = 0.07317731 Validation score: -2.381291 Iteration 930, loss = 0.07279376 Validation score: -2.353284 Iteration 931, loss = 0.07241315 Validation score: -2.325545 Iteration 932, loss = 0.07203547 Validation score: -2.298072 Iteration 933, loss = 0.07166070 Validation score: -2.270863 Iteration 934, loss = 0.07128882 Validation score: -2.243916 Iteration 935, loss = 0.07091981 Validation score: -2.217228 Iteration 936, loss = 0.07055364 Validation score: -2.190799 Iteration 937, loss = 0.07019030 Validation score: -2.164625 Iteration 938, loss = 0.06982977 Validation score: -2.138705 Iteration 939, loss = 0.06947203 Validation score: -2.113037 Iteration 940, loss = 0.06911706 Validation score: -2.087620 Iteration 941, loss = 0.06876484 Validation score: -2.062450 Iteration 942, loss = 0.06841535 Validation score: -2.037527 Iteration 943, loss = 0.06806857 Validation score: -2.012848 Iteration 944, loss = 0.06772448 Validation score: -1.988412 Iteration 945, loss = 0.06738307 Validation score: -1.964216 Iteration 946, loss = 0.06704432 Validation score: -1.940260 Iteration 947, loss = 0.06670820 Validation score: -1.916540 Iteration 948, loss = 0.06637470 Validation score: -1.893055 Iteration 949, loss = 0.06604380 Validation score: -1.869804 Iteration 950, loss = 0.06571549 Validation score: -1.846784 Iteration 951, loss = 0.06538973 Validation score: -1.823994 Iteration 952, loss = 0.06506653 Validation score: -1.801432 Iteration 953, loss = 0.06474585 Validation score: -1.779097 Iteration 954, loss = 0.06442768 Validation score: -1.756985 Iteration 955, loss = 0.06411201 Validation score: -1.735097 Iteration 956, loss = 0.06379881 Validation score: -1.713429 Iteration 957, loss = 0.06348807 Validation score: -1.691980 Iteration 958, loss = 0.06317976 Validation score: -1.670749 Iteration 959, loss = 0.06287388 Validation score: -1.649734 Iteration 960, loss = 0.06257041 Validation score: -1.628933 Iteration 961, loss = 0.06226933 Validation score: -1.608344 Iteration 962, loss = 0.06197061 Validation score: -1.587966 Iteration 963, loss = 0.06167426 Validation score: -1.567798 Iteration 964, loss = 0.06138024 Validation score: -1.547836 Iteration 965, loss = 0.06108854 Validation score: -1.528081 Iteration 966, loss = 0.06079914 Validation score: -1.508529 Iteration 967, loss = 0.06051204 Validation score: -1.489180 Iteration 968, loss = 0.06022720 Validation score: -1.470032 Iteration 969, loss = 0.05994463 Validation score: -1.451084 Iteration 970, loss = 0.05966429 Validation score: -1.432333 Iteration 971, loss = 0.05938617 Validation score: -1.413778 Iteration 972, loss = 0.05911027 Validation score: -1.395418 Iteration 973, loss = 0.05883655 Validation score: -1.377251 Iteration 974, loss = 0.05856501 Validation score: -1.359276 Iteration 975, loss = 0.05829564 Validation score: -1.341490 Iteration 976, loss = 0.05802840 Validation score: -1.323893 Iteration 977, loss = 0.05776330 Validation score: -1.306483 Iteration 978, loss = 0.05750031 Validation score: -1.289258 Iteration 979, loss = 0.05723942 Validation score: -1.272217 Iteration 980, loss = 0.05698061 Validation score: -1.255359 Iteration 981, loss = 0.05672387 Validation score: -1.238681 Iteration 982, loss = 0.05646918 Validation score: -1.222183 Iteration 983, loss = 0.05621653 Validation score: -1.205863 Iteration 984, loss = 0.05596591 Validation score: -1.189719 Iteration 985, loss = 0.05571730 Validation score: -1.173751 Iteration 986, loss = 0.05547067 Validation score: -1.157956 Iteration 987, loss = 0.05522603 Validation score: -1.142334 Iteration 988, loss = 0.05498336 Validation score: -1.126883 Iteration 989, loss = 0.05474263 Validation score: -1.111601 Iteration 990, loss = 0.05450385 Validation score: -1.096487 Iteration 991, loss = 0.05426698 Validation score: -1.081539 Iteration 992, loss = 0.05403202 Validation score: -1.066757 Iteration 993, loss = 0.05379896 Validation score: -1.052139 Iteration 994, loss = 0.05356778 Validation score: -1.037684 Iteration 995, loss = 0.05333846 Validation score: -1.023390 Iteration 996, loss = 0.05311100 Validation score: -1.009256 Iteration 997, loss = 0.05288538 Validation score: -0.995280 Iteration 998, loss = 0.05266158 Validation score: -0.981461 Iteration 999, loss = 0.05243960 Validation score: -0.967799 Iteration 1000, loss = 0.05221941 Validation score: -0.954291 Iteration 1, loss = 22.93502440 Validation score: -421.939758 Iteration 2, loss = 22.87511519 Validation score: -420.689386 Iteration 3, loss = 22.81528545 Validation score: -419.440384 Iteration 4, loss = 22.75553859 Validation score: -418.193066 Iteration 5, loss = 22.69587754 Validation score: -416.947688 Iteration 6, loss = 22.63630481 Validation score: -415.704496 Iteration 7, loss = 22.57682239 Validation score: -414.463735 Iteration 8, loss = 22.51743172 Validation score: -413.225667 Iteration 9, loss = 22.45813353 Validation score: -411.990566 Iteration 10, loss = 22.39892777 Validation score: -410.758729 Iteration 11, loss = 22.33981349 Validation score: -409.530467 Iteration 12, loss = 22.28078871 Validation score: -408.306098 Iteration 13, loss = 22.22185031 Validation score: -407.085938 Iteration 14, loss = 22.16299408 Validation score: -405.870275 Iteration 15, loss = 22.10421471 Validation score: -404.659344 Iteration 16, loss = 22.04550602 Validation score: -403.453309 Iteration 17, loss = 21.98686119 Validation score: -402.252234 Iteration 18, loss = 21.92827311 Validation score: -401.056082 Iteration 19, loss = 21.86973467 Validation score: -399.864722 Iteration 20, loss = 21.81123903 Validation score: -398.677947 Iteration 21, loss = 21.75277978 Validation score: -397.495500 Iteration 22, loss = 21.69435101 Validation score: -396.317103 Iteration 23, loss = 21.63594725 Validation score: -395.142477 Iteration 24, loss = 21.57756342 Validation score: -393.971356 Iteration 25, loss = 21.51919476 Validation score: -392.803500 Iteration 26, loss = 21.46083673 Validation score: -391.638698 Iteration 27, loss = 21.40248492 Validation score: -390.476763 Iteration 28, loss = 21.34413505 Validation score: -389.317537 Iteration 29, loss = 21.28578288 Validation score: -388.160884 Iteration 30, loss = 21.22742422 Validation score: -387.006686 Iteration 31, loss = 21.16905489 Validation score: -385.854841 Iteration 32, loss = 21.11067078 Validation score: -384.705260 Iteration 33, loss = 21.05226776 Validation score: -383.557865 Iteration 34, loss = 20.99384180 Validation score: -382.412585 Iteration 35, loss = 20.93538888 Validation score: -381.269353 Iteration 36, loss = 20.87690507 Validation score: -380.128111 Iteration 37, loss = 20.81838652 Validation score: -378.988803 Iteration 38, loss = 20.75982944 Validation score: -377.851374 Iteration 39, loss = 20.70123011 Validation score: -376.715775 Iteration 40, loss = 20.64258489 Validation score: -375.581956 Iteration 41, loss = 20.58389018 Validation score: -374.449870 Iteration 42, loss = 20.52514245 Validation score: -373.319471 Iteration 43, loss = 20.46633818 Validation score: -372.190714 Iteration 44, loss = 20.40747385 Validation score: -371.063553 Iteration 45, loss = 20.34854597 Validation score: -369.937946 Iteration 46, loss = 20.28955103 Validation score: -368.813847 Iteration 47, loss = 20.23048549 Validation score: -367.691212 Iteration 48, loss = 20.17134577 Validation score: -366.569997 Iteration 49, loss = 20.11212827 Validation score: -365.450154 Iteration 50, loss = 20.05282933 Validation score: -364.331637 Iteration 51, loss = 19.99344525 Validation score: -363.214397 Iteration 52, loss = 19.93397226 Validation score: -362.098384 Iteration 53, loss = 19.87440655 Validation score: -360.983544 Iteration 54, loss = 19.81474424 Validation score: -359.869824 Iteration 55, loss = 19.75498140 Validation score: -358.757164 Iteration 56, loss = 19.69511406 Validation score: -357.645504 Iteration 57, loss = 19.63513818 Validation score: -356.534781 Iteration 58, loss = 19.57504971 Validation score: -355.424928 Iteration 59, loss = 19.51484455 Validation score: -354.315875 Iteration 60, loss = 19.45451857 Validation score: -353.207551 Iteration 61, loss = 19.39406766 Validation score: -352.099880 Iteration 62, loss = 19.33348768 Validation score: -350.992785 Iteration 63, loss = 19.27277455 Validation score: -349.886186 Iteration 64, loss = 19.21192417 Validation score: -348.780003 Iteration 65, loss = 19.15093254 Validation score: -347.674153 Iteration 66, loss = 19.08979570 Validation score: -346.568556 Iteration 67, loss = 19.02850978 Validation score: -345.463128 Iteration 68, loss = 18.96707099 Validation score: -344.357789 Iteration 69, loss = 18.90547567 Validation score: -343.252460 Iteration 70, loss = 18.84372028 Validation score: -342.147062 Iteration 71, loss = 18.78180141 Validation score: -341.041521 Iteration 72, loss = 18.71971580 Validation score: -339.935766 Iteration 73, loss = 18.65746034 Validation score: -338.829728 Iteration 74, loss = 18.59503212 Validation score: -337.723344 Iteration 75, loss = 18.53242837 Validation score: -336.616555 Iteration 76, loss = 18.46964655 Validation score: -335.509307 Iteration 77, loss = 18.40668430 Validation score: -334.401550 Iteration 78, loss = 18.34353949 Validation score: -333.293242 Iteration 79, loss = 18.28021020 Validation score: -332.184344 Iteration 80, loss = 18.21669478 Validation score: -331.074825 Iteration 81, loss = 18.15299182 Validation score: -329.964657 Iteration 82, loss = 18.08910017 Validation score: 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score: -310.991387 Iteration 99, loss = 16.97459060 Validation score: -309.870558 Iteration 100, loss = 16.90750282 Validation score: -308.749443 Iteration 101, loss = 16.84027371 Validation score: -307.628095 Iteration 102, loss = 16.77290983 Validation score: -306.506568 Iteration 103, loss = 16.70541817 Validation score: -305.384921 Iteration 104, loss = 16.63780609 Validation score: -304.263214 Iteration 105, loss = 16.57008133 Validation score: -303.141509 Iteration 106, loss = 16.50225204 Validation score: -302.019869 Iteration 107, loss = 16.43432669 Validation score: -300.898362 Iteration 108, loss = 16.36631412 Validation score: -299.777057 Iteration 109, loss = 16.29822351 Validation score: -298.656023 Iteration 110, loss = 16.23006438 Validation score: -297.535334 Iteration 111, loss = 16.16184653 Validation score: -296.415063 Iteration 112, loss = 16.09358008 Validation score: -295.295289 Iteration 113, loss = 16.02527543 Validation score: -294.176088 Iteration 114, loss = 15.95694322 Validation score: -293.057541 Iteration 115, loss = 15.88859437 Validation score: -291.939729 Iteration 116, loss = 15.82023998 Validation score: -290.822735 Iteration 117, loss = 15.75189138 Validation score: -289.706644 Iteration 118, loss = 15.68356007 Validation score: -288.591542 Iteration 119, loss = 15.61525773 Validation score: -287.477513 Iteration 120, loss = 15.54699614 Validation score: -286.364646 Iteration 121, loss = 15.47878723 Validation score: -285.253028 Iteration 122, loss = 15.41064299 Validation score: -284.142746 Iteration 123, loss = 15.34257550 Validation score: -283.033886 Iteration 124, loss = 15.27459688 Validation score: -281.926537 Iteration 125, loss = 15.20671926 Validation score: -280.820782 Iteration 126, loss = 15.13895477 Validation score: -279.716707 Iteration 127, loss = 15.07131551 Validation score: -278.614393 Iteration 128, loss = 15.00381353 Validation score: -277.513922 Iteration 129, loss = 14.93646082 Validation score: -276.415371 Iteration 130, loss = 14.86926925 Validation score: -275.318815 Iteration 131, loss = 14.80225057 Validation score: -274.224326 Iteration 132, loss = 14.73541639 Validation score: -273.131972 Iteration 133, loss = 14.66877816 Validation score: -272.041819 Iteration 134, loss = 14.60234711 Validation score: -270.953927 Iteration 135, loss = 14.53613428 Validation score: -269.868352 Iteration 136, loss = 14.47015044 Validation score: -268.785146 Iteration 137, loss = 14.40440611 Validation score: -267.704356 Iteration 138, loss = 14.33891150 Validation score: -266.626026 Iteration 139, loss = 14.27367652 Validation score: -265.550194 Iteration 140, loss = 14.20871073 Validation score: -264.476894 Iteration 141, loss = 14.14402333 Validation score: -263.406155 Iteration 142, loss = 14.07962314 Validation score: -262.338002 Iteration 143, loss = 14.01551855 Validation score: -261.272459 Iteration 144, loss = 13.95171756 Validation score: -260.209542 Iteration 145, loss = 13.88822770 Validation score: -259.149268 Iteration 146, loss = 13.82505604 Validation score: -258.091649 Iteration 147, loss = 13.76220920 Validation score: -257.036697 Iteration 148, loss = 13.69969330 Validation score: -255.984422 Iteration 149, loss = 13.63751397 Validation score: -254.934832 Iteration 150, loss = 13.57567634 Validation score: -253.887937 Iteration 151, loss = 13.51418504 Validation score: -252.843747 Iteration 152, loss = 13.45304420 Validation score: -251.802272 Iteration 153, loss = 13.39225746 Validation score: -250.763524 Iteration 154, loss = 13.33182793 Validation score: -249.727516 Iteration 155, loss = 13.27175826 Validation score: -248.694264 Iteration 156, loss = 13.21205061 Validation score: -247.663785 Iteration 157, loss = 13.15270663 Validation score: -246.636097 Iteration 158, loss = 13.09372756 Validation score: -245.611220 Iteration 159, loss = 13.03511413 Validation score: -244.589176 Iteration 160, loss = 12.97686665 Validation score: 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12.09343340 Validation score: -227.665689 Iteration 177, loss = 12.04109585 Validation score: -226.697193 Iteration 178, loss = 11.98907116 Validation score: -225.731657 Iteration 179, loss = 11.93735418 Validation score: -224.769062 Iteration 180, loss = 11.88593962 Validation score: -223.809383 Iteration 181, loss = 11.83482210 Validation score: -222.852595 Iteration 182, loss = 11.78399615 Validation score: -221.898670 Iteration 183, loss = 11.73345620 Validation score: -220.947579 Iteration 184, loss = 11.68319665 Validation score: -219.999288 Iteration 185, loss = 11.63321183 Validation score: -219.053766 Iteration 186, loss = 11.58349603 Validation score: -218.110977 Iteration 187, loss = 11.53404354 Validation score: -217.170885 Iteration 188, loss = 11.48484860 Validation score: -216.233453 Iteration 189, loss = 11.43590547 Validation score: -215.298644 Iteration 190, loss = 11.38720843 Validation score: -214.366419 Iteration 191, loss = 11.33875175 Validation score: 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10.59166190 Validation score: -198.876350 Iteration 208, loss = 10.54647081 Validation score: -197.984187 Iteration 209, loss = 10.50142830 Validation score: -197.093950 Iteration 210, loss = 10.45653016 Validation score: -196.205619 Iteration 211, loss = 10.41177233 Validation score: -195.319176 Iteration 212, loss = 10.36715084 Validation score: -194.434603 Iteration 213, loss = 10.32266183 Validation score: -193.551888 Iteration 214, loss = 10.27830156 Validation score: -192.671018 Iteration 215, loss = 10.23406641 Validation score: -191.791986 Iteration 216, loss = 10.18995286 Validation score: -190.914783 Iteration 217, loss = 10.14595751 Validation score: -190.039405 Iteration 218, loss = 10.10207707 Validation score: -189.165852 Iteration 219, loss = 10.05830836 Validation score: -188.294124 Iteration 220, loss = 10.01464831 Validation score: -187.424225 Iteration 221, loss = 9.97109395 Validation score: -186.556159 Iteration 222, loss = 9.92764243 Validation score: -185.689937 Iteration 223, loss = 9.88429100 Validation score: -184.825567 Iteration 224, loss = 9.84103701 Validation score: -183.963065 Iteration 225, loss = 9.79787792 Validation score: -183.102444 Iteration 226, loss = 9.75481128 Validation score: -182.243724 Iteration 227, loss = 9.71183476 Validation score: -181.386924 Iteration 228, loss = 9.66894609 Validation score: -180.532067 Iteration 229, loss = 9.62614312 Validation score: -179.679176 Iteration 230, loss = 9.58342379 Validation score: -178.828279 Iteration 231, loss = 9.54078614 Validation score: -177.979404 Iteration 232, loss = 9.49822827 Validation score: -177.132580 Iteration 233, loss = 9.45574839 Validation score: -176.287840 Iteration 234, loss = 9.41334480 Validation score: -175.445218 Iteration 235, loss = 9.37101586 Validation score: -174.604747 Iteration 236, loss = 9.32876004 Validation score: -173.766466 Iteration 237, loss = 9.28657586 Validation score: -172.930411 Iteration 238, loss = 9.24446195 Validation score: 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score: -159.099541 Iteration 255, loss = 8.53829657 Validation score: -158.311039 Iteration 256, loss = 8.49729542 Validation score: -157.525620 Iteration 257, loss = 8.45635228 Validation score: -156.743333 Iteration 258, loss = 8.41546728 Validation score: -155.964224 Iteration 259, loss = 8.37464059 Validation score: -155.188340 Iteration 260, loss = 8.33387249 Validation score: -154.415725 Iteration 261, loss = 8.29316335 Validation score: -153.646426 Iteration 262, loss = 8.25251361 Validation score: -152.880486 Iteration 263, loss = 8.21192382 Validation score: -152.117952 Iteration 264, loss = 8.17139462 Validation score: -151.358865 Iteration 265, loss = 8.13092676 Validation score: -150.603268 Iteration 266, loss = 8.09052109 Validation score: -149.851204 Iteration 267, loss = 8.05017858 Validation score: -149.102712 Iteration 268, loss = 8.00990031 Validation score: -148.357834 Iteration 269, loss = 7.96968750 Validation score: -147.616607 Iteration 270, loss = 7.92954148 Validation score: -146.879069 Iteration 271, loss = 7.88946377 Validation score: -146.145255 Iteration 272, loss = 7.84945602 Validation score: -145.415202 Iteration 273, loss = 7.80952004 Validation score: -144.688942 Iteration 274, loss = 7.76965786 Validation score: -143.966507 Iteration 275, loss = 7.72987170 Validation score: -143.247928 Iteration 276, loss = 7.69016399 Validation score: -142.533232 Iteration 277, loss = 7.65053740 Validation score: -141.822447 Iteration 278, loss = 7.61099488 Validation score: -141.115597 Iteration 279, loss = 7.57153965 Validation score: -140.412706 Iteration 280, loss = 7.53217524 Validation score: -139.713795 Iteration 281, loss = 7.49290550 Validation score: -139.018883 Iteration 282, loss = 7.45373463 Validation score: -138.327987 Iteration 283, loss = 7.41466720 Validation score: -137.641123 Iteration 284, loss = 7.37570817 Validation score: -136.958303 Iteration 285, loss = 7.33686289 Validation score: -136.279541 Iteration 286, loss = 7.29813711 Validation score: -135.604845 Iteration 287, loss = 7.25953701 Validation score: -134.934222 Iteration 288, loss = 7.22106915 Validation score: -134.267680 Iteration 289, loss = 7.18274050 Validation score: -133.605221 Iteration 290, loss = 7.14455839 Validation score: -132.946850 Iteration 291, loss = 7.10653047 Validation score: -132.292567 Iteration 292, loss = 7.06866469 Validation score: -131.642373 Iteration 293, loss = 7.03096924 Validation score: -130.996264 Iteration 294, loss = 6.99345249 Validation score: -130.354240 Iteration 295, loss = 6.95612288 Validation score: -129.716295 Iteration 296, loss = 6.91898892 Validation score: -129.082425 Iteration 297, loss = 6.88205903 Validation score: -128.452624 Iteration 298, loss = 6.84534149 Validation score: -127.826885 Iteration 299, loss = 6.80884436 Validation score: -127.205200 Iteration 300, loss = 6.77257536 Validation score: -126.587559 Iteration 301, loss = 6.73654185 Validation score: -125.973954 Iteration 302, loss = 6.70075071 Validation score: -125.364374 Iteration 303, loss = 6.66520828 Validation score: -124.758807 Iteration 304, loss = 6.62992033 Validation score: -124.157240 Iteration 305, loss = 6.59489201 Validation score: -123.559662 Iteration 306, loss = 6.56012781 Validation score: -122.966056 Iteration 307, loss = 6.52563154 Validation score: -122.376409 Iteration 308, loss = 6.49140636 Validation score: -121.790705 Iteration 309, loss = 6.45745474 Validation score: -121.208926 Iteration 310, loss = 6.42377850 Validation score: -120.631054 Iteration 311, loss = 6.39037883 Validation score: -120.057071 Iteration 312, loss = 6.35725631 Validation score: -119.486957 Iteration 313, loss = 6.32441096 Validation score: -118.920691 Iteration 314, loss = 6.29184229 Validation score: -118.358252 Iteration 315, loss = 6.25954929 Validation score: -117.799617 Iteration 316, loss = 6.22753056 Validation score: -117.244763 Iteration 317, loss = 6.19578427 Validation score: -116.693666 Iteration 318, loss = 6.16430826 Validation score: -116.146300 Iteration 319, loss = 6.13310008 Validation score: -115.602640 Iteration 320, loss = 6.10215699 Validation score: -115.062660 Iteration 321, loss = 6.07147605 Validation score: -114.526332 Iteration 322, loss = 6.04105412 Validation score: -113.993628 Iteration 323, loss = 6.01088792 Validation score: -113.464520 Iteration 324, loss = 5.98097405 Validation score: -112.938979 Iteration 325, loss = 5.95130901 Validation score: -112.416976 Iteration 326, loss = 5.92188923 Validation score: -111.898479 Iteration 327, loss = 5.89271110 Validation score: -111.383459 Iteration 328, loss = 5.86377098 Validation score: -110.871885 Iteration 329, loss = 5.83506524 Validation score: -110.363726 Iteration 330, loss = 5.80659022 Validation score: -109.858949 Iteration 331, loss = 5.77834230 Validation score: -109.357524 Iteration 332, loss = 5.75031790 Validation score: -108.859419 Iteration 333, loss = 5.72251345 Validation score: -108.364600 Iteration 334, loss = 5.69492544 Validation score: -107.873037 Iteration 335, loss = 5.66755042 Validation score: -107.384695 Iteration 336, loss = 5.64038498 Validation score: -106.899544 Iteration 337, loss = 5.61342577 Validation score: -106.417550 Iteration 338, loss = 5.58666952 Validation score: -105.938681 Iteration 339, loss = 5.56011301 Validation score: -105.462904 Iteration 340, loss = 5.53375310 Validation score: -104.990188 Iteration 341, loss = 5.50758670 Validation score: -104.520499 Iteration 342, loss = 5.48161079 Validation score: -104.053806 Iteration 343, loss = 5.45582245 Validation score: -103.590076 Iteration 344, loss = 5.43021878 Validation score: -103.129278 Iteration 345, loss = 5.40479698 Validation score: -102.671379 Iteration 346, loss = 5.37955431 Validation score: -102.216349 Iteration 347, loss = 5.35448809 Validation score: -101.764157 Iteration 348, loss = 5.32959570 Validation score: -101.314770 Iteration 349, loss = 5.30487459 Validation score: -100.868159 Iteration 350, loss = 5.28032229 Validation score: -100.424294 Iteration 351, loss = 5.25593635 Validation score: -99.983143 Iteration 352, loss = 5.23171440 Validation score: -99.544677 Iteration 353, loss = 5.20765415 Validation score: -99.108867 Iteration 354, loss = 5.18375331 Validation score: -98.675683 Iteration 355, loss = 5.16000970 Validation score: -98.245096 Iteration 356, loss = 5.13642116 Validation score: -97.817079 Iteration 357, loss = 5.11298559 Validation score: -97.391602 Iteration 358, loss = 5.08970095 Validation score: -96.968639 Iteration 359, loss = 5.06656522 Validation score: -96.548161 Iteration 360, loss = 5.04357646 Validation score: -96.130141 Iteration 361, loss = 5.02073274 Validation score: -95.714554 Iteration 362, loss = 4.99803222 Validation score: -95.301371 Iteration 363, loss = 4.97547305 Validation score: -94.890568 Iteration 364, loss = 4.95305347 Validation score: -94.482119 Iteration 365, loss = 4.93077171 Validation score: 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-67.470601 Iteration 446, loss = 3.47358493 Validation score: -67.196398 Iteration 447, loss = 3.45893467 Validation score: -66.923362 Iteration 448, loss = 3.44434933 Validation score: -66.651486 Iteration 449, loss = 3.42982848 Validation score: -66.380762 Iteration 450, loss = 3.41537167 Validation score: -66.111183 Iteration 451, loss = 3.40097849 Validation score: -65.842742 Iteration 452, loss = 3.38664853 Validation score: -65.575432 Iteration 453, loss = 3.37238137 Validation score: -65.309246 Iteration 454, loss = 3.35817660 Validation score: -65.044178 Iteration 455, loss = 3.34403383 Validation score: -64.780219 Iteration 456, loss = 3.32995266 Validation score: -64.517364 Iteration 457, loss = 3.31593269 Validation score: -64.255607 Iteration 458, loss = 3.30197353 Validation score: -63.994939 Iteration 459, loss = 3.28807482 Validation score: -63.735356 Iteration 460, loss = 3.27423616 Validation score: -63.476850 Iteration 461, loss = 3.26045718 Validation score: 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-26.666515 Iteration 670, loss = 1.32252057 Validation score: -26.551783 Iteration 671, loss = 1.31657347 Validation score: -26.437492 Iteration 672, loss = 1.31065006 Validation score: -26.323641 Iteration 673, loss = 1.30475026 Validation score: -26.210228 Iteration 674, loss = 1.29887397 Validation score: -26.097251 Iteration 675, loss = 1.29302113 Validation score: -25.984708 Iteration 676, loss = 1.28719163 Validation score: -25.872600 Iteration 677, loss = 1.28138540 Validation score: -25.760923 Iteration 678, loss = 1.27560237 Validation score: -25.649676 Iteration 679, loss = 1.26984243 Validation score: -25.538859 Iteration 680, loss = 1.26410551 Validation score: -25.428468 Iteration 681, loss = 1.25839154 Validation score: -25.318504 Iteration 682, loss = 1.25270042 Validation score: -25.208964 Iteration 683, loss = 1.24703207 Validation score: -25.099847 Iteration 684, loss = 1.24138642 Validation score: -24.991151 Iteration 685, loss = 1.23576338 Validation score: -24.882875 Iteration 686, loss = 1.23016288 Validation score: -24.775018 Iteration 687, loss = 1.22458482 Validation score: -24.667578 Iteration 688, loss = 1.21902914 Validation score: -24.560554 Iteration 689, loss = 1.21349576 Validation score: -24.453943 Iteration 690, loss = 1.20798458 Validation score: -24.347745 Iteration 691, loss = 1.20249554 Validation score: -24.241959 Iteration 692, loss = 1.19702856 Validation score: -24.136583 Iteration 693, loss = 1.19158355 Validation score: -24.031615 Iteration 694, loss = 1.18616045 Validation score: -23.927054 Iteration 695, loss = 1.18075916 Validation score: -23.822898 Iteration 696, loss = 1.17537962 Validation score: -23.719147 Iteration 697, loss = 1.17002175 Validation score: -23.615799 Iteration 698, loss = 1.16468547 Validation score: -23.512852 Iteration 699, loss = 1.15937070 Validation score: -23.410305 Iteration 700, loss = 1.15407736 Validation score: -23.308156 Iteration 701, loss = 1.14880539 Validation score: -23.206405 Iteration 702, loss = 1.14355471 Validation score: -23.105050 Iteration 703, loss = 1.13832523 Validation score: -23.004090 Iteration 704, loss = 1.13311689 Validation score: -22.903522 Iteration 705, loss = 1.12792961 Validation score: -22.803346 Iteration 706, loss = 1.12276331 Validation score: -22.703561 Iteration 707, loss = 1.11761793 Validation score: -22.604165 Iteration 708, loss = 1.11249338 Validation score: -22.505156 Iteration 709, loss = 1.10738960 Validation score: -22.406534 Iteration 710, loss = 1.10230650 Validation score: -22.308297 Iteration 711, loss = 1.09724402 Validation score: -22.210444 Iteration 712, loss = 1.09220209 Validation score: -22.112973 Iteration 713, loss = 1.08718063 Validation score: -22.015884 Iteration 714, loss = 1.08217956 Validation score: -21.919174 Iteration 715, loss = 1.07719882 Validation score: -21.822842 Iteration 716, loss = 1.07223834 Validation score: -21.726888 Iteration 717, loss = 1.06729804 Validation score: -21.631309 Iteration 718, loss = 1.06237784 Validation score: -21.536105 Iteration 719, loss = 1.05747769 Validation score: -21.441274 Iteration 720, loss = 1.05259751 Validation score: -21.346816 Iteration 721, loss = 1.04773723 Validation score: -21.252728 Iteration 722, loss = 1.04289678 Validation score: -21.159009 Iteration 723, loss = 1.03807608 Validation score: -21.065658 Iteration 724, loss = 1.03327507 Validation score: -20.972675 Iteration 725, loss = 1.02849368 Validation score: -20.880057 Iteration 726, loss = 1.02373184 Validation score: -20.787803 Iteration 727, loss = 1.01898948 Validation score: -20.695912 Iteration 728, loss = 1.01426653 Validation score: -20.604383 Iteration 729, loss = 1.00956293 Validation score: -20.513215 Iteration 730, loss = 1.00487859 Validation score: -20.422406 Iteration 731, loss = 1.00021347 Validation score: -20.331955 Iteration 732, loss = 0.99556748 Validation score: -20.241861 Iteration 733, loss = 0.99094056 Validation score: -20.152123 Iteration 734, loss = 0.98633265 Validation score: -20.062739 Iteration 735, loss = 0.98174367 Validation score: -19.973708 Iteration 736, loss = 0.97717356 Validation score: -19.885029 Iteration 737, loss = 0.97262225 Validation score: -19.796701 Iteration 738, loss = 0.96808968 Validation score: -19.708722 Iteration 739, loss = 0.96357578 Validation score: -19.621092 Iteration 740, loss = 0.95908048 Validation score: -19.533808 Iteration 741, loss = 0.95460371 Validation score: -19.446871 Iteration 742, loss = 0.95014542 Validation score: -19.360278 Iteration 743, loss = 0.94570554 Validation score: -19.274029 Iteration 744, loss = 0.94128400 Validation score: -19.188123 Iteration 745, loss = 0.93688073 Validation score: -19.102557 Iteration 746, loss = 0.93249567 Validation score: -19.017331 Iteration 747, loss = 0.92812876 Validation score: -18.932445 Iteration 748, loss = 0.92377994 Validation score: -18.847895 Iteration 749, loss = 0.91944913 Validation score: -18.763683 Iteration 750, loss = 0.91513628 Validation score: -18.679805 Iteration 751, loss = 0.91084132 Validation score: -18.596262 Iteration 752, loss = 0.90656418 Validation score: -18.513052 Iteration 753, loss = 0.90230481 Validation score: -18.430173 Iteration 754, loss = 0.89806314 Validation score: -18.347626 Iteration 755, loss = 0.89383912 Validation score: -18.265407 Iteration 756, loss = 0.88963266 Validation score: -18.183518 Iteration 757, loss = 0.88544372 Validation score: -18.101955 Iteration 758, loss = 0.88127224 Validation score: -18.020719 Iteration 759, loss = 0.87711814 Validation score: -17.939807 Iteration 760, loss = 0.87298137 Validation score: -17.859220 Iteration 761, loss = 0.86886186 Validation score: -17.778955 Iteration 762, loss = 0.86475957 Validation score: -17.699012 Iteration 763, loss = 0.86067441 Validation score: -17.619389 Iteration 764, loss = 0.85660634 Validation score: -17.540086 Iteration 765, loss = 0.85255529 Validation score: -17.461101 Iteration 766, loss = 0.84852120 Validation score: -17.382433 Iteration 767, loss = 0.84450402 Validation score: -17.304082 Iteration 768, loss = 0.84050367 Validation score: -17.226045 Iteration 769, loss = 0.83652011 Validation score: -17.148322 Iteration 770, loss = 0.83255326 Validation score: -17.070913 Iteration 771, loss = 0.82860308 Validation score: -16.993814 Iteration 772, loss = 0.82466951 Validation score: -16.917027 Iteration 773, loss = 0.82075247 Validation score: -16.840549 Iteration 774, loss = 0.81685192 Validation score: -16.764380 Iteration 775, loss = 0.81296780 Validation score: -16.688518 Iteration 776, loss = 0.80910004 Validation score: -16.612962 Iteration 777, loss = 0.80524859 Validation score: -16.537712 Iteration 778, loss = 0.80141339 Validation score: -16.462765 Iteration 779, loss = 0.79759439 Validation score: -16.388122 Iteration 780, loss = 0.79379152 Validation score: -16.313782 Iteration 781, loss = 0.79000472 Validation score: -16.239742 Iteration 782, loss = 0.78623395 Validation score: -16.166002 Iteration 783, loss = 0.78247914 Validation score: -16.092561 Iteration 784, loss = 0.77874023 Validation score: -16.019418 Iteration 785, loss = 0.77501717 Validation score: -15.946572 Iteration 786, loss = 0.77130990 Validation score: -15.874022 Iteration 787, loss = 0.76761837 Validation score: -15.801766 Iteration 788, loss = 0.76394252 Validation score: -15.729805 Iteration 789, loss = 0.76028228 Validation score: -15.658136 Iteration 790, loss = 0.75663762 Validation score: -15.586759 Iteration 791, loss = 0.75300846 Validation score: -15.515673 Iteration 792, loss = 0.74939476 Validation score: -15.444876 Iteration 793, loss = 0.74579646 Validation score: -15.374368 Iteration 794, loss = 0.74221350 Validation score: -15.304147 Iteration 795, loss = 0.73864584 Validation score: -15.234214 Iteration 796, loss = 0.73509340 Validation score: -15.164566 Iteration 797, loss = 0.73155615 Validation score: -15.095202 Iteration 798, loss = 0.72803402 Validation score: -15.026123 Iteration 799, loss = 0.72452696 Validation score: -14.957326 Iteration 800, loss = 0.72103491 Validation score: -14.888810 Iteration 801, loss = 0.71755783 Validation score: -14.820576 Iteration 802, loss = 0.71409565 Validation score: -14.752621 Iteration 803, loss = 0.71064833 Validation score: -14.684944 Iteration 804, loss = 0.70721581 Validation score: -14.617546 Iteration 805, loss = 0.70379804 Validation score: -14.550424 Iteration 806, loss = 0.70039496 Validation score: -14.483578 Iteration 807, loss = 0.69700652 Validation score: -14.417007 Iteration 808, loss = 0.69363266 Validation score: -14.350710 Iteration 809, loss = 0.69027335 Validation score: -14.284686 Iteration 810, loss = 0.68692851 Validation score: -14.218933 Iteration 811, loss = 0.68359811 Validation score: -14.153452 Iteration 812, loss = 0.68028208 Validation score: -14.088240 Iteration 813, loss = 0.67698038 Validation score: -14.023298 Iteration 814, loss = 0.67369295 Validation score: -13.958624 Iteration 815, loss = 0.67041975 Validation score: -13.894216 Iteration 816, loss = 0.66716071 Validation score: -13.830076 Iteration 817, loss = 0.66391579 Validation score: -13.766200 Iteration 818, loss = 0.66068494 Validation score: -13.702589 Iteration 819, loss = 0.65746811 Validation score: -13.639241 Iteration 820, loss = 0.65426524 Validation score: -13.576155 Iteration 821, loss = 0.65107629 Validation score: -13.513332 Iteration 822, loss = 0.64790120 Validation score: -13.450768 Iteration 823, loss = 0.64473993 Validation score: -13.388465 Iteration 824, loss = 0.64159241 Validation score: -13.326420 Iteration 825, loss = 0.63845861 Validation score: -13.264633 Iteration 826, loss = 0.63533848 Validation score: -13.203103 Iteration 827, loss = 0.63223195 Validation score: -13.141829 Iteration 828, loss = 0.62913899 Validation score: -13.080811 Iteration 829, loss = 0.62605954 Validation score: -13.020046 Iteration 830, loss = 0.62299356 Validation score: -12.959535 Iteration 831, loss = 0.61994099 Validation score: -12.899276 Iteration 832, loss = 0.61690179 Validation score: -12.839268 Iteration 833, loss = 0.61387590 Validation score: -12.779512 Iteration 834, loss = 0.61086328 Validation score: -12.720005 Iteration 835, loss = 0.60786388 Validation score: -12.660746 Iteration 836, loss = 0.60487766 Validation score: -12.601736 Iteration 837, loss = 0.60190455 Validation score: -12.542973 Iteration 838, loss = 0.59894452 Validation score: -12.484456 Iteration 839, loss = 0.59599751 Validation score: -12.426184 Iteration 840, loss = 0.59306349 Validation score: -12.368157 Iteration 841, loss = 0.59014239 Validation score: -12.310373 Iteration 842, loss = 0.58723417 Validation score: -12.252832 Iteration 843, loss = 0.58433880 Validation score: -12.195532 Iteration 844, loss = 0.58145620 Validation score: -12.138474 Iteration 845, loss = 0.57858635 Validation score: -12.081655 Iteration 846, loss = 0.57572920 Validation score: -12.025076 Iteration 847, loss = 0.57288469 Validation score: -11.968735 Iteration 848, loss = 0.57005278 Validation score: -11.912632 Iteration 849, loss = 0.56723342 Validation score: -11.856765 Iteration 850, loss = 0.56442657 Validation score: -11.801134 Iteration 851, loss = 0.56163218 Validation score: -11.745738 Iteration 852, loss = 0.55885020 Validation score: -11.690576 Iteration 853, loss = 0.55608060 Validation score: -11.635647 Iteration 854, loss = 0.55332331 Validation score: -11.580951 Iteration 855, loss = 0.55057830 Validation score: -11.526486 Iteration 856, loss = 0.54784553 Validation score: -11.472252 Iteration 857, loss = 0.54512493 Validation score: -11.418248 Iteration 858, loss = 0.54241648 Validation score: -11.364473 Iteration 859, loss = 0.53972013 Validation score: -11.310926 Iteration 860, loss = 0.53703582 Validation score: -11.257607 Iteration 861, loss = 0.53436352 Validation score: -11.204514 Iteration 862, loss = 0.53170317 Validation score: -11.151647 Iteration 863, loss = 0.52905475 Validation score: -11.099005 Iteration 864, loss = 0.52641819 Validation score: -11.046587 Iteration 865, loss = 0.52379346 Validation score: -10.994392 Iteration 866, loss = 0.52118051 Validation score: -10.942420 Iteration 867, loss = 0.51857930 Validation score: -10.890669 Iteration 868, loss = 0.51598978 Validation score: -10.839140 Iteration 869, loss = 0.51341192 Validation score: -10.787830 Iteration 870, loss = 0.51084566 Validation score: -10.736740 Iteration 871, loss = 0.50829096 Validation score: -10.685868 Iteration 872, loss = 0.50574779 Validation score: -10.635214 Iteration 873, loss = 0.50321608 Validation score: -10.584776 Iteration 874, loss = 0.50069582 Validation score: -10.534555 Iteration 875, loss = 0.49818694 Validation score: -10.484550 Iteration 876, loss = 0.49568941 Validation score: -10.434758 Iteration 877, loss = 0.49320318 Validation score: -10.385181 Iteration 878, loss = 0.49072821 Validation score: -10.335816 Iteration 879, loss = 0.48826446 Validation score: -10.286663 Iteration 880, loss = 0.48581189 Validation score: -10.237722 Iteration 881, loss = 0.48337045 Validation score: -10.188992 Iteration 882, loss = 0.48094011 Validation score: -10.140471 Iteration 883, loss = 0.47852081 Validation score: -10.092160 Iteration 884, loss = 0.47611253 Validation score: -10.044057 Iteration 885, loss = 0.47371521 Validation score: -9.996161 Iteration 886, loss = 0.47132881 Validation score: -9.948472 Iteration 887, loss = 0.46895330 Validation score: -9.900989 Iteration 888, loss = 0.46658863 Validation score: -9.853711 Iteration 889, loss = 0.46423475 Validation score: -9.806638 Iteration 890, loss = 0.46189164 Validation score: -9.759769 Iteration 891, loss = 0.45955925 Validation score: -9.713102 Iteration 892, loss = 0.45723753 Validation score: -9.666638 Iteration 893, loss = 0.45492645 Validation score: -9.620375 Iteration 894, loss = 0.45262597 Validation score: -9.574313 Iteration 895, loss = 0.45033604 Validation score: -9.528451 Iteration 896, loss = 0.44805663 Validation score: -9.482789 Iteration 897, loss = 0.44578769 Validation score: -9.437325 Iteration 898, loss = 0.44352919 Validation score: -9.392058 Iteration 899, loss = 0.44128108 Validation score: -9.346989 Iteration 900, loss = 0.43904333 Validation score: -9.302116 Iteration 901, loss = 0.43681589 Validation score: -9.257438 Iteration 902, loss = 0.43459873 Validation score: -9.212956 Iteration 903, loss = 0.43239180 Validation score: -9.168667 Iteration 904, loss = 0.43019507 Validation score: -9.124572 Iteration 905, loss = 0.42800850 Validation score: -9.080670 Iteration 906, loss = 0.42583204 Validation score: -9.036959 Iteration 907, loss = 0.42366567 Validation score: -8.993440 Iteration 908, loss = 0.42150933 Validation score: -8.950112 Iteration 909, loss = 0.41936300 Validation score: -8.906973 Iteration 910, loss = 0.41722662 Validation score: -8.864023 Iteration 911, loss = 0.41510018 Validation score: -8.821262 Iteration 912, loss = 0.41298361 Validation score: -8.778688 Iteration 913, loss = 0.41087690 Validation score: -8.736301 Iteration 914, loss = 0.40877999 Validation score: -8.694101 Iteration 915, loss = 0.40669286 Validation score: -8.652086 Iteration 916, loss = 0.40461545 Validation score: -8.610257 Iteration 917, loss = 0.40254775 Validation score: -8.568611 Iteration 918, loss = 0.40048970 Validation score: -8.527149 Iteration 919, loss = 0.39844126 Validation score: -8.485869 Iteration 920, loss = 0.39640242 Validation score: -8.444772 Iteration 921, loss = 0.39437311 Validation score: -8.403856 Iteration 922, loss = 0.39235332 Validation score: -8.363121 Iteration 923, loss = 0.39034299 Validation score: -8.322566 Iteration 924, loss = 0.38834210 Validation score: -8.282191 Iteration 925, loss = 0.38635060 Validation score: -8.241994 Iteration 926, loss = 0.38436847 Validation score: -8.201975 Iteration 927, loss = 0.38239565 Validation score: -8.162134 Iteration 928, loss = 0.38043213 Validation score: -8.122469 Iteration 929, loss = 0.37847785 Validation score: -8.082980 Iteration 930, loss = 0.37653278 Validation score: -8.043666 Iteration 931, loss = 0.37459690 Validation score: -8.004528 Iteration 932, loss = 0.37267015 Validation score: -7.965563 Iteration 933, loss = 0.37075251 Validation score: -7.926771 Iteration 934, loss = 0.36884394 Validation score: -7.888153 Iteration 935, loss = 0.36694440 Validation score: -7.849706 Iteration 936, loss = 0.36505386 Validation score: -7.811431 Iteration 937, loss = 0.36317228 Validation score: -7.773326 Iteration 938, loss = 0.36129962 Validation score: -7.735391 Iteration 939, loss = 0.35943586 Validation score: -7.697626 Iteration 940, loss = 0.35758096 Validation score: -7.660030 Iteration 941, loss = 0.35573487 Validation score: -7.622601 Iteration 942, loss = 0.35389757 Validation score: -7.585341 Iteration 943, loss = 0.35206902 Validation score: -7.548247 Iteration 944, loss = 0.35024919 Validation score: -7.511319 Iteration 945, loss = 0.34843804 Validation score: -7.474556 Iteration 946, loss = 0.34663553 Validation score: -7.437959 Iteration 947, loss = 0.34484164 Validation score: -7.401526 Iteration 948, loss = 0.34305632 Validation score: -7.365257 Iteration 949, loss = 0.34127955 Validation score: -7.329150 Iteration 950, loss = 0.33951129 Validation score: -7.293206 Iteration 951, loss = 0.33775150 Validation score: -7.257424 Iteration 952, loss = 0.33600016 Validation score: -7.221803 Iteration 953, loss = 0.33425722 Validation score: -7.186342 Iteration 954, loss = 0.33252266 Validation score: -7.151041 Iteration 955, loss = 0.33079643 Validation score: -7.115900 Iteration 956, loss = 0.32907851 Validation score: -7.080917 Iteration 957, loss = 0.32736887 Validation score: -7.046092 Iteration 958, loss = 0.32566746 Validation score: -7.011425 Iteration 959, loss = 0.32397427 Validation score: -6.976915 Iteration 960, loss = 0.32228924 Validation score: -6.942560 Iteration 961, loss = 0.32061236 Validation score: -6.908361 Iteration 962, loss = 0.31894358 Validation score: -6.874318 Iteration 963, loss = 0.31728288 Validation score: -6.840428 Iteration 964, loss = 0.31563022 Validation score: -6.806693 Iteration 965, loss = 0.31398557 Validation score: -6.773110 Iteration 966, loss = 0.31234890 Validation score: -6.739680 Iteration 967, loss = 0.31072017 Validation score: -6.706403 Iteration 968, loss = 0.30909935 Validation score: -6.673276 Iteration 969, loss = 0.30748642 Validation score: -6.640301 Iteration 970, loss = 0.30588133 Validation score: -6.607475 Iteration 971, loss = 0.30428406 Validation score: -6.574799 Iteration 972, loss = 0.30269457 Validation score: -6.542272 Iteration 973, loss = 0.30111284 Validation score: -6.509894 Iteration 974, loss = 0.29953883 Validation score: -6.477664 Iteration 975, loss = 0.29797250 Validation score: -6.445580 Iteration 976, loss = 0.29641384 Validation score: -6.413644 Iteration 977, loss = 0.29486280 Validation score: -6.381853 Iteration 978, loss = 0.29331935 Validation score: -6.350209 Iteration 979, loss = 0.29178347 Validation score: -6.318709 Iteration 980, loss = 0.29025513 Validation score: -6.287353 Iteration 981, loss = 0.28873428 Validation score: -6.256142 Iteration 982, loss = 0.28722091 Validation score: -6.225073 Iteration 983, loss = 0.28571498 Validation score: -6.194148 Iteration 984, loss = 0.28421646 Validation score: -6.163364 Iteration 985, loss = 0.28272531 Validation score: -6.132722 Iteration 986, loss = 0.28124152 Validation score: -6.102221 Iteration 987, loss = 0.27976504 Validation score: -6.071860 Iteration 988, loss = 0.27829585 Validation score: -6.041640 Iteration 989, loss = 0.27683392 Validation score: -6.011558 Iteration 990, loss = 0.27537922 Validation score: -5.981616 Iteration 991, loss = 0.27393172 Validation score: -5.951811 Iteration 992, loss = 0.27249138 Validation score: -5.922144 Iteration 993, loss = 0.27105818 Validation score: -5.892615 Iteration 994, loss = 0.26963210 Validation score: -5.863222 Iteration 995, loss = 0.26821309 Validation score: -5.833965 Iteration 996, loss = 0.26680112 Validation score: -5.804843 Iteration 997, loss = 0.26539618 Validation score: -5.775857 Iteration 998, loss = 0.26399824 Validation score: -5.747004 Iteration 999, loss = 0.26260725 Validation score: -5.718286 Iteration 1000, loss = 0.26122319 Validation score: -5.689701 Iteration 1, loss = 20.49857973 Validation score: -1448.045519 Iteration 2, loss = 20.43617849 Validation score: -1444.069784 Iteration 3, loss = 20.37381039 Validation score: -1440.079762 Iteration 4, loss = 20.31147797 Validation score: -1436.074378 Iteration 5, loss = 20.24918304 Validation score: -1432.051984 Iteration 6, loss = 20.18692632 Validation score: -1428.010218 Iteration 7, loss = 20.12470689 Validation score: -1423.945978 Iteration 8, loss = 20.06252159 Validation score: -1419.855719 Iteration 9, loss = 20.00036459 Validation score: -1415.736157 Iteration 10, loss = 19.93822769 Validation score: -1411.585164 Iteration 11, loss = 19.87610173 Validation score: -1407.402300 Iteration 12, loss = 19.81397827 Validation score: -1403.188649 Iteration 13, loss = 19.75185060 Validation score: -1398.946257 Iteration 14, loss = 19.68971373 Validation score: -1394.677596 Iteration 15, loss = 19.62756393 Validation score: -1390.385220 Iteration 16, loss = 19.56539828 Validation score: -1386.071590 Iteration 17, loss = 19.50321436 Validation score: -1381.738954 Iteration 18, loss = 19.44101007 Validation score: -1377.389266 Iteration 19, loss = 19.37878355 Validation score: -1373.024127 Iteration 20, loss = 19.31653310 Validation score: -1368.644760 Iteration 21, loss = 19.25425709 Validation score: -1364.252012 Iteration 22, loss = 19.19195402 Validation score: -1359.846382 Iteration 23, loss = 19.12962243 Validation score: -1355.428062 Iteration 24, loss = 19.06726094 Validation score: -1350.996996 Iteration 25, loss = 19.00486825 Validation score: -1346.552938 Iteration 26, loss = 18.94244310 Validation score: -1342.095510 Iteration 27, loss = 18.87998432 Validation score: -1337.624256 Iteration 28, loss = 18.81749075 Validation score: -1333.138681 Iteration 29, loss = 18.75496130 Validation score: -1328.638289 Iteration 30, loss = 18.69239489 Validation score: -1324.122603 Iteration 31, loss = 18.62979046 Validation score: -1319.591180 Iteration 32, loss = 18.56714696 Validation score: -1315.043622 Iteration 33, loss = 18.50446332 Validation score: -1310.479576 Iteration 34, loss = 18.44173849 Validation score: -1305.898736 Iteration 35, loss = 18.37897138 Validation score: -1301.300839 Iteration 36, loss = 18.31616088 Validation score: -1296.685660 Iteration 37, loss = 18.25330586 Validation score: -1292.053011 Iteration 38, loss = 18.19040517 Validation score: -1287.402728 Iteration 39, loss = 18.12745760 Validation score: -1282.734672 Iteration 40, loss = 18.06446193 Validation score: -1278.048722 Iteration 41, loss = 18.00141690 Validation score: -1273.344769 Iteration 42, loss = 17.93832123 Validation score: -1268.622710 Iteration 43, loss = 17.87517361 Validation score: -1263.882449 Iteration 44, loss = 17.81197274 Validation score: -1259.123891 Iteration 45, loss = 17.74871730 Validation score: -1254.346942 Iteration 46, loss = 17.68540603 Validation score: -1249.551504 Iteration 47, loss = 17.62203768 Validation score: -1244.737478 Iteration 48, loss = 17.55861106 Validation score: -1239.904763 Iteration 49, loss = 17.49512509 Validation score: -1235.053257 Iteration 50, loss = 17.43157875 Validation score: -1230.182858 Iteration 51, loss = 17.36797119 Validation score: -1225.293467 Iteration 52, loss = 17.30430164 Validation score: -1220.384986 Iteration 53, loss = 17.24056954 Validation score: -1215.457329 Iteration 54, loss = 17.17677446 Validation score: -1210.510414 Iteration 55, loss = 17.11291614 Validation score: -1205.544176 Iteration 56, loss = 17.04899451 Validation score: -1200.558560 Iteration 57, loss = 16.98500963 Validation score: -1195.553531 Iteration 58, loss = 16.92096175 Validation score: -1190.529072 Iteration 59, loss = 16.85685126 Validation score: -1185.485186 Iteration 60, loss = 16.79267864 Validation score: -1180.421899 Iteration 61, loss = 16.72844450 Validation score: -1175.339259 Iteration 62, loss = 16.66414952 Validation score: -1170.237339 Iteration 63, loss = 16.59979441 Validation score: -1165.116232 Iteration 64, loss = 16.53537988 Validation score: -1159.976057 Iteration 65, loss = 16.47090662 Validation score: -1154.816954 Iteration 66, loss = 16.40637526 Validation score: -1149.639082 Iteration 67, loss = 16.34178634 Validation score: -1144.442621 Iteration 68, loss = 16.27714022 Validation score: -1139.227768 Iteration 69, loss = 16.21243714 Validation score: -1133.994735 Iteration 70, loss = 16.14767708 Validation score: -1128.743746 Iteration 71, loss = 16.08285983 Validation score: -1123.475036 Iteration 72, loss = 16.01798486 Validation score: -1118.188846 Iteration 73, loss = 15.95305136 Validation score: -1112.885423 Iteration 74, loss = 15.88805820 Validation score: -1107.565014 Iteration 75, loss = 15.82300387 Validation score: -1102.227867 Iteration 76, loss = 15.75788653 Validation score: -1096.874224 Iteration 77, loss = 15.69270392 Validation score: -1091.504319 Iteration 78, loss = 15.62745341 Validation score: -1086.118378 Iteration 79, loss = 15.56213193 Validation score: -1080.716614 Iteration 80, loss = 15.49673604 Validation score: -1075.299224 Iteration 81, loss = 15.43126186 Validation score: -1069.866389 Iteration 82, loss = 15.36570513 Validation score: -1064.418271 Iteration 83, loss = 15.30006118 Validation score: -1058.955012 Iteration 84, loss = 15.23432495 Validation score: -1053.476731 Iteration 85, loss = 15.16849104 Validation score: -1047.983526 Iteration 86, loss = 15.10255365 Validation score: -1042.475472 Iteration 87, loss = 15.03650671 Validation score: -1036.952623 Iteration 88, loss = 14.97034378 Validation score: -1031.415007 Iteration 89, loss = 14.90405818 Validation score: -1025.862636 Iteration 90, loss = 14.83764296 Validation score: -1020.295498 Iteration 91, loss = 14.77109095 Validation score: -1014.713568 Iteration 92, loss = 14.70439476 Validation score: -1009.116800 Iteration 93, loss = 14.63754686 Validation score: -1003.505140 Iteration 94, loss = 14.57053955 Validation score: -997.878521 Iteration 95, loss = 14.50336503 Validation score: -992.236869 Iteration 96, loss = 14.43601545 Validation score: -986.580107 Iteration 97, loss = 14.36848288 Validation score: -980.908158 Iteration 98, loss = 14.30075939 Validation score: -975.220946 Iteration 99, loss = 14.23283709 Validation score: -969.518404 Iteration 100, loss = 14.16470811 Validation score: -963.800477 Iteration 101, loss = 14.09636469 Validation score: -958.067123 Iteration 102, loss = 14.02779920 Validation score: -952.318319 Iteration 103, loss = 13.95900416 Validation score: -946.554065 Iteration 104, loss = 13.88997227 Validation score: -940.774387 Iteration 105, loss = 13.82069648 Validation score: -934.979341 Iteration 106, loss = 13.75117001 Validation score: -929.169017 Iteration 107, loss = 13.68138637 Validation score: -923.343541 Iteration 108, loss = 13.61133941 Validation score: -917.503081 Iteration 109, loss = 13.54102336 Validation score: -911.647847 Iteration 110, loss = 13.47043288 Validation score: -905.778095 Iteration 111, loss = 13.39956307 Validation score: -899.894130 Iteration 112, loss = 13.32840952 Validation score: -893.996309 Iteration 113, loss = 13.25696836 Validation score: -888.085041 Iteration 114, loss = 13.18523628 Validation score: -882.160792 Iteration 115, loss = 13.11321059 Validation score: -876.224083 Iteration 116, loss = 13.04088926 Validation score: -870.275495 Iteration 117, loss = 12.96827093 Validation score: -864.315670 Iteration 118, loss = 12.89535498 Validation score: -858.345308 Iteration 119, loss = 12.82214156 Validation score: -852.365173 Iteration 120, loss = 12.74863165 Validation score: -846.376090 Iteration 121, loss = 12.67482706 Validation score: -840.378950 Iteration 122, loss = 12.60073050 Validation score: -834.374704 Iteration 123, loss = 12.52634561 Validation score: -828.364367 Iteration 124, loss = 12.45167701 Validation score: -822.349019 Iteration 125, loss = 12.37673030 Validation score: -816.329801 Iteration 126, loss = 12.30151215 Validation score: -810.307917 Iteration 127, loss = 12.22603027 Validation score: -804.284634 Iteration 128, loss = 12.15029348 Validation score: -798.261277 Iteration 129, loss = 12.07431172 Validation score: -792.239233 Iteration 130, loss = 11.99809609 Validation score: -786.219948 Iteration 131, loss = 11.92165883 Validation score: -780.204921 Iteration 132, loss = 11.84501337 Validation score: -774.195709 Iteration 133, loss = 11.76817431 Validation score: -768.193919 Iteration 134, loss = 11.69115742 Validation score: -762.201208 Iteration 135, loss = 11.61397966 Validation score: -756.219282 Iteration 136, loss = 11.53665916 Validation score: -750.249886 Iteration 137, loss = 11.45921515 Validation score: -744.294810 Iteration 138, loss = 11.38166802 Validation score: -738.355873 Iteration 139, loss = 11.30403921 Validation score: -732.434932 Iteration 140, loss = 11.22635118 Validation score: -726.533863 Iteration 141, loss = 11.14862739 Validation score: -720.654569 Iteration 142, loss = 11.07089219 Validation score: -714.798964 Iteration 143, loss = 10.99317079 Validation score: -708.968971 Iteration 144, loss = 10.91548916 Validation score: -703.166517 Iteration 145, loss = 10.83787394 Validation score: -697.393524 Iteration 146, loss = 10.76035233 Validation score: -691.651902 Iteration 147, loss = 10.68295203 Validation score: -685.943542 Iteration 148, loss = 10.60570108 Validation score: -680.270309 Iteration 149, loss = 10.52862778 Validation score: -674.634034 Iteration 150, loss = 10.45176052 Validation score: -669.036506 Iteration 151, loss = 10.37512770 Validation score: -663.479465 Iteration 152, loss = 10.29875759 Validation score: -657.964595 Iteration 153, loss = 10.22267817 Validation score: -652.493515 Iteration 154, loss = 10.14691704 Validation score: -647.067773 Iteration 155, loss = 10.07150125 Validation score: -641.688841 Iteration 156, loss = 9.99645720 Validation score: -636.358105 Iteration 157, loss = 9.92181050 Validation score: -631.076863 Iteration 158, loss = 9.84758587 Validation score: -625.846317 Iteration 159, loss = 9.77380704 Validation score: -620.667572 Iteration 160, loss = 9.70049661 Validation score: -615.541628 Iteration 161, loss = 9.62767599 Validation score: -610.469380 Iteration 162, loss = 9.55536535 Validation score: -605.451615 Iteration 163, loss = 9.48358349 Validation score: -600.489010 Iteration 164, loss = 9.41234784 Validation score: -595.582130 Iteration 165, loss = 9.34167441 Validation score: -590.731431 Iteration 166, loss = 9.27157775 Validation score: -585.937260 Iteration 167, loss = 9.20207096 Validation score: -581.199855 Iteration 168, loss = 9.13316568 Validation score: -576.519347 Iteration 169, loss = 9.06487208 Validation score: -571.895768 Iteration 170, loss = 8.99719895 Validation score: -567.329049 Iteration 171, loss = 8.93015367 Validation score: -562.819028 Iteration 172, loss = 8.86374227 Validation score: -558.365451 Iteration 173, loss = 8.79796953 Validation score: -553.967982 Iteration 174, loss = 8.73283895 Validation score: -549.626208 Iteration 175, loss = 8.66835293 Validation score: -545.339641 Iteration 176, loss = 8.60451272 Validation score: -541.107727 Iteration 177, loss = 8.54131858 Validation score: -536.929855 Iteration 178, loss = 8.47876982 Validation score: -532.805356 Iteration 179, loss = 8.41686489 Validation score: 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score: -470.065758 Iteration 196, loss = 7.45863069 Validation score: -466.759809 Iteration 197, loss = 7.40744617 Validation score: -463.491245 Iteration 198, loss = 7.35679248 Validation score: -460.259289 Iteration 199, loss = 7.30666231 Validation score: -457.063183 Iteration 200, loss = 7.25704838 Validation score: -453.902186 Iteration 201, loss = 7.20794344 Validation score: -450.775576 Iteration 202, loss = 7.15934032 Validation score: -447.682653 Iteration 203, loss = 7.11123191 Validation score: -444.622733 Iteration 204, loss = 7.06361117 Validation score: -441.595153 Iteration 205, loss = 7.01647112 Validation score: -438.599270 Iteration 206, loss = 6.96980490 Validation score: -435.634457 Iteration 207, loss = 6.92360571 Validation score: -432.700108 Iteration 208, loss = 6.87786683 Validation score: -429.795634 Iteration 209, loss = 6.83258166 Validation score: -426.920465 Iteration 210, loss = 6.78774368 Validation score: -424.074047 Iteration 211, loss = 6.74334644 Validation score: -421.255844 Iteration 212, loss = 6.69938363 Validation score: -418.465335 Iteration 213, loss = 6.65584899 Validation score: -415.702018 Iteration 214, loss = 6.61273640 Validation score: -412.965403 Iteration 215, loss = 6.57003979 Validation score: -410.255018 Iteration 216, loss = 6.52775322 Validation score: -407.570403 Iteration 217, loss = 6.48587084 Validation score: -404.911112 Iteration 218, loss = 6.44438687 Validation score: -402.276716 Iteration 219, loss = 6.40329564 Validation score: -399.666794 Iteration 220, loss = 6.36259158 Validation score: -397.080941 Iteration 221, loss = 6.32226919 Validation score: -394.518763 Iteration 222, loss = 6.28232308 Validation score: -391.979877 Iteration 223, loss = 6.24274794 Validation score: -389.463912 Iteration 224, loss = 6.20353854 Validation score: -386.970507 Iteration 225, loss = 6.16468975 Validation score: -384.499311 Iteration 226, loss = 6.12619652 Validation score: -382.049983 Iteration 227, loss = 6.08805387 Validation score: -379.622191 Iteration 228, loss = 6.05025693 Validation score: -377.215614 Iteration 229, loss = 6.01280088 Validation score: -374.829938 Iteration 230, loss = 5.97568102 Validation score: -372.464855 Iteration 231, loss = 5.93889268 Validation score: -370.120070 Iteration 232, loss = 5.90243131 Validation score: -367.795292 Iteration 233, loss = 5.86629241 Validation score: -365.490237 Iteration 234, loss = 5.83047157 Validation score: -363.204631 Iteration 235, loss = 5.79496444 Validation score: -360.938204 Iteration 236, loss = 5.75976676 Validation score: -358.690694 Iteration 237, loss = 5.72487432 Validation score: -356.461843 Iteration 238, loss = 5.69028300 Validation score: -354.251402 Iteration 239, loss = 5.65598873 Validation score: -352.059125 Iteration 240, loss = 5.62198753 Validation score: -349.884774 Iteration 241, loss = 5.58827548 Validation score: -347.728114 Iteration 242, loss = 5.55484870 Validation score: -345.588917 Iteration 243, loss = 5.52170342 Validation score: -343.466957 Iteration 244, loss = 5.48883589 Validation score: -341.362017 Iteration 245, loss = 5.45624245 Validation score: -339.273880 Iteration 246, loss = 5.42391948 Validation score: -337.202337 Iteration 247, loss = 5.39186346 Validation score: -335.147181 Iteration 248, loss = 5.36007087 Validation score: -333.108210 Iteration 249, loss = 5.32853830 Validation score: -331.085225 Iteration 250, loss = 5.29726238 Validation score: -329.078034 Iteration 251, loss = 5.26623978 Validation score: -327.086444 Iteration 252, loss = 5.23546725 Validation score: -325.110268 Iteration 253, loss = 5.20494158 Validation score: -323.149323 Iteration 254, loss = 5.17465962 Validation score: -321.203429 Iteration 255, loss = 5.14461826 Validation score: -319.272408 Iteration 256, loss = 5.11481446 Validation score: -317.356086 Iteration 257, loss = 5.08524522 Validation score: -315.454292 Iteration 258, loss = 5.05590760 Validation score: -313.566859 Iteration 259, loss = 5.02679868 Validation score: -311.693622 Iteration 260, loss = 4.99791563 Validation score: -309.834418 Iteration 261, loss = 4.96925564 Validation score: -307.989087 Iteration 262, loss = 4.94081595 Validation score: -306.157474 Iteration 263, loss = 4.91259386 Validation score: -304.339423 Iteration 264, loss = 4.88458669 Validation score: -302.534783 Iteration 265, loss = 4.85679182 Validation score: -300.743405 Iteration 266, loss = 4.82920667 Validation score: -298.965142 Iteration 267, loss = 4.80182871 Validation score: -297.199849 Iteration 268, loss = 4.77465545 Validation score: -295.447385 Iteration 269, loss = 4.74768443 Validation score: -293.707609 Iteration 270, loss = 4.72091324 Validation score: -291.980384 Iteration 271, loss = 4.69433950 Validation score: -290.265574 Iteration 272, loss = 4.66796088 Validation score: -288.563046 Iteration 273, loss = 4.64177509 Validation score: -286.872667 Iteration 274, loss = 4.61577986 Validation score: 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score: -259.876989 Iteration 291, loss = 4.20099870 Validation score: -258.384946 Iteration 292, loss = 4.17808659 Validation score: -256.902895 Iteration 293, loss = 4.15532846 Validation score: -255.430739 Iteration 294, loss = 4.13272266 Validation score: -253.968382 Iteration 295, loss = 4.11026760 Validation score: -252.515728 Iteration 296, loss = 4.08796170 Validation score: -251.072682 Iteration 297, loss = 4.06580338 Validation score: -249.639154 Iteration 298, loss = 4.04379112 Validation score: -248.215051 Iteration 299, loss = 4.02192342 Validation score: -246.800284 Iteration 300, loss = 4.00019877 Validation score: -245.394763 Iteration 301, loss = 3.97861572 Validation score: -243.998401 Iteration 302, loss = 3.95717283 Validation score: -242.611113 Iteration 303, loss = 3.93586868 Validation score: -241.232811 Iteration 304, loss = 3.91470186 Validation score: -239.863413 Iteration 305, loss = 3.89367101 Validation score: -238.502836 Iteration 306, loss = 3.87277477 Validation score: -237.150998 Iteration 307, loss = 3.85201181 Validation score: -235.807818 Iteration 308, loss = 3.83138080 Validation score: -234.473217 Iteration 309, loss = 3.81088045 Validation score: -233.147115 Iteration 310, loss = 3.79050950 Validation score: -231.829436 Iteration 311, loss = 3.77026667 Validation score: -230.520104 Iteration 312, loss = 3.75015074 Validation score: -229.219042 Iteration 313, loss = 3.73016049 Validation score: -227.926176 Iteration 314, loss = 3.71029471 Validation score: -226.641433 Iteration 315, loss = 3.69055221 Validation score: -225.364741 Iteration 316, loss = 3.67093185 Validation score: -224.096027 Iteration 317, loss = 3.65143245 Validation score: -222.835221 Iteration 318, loss = 3.63205290 Validation score: -221.582254 Iteration 319, loss = 3.61279207 Validation score: -220.337056 Iteration 320, loss = 3.59364887 Validation score: -219.099561 Iteration 321, loss = 3.57462221 Validation score: -217.869700 Iteration 322, loss = 3.55571103 Validation score: -216.647407 Iteration 323, loss = 3.53691426 Validation score: -215.432618 Iteration 324, loss = 3.51823088 Validation score: -214.225267 Iteration 325, loss = 3.49965985 Validation score: -213.025291 Iteration 326, loss = 3.48120018 Validation score: -211.832628 Iteration 327, loss = 3.46285086 Validation score: -210.647215 Iteration 328, loss = 3.44461091 Validation score: -209.468990 Iteration 329, loss = 3.42647937 Validation score: -208.297894 Iteration 330, loss = 3.40845529 Validation score: -207.133867 Iteration 331, loss = 3.39053771 Validation score: -205.976849 Iteration 332, loss = 3.37272572 Validation score: -204.826783 Iteration 333, loss = 3.35501841 Validation score: -203.683610 Iteration 334, loss = 3.33741486 Validation score: -202.547274 Iteration 335, loss = 3.31991419 Validation score: -201.417719 Iteration 336, loss = 3.30251553 Validation score: -200.294889 Iteration 337, loss = 3.28521800 Validation score: -199.178729 Iteration 338, loss = 3.26802075 Validation score: -198.069187 Iteration 339, loss = 3.25092294 Validation score: -196.966207 Iteration 340, loss = 3.23392374 Validation score: -195.869737 Iteration 341, loss = 3.21702233 Validation score: -194.779725 Iteration 342, loss = 3.20021789 Validation score: -193.696120 Iteration 343, loss = 3.18350963 Validation score: -192.618870 Iteration 344, loss = 3.16689677 Validation score: -191.547926 Iteration 345, loss = 3.15037852 Validation score: -190.483237 Iteration 346, loss = 3.13395411 Validation score: -189.424754 Iteration 347, loss = 3.11762279 Validation score: -188.372430 Iteration 348, loss = 3.10138382 Validation score: -187.326215 Iteration 349, loss = 3.08523644 Validation score: -186.286063 Iteration 350, loss = 3.06917993 Validation score: -185.251927 Iteration 351, loss = 3.05321358 Validation score: -184.223759 Iteration 352, loss = 3.03733667 Validation score: -183.201516 Iteration 353, loss = 3.02154851 Validation score: -182.185151 Iteration 354, loss = 3.00584839 Validation score: -181.174619 Iteration 355, loss = 2.99023563 Validation score: -180.169877 Iteration 356, loss = 2.97470957 Validation score: -179.170881 Iteration 357, loss = 2.95926953 Validation score: -178.177587 Iteration 358, loss = 2.94391485 Validation score: -177.189953 Iteration 359, loss = 2.92864488 Validation score: -176.207937 Iteration 360, loss = 2.91345898 Validation score: -175.231497 Iteration 361, loss = 2.89835652 Validation score: -174.260592 Iteration 362, loss = 2.88333687 Validation score: -173.295180 Iteration 363, loss = 2.86839940 Validation score: -172.335222 Iteration 364, loss = 2.85354352 Validation score: -171.380677 Iteration 365, loss = 2.83876860 Validation score: -170.431507 Iteration 366, loss = 2.82407406 Validation score: -169.487671 Iteration 367, loss = 2.80945930 Validation score: -168.549132 Iteration 368, loss = 2.79492374 Validation score: -167.615852 Iteration 369, loss = 2.78046681 Validation score: 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score: -152.519559 Iteration 386, loss = 2.54620095 Validation score: -151.674850 Iteration 387, loss = 2.53306788 Validation score: -150.834747 Iteration 388, loss = 2.52000364 Validation score: -149.999219 Iteration 389, loss = 2.50700779 Validation score: -149.168235 Iteration 390, loss = 2.49407986 Validation score: -148.341766 Iteration 391, loss = 2.48121940 Validation score: -147.519781 Iteration 392, loss = 2.46842597 Validation score: -146.702251 Iteration 393, loss = 2.45569913 Validation score: -145.889146 Iteration 394, loss = 2.44303844 Validation score: -145.080437 Iteration 395, loss = 2.43044348 Validation score: -144.276096 Iteration 396, loss = 2.41791380 Validation score: -143.476094 Iteration 397, loss = 2.40544900 Validation score: -142.680403 Iteration 398, loss = 2.39304865 Validation score: -141.888994 Iteration 399, loss = 2.38071233 Validation score: -141.101841 Iteration 400, loss = 2.36843965 Validation score: -140.318916 Iteration 401, loss = 2.35623019 Validation score: -139.540191 Iteration 402, loss = 2.34408355 Validation score: -138.765641 Iteration 403, loss = 2.33199933 Validation score: -137.995237 Iteration 404, loss = 2.31997715 Validation score: -137.228954 Iteration 405, loss = 2.30801660 Validation score: -136.466766 Iteration 406, loss = 2.29611732 Validation score: -135.708647 Iteration 407, loss = 2.28427890 Validation score: -134.954572 Iteration 408, loss = 2.27250098 Validation score: -134.204514 Iteration 409, loss = 2.26078318 Validation score: -133.458449 Iteration 410, loss = 2.24912514 Validation score: -132.716352 Iteration 411, loss = 2.23752647 Validation score: -131.978198 Iteration 412, loss = 2.22598683 Validation score: -131.243964 Iteration 413, loss = 2.21450584 Validation score: -130.513623 Iteration 414, loss = 2.20308316 Validation score: -129.787154 Iteration 415, loss = 2.19171842 Validation score: -129.064531 Iteration 416, loss = 2.18041129 Validation score: -128.345731 Iteration 417, loss = 2.16916141 Validation score: -127.630732 Iteration 418, loss = 2.15796844 Validation score: -126.919509 Iteration 419, loss = 2.14683203 Validation score: -126.212040 Iteration 420, loss = 2.13575186 Validation score: -125.508303 Iteration 421, loss = 2.12472759 Validation score: -124.808274 Iteration 422, loss = 2.11375888 Validation score: -124.111931 Iteration 423, loss = 2.10284542 Validation score: -123.419253 Iteration 424, loss = 2.09198687 Validation score: -122.730217 Iteration 425, loss = 2.08118291 Validation score: -122.044802 Iteration 426, loss = 2.07043323 Validation score: -121.362986 Iteration 427, loss = 2.05973750 Validation score: -120.684748 Iteration 428, loss = 2.04909542 Validation score: -120.010066 Iteration 429, loss = 2.03850667 Validation score: -119.338920 Iteration 430, loss = 2.02797095 Validation score: -118.671288 Iteration 431, loss = 2.01748796 Validation score: -118.007151 Iteration 432, loss = 2.00705738 Validation score: -117.346488 Iteration 433, loss = 1.99667892 Validation score: -116.689278 Iteration 434, loss = 1.98635228 Validation score: -116.035501 Iteration 435, loss = 1.97607717 Validation score: -115.385138 Iteration 436, loss = 1.96585330 Validation score: -114.738169 Iteration 437, loss = 1.95568038 Validation score: -114.094574 Iteration 438, loss = 1.94555811 Validation score: -113.454333 Iteration 439, loss = 1.93548622 Validation score: -112.817428 Iteration 440, loss = 1.92546443 Validation score: -112.183840 Iteration 441, loss = 1.91549244 Validation score: -111.553548 Iteration 442, loss = 1.90557000 Validation score: -110.926536 Iteration 443, loss = 1.89569681 Validation score: -110.302783 Iteration 444, loss = 1.88587262 Validation score: -109.682272 Iteration 445, loss = 1.87609714 Validation score: -109.064983 Iteration 446, loss = 1.86637012 Validation score: -108.450900 Iteration 447, loss = 1.85669127 Validation score: -107.840004 Iteration 448, loss = 1.84706035 Validation score: -107.232277 Iteration 449, loss = 1.83747708 Validation score: -106.627700 Iteration 450, loss = 1.82794122 Validation score: -106.026258 Iteration 451, loss = 1.81845249 Validation score: -105.427932 Iteration 452, loss = 1.80901066 Validation score: -104.832704 Iteration 453, loss = 1.79961545 Validation score: -104.240558 Iteration 454, loss = 1.79026662 Validation score: -103.651477 Iteration 455, loss = 1.78096393 Validation score: -103.065443 Iteration 456, loss = 1.77170712 Validation score: -102.482440 Iteration 457, loss = 1.76249595 Validation score: -101.902452 Iteration 458, loss = 1.75333017 Validation score: -101.325461 Iteration 459, loss = 1.74420955 Validation score: -100.751451 Iteration 460, loss = 1.73513385 Validation score: -100.180406 Iteration 461, loss = 1.72610281 Validation score: -99.612310 Iteration 462, loss = 1.71711622 Validation score: -99.047146 Iteration 463, loss = 1.70817383 Validation score: -98.484900 Iteration 464, loss = 1.69927542 Validation score: -97.925554 Iteration 465, loss = 1.69042075 Validation score: -97.369094 Iteration 466, loss = 1.68160959 Validation score: -96.815503 Iteration 467, loss = 1.67284171 Validation score: -96.264767 Iteration 468, loss = 1.66411690 Validation score: -95.716870 Iteration 469, loss = 1.65543492 Validation score: -95.171796 Iteration 470, loss = 1.64679556 Validation score: -94.629531 Iteration 471, loss = 1.63819859 Validation score: -94.090060 Iteration 472, loss = 1.62964379 Validation score: -93.553368 Iteration 473, loss = 1.62113096 Validation score: -93.019439 Iteration 474, loss = 1.61265986 Validation score: -92.488260 Iteration 475, loss = 1.60423029 Validation score: -91.959816 Iteration 476, loss = 1.59584203 Validation score: -91.434092 Iteration 477, loss = 1.58749487 Validation score: -90.911074 Iteration 478, loss = 1.57918861 Validation score: -90.390747 Iteration 479, loss = 1.57092304 Validation score: -89.873098 Iteration 480, loss = 1.56269794 Validation score: -89.358113 Iteration 481, loss = 1.55451311 Validation score: -88.845777 Iteration 482, loss = 1.54636836 Validation score: -88.336077 Iteration 483, loss = 1.53826347 Validation score: -87.828999 Iteration 484, loss = 1.53019824 Validation score: -87.324529 Iteration 485, loss = 1.52217248 Validation score: -86.822653 Iteration 486, loss = 1.51418599 Validation score: -86.323359 Iteration 487, loss = 1.50623858 Validation score: -85.826633 Iteration 488, loss = 1.49833003 Validation score: -85.332461 Iteration 489, loss = 1.49046017 Validation score: -84.840831 Iteration 490, loss = 1.48262880 Validation score: -84.351729 Iteration 491, loss = 1.47483573 Validation score: -83.865142 Iteration 492, loss = 1.46708076 Validation score: -83.381057 Iteration 493, loss = 1.45936371 Validation score: -82.899462 Iteration 494, loss = 1.45168439 Validation score: -82.420343 Iteration 495, loss = 1.44404261 Validation score: -81.943689 Iteration 496, loss = 1.43643820 Validation score: -81.469486 Iteration 497, loss = 1.42887095 Validation score: -80.997722 Iteration 498, loss = 1.42134070 Validation score: -80.528384 Iteration 499, loss = 1.41384726 Validation score: -80.061461 Iteration 500, loss = 1.40639045 Validation score: -79.596939 Iteration 501, loss = 1.39897010 Validation score: -79.134807 Iteration 502, loss = 1.39158601 Validation score: -78.675053 Iteration 503, loss = 1.38423802 Validation score: -78.217665 Iteration 504, loss = 1.37692595 Validation score: -77.762630 Iteration 505, loss = 1.36964963 Validation score: -77.309937 Iteration 506, loss = 1.36240887 Validation score: -76.859574 Iteration 507, loss = 1.35520352 Validation score: -76.411529 Iteration 508, loss = 1.34803339 Validation score: -75.965791 Iteration 509, loss = 1.34089833 Validation score: -75.522348 Iteration 510, loss = 1.33379815 Validation score: -75.081189 Iteration 511, loss = 1.32673269 Validation score: -74.642302 Iteration 512, loss = 1.31970179 Validation score: -74.205676 Iteration 513, loss = 1.31270527 Validation score: -73.771299 Iteration 514, loss = 1.30574298 Validation score: -73.339161 Iteration 515, loss = 1.29881474 Validation score: -72.909250 Iteration 516, loss = 1.29192040 Validation score: -72.481556 Iteration 517, loss = 1.28505979 Validation score: -72.056066 Iteration 518, loss = 1.27823276 Validation score: -71.632771 Iteration 519, loss = 1.27143914 Validation score: -71.211659 Iteration 520, loss = 1.26467877 Validation score: -70.792720 Iteration 521, loss = 1.25795149 Validation score: -70.375943 Iteration 522, loss = 1.25125716 Validation score: -69.961316 Iteration 523, loss = 1.24459560 Validation score: -69.548831 Iteration 524, loss = 1.23796667 Validation score: -69.138476 Iteration 525, loss = 1.23137022 Validation score: -68.730240 Iteration 526, loss = 1.22480608 Validation score: -68.324113 Iteration 527, loss = 1.21827411 Validation score: -67.920085 Iteration 528, loss = 1.21177415 Validation score: 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-61.363003 Iteration 545, loss = 1.10603018 Validation score: -60.995053 Iteration 546, loss = 1.10008150 Validation score: -60.629016 Iteration 547, loss = 1.09416211 Validation score: -60.264884 Iteration 548, loss = 1.08827189 Validation score: -59.902646 Iteration 549, loss = 1.08241068 Validation score: -59.542294 Iteration 550, loss = 1.07657836 Validation score: -59.183819 Iteration 551, loss = 1.07077479 Validation score: -58.827212 Iteration 552, loss = 1.06499984 Validation score: -58.472464 Iteration 553, loss = 1.05925338 Validation score: -58.119566 Iteration 554, loss = 1.05353528 Validation score: -57.768508 Iteration 555, loss = 1.04784541 Validation score: -57.419283 Iteration 556, loss = 1.04218363 Validation score: -57.071882 Iteration 557, loss = 1.03654982 Validation score: -56.726295 Iteration 558, loss = 1.03094386 Validation score: -56.382514 Iteration 559, loss = 1.02536560 Validation score: -56.040531 Iteration 560, loss = 1.01981493 Validation score: -55.700336 Iteration 561, loss = 1.01429172 Validation score: -55.361922 Iteration 562, loss = 1.00879584 Validation score: -55.025280 Iteration 563, loss = 1.00332718 Validation score: -54.690401 Iteration 564, loss = 0.99788559 Validation score: -54.357277 Iteration 565, loss = 0.99247097 Validation score: -54.025900 Iteration 566, loss = 0.98708318 Validation score: -53.696261 Iteration 567, loss = 0.98172210 Validation score: -53.368353 Iteration 568, loss = 0.97638762 Validation score: -53.042166 Iteration 569, loss = 0.97107961 Validation score: -52.717692 Iteration 570, loss = 0.96579795 Validation score: -52.394925 Iteration 571, loss = 0.96054253 Validation score: -52.073855 Iteration 572, loss = 0.95531321 Validation score: -51.754474 Iteration 573, loss = 0.95010988 Validation score: -51.436774 Iteration 574, loss = 0.94493243 Validation score: -51.120748 Iteration 575, loss = 0.93978074 Validation score: -50.806388 Iteration 576, loss = 0.93465468 Validation score: -50.493685 Iteration 577, loss = 0.92955415 Validation score: -50.182632 Iteration 578, loss = 0.92447903 Validation score: -49.873221 Iteration 579, loss = 0.91942919 Validation score: -49.565444 Iteration 580, loss = 0.91440454 Validation score: -49.259293 Iteration 581, loss = 0.90940495 Validation score: -48.954762 Iteration 582, loss = 0.90443030 Validation score: -48.651841 Iteration 583, loss = 0.89948050 Validation score: -48.350524 Iteration 584, loss = 0.89455541 Validation score: -48.050803 Iteration 585, loss = 0.88965494 Validation score: -47.752670 Iteration 586, loss = 0.88477897 Validation score: -47.456119 Iteration 587, loss = 0.87992739 Validation score: -47.161140 Iteration 588, loss = 0.87510009 Validation score: -46.867728 Iteration 589, loss = 0.87029696 Validation score: -46.575875 Iteration 590, loss = 0.86551788 Validation score: -46.285572 Iteration 591, loss = 0.86076276 Validation score: -45.996814 Iteration 592, loss = 0.85603149 Validation score: -45.709593 Iteration 593, loss = 0.85132395 Validation score: -45.423901 Iteration 594, loss = 0.84664003 Validation score: -45.139731 Iteration 595, loss = 0.84197964 Validation score: -44.857077 Iteration 596, loss = 0.83734267 Validation score: -44.575930 Iteration 597, loss = 0.83272900 Validation score: -44.296285 Iteration 598, loss = 0.82813854 Validation score: -44.018133 Iteration 599, loss = 0.82357118 Validation score: -43.741468 Iteration 600, loss = 0.81902681 Validation score: -43.466283 Iteration 601, loss = 0.81450534 Validation score: -43.192571 Iteration 602, loss = 0.81000666 Validation score: -42.920324 Iteration 603, loss = 0.80553066 Validation score: -42.649537 Iteration 604, loss = 0.80107725 Validation score: -42.380202 Iteration 605, loss = 0.79664631 Validation score: -42.112312 Iteration 606, loss = 0.79223776 Validation score: -41.845861 Iteration 607, loss = 0.78785149 Validation score: -41.580842 Iteration 608, loss = 0.78348740 Validation score: -41.317247 Iteration 609, loss = 0.77914539 Validation score: -41.055071 Iteration 610, loss = 0.77482536 Validation score: -40.794307 Iteration 611, loss = 0.77052721 Validation score: -40.534948 Iteration 612, loss = 0.76625085 Validation score: -40.276987 Iteration 613, loss = 0.76199616 Validation score: -40.020418 Iteration 614, loss = 0.75776307 Validation score: -39.765235 Iteration 615, loss = 0.75355146 Validation score: -39.511430 Iteration 616, loss = 0.74936125 Validation score: -39.258998 Iteration 617, loss = 0.74519234 Validation score: -39.007932 Iteration 618, loss = 0.74104462 Validation score: -38.758225 Iteration 619, loss = 0.73691802 Validation score: -38.509871 Iteration 620, loss = 0.73281242 Validation score: -38.262864 Iteration 621, loss = 0.72872773 Validation score: -38.017197 Iteration 622, loss = 0.72466387 Validation score: -37.772865 Iteration 623, loss = 0.72062074 Validation score: -37.529860 Iteration 624, loss = 0.71659824 Validation score: -37.288177 Iteration 625, loss = 0.71259628 Validation score: -37.047810 Iteration 626, loss = 0.70861478 Validation score: -36.808751 Iteration 627, loss = 0.70465363 Validation score: -36.570996 Iteration 628, loss = 0.70071274 Validation score: -36.334537 Iteration 629, loss = 0.69679203 Validation score: -36.099370 Iteration 630, loss = 0.69289140 Validation score: -35.865487 Iteration 631, loss = 0.68901076 Validation score: -35.632882 Iteration 632, loss = 0.68515003 Validation score: -35.401551 Iteration 633, loss = 0.68130910 Validation score: -35.171486 Iteration 634, loss = 0.67748791 Validation score: -34.942682 Iteration 635, loss = 0.67368634 Validation score: -34.715133 Iteration 636, loss = 0.66990433 Validation score: -34.488832 Iteration 637, loss = 0.66614177 Validation score: -34.263775 Iteration 638, loss = 0.66239858 Validation score: -34.039954 Iteration 639, loss = 0.65867467 Validation score: -33.817365 Iteration 640, loss = 0.65496996 Validation score: -33.596002 Iteration 641, loss = 0.65128435 Validation score: -33.375858 Iteration 642, loss = 0.64761777 Validation score: -33.156928 Iteration 643, loss = 0.64397013 Validation score: -32.939207 Iteration 644, loss = 0.64034134 Validation score: -32.722688 Iteration 645, loss = 0.63673131 Validation score: -32.507365 Iteration 646, loss = 0.63313997 Validation score: -32.293234 Iteration 647, loss = 0.62956722 Validation score: -32.080289 Iteration 648, loss = 0.62601299 Validation score: -31.868524 Iteration 649, loss = 0.62247719 Validation score: -31.657933 Iteration 650, loss = 0.61895973 Validation score: -31.448511 Iteration 651, loss = 0.61546053 Validation score: -31.240252 Iteration 652, loss = 0.61197952 Validation score: -31.033151 Iteration 653, loss = 0.60851660 Validation score: -30.827203 Iteration 654, loss = 0.60507170 Validation score: -30.622402 Iteration 655, loss = 0.60164473 Validation score: -30.418741 Iteration 656, loss = 0.59823562 Validation score: -30.216218 Iteration 657, loss = 0.59484428 Validation score: -30.014824 Iteration 658, loss = 0.59147063 Validation score: -29.814556 Iteration 659, loss = 0.58811459 Validation score: -29.615409 Iteration 660, loss = 0.58477609 Validation score: -29.417375 Iteration 661, loss = 0.58145503 Validation score: -29.220452 Iteration 662, loss = 0.57815135 Validation score: -29.024632 Iteration 663, loss = 0.57486497 Validation score: -28.829911 Iteration 664, loss = 0.57159580 Validation score: -28.636284 Iteration 665, loss = 0.56834376 Validation score: -28.443746 Iteration 666, loss = 0.56510879 Validation score: -28.252290 Iteration 667, loss = 0.56189080 Validation score: -28.061913 Iteration 668, loss = 0.55868971 Validation score: -27.872609 Iteration 669, loss = 0.55550545 Validation score: -27.684373 Iteration 670, loss = 0.55233794 Validation score: -27.497200 Iteration 671, loss = 0.54918711 Validation score: -27.311084 Iteration 672, loss = 0.54605287 Validation score: -27.126021 Iteration 673, loss = 0.54293516 Validation score: -26.942006 Iteration 674, loss = 0.53983390 Validation score: -26.759034 Iteration 675, loss = 0.53674901 Validation score: -26.577099 Iteration 676, loss = 0.53368042 Validation score: -26.396198 Iteration 677, loss = 0.53062805 Validation score: -26.216324 Iteration 678, loss = 0.52759183 Validation score: -26.037473 Iteration 679, loss = 0.52457169 Validation score: -25.859640 Iteration 680, loss = 0.52156755 Validation score: -25.682820 Iteration 681, loss = 0.51857933 Validation score: -25.507008 Iteration 682, loss = 0.51560698 Validation score: -25.332200 Iteration 683, loss = 0.51265041 Validation score: -25.158391 Iteration 684, loss = 0.50970955 Validation score: -24.985576 Iteration 685, loss = 0.50678433 Validation score: -24.813749 Iteration 686, loss = 0.50387467 Validation score: -24.642907 Iteration 687, loss = 0.50098052 Validation score: -24.473045 Iteration 688, loss = 0.49810179 Validation score: -24.304158 Iteration 689, loss = 0.49523841 Validation score: -24.136241 Iteration 690, loss = 0.49239032 Validation score: -23.969289 Iteration 691, loss = 0.48955744 Validation score: -23.803299 Iteration 692, loss = 0.48673970 Validation score: -23.638265 Iteration 693, loss = 0.48393704 Validation score: -23.474182 Iteration 694, loss = 0.48114938 Validation score: -23.311047 Iteration 695, loss = 0.47837666 Validation score: -23.148854 Iteration 696, loss = 0.47561880 Validation score: -22.987599 Iteration 697, loss = 0.47287575 Validation score: -22.827278 Iteration 698, loss = 0.47014742 Validation score: -22.667885 Iteration 699, loss = 0.46743375 Validation score: -22.509417 Iteration 700, loss = 0.46473468 Validation score: -22.351869 Iteration 701, loss = 0.46205014 Validation score: -22.195237 Iteration 702, loss = 0.45938005 Validation score: -22.039515 Iteration 703, loss = 0.45672436 Validation score: -21.884701 Iteration 704, loss = 0.45408299 Validation score: 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-17.256606 Iteration 737, loss = 0.37453413 Validation score: -17.130117 Iteration 738, loss = 0.37234206 Validation score: -17.004391 Iteration 739, loss = 0.37016215 Validation score: -16.879425 Iteration 740, loss = 0.36799433 Validation score: -16.755214 Iteration 741, loss = 0.36583855 Validation score: -16.631755 Iteration 742, loss = 0.36369476 Validation score: -16.509045 Iteration 743, loss = 0.36156290 Validation score: -16.387078 Iteration 744, loss = 0.35944290 Validation score: -16.265852 Iteration 745, loss = 0.35733472 Validation score: -16.145363 Iteration 746, loss = 0.35523829 Validation score: -16.025607 Iteration 747, loss = 0.35315357 Validation score: -15.906581 Iteration 748, loss = 0.35108049 Validation score: -15.788280 Iteration 749, loss = 0.34901900 Validation score: -15.670702 Iteration 750, loss = 0.34696904 Validation score: -15.553842 Iteration 751, loss = 0.34493057 Validation score: -15.437698 Iteration 752, loss = 0.34290351 Validation score: 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-13.569198 Iteration 769, loss = 0.31013938 Validation score: -13.465322 Iteration 770, loss = 0.30830882 Validation score: -13.362095 Iteration 771, loss = 0.30648868 Validation score: -13.259513 Iteration 772, loss = 0.30467891 Validation score: -13.157574 Iteration 773, loss = 0.30287947 Validation score: -13.056274 Iteration 774, loss = 0.30109029 Validation score: -12.955610 Iteration 775, loss = 0.29931134 Validation score: -12.855579 Iteration 776, loss = 0.29754255 Validation score: -12.756177 Iteration 777, loss = 0.29578389 Validation score: -12.657401 Iteration 778, loss = 0.29403530 Validation score: -12.559248 Iteration 779, loss = 0.29229672 Validation score: -12.461715 Iteration 780, loss = 0.29056813 Validation score: -12.364798 Iteration 781, loss = 0.28884945 Validation score: -12.268494 Iteration 782, loss = 0.28714066 Validation score: -12.172801 Iteration 783, loss = 0.28544168 Validation score: -12.077714 Iteration 784, loss = 0.28375249 Validation score: -11.983231 Iteration 785, loss = 0.28207303 Validation score: -11.889349 Iteration 786, loss = 0.28040325 Validation score: -11.796065 Iteration 787, loss = 0.27874311 Validation score: -11.703375 Iteration 788, loss = 0.27709255 Validation score: -11.611276 Iteration 789, loss = 0.27545154 Validation score: -11.519766 Iteration 790, loss = 0.27382002 Validation score: -11.428840 Iteration 791, loss = 0.27219794 Validation score: -11.338497 Iteration 792, loss = 0.27058526 Validation score: -11.248733 Iteration 793, loss = 0.26898194 Validation score: -11.159545 Iteration 794, loss = 0.26738793 Validation score: -11.070930 Iteration 795, loss = 0.26580317 Validation score: -10.982885 Iteration 796, loss = 0.26422763 Validation score: -10.895408 Iteration 797, loss = 0.26266126 Validation score: -10.808494 Iteration 798, loss = 0.26110401 Validation score: -10.722141 Iteration 799, loss = 0.25955584 Validation score: -10.636347 Iteration 800, loss = 0.25801670 Validation score: -10.551107 Iteration 801, loss = 0.25648655 Validation score: -10.466420 Iteration 802, loss = 0.25496534 Validation score: -10.382283 Iteration 803, loss = 0.25345304 Validation score: -10.298692 Iteration 804, loss = 0.25194958 Validation score: -10.215644 Iteration 805, loss = 0.25045493 Validation score: -10.133137 Iteration 806, loss = 0.24896905 Validation score: -10.051168 Iteration 807, loss = 0.24749189 Validation score: -9.969734 Iteration 808, loss = 0.24602341 Validation score: -9.888832 Iteration 809, loss = 0.24456356 Validation score: -9.808459 Iteration 810, loss = 0.24311231 Validation score: -9.728613 Iteration 811, loss = 0.24166960 Validation score: -9.649290 Iteration 812, loss = 0.24023539 Validation score: -9.570489 Iteration 813, loss = 0.23880965 Validation score: -9.492205 Iteration 814, loss = 0.23739232 Validation score: -9.414437 Iteration 815, loss = 0.23598337 Validation score: -9.337181 Iteration 816, loss = 0.23458276 Validation score: -9.260435 Iteration 817, loss = 0.23319043 Validation score: -9.184196 Iteration 818, loss = 0.23180636 Validation score: -9.108462 Iteration 819, loss = 0.23043049 Validation score: -9.033229 Iteration 820, loss = 0.22906280 Validation score: -8.958495 Iteration 821, loss = 0.22770322 Validation score: -8.884257 Iteration 822, loss = 0.22635173 Validation score: -8.810513 Iteration 823, loss = 0.22500828 Validation score: -8.737260 Iteration 824, loss = 0.22367283 Validation score: -8.664495 Iteration 825, loss = 0.22234535 Validation score: -8.592216 Iteration 826, loss = 0.22102578 Validation score: -8.520420 Iteration 827, loss = 0.21971410 Validation score: -8.449104 Iteration 828, loss = 0.21841025 Validation score: -8.378266 Iteration 829, loss = 0.21711420 Validation score: -8.307903 Iteration 830, loss = 0.21582591 Validation score: -8.238013 Iteration 831, loss = 0.21454534 Validation score: -8.168592 Iteration 832, loss = 0.21327245 Validation score: -8.099639 Iteration 833, loss = 0.21200721 Validation score: -8.031151 Iteration 834, loss = 0.21074956 Validation score: -7.963125 Iteration 835, loss = 0.20949947 Validation score: -7.895560 Iteration 836, loss = 0.20825691 Validation score: -7.828451 Iteration 837, loss = 0.20702183 Validation score: -7.761797 Iteration 838, loss = 0.20579420 Validation score: -7.695596 Iteration 839, loss = 0.20457398 Validation score: -7.629844 Iteration 840, loss = 0.20336112 Validation score: -7.564540 Iteration 841, loss = 0.20215560 Validation score: -7.499680 Iteration 842, loss = 0.20095737 Validation score: -7.435263 Iteration 843, loss = 0.19976639 Validation score: -7.371286 Iteration 844, loss = 0.19858263 Validation score: -7.307746 Iteration 845, loss = 0.19740605 Validation score: -7.244642 Iteration 846, loss = 0.19623661 Validation score: -7.181970 Iteration 847, loss = 0.19507428 Validation score: -7.119729 Iteration 848, loss = 0.19391902 Validation score: -7.057915 Iteration 849, loss = 0.19277079 Validation score: -6.996527 Iteration 850, loss = 0.19162955 Validation score: -6.935562 Iteration 851, loss = 0.19049527 Validation score: -6.875018 Iteration 852, loss = 0.18936791 Validation score: -6.814893 Iteration 853, loss = 0.18824744 Validation score: -6.755183 Iteration 854, loss = 0.18713382 Validation score: -6.695888 Iteration 855, loss = 0.18602701 Validation score: -6.637004 Iteration 856, loss = 0.18492698 Validation score: -6.578529 Iteration 857, loss = 0.18383370 Validation score: -6.520461 Iteration 858, loss = 0.18274711 Validation score: -6.462797 Iteration 859, loss = 0.18166720 Validation score: -6.405536 Iteration 860, loss = 0.18059393 Validation score: -6.348675 Iteration 861, loss = 0.17952726 Validation score: -6.292212 Iteration 862, loss = 0.17846715 Validation score: -6.236144 Iteration 863, loss = 0.17741358 Validation score: -6.180470 Iteration 864, loss = 0.17636650 Validation score: -6.125186 Iteration 865, loss = 0.17532588 Validation score: -6.070292 Iteration 866, loss = 0.17429170 Validation score: -6.015784 Iteration 867, loss = 0.17326390 Validation score: -5.961661 Iteration 868, loss = 0.17224247 Validation score: -5.907920 Iteration 869, loss = 0.17122736 Validation score: -5.854559 Iteration 870, loss = 0.17021855 Validation score: -5.801576 Iteration 871, loss = 0.16921600 Validation score: -5.748969 Iteration 872, loss = 0.16821967 Validation score: -5.696735 Iteration 873, loss = 0.16722953 Validation score: -5.644873 Iteration 874, loss = 0.16624555 Validation score: -5.593381 Iteration 875, loss = 0.16526770 Validation score: -5.542255 Iteration 876, loss = 0.16429595 Validation score: -5.491495 Iteration 877, loss = 0.16333025 Validation score: -5.441098 Iteration 878, loss = 0.16237058 Validation score: -5.391062 Iteration 879, loss = 0.16141691 Validation score: -5.341385 Iteration 880, loss = 0.16046920 Validation score: -5.292064 Iteration 881, loss = 0.15952743 Validation score: -5.243099 Iteration 882, loss = 0.15859155 Validation score: -5.194486 Iteration 883, loss = 0.15766154 Validation score: -5.146223 Iteration 884, loss = 0.15673737 Validation score: -5.098310 Iteration 885, loss = 0.15581900 Validation score: -5.050743 Iteration 886, loss = 0.15490641 Validation score: -5.003520 Iteration 887, loss = 0.15399956 Validation score: -4.956640 Iteration 888, loss = 0.15309841 Validation score: -4.910101 Iteration 889, loss = 0.15220295 Validation score: -4.863901 Iteration 890, loss = 0.15131314 Validation score: -4.818037 Iteration 891, loss = 0.15042895 Validation score: -4.772507 Iteration 892, loss = 0.14955034 Validation score: -4.727311 Iteration 893, loss = 0.14867729 Validation score: -4.682445 Iteration 894, loss = 0.14780977 Validation score: -4.637908 Iteration 895, loss = 0.14694774 Validation score: -4.593698 Iteration 896, loss = 0.14609118 Validation score: -4.549813 Iteration 897, loss = 0.14524006 Validation score: -4.506251 Iteration 898, loss = 0.14439434 Validation score: -4.463010 Iteration 899, loss = 0.14355400 Validation score: -4.420088 Iteration 900, loss = 0.14271901 Validation score: -4.377484 Iteration 901, loss = 0.14188934 Validation score: -4.335195 Iteration 902, loss = 0.14106496 Validation score: -4.293220 Iteration 903, loss = 0.14024583 Validation score: -4.251556 Iteration 904, loss = 0.13943194 Validation score: -4.210203 Iteration 905, loss = 0.13862325 Validation score: -4.169157 Iteration 906, loss = 0.13781974 Validation score: -4.128418 Iteration 907, loss = 0.13702136 Validation score: -4.087983 Iteration 908, loss = 0.13622811 Validation score: -4.047851 Iteration 909, loss = 0.13543994 Validation score: -4.008019 Iteration 910, loss = 0.13465684 Validation score: -3.968487 Iteration 911, loss = 0.13387876 Validation score: -3.929251 Iteration 912, loss = 0.13310569 Validation score: -3.890311 Iteration 913, loss = 0.13233760 Validation score: -3.851665 Iteration 914, loss = 0.13157445 Validation score: -3.813311 Iteration 915, loss = 0.13081622 Validation score: -3.775246 Iteration 916, loss = 0.13006289 Validation score: -3.737470 Iteration 917, loss = 0.12931442 Validation score: -3.699981 Iteration 918, loss = 0.12857079 Validation score: -3.662776 Iteration 919, loss = 0.12783198 Validation score: -3.625855 Iteration 920, loss = 0.12709795 Validation score: -3.589215 Iteration 921, loss = 0.12636867 Validation score: -3.552855 Iteration 922, loss = 0.12564413 Validation score: -3.516773 Iteration 923, loss = 0.12492429 Validation score: -3.480967 Iteration 924, loss = 0.12420913 Validation score: -3.445436 Iteration 925, loss = 0.12349862 Validation score: -3.410177 Iteration 926, loss = 0.12279274 Validation score: -3.375190 Iteration 927, loss = 0.12209146 Validation score: -3.340473 Iteration 928, loss = 0.12139475 Validation score: -3.306024 Iteration 929, loss = 0.12070259 Validation score: -3.271841 Iteration 930, loss = 0.12001495 Validation score: -3.237923 Iteration 931, loss = 0.11933180 Validation score: -3.204267 Iteration 932, loss = 0.11865313 Validation score: -3.170874 Iteration 933, loss = 0.11797890 Validation score: -3.137740 Iteration 934, loss = 0.11730910 Validation score: -3.104864 Iteration 935, loss = 0.11664369 Validation score: -3.072245 Iteration 936, loss = 0.11598264 Validation score: -3.039882 Iteration 937, loss = 0.11532595 Validation score: -3.007771 Iteration 938, loss = 0.11467357 Validation score: -2.975913 Iteration 939, loss = 0.11402549 Validation score: -2.944305 Iteration 940, loss = 0.11338168 Validation score: -2.912945 Iteration 941, loss = 0.11274211 Validation score: -2.881833 Iteration 942, loss = 0.11210677 Validation score: -2.850967 Iteration 943, loss = 0.11147563 Validation score: -2.820344 Iteration 944, loss = 0.11084866 Validation score: -2.789965 Iteration 945, loss = 0.11022584 Validation score: -2.759826 Iteration 946, loss = 0.10960715 Validation score: -2.729927 Iteration 947, loss = 0.10899256 Validation score: -2.700266 Iteration 948, loss = 0.10838204 Validation score: -2.670842 Iteration 949, loss = 0.10777558 Validation score: -2.641653 Iteration 950, loss = 0.10717316 Validation score: -2.612697 Iteration 951, loss = 0.10657474 Validation score: -2.583974 Iteration 952, loss = 0.10598031 Validation score: -2.555481 Iteration 953, loss = 0.10538984 Validation score: -2.527218 Iteration 954, loss = 0.10480331 Validation score: -2.499182 Iteration 955, loss = 0.10422069 Validation score: -2.471373 Iteration 956, loss = 0.10364197 Validation score: -2.443788 Iteration 957, loss = 0.10306712 Validation score: -2.416427 Iteration 958, loss = 0.10249612 Validation score: -2.389288 Iteration 959, loss = 0.10192894 Validation score: -2.362369 Iteration 960, loss = 0.10136557 Validation score: -2.335670 Iteration 961, loss = 0.10080597 Validation score: -2.309189 Iteration 962, loss = 0.10025014 Validation score: -2.282923 Iteration 963, loss = 0.09969804 Validation score: -2.256873 Iteration 964, loss = 0.09914966 Validation score: -2.231037 Iteration 965, loss = 0.09860497 Validation score: -2.205413 Iteration 966, loss = 0.09806396 Validation score: -2.179999 Iteration 967, loss = 0.09752659 Validation score: -2.154796 Iteration 968, loss = 0.09699285 Validation score: -2.129800 Iteration 969, loss = 0.09646272 Validation score: -2.105011 Iteration 970, loss = 0.09593618 Validation score: -2.080428 Iteration 971, loss = 0.09541320 Validation score: -2.056048 Iteration 972, loss = 0.09489376 Validation score: -2.031872 Iteration 973, loss = 0.09437785 Validation score: -2.007897 Iteration 974, loss = 0.09386544 Validation score: -1.984122 Iteration 975, loss = 0.09335651 Validation score: -1.960546 Iteration 976, loss = 0.09285104 Validation score: -1.937168 Iteration 977, loss = 0.09234901 Validation score: -1.913986 Iteration 978, loss = 0.09185040 Validation score: -1.890999 Iteration 979, loss = 0.09135518 Validation score: -1.868206 Iteration 980, loss = 0.09086335 Validation score: -1.845605 Iteration 981, loss = 0.09037488 Validation score: -1.823195 Iteration 982, loss = 0.08988974 Validation score: -1.800976 Iteration 983, loss = 0.08940792 Validation score: -1.778945 Iteration 984, loss = 0.08892940 Validation score: -1.757101 Iteration 985, loss = 0.08845417 Validation score: -1.735443 Iteration 986, loss = 0.08798218 Validation score: -1.713971 Iteration 987, loss = 0.08751344 Validation score: -1.692682 Iteration 988, loss = 0.08704792 Validation score: -1.671576 Iteration 989, loss = 0.08658560 Validation score: -1.650651 Iteration 990, loss = 0.08612647 Validation score: -1.629906 Iteration 991, loss = 0.08567049 Validation score: -1.609340 Iteration 992, loss = 0.08521766 Validation score: -1.588951 Iteration 993, loss = 0.08476795 Validation score: -1.568739 Iteration 994, loss = 0.08432135 Validation score: -1.548703 Iteration 995, loss = 0.08387783 Validation score: -1.528840 Iteration 996, loss = 0.08343738 Validation score: -1.509151 Iteration 997, loss = 0.08299999 Validation score: -1.489633 Iteration 998, loss = 0.08256562 Validation score: -1.470286 Iteration 999, loss = 0.08213426 Validation score: -1.451108 Iteration 1000, loss = 0.08170590 Validation score: -1.432099 Iteration 1, loss = 12.72318465 Validation score: -1115.063550 Iteration 2, loss = 12.67661660 Validation score: -1111.388741 Iteration 3, loss = 12.63006875 Validation score: -1107.715997 Iteration 4, loss = 12.58354418 Validation score: -1104.045906 Iteration 5, loss = 12.53704524 Validation score: -1100.379347 Iteration 6, loss = 12.49057316 Validation score: -1096.717472 Iteration 7, loss = 12.44412755 Validation score: -1093.061436 Iteration 8, loss = 12.39770607 Validation score: -1089.411850 Iteration 9, loss = 12.35130500 Validation score: -1085.768410 Iteration 10, loss = 12.30492065 Validation score: -1082.130083 Iteration 11, loss = 12.25855044 Validation score: -1078.495600 Iteration 12, loss = 12.21219302 Validation score: -1074.863782 Iteration 13, loss = 12.16584786 Validation score: -1071.233645 Iteration 14, loss = 12.11951474 Validation score: -1067.604385 Iteration 15, loss = 12.07319347 Validation score: -1063.975330 Iteration 16, loss = 12.02688370 Validation score: -1060.345896 Iteration 17, loss = 11.98058484 Validation score: -1056.715551 Iteration 18, loss = 11.93429596 Validation score: -1053.083789 Iteration 19, loss = 11.88801578 Validation score: -1049.450114 Iteration 20, loss = 11.84174262 Validation score: -1045.814022 Iteration 21, loss = 11.79547441 Validation score: -1042.174995 Iteration 22, loss = 11.74920860 Validation score: -1038.532488 Iteration 23, loss = 11.70294223 Validation score: -1034.885926 Iteration 24, loss = 11.65667187 Validation score: -1031.234699 Iteration 25, loss = 11.61039362 Validation score: -1027.578158 Iteration 26, loss = 11.56410315 Validation score: -1023.915613 Iteration 27, loss = 11.51779566 Validation score: -1020.246334 Iteration 28, loss = 11.47146597 Validation score: -1016.569553 Iteration 29, loss = 11.42510847 Validation score: -1012.884465 Iteration 30, loss = 11.37871725 Validation score: -1009.190238 Iteration 31, loss = 11.33228611 Validation score: -1005.486014 Iteration 32, loss = 11.28580868 Validation score: -1001.770925 Iteration 33, loss = 11.23927848 Validation score: -998.044098 Iteration 34, loss = 11.19268904 Validation score: -994.304667 Iteration 35, loss = 11.14603400 Validation score: -990.551786 Iteration 36, loss = 11.09930726 Validation score: -986.784638 Iteration 37, loss = 11.05250302 Validation score: -983.002446 Iteration 38, loss = 11.00561593 Validation score: -979.204479 Iteration 39, loss = 10.95864115 Validation score: -975.390058 Iteration 40, loss = 10.91157442 Validation score: -971.558567 Iteration 41, loss = 10.86441212 Validation score: -967.709447 Iteration 42, loss = 10.81715125 Validation score: -963.842207 Iteration 43, loss = 10.76978951 Validation score: -959.956418 Iteration 44, loss = 10.72232522 Validation score: -956.051715 Iteration 45, loss = 10.67475736 Validation score: -952.127798 Iteration 46, loss = 10.62708550 Validation score: -948.184424 Iteration 47, loss = 10.57930978 Validation score: -944.221415 Iteration 48, loss = 10.53143087 Validation score: -940.238647 Iteration 49, loss = 10.48344993 Validation score: -936.236052 Iteration 50, loss = 10.43536856 Validation score: -932.213619 Iteration 51, loss = 10.38718879 Validation score: -928.171384 Iteration 52, loss = 10.33891300 Validation score: -924.109438 Iteration 53, loss = 10.29054391 Validation score: -920.027917 Iteration 54, loss = 10.24208454 Validation score: -915.927005 Iteration 55, loss = 10.19353821 Validation score: -911.806932 Iteration 56, loss = 10.14490848 Validation score: -907.667971 Iteration 57, loss = 10.09619912 Validation score: -903.510436 Iteration 58, loss = 10.04741413 Validation score: -899.334682 Iteration 59, loss = 9.99855770 Validation score: 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-686.460311 Iteration 108, loss = 7.62953839 Validation score: -682.294004 Iteration 109, loss = 7.58419121 Validation score: -678.148206 Iteration 110, loss = 7.53905945 Validation score: -674.023506 Iteration 111, loss = 7.49414769 Validation score: -669.920467 Iteration 112, loss = 7.44946035 Validation score: -665.839623 Iteration 113, loss = 7.40500174 Validation score: -661.781482 Iteration 114, loss = 7.36077598 Validation score: -657.746524 Iteration 115, loss = 7.31678706 Validation score: -653.735199 Iteration 116, loss = 7.27303881 Validation score: -649.747933 Iteration 117, loss = 7.22953491 Validation score: -645.785120 Iteration 118, loss = 7.18627887 Validation score: -641.847131 Iteration 119, loss = 7.14327404 Validation score: -637.934305 Iteration 120, loss = 7.10052361 Validation score: -634.046959 Iteration 121, loss = 7.05803060 Validation score: -630.185380 Iteration 122, loss = 7.01579787 Validation score: -626.349831 Iteration 123, loss = 6.97382810 Validation score: -622.540550 Iteration 124, loss = 6.93212381 Validation score: -618.757749 Iteration 125, loss = 6.89068737 Validation score: -615.001618 Iteration 126, loss = 6.84952095 Validation score: -611.272323 Iteration 127, loss = 6.80862660 Validation score: -607.570008 Iteration 128, loss = 6.76800615 Validation score: -603.894795 Iteration 129, loss = 6.72766132 Validation score: -600.246785 Iteration 130, loss = 6.68759364 Validation score: -596.626061 Iteration 131, loss = 6.64780447 Validation score: -593.032683 Iteration 132, loss = 6.60829505 Validation score: -589.466696 Iteration 133, loss = 6.56906644 Validation score: -585.928126 Iteration 134, loss = 6.53011955 Validation score: -582.416982 Iteration 135, loss = 6.49145514 Validation score: -578.933259 Iteration 136, loss = 6.45307383 Validation score: -575.476933 Iteration 137, loss = 6.41497610 Validation score: -572.047969 Iteration 138, loss = 6.37716227 Validation score: -568.646316 Iteration 139, loss = 6.33963255 Validation score: -565.271912 Iteration 140, loss = 6.30238701 Validation score: -561.924681 Iteration 141, loss = 6.26542557 Validation score: -558.604537 Iteration 142, loss = 6.22874805 Validation score: -555.311380 Iteration 143, loss = 6.19235414 Validation score: -552.045103 Iteration 144, loss = 6.15624341 Validation score: -548.805589 Iteration 145, loss = 6.12041531 Validation score: -545.592710 Iteration 146, loss = 6.08486920 Validation score: -542.406331 Iteration 147, loss = 6.04960431 Validation score: -539.246309 Iteration 148, loss = 6.01461980 Validation score: -536.112493 Iteration 149, loss = 5.97991469 Validation score: -533.004725 Iteration 150, loss = 5.94548794 Validation score: -529.922843 Iteration 151, loss = 5.91133841 Validation score: -526.866676 Iteration 152, loss = 5.87746487 Validation score: -523.836049 Iteration 153, loss = 5.84386601 Validation score: -520.830782 Iteration 154, loss = 5.81054045 Validation score: -517.850691 Iteration 155, loss = 5.77748674 Validation score: -514.895587 Iteration 156, loss = 5.74470333 Validation score: -511.965277 Iteration 157, loss = 5.71218864 Validation score: -509.059566 Iteration 158, loss = 5.67994100 Validation score: -506.178253 Iteration 159, loss = 5.64795870 Validation score: -503.321138 Iteration 160, loss = 5.61623998 Validation score: -500.488016 Iteration 161, loss = 5.58478299 Validation score: -497.678680 Iteration 162, loss = 5.55358588 Validation score: -494.892923 Iteration 163, loss = 5.52264673 Validation score: -492.130532 Iteration 164, loss = 5.49196357 Validation score: -489.391298 Iteration 165, loss = 5.46153442 Validation score: -486.675007 Iteration 166, loss = 5.43135723 Validation score: -483.981445 Iteration 167, loss = 5.40142994 Validation score: -481.310398 Iteration 168, loss = 5.37175046 Validation score: -478.661651 Iteration 169, loss = 5.34231667 Validation score: -476.034988 Iteration 170, loss = 5.31312642 Validation score: -473.430193 Iteration 171, loss = 5.28417754 Validation score: -470.847051 Iteration 172, loss = 5.25546785 Validation score: -468.285345 Iteration 173, loss = 5.22699515 Validation score: -465.744861 Iteration 174, loss = 5.19875721 Validation score: -463.225382 Iteration 175, loss = 5.17075182 Validation score: -460.726693 Iteration 176, loss = 5.14297672 Validation score: -458.248582 Iteration 177, loss = 5.11542967 Validation score: -455.790834 Iteration 178, loss = 5.08810843 Validation score: -453.353236 Iteration 179, loss = 5.06101073 Validation score: -450.935577 Iteration 180, loss = 5.03413432 Validation score: -448.537645 Iteration 181, loss = 5.00747693 Validation score: -446.159231 Iteration 182, loss = 4.98103630 Validation score: -443.800125 Iteration 183, loss = 4.95481019 Validation score: -441.460122 Iteration 184, loss = 4.92879633 Validation score: -439.139013 Iteration 185, loss = 4.90299248 Validation score: -436.836594 Iteration 186, loss = 4.87739640 Validation score: -434.552662 Iteration 187, loss = 4.85200586 Validation score: -432.287014 Iteration 188, loss = 4.82681863 Validation score: -430.039450 Iteration 189, loss = 4.80183249 Validation score: -427.809770 Iteration 190, loss = 4.77704526 Validation score: -425.597776 Iteration 191, loss = 4.75245472 Validation score: -423.403274 Iteration 192, loss = 4.72805872 Validation score: -421.226067 Iteration 193, loss = 4.70385507 Validation score: -419.065965 Iteration 194, loss = 4.67984163 Validation score: -416.922774 Iteration 195, loss = 4.65601627 Validation score: -414.796307 Iteration 196, loss = 4.63237687 Validation score: -412.686375 Iteration 197, loss = 4.60892132 Validation score: -410.592792 Iteration 198, loss = 4.58564754 Validation score: -408.515375 Iteration 199, loss = 4.56255345 Validation score: -406.453941 Iteration 200, loss = 4.53963702 Validation score: -404.408309 Iteration 201, loss = 4.51689619 Validation score: -402.378301 Iteration 202, loss = 4.49432897 Validation score: 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score: -370.094243 Iteration 219, loss = 4.13539151 Validation score: -368.316982 Iteration 220, loss = 4.11562745 Validation score: -366.552296 Iteration 221, loss = 4.09600256 Validation score: -364.800042 Iteration 222, loss = 4.07651522 Validation score: -363.060080 Iteration 223, loss = 4.05716385 Validation score: -361.332272 Iteration 224, loss = 4.03794689 Validation score: -359.616479 Iteration 225, loss = 4.01886279 Validation score: -357.912566 Iteration 226, loss = 3.99991002 Validation score: -356.220400 Iteration 227, loss = 3.98108708 Validation score: -354.539849 Iteration 228, loss = 3.96239248 Validation score: -352.870782 Iteration 229, loss = 3.94382476 Validation score: -351.213070 Iteration 230, loss = 3.92538246 Validation score: -349.566587 Iteration 231, loss = 3.90706417 Validation score: -347.931206 Iteration 232, loss = 3.88886847 Validation score: -346.306805 Iteration 233, loss = 3.87079397 Validation score: -344.693261 Iteration 234, loss = 3.85283930 Validation score: -343.090452 Iteration 235, loss = 3.83500312 Validation score: -341.498262 Iteration 236, loss = 3.81728408 Validation score: -339.916570 Iteration 237, loss = 3.79968087 Validation score: -338.345263 Iteration 238, loss = 3.78219220 Validation score: -336.784225 Iteration 239, loss = 3.76481677 Validation score: -335.233344 Iteration 240, loss = 3.74755334 Validation score: -333.692508 Iteration 241, loss = 3.73040066 Validation score: -332.161607 Iteration 242, loss = 3.71335749 Validation score: -330.640532 Iteration 243, loss = 3.69642263 Validation score: -329.129178 Iteration 244, loss = 3.67959489 Validation score: -327.627438 Iteration 245, loss = 3.66287308 Validation score: -326.135208 Iteration 246, loss = 3.64625605 Validation score: -324.652385 Iteration 247, loss = 3.62974265 Validation score: -323.178868 Iteration 248, loss = 3.61333176 Validation score: -321.714557 Iteration 249, loss = 3.59702226 Validation score: -320.259354 Iteration 250, loss = 3.58081306 Validation score: -318.813161 Iteration 251, loss = 3.56470307 Validation score: -317.375883 Iteration 252, loss = 3.54869123 Validation score: -315.947423 Iteration 253, loss = 3.53277648 Validation score: -314.527690 Iteration 254, loss = 3.51695780 Validation score: -313.116592 Iteration 255, loss = 3.50123416 Validation score: -311.714037 Iteration 256, loss = 3.48560455 Validation score: -310.319935 Iteration 257, loss = 3.47006798 Validation score: -308.934199 Iteration 258, loss = 3.45462347 Validation score: -307.556742 Iteration 259, loss = 3.43927006 Validation score: -306.187477 Iteration 260, loss = 3.42400680 Validation score: -304.826320 Iteration 261, loss = 3.40883275 Validation score: -303.473187 Iteration 262, loss = 3.39374699 Validation score: -302.127996 Iteration 263, loss = 3.37874860 Validation score: -300.790665 Iteration 264, loss = 3.36383668 Validation score: -299.461115 Iteration 265, loss = 3.34901036 Validation score: -298.139267 Iteration 266, loss = 3.33426876 Validation score: -296.825042 Iteration 267, loss = 3.31961102 Validation score: -295.518363 Iteration 268, loss = 3.30503629 Validation score: -294.219156 Iteration 269, loss = 3.29054374 Validation score: -292.927345 Iteration 270, loss = 3.27613254 Validation score: -291.642856 Iteration 271, loss = 3.26180189 Validation score: -290.365618 Iteration 272, loss = 3.24755098 Validation score: -289.095557 Iteration 273, loss = 3.23337902 Validation score: -287.832604 Iteration 274, loss = 3.21928523 Validation score: -286.576689 Iteration 275, loss = 3.20526886 Validation score: -285.327743 Iteration 276, loss = 3.19132913 Validation score: -284.085699 Iteration 277, loss = 3.17746532 Validation score: -282.850490 Iteration 278, loss = 3.16367668 Validation score: -281.622049 Iteration 279, loss = 3.14996250 Validation score: -280.400312 Iteration 280, loss = 3.13632205 Validation score: -279.185215 Iteration 281, loss = 3.12275464 Validation score: -277.976695 Iteration 282, loss = 3.10925957 Validation score: -276.774689 Iteration 283, loss = 3.09583616 Validation score: -275.579136 Iteration 284, loss = 3.08248373 Validation score: -274.389975 Iteration 285, loss = 3.06920163 Validation score: -273.207148 Iteration 286, loss = 3.05598919 Validation score: -272.030594 Iteration 287, loss = 3.04284577 Validation score: -270.860256 Iteration 288, loss = 3.02977074 Validation score: -269.696076 Iteration 289, loss = 3.01676347 Validation score: -268.537999 Iteration 290, loss = 3.00382334 Validation score: -267.385968 Iteration 291, loss = 2.99094974 Validation score: -266.239928 Iteration 292, loss = 2.97814208 Validation score: -265.099826 Iteration 293, loss = 2.96539975 Validation score: -263.965608 Iteration 294, loss = 2.95272217 Validation score: -262.837221 Iteration 295, loss = 2.94010877 Validation score: -261.714613 Iteration 296, loss = 2.92755899 Validation score: -260.597734 Iteration 297, loss = 2.91507225 Validation score: 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score: -242.440808 Iteration 314, loss = 2.71193853 Validation score: -241.419030 Iteration 315, loss = 2.70049941 Validation score: -240.402131 Iteration 316, loss = 2.68911407 Validation score: -239.390069 Iteration 317, loss = 2.67778208 Validation score: -238.382808 Iteration 318, loss = 2.66650304 Validation score: -237.380310 Iteration 319, loss = 2.65527652 Validation score: -236.382536 Iteration 320, loss = 2.64410212 Validation score: -235.389449 Iteration 321, loss = 2.63297943 Validation score: -234.401015 Iteration 322, loss = 2.62190807 Validation score: -233.417195 Iteration 323, loss = 2.61088764 Validation score: -232.437956 Iteration 324, loss = 2.59991776 Validation score: -231.463261 Iteration 325, loss = 2.58899804 Validation score: -230.493077 Iteration 326, loss = 2.57812811 Validation score: -229.527369 Iteration 327, loss = 2.56730760 Validation score: -228.566104 Iteration 328, loss = 2.55653615 Validation score: -227.609248 Iteration 329, loss = 2.54581339 Validation score: -226.656769 Iteration 330, loss = 2.53513897 Validation score: -225.708633 Iteration 331, loss = 2.52451253 Validation score: -224.764810 Iteration 332, loss = 2.51393374 Validation score: -223.825268 Iteration 333, loss = 2.50340224 Validation score: -222.889974 Iteration 334, loss = 2.49291770 Validation score: -221.958900 Iteration 335, loss = 2.48247979 Validation score: -221.032014 Iteration 336, loss = 2.47208818 Validation score: -220.109286 Iteration 337, loss = 2.46174254 Validation score: -219.190687 Iteration 338, loss = 2.45144255 Validation score: -218.276188 Iteration 339, loss = 2.44118790 Validation score: -217.365759 Iteration 340, loss = 2.43097826 Validation score: -216.459372 Iteration 341, loss = 2.42081335 Validation score: -215.557000 Iteration 342, loss = 2.41069284 Validation score: -214.658613 Iteration 343, loss = 2.40061644 Validation score: -213.764186 Iteration 344, loss = 2.39058386 Validation score: -212.873690 Iteration 345, loss = 2.38059479 Validation score: -211.987099 Iteration 346, loss = 2.37064895 Validation score: -211.104386 Iteration 347, loss = 2.36074605 Validation score: -210.225526 Iteration 348, loss = 2.35088581 Validation score: -209.350493 Iteration 349, loss = 2.34106795 Validation score: -208.479260 Iteration 350, loss = 2.33129219 Validation score: -207.611803 Iteration 351, loss = 2.32155827 Validation score: -206.748098 Iteration 352, loss = 2.31186591 Validation score: -205.888118 Iteration 353, loss = 2.30221485 Validation score: -205.031841 Iteration 354, loss = 2.29260482 Validation score: -204.179242 Iteration 355, loss = 2.28303556 Validation score: -203.330297 Iteration 356, loss = 2.27350682 Validation score: -202.484983 Iteration 357, loss = 2.26401835 Validation score: -201.643277 Iteration 358, loss = 2.25456989 Validation score: -200.805156 Iteration 359, loss = 2.24516120 Validation score: -199.970597 Iteration 360, loss = 2.23579203 Validation score: -199.139578 Iteration 361, loss = 2.22646214 Validation score: -198.312077 Iteration 362, loss = 2.21717130 Validation score: -197.488072 Iteration 363, loss = 2.20791926 Validation score: -196.667541 Iteration 364, loss = 2.19870579 Validation score: -195.850464 Iteration 365, loss = 2.18953066 Validation score: -195.036818 Iteration 366, loss = 2.18039365 Validation score: -194.226584 Iteration 367, loss = 2.17129453 Validation score: -193.419739 Iteration 368, loss = 2.16223307 Validation score: -192.616265 Iteration 369, loss = 2.15320905 Validation score: -191.816141 Iteration 370, loss = 2.14422227 Validation score: -191.019347 Iteration 371, loss = 2.13527249 Validation score: -190.225862 Iteration 372, loss = 2.12635951 Validation score: -189.435669 Iteration 373, loss = 2.11748312 Validation score: -188.648747 Iteration 374, loss = 2.10864311 Validation score: -187.865077 Iteration 375, loss = 2.09983928 Validation score: -187.084641 Iteration 376, loss = 2.09107141 Validation score: -186.307419 Iteration 377, loss = 2.08233931 Validation score: -185.533394 Iteration 378, loss = 2.07364277 Validation score: -184.762547 Iteration 379, loss = 2.06498161 Validation score: -183.994859 Iteration 380, loss = 2.05635562 Validation score: -183.230314 Iteration 381, loss = 2.04776461 Validation score: -182.468893 Iteration 382, loss = 2.03920840 Validation score: -181.710579 Iteration 383, loss = 2.03068678 Validation score: -180.955354 Iteration 384, loss = 2.02219958 Validation score: -180.203201 Iteration 385, loss = 2.01374660 Validation score: -179.454104 Iteration 386, loss = 2.00532768 Validation score: -178.708046 Iteration 387, loss = 1.99694261 Validation score: -177.965009 Iteration 388, loss = 1.98859123 Validation score: -177.224978 Iteration 389, loss = 1.98027336 Validation score: -176.487936 Iteration 390, loss = 1.97198881 Validation score: -175.753867 Iteration 391, loss = 1.96373742 Validation score: -175.022755 Iteration 392, loss = 1.95551902 Validation score: 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score: -163.031541 Iteration 409, loss = 1.82069314 Validation score: -162.351096 Iteration 410, loss = 1.81304074 Validation score: -161.673331 Iteration 411, loss = 1.80541834 Validation score: -160.998234 Iteration 412, loss = 1.79782579 Validation score: -160.325792 Iteration 413, loss = 1.79026296 Validation score: -159.655993 Iteration 414, loss = 1.78272970 Validation score: -158.988822 Iteration 415, loss = 1.77522588 Validation score: -158.324267 Iteration 416, loss = 1.76775136 Validation score: -157.662317 Iteration 417, loss = 1.76030599 Validation score: -157.002957 Iteration 418, loss = 1.75288965 Validation score: -156.346176 Iteration 419, loss = 1.74550220 Validation score: -155.691961 Iteration 420, loss = 1.73814350 Validation score: -155.040301 Iteration 421, loss = 1.73081343 Validation score: -154.391182 Iteration 422, loss = 1.72351184 Validation score: -153.744594 Iteration 423, loss = 1.71623862 Validation score: -153.100523 Iteration 424, loss = 1.70899363 Validation score: -152.458959 Iteration 425, loss = 1.70177675 Validation score: -151.819889 Iteration 426, loss = 1.69458784 Validation score: -151.183303 Iteration 427, loss = 1.68742678 Validation score: -150.549187 Iteration 428, loss = 1.68029345 Validation score: -149.917532 Iteration 429, loss = 1.67318772 Validation score: -149.288325 Iteration 430, loss = 1.66610947 Validation score: -148.661555 Iteration 431, loss = 1.65905857 Validation score: -148.037212 Iteration 432, loss = 1.65203491 Validation score: -147.415284 Iteration 433, loss = 1.64503836 Validation score: -146.795759 Iteration 434, loss = 1.63806880 Validation score: -146.178628 Iteration 435, loss = 1.63112612 Validation score: -145.563879 Iteration 436, loss = 1.62421020 Validation score: -144.951502 Iteration 437, loss = 1.61732092 Validation score: -144.341486 Iteration 438, loss = 1.61045817 Validation score: -143.733820 Iteration 439, loss = 1.60362182 Validation score: -143.128493 Iteration 440, loss = 1.59681177 Validation score: -142.525496 Iteration 441, loss = 1.59002790 Validation score: -141.924818 Iteration 442, loss = 1.58327010 Validation score: -141.326449 Iteration 443, loss = 1.57653826 Validation score: -140.730378 Iteration 444, loss = 1.56983227 Validation score: -140.136596 Iteration 445, loss = 1.56315201 Validation score: -139.545092 Iteration 446, loss = 1.55649738 Validation score: -138.955856 Iteration 447, loss = 1.54986826 Validation score: -138.368879 Iteration 448, loss = 1.54326456 Validation score: -137.784150 Iteration 449, loss = 1.53668616 Validation score: -137.201660 Iteration 450, loss = 1.53013295 Validation score: -136.621399 Iteration 451, loss = 1.52360483 Validation score: -136.043357 Iteration 452, loss = 1.51710170 Validation score: -135.467525 Iteration 453, loss = 1.51062345 Validation score: -134.893894 Iteration 454, loss = 1.50416997 Validation score: -134.322453 Iteration 455, loss = 1.49774117 Validation score: -133.753194 Iteration 456, loss = 1.49133693 Validation score: -133.186107 Iteration 457, loss = 1.48495717 Validation score: -132.621183 Iteration 458, loss = 1.47860177 Validation score: -132.058412 Iteration 459, loss = 1.47227064 Validation score: -131.497786 Iteration 460, loss = 1.46596367 Validation score: -130.939296 Iteration 461, loss = 1.45968077 Validation score: -130.382931 Iteration 462, loss = 1.45342185 Validation score: -129.828685 Iteration 463, loss = 1.44718679 Validation score: -129.276546 Iteration 464, loss = 1.44097550 Validation score: -128.726507 Iteration 465, loss = 1.43478789 Validation score: -128.178559 Iteration 466, loss = 1.42862386 Validation score: -127.632694 Iteration 467, loss = 1.42248332 Validation score: -127.088901 Iteration 468, loss = 1.41636616 Validation score: -126.547173 Iteration 469, loss = 1.41027230 Validation score: -126.007501 Iteration 470, loss = 1.40420164 Validation score: -125.469877 Iteration 471, loss = 1.39815408 Validation score: -124.934292 Iteration 472, loss = 1.39212953 Validation score: -124.400738 Iteration 473, loss = 1.38612791 Validation score: -123.869205 Iteration 474, loss = 1.38014912 Validation score: -123.339687 Iteration 475, loss = 1.37419306 Validation score: -122.812174 Iteration 476, loss = 1.36825964 Validation score: -122.286659 Iteration 477, loss = 1.36234879 Validation score: -121.763132 Iteration 478, loss = 1.35646039 Validation score: -121.241587 Iteration 479, loss = 1.35059438 Validation score: -120.722014 Iteration 480, loss = 1.34475065 Validation score: -120.204406 Iteration 481, loss = 1.33892911 Validation score: -119.688755 Iteration 482, loss = 1.33312969 Validation score: -119.175053 Iteration 483, loss = 1.32735229 Validation score: -118.663291 Iteration 484, loss = 1.32159682 Validation score: -118.153462 Iteration 485, loss = 1.31586320 Validation score: -117.645559 Iteration 486, loss = 1.31015135 Validation score: -117.139572 Iteration 487, loss = 1.30446117 Validation score: -116.635496 Iteration 488, loss = 1.29879257 Validation score: -116.133320 Iteration 489, loss = 1.29314549 Validation score: -115.633039 Iteration 490, loss = 1.28751982 Validation score: -115.134645 Iteration 491, loss = 1.28191549 Validation score: -114.638129 Iteration 492, loss = 1.27633241 Validation score: -114.143484 Iteration 493, loss = 1.27077050 Validation score: -113.650703 Iteration 494, loss = 1.26522968 Validation score: -113.159778 Iteration 495, loss = 1.25970986 Validation score: -112.670702 Iteration 496, loss = 1.25421096 Validation score: -112.183467 Iteration 497, loss = 1.24873289 Validation score: -111.698066 Iteration 498, loss = 1.24327559 Validation score: -111.214491 Iteration 499, loss = 1.23783896 Validation score: -110.732736 Iteration 500, loss = 1.23242292 Validation score: -110.252792 Iteration 501, loss = 1.22702740 Validation score: -109.774654 Iteration 502, loss = 1.22165232 Validation score: -109.298312 Iteration 503, loss = 1.21629759 Validation score: -108.823761 Iteration 504, loss = 1.21096313 Validation score: -108.350993 Iteration 505, loss = 1.20564887 Validation score: -107.880001 Iteration 506, loss = 1.20035473 Validation score: -107.410778 Iteration 507, loss = 1.19508063 Validation score: -106.943316 Iteration 508, loss = 1.18982649 Validation score: -106.477610 Iteration 509, loss = 1.18459223 Validation score: -106.013651 Iteration 510, loss = 1.17937778 Validation score: -105.551433 Iteration 511, loss = 1.17418306 Validation score: -105.090949 Iteration 512, loss = 1.16900799 Validation score: -104.632192 Iteration 513, loss = 1.16385250 Validation score: -104.175155 Iteration 514, loss = 1.15871650 Validation score: -103.719831 Iteration 515, loss = 1.15359993 Validation score: -103.266214 Iteration 516, loss = 1.14850271 Validation score: -102.814297 Iteration 517, loss = 1.14342476 Validation score: -102.364072 Iteration 518, loss = 1.13836601 Validation score: -101.915533 Iteration 519, loss = 1.13332638 Validation score: -101.468674 Iteration 520, loss = 1.12830581 Validation score: -101.023488 Iteration 521, loss = 1.12330420 Validation score: -100.579968 Iteration 522, loss = 1.11832150 Validation score: -100.138108 Iteration 523, loss = 1.11335763 Validation score: -99.697900 Iteration 524, loss = 1.10841251 Validation score: -99.259338 Iteration 525, loss = 1.10348607 Validation score: -98.822417 Iteration 526, loss = 1.09857824 Validation score: -98.387129 Iteration 527, loss = 1.09368895 Validation score: -97.953467 Iteration 528, loss = 1.08881812 Validation score: -97.521426 Iteration 529, loss = 1.08396568 Validation score: -97.090998 Iteration 530, loss = 1.07913156 Validation score: -96.662178 Iteration 531, loss = 1.07431570 Validation score: -96.234960 Iteration 532, loss = 1.06951801 Validation score: -95.809335 Iteration 533, loss = 1.06473843 Validation score: -95.385299 Iteration 534, loss = 1.05997688 Validation score: -94.962845 Iteration 535, loss = 1.05523330 Validation score: -94.541967 Iteration 536, loss = 1.05050762 Validation score: -94.122658 Iteration 537, loss = 1.04579976 Validation score: -93.704912 Iteration 538, loss = 1.04110966 Validation score: -93.288723 Iteration 539, loss = 1.03643724 Validation score: -92.874085 Iteration 540, loss = 1.03178245 Validation score: -92.460991 Iteration 541, loss = 1.02714520 Validation score: -92.049435 Iteration 542, loss = 1.02252543 Validation score: -91.639412 Iteration 543, loss = 1.01792307 Validation score: -91.230914 Iteration 544, loss = 1.01333806 Validation score: -90.823937 Iteration 545, loss = 1.00877032 Validation score: -90.418473 Iteration 546, loss = 1.00421978 Validation score: -90.014517 Iteration 547, loss = 0.99968639 Validation score: -89.612063 Iteration 548, loss = 0.99517007 Validation score: -89.211105 Iteration 549, loss = 0.99067075 Validation score: -88.811636 Iteration 550, loss = 0.98618837 Validation score: -88.413651 Iteration 551, loss = 0.98172286 Validation score: -88.017144 Iteration 552, loss = 0.97727416 Validation score: -87.622108 Iteration 553, loss = 0.97284219 Validation score: -87.228538 Iteration 554, loss = 0.96842690 Validation score: -86.836429 Iteration 555, loss = 0.96402821 Validation score: -86.445773 Iteration 556, loss = 0.95964606 Validation score: -86.056565 Iteration 557, loss = 0.95528039 Validation score: -85.668800 Iteration 558, loss = 0.95093112 Validation score: -85.282472 Iteration 559, loss = 0.94659820 Validation score: -84.897574 Iteration 560, loss = 0.94228156 Validation score: -84.514101 Iteration 561, loss = 0.93798113 Validation score: -84.132047 Iteration 562, loss = 0.93369685 Validation score: -83.751407 Iteration 563, loss = 0.92942866 Validation score: -83.372174 Iteration 564, loss = 0.92517649 Validation score: -82.994344 Iteration 565, loss = 0.92094028 Validation score: -82.617909 Iteration 566, loss = 0.91671996 Validation score: -82.242865 Iteration 567, loss = 0.91251547 Validation score: -81.869206 Iteration 568, loss = 0.90832675 Validation score: -81.496927 Iteration 569, loss = 0.90415373 Validation score: -81.126021 Iteration 570, loss = 0.89999635 Validation score: -80.756483 Iteration 571, loss = 0.89585455 Validation score: -80.388307 Iteration 572, loss = 0.89172827 Validation score: -80.021489 Iteration 573, loss = 0.88761744 Validation score: -79.656021 Iteration 574, loss = 0.88352200 Validation score: -79.291900 Iteration 575, loss = 0.87944189 Validation score: -78.929119 Iteration 576, loss = 0.87537705 Validation score: -78.567672 Iteration 577, loss = 0.87132741 Validation score: -78.207555 Iteration 578, loss = 0.86729291 Validation score: -77.848762 Iteration 579, loss = 0.86327350 Validation score: -77.491287 Iteration 580, loss = 0.85926911 Validation score: -77.135125 Iteration 581, loss = 0.85527969 Validation score: -76.780271 Iteration 582, loss = 0.85130516 Validation score: -76.426719 Iteration 583, loss = 0.84734547 Validation score: -76.074464 Iteration 584, loss = 0.84340057 Validation score: -75.723500 Iteration 585, loss = 0.83947038 Validation score: -75.373822 Iteration 586, loss = 0.83555485 Validation score: -75.025425 Iteration 587, loss = 0.83165392 Validation score: -74.678303 Iteration 588, loss = 0.82776754 Validation score: -74.332452 Iteration 589, loss = 0.82389563 Validation score: -73.987865 Iteration 590, loss = 0.82003815 Validation score: -73.644539 Iteration 591, loss = 0.81619503 Validation score: -73.302466 Iteration 592, loss = 0.81236622 Validation score: -72.961643 Iteration 593, loss = 0.80855165 Validation score: -72.622064 Iteration 594, loss = 0.80475127 Validation score: -72.283724 Iteration 595, loss = 0.80096502 Validation score: -71.946617 Iteration 596, loss = 0.79719285 Validation score: -71.610739 Iteration 597, loss = 0.79343469 Validation score: -71.276085 Iteration 598, loss = 0.78969048 Validation score: -70.942649 Iteration 599, loss = 0.78596018 Validation score: -70.610426 Iteration 600, loss = 0.78224372 Validation score: -70.279411 Iteration 601, loss = 0.77854104 Validation score: -69.949599 Iteration 602, loss = 0.77485210 Validation score: -69.620986 Iteration 603, loss = 0.77117682 Validation score: -69.293565 Iteration 604, loss = 0.76751517 Validation score: -68.967333 Iteration 605, loss = 0.76386707 Validation score: -68.642284 Iteration 606, loss = 0.76023248 Validation score: -68.318413 Iteration 607, loss = 0.75661134 Validation score: -67.995715 Iteration 608, loss = 0.75300360 Validation score: -67.674186 Iteration 609, loss = 0.74940919 Validation score: -67.353820 Iteration 610, loss = 0.74582807 Validation score: -67.034613 Iteration 611, loss = 0.74226017 Validation score: -66.716560 Iteration 612, loss = 0.73870546 Validation score: -66.399655 Iteration 613, loss = 0.73516386 Validation score: -66.083895 Iteration 614, loss = 0.73163533 Validation score: -65.769274 Iteration 615, loss = 0.72811982 Validation score: -65.455787 Iteration 616, loss = 0.72461726 Validation score: -65.143431 Iteration 617, loss = 0.72112761 Validation score: -64.832199 Iteration 618, loss = 0.71765081 Validation score: -64.522088 Iteration 619, loss = 0.71418682 Validation score: -64.213092 Iteration 620, loss = 0.71073557 Validation score: -63.905208 Iteration 621, loss = 0.70729702 Validation score: -63.598430 Iteration 622, loss = 0.70387111 Validation score: -63.292754 Iteration 623, loss = 0.70045780 Validation score: -62.988175 Iteration 624, loss = 0.69705703 Validation score: -62.684688 Iteration 625, loss = 0.69366874 Validation score: -62.382290 Iteration 626, loss = 0.69029290 Validation score: -62.080975 Iteration 627, loss = 0.68692944 Validation score: -61.780740 Iteration 628, loss = 0.68357832 Validation score: -61.481579 Iteration 629, loss = 0.68023948 Validation score: -61.183488 Iteration 630, loss = 0.67691288 Validation score: -60.886463 Iteration 631, loss = 0.67359847 Validation score: -60.590499 Iteration 632, loss = 0.67029620 Validation score: -60.295592 Iteration 633, loss = 0.66700602 Validation score: -60.001737 Iteration 634, loss = 0.66372787 Validation score: -59.708931 Iteration 635, loss = 0.66046172 Validation score: -59.417169 Iteration 636, loss = 0.65720751 Validation score: -59.126447 Iteration 637, loss = 0.65396520 Validation score: -58.836760 Iteration 638, loss = 0.65073473 Validation score: -58.548104 Iteration 639, loss = 0.64751607 Validation score: -58.260475 Iteration 640, loss = 0.64430916 Validation score: -57.973869 Iteration 641, loss = 0.64111395 Validation score: -57.688282 Iteration 642, loss = 0.63793040 Validation score: -57.403709 Iteration 643, loss = 0.63475847 Validation score: -57.120147 Iteration 644, loss = 0.63159811 Validation score: -56.837591 Iteration 645, loss = 0.62844926 Validation score: -56.556037 Iteration 646, loss = 0.62531190 Validation score: -56.275482 Iteration 647, loss = 0.62218597 Validation score: -55.995921 Iteration 648, loss = 0.61907142 Validation score: -55.717351 Iteration 649, loss = 0.61596822 Validation score: -55.439767 Iteration 650, loss = 0.61287632 Validation score: -55.163166 Iteration 651, loss = 0.60979567 Validation score: -54.887544 Iteration 652, loss = 0.60672623 Validation score: -54.612897 Iteration 653, loss = 0.60366797 Validation score: -54.339221 Iteration 654, loss = 0.60062083 Validation score: -54.066512 Iteration 655, loss = 0.59758478 Validation score: -53.794767 Iteration 656, loss = 0.59455977 Validation score: -53.523981 Iteration 657, loss = 0.59154577 Validation score: -53.254152 Iteration 658, loss = 0.58854272 Validation score: -52.985276 Iteration 659, loss = 0.58555059 Validation score: -52.717349 Iteration 660, loss = 0.58256935 Validation score: -52.450367 Iteration 661, loss = 0.57959894 Validation score: -52.184327 Iteration 662, loss = 0.57663933 Validation score: -51.919225 Iteration 663, loss = 0.57369048 Validation score: -51.655058 Iteration 664, loss = 0.57075236 Validation score: -51.391823 Iteration 665, loss = 0.56782491 Validation score: -51.129516 Iteration 666, loss = 0.56490811 Validation score: -50.868133 Iteration 667, loss = 0.56200192 Validation score: -50.607671 Iteration 668, loss = 0.55910629 Validation score: -50.348128 Iteration 669, loss = 0.55622120 Validation score: -50.089499 Iteration 670, loss = 0.55334661 Validation score: -49.831782 Iteration 671, loss = 0.55048247 Validation score: -49.574973 Iteration 672, loss = 0.54762876 Validation score: -49.319069 Iteration 673, loss = 0.54478543 Validation score: -49.064067 Iteration 674, loss = 0.54195246 Validation score: -48.809964 Iteration 675, loss = 0.53912980 Validation score: -48.556756 Iteration 676, loss = 0.53631743 Validation score: -48.304442 Iteration 677, loss = 0.53351531 Validation score: -48.053017 Iteration 678, loss = 0.53072340 Validation score: -47.802478 Iteration 679, loss = 0.52794168 Validation score: -47.552824 Iteration 680, loss = 0.52517011 Validation score: -47.304051 Iteration 681, loss = 0.52240866 Validation score: -47.056155 Iteration 682, loss = 0.51965729 Validation score: -46.809135 Iteration 683, loss = 0.51691598 Validation score: -46.562988 Iteration 684, loss = 0.51418469 Validation score: -46.317710 Iteration 685, loss = 0.51146340 Validation score: -46.073299 Iteration 686, loss = 0.50875207 Validation score: -45.829753 Iteration 687, loss = 0.50605067 Validation score: -45.587068 Iteration 688, loss = 0.50335917 Validation score: -45.345243 Iteration 689, loss = 0.50067756 Validation score: -45.104274 Iteration 690, loss = 0.49800579 Validation score: -44.864160 Iteration 691, loss = 0.49534383 Validation score: -44.624897 Iteration 692, loss = 0.49269167 Validation score: -44.386483 Iteration 693, loss = 0.49004927 Validation score: -44.148916 Iteration 694, loss = 0.48741661 Validation score: -43.912194 Iteration 695, loss = 0.48479366 Validation score: -43.676313 Iteration 696, loss = 0.48218039 Validation score: -43.441272 Iteration 697, loss = 0.47957678 Validation score: -43.207069 Iteration 698, loss = 0.47698281 Validation score: -42.973701 Iteration 699, loss = 0.47439844 Validation score: -42.741167 Iteration 700, loss = 0.47182366 Validation score: -42.509463 Iteration 701, loss = 0.46925844 Validation score: -42.278588 Iteration 702, loss = 0.46670275 Validation score: -42.048541 Iteration 703, loss = 0.46415658 Validation score: -41.819317 Iteration 704, loss = 0.46161990 Validation score: -41.590917 Iteration 705, loss = 0.45909269 Validation score: -41.363338 Iteration 706, loss = 0.45657493 Validation score: -41.136577 Iteration 707, loss = 0.45406659 Validation score: -40.910634 Iteration 708, loss = 0.45156766 Validation score: -40.685506 Iteration 709, loss = 0.44907811 Validation score: -40.461191 Iteration 710, loss = 0.44659793 Validation score: -40.237688 Iteration 711, loss = 0.44412708 Validation score: -40.014994 Iteration 712, loss = 0.44166557 Validation score: -39.793109 Iteration 713, loss = 0.43921336 Validation score: -39.572031 Iteration 714, loss = 0.43677043 Validation score: -39.351757 Iteration 715, loss = 0.43433678 Validation score: -39.132287 Iteration 716, loss = 0.43191237 Validation score: -38.913618 Iteration 717, loss = 0.42949720 Validation score: -38.695750 Iteration 718, loss = 0.42709124 Validation score: -38.478680 Iteration 719, loss = 0.42469448 Validation score: -38.262408 Iteration 720, loss = 0.42230691 Validation score: -38.046931 Iteration 721, loss = 0.41992850 Validation score: -37.832249 Iteration 722, loss = 0.41755924 Validation score: -37.618360 Iteration 723, loss = 0.41519912 Validation score: -37.405262 Iteration 724, loss = 0.41284812 Validation score: -37.192955 Iteration 725, loss = 0.41050622 Validation score: -36.981438 Iteration 726, loss = 0.40817342 Validation score: -36.770708 Iteration 727, loss = 0.40584969 Validation score: -36.560765 Iteration 728, loss = 0.40353503 Validation score: -36.351607 Iteration 729, loss = 0.40122941 Validation score: -36.143234 Iteration 730, loss = 0.39893284 Validation score: -35.935644 Iteration 731, loss = 0.39664529 Validation score: -35.728837 Iteration 732, loss = 0.39436675 Validation score: -35.522810 Iteration 733, loss = 0.39209722 Validation score: -35.317564 Iteration 734, loss = 0.38983667 Validation score: -35.113097 Iteration 735, loss = 0.38758510 Validation score: -34.909408 Iteration 736, loss = 0.38534250 Validation score: -34.706496 Iteration 737, loss = 0.38310885 Validation score: -34.504361 Iteration 738, loss = 0.38088415 Validation score: -34.303001 Iteration 739, loss = 0.37866838 Validation score: -34.102415 Iteration 740, loss = 0.37646153 Validation score: -33.902603 Iteration 741, loss = 0.37426360 Validation score: -33.703564 Iteration 742, loss = 0.37207457 Validation score: -33.505297 Iteration 743, loss = 0.36989444 Validation score: -33.307801 Iteration 744, loss = 0.36772319 Validation score: -33.111076 Iteration 745, loss = 0.36556082 Validation score: -32.915120 Iteration 746, loss = 0.36340732 Validation score: -32.719933 Iteration 747, loss = 0.36126268 Validation score: -32.525515 Iteration 748, loss = 0.35912689 Validation score: -32.331864 Iteration 749, loss = 0.35699995 Validation score: -32.138980 Iteration 750, loss = 0.35488183 Validation score: -31.946862 Iteration 751, loss = 0.35277255 Validation score: -31.755510 Iteration 752, loss = 0.35067209 Validation score: -31.564924 Iteration 753, loss = 0.34858044 Validation score: -31.375101 Iteration 754, loss = 0.34649759 Validation score: -31.186043 Iteration 755, loss = 0.34442354 Validation score: -30.997747 Iteration 756, loss = 0.34235828 Validation score: -30.810215 Iteration 757, loss = 0.34030181 Validation score: -30.623444 Iteration 758, loss = 0.33825411 Validation score: -30.437436 Iteration 759, loss = 0.33621519 Validation score: -30.252188 Iteration 760, loss = 0.33418503 Validation score: -30.067701 Iteration 761, loss = 0.33216362 Validation score: -29.883974 Iteration 762, loss = 0.33015097 Validation score: -29.701007 Iteration 763, loss = 0.32814706 Validation score: -29.518799 Iteration 764, loss = 0.32615189 Validation score: -29.337350 Iteration 765, loss = 0.32416546 Validation score: -29.156658 Iteration 766, loss = 0.32218775 Validation score: -28.976725 Iteration 767, loss = 0.32021876 Validation score: -28.797548 Iteration 768, loss = 0.31825849 Validation score: -28.619129 Iteration 769, loss = 0.31630692 Validation score: -28.441466 Iteration 770, loss = 0.31436406 Validation score: -28.264559 Iteration 771, loss = 0.31242989 Validation score: -28.088407 Iteration 772, loss = 0.31050441 Validation score: -27.913010 Iteration 773, loss = 0.30858762 Validation score: -27.738368 Iteration 774, loss = 0.30667951 Validation score: -27.564480 Iteration 775, loss = 0.30478007 Validation score: -27.391345 Iteration 776, loss = 0.30288930 Validation score: -27.218964 Iteration 777, loss = 0.30100719 Validation score: -27.047336 Iteration 778, loss = 0.29913373 Validation score: -26.876460 Iteration 779, loss = 0.29726892 Validation score: -26.706336 Iteration 780, loss = 0.29541276 Validation score: -26.536964 Iteration 781, loss = 0.29356523 Validation score: -26.368342 Iteration 782, loss = 0.29172633 Validation score: -26.200471 Iteration 783, loss = 0.28989605 Validation score: -26.033350 Iteration 784, loss = 0.28807440 Validation score: -25.866979 Iteration 785, loss = 0.28626135 Validation score: -25.701357 Iteration 786, loss = 0.28445691 Validation score: -25.536484 Iteration 787, loss = 0.28266107 Validation score: -25.372358 Iteration 788, loss = 0.28087381 Validation score: -25.208981 Iteration 789, loss = 0.27909515 Validation score: -25.046350 Iteration 790, loss = 0.27732505 Validation score: -24.884466 Iteration 791, loss = 0.27556353 Validation score: -24.723329 Iteration 792, loss = 0.27381057 Validation score: -24.562936 Iteration 793, loss = 0.27206617 Validation score: -24.403289 Iteration 794, loss = 0.27033031 Validation score: -24.244386 Iteration 795, loss = 0.26860299 Validation score: -24.086227 Iteration 796, loss = 0.26688421 Validation score: -23.928812 Iteration 797, loss = 0.26517395 Validation score: -23.772139 Iteration 798, loss = 0.26347220 Validation score: -23.616208 Iteration 799, loss = 0.26177896 Validation score: -23.461018 Iteration 800, loss = 0.26009422 Validation score: -23.306569 Iteration 801, loss = 0.25841797 Validation score: -23.152861 Iteration 802, loss = 0.25675020 Validation score: -22.999891 Iteration 803, loss = 0.25509090 Validation score: -22.847661 Iteration 804, loss = 0.25344006 Validation score: -22.696168 Iteration 805, loss = 0.25179768 Validation score: -22.545413 Iteration 806, loss = 0.25016374 Validation score: -22.395395 Iteration 807, loss = 0.24853823 Validation score: -22.246112 Iteration 808, loss = 0.24692115 Validation score: -22.097564 Iteration 809, loss = 0.24531248 Validation score: -21.949751 Iteration 810, loss = 0.24371221 Validation score: -21.802671 Iteration 811, loss = 0.24212033 Validation score: -21.656323 Iteration 812, loss = 0.24053683 Validation score: -21.510707 Iteration 813, loss = 0.23896170 Validation score: -21.365822 Iteration 814, loss = 0.23739492 Validation score: -21.221667 Iteration 815, loss = 0.23583650 Validation score: -21.078241 Iteration 816, loss = 0.23428640 Validation score: -20.935543 Iteration 817, loss = 0.23274463 Validation score: -20.793573 Iteration 818, loss = 0.23121117 Validation score: -20.652328 Iteration 819, loss = 0.22968600 Validation score: -20.511809 Iteration 820, loss = 0.22816911 Validation score: -20.372014 Iteration 821, loss = 0.22666050 Validation score: -20.232942 Iteration 822, loss = 0.22516014 Validation score: -20.094592 Iteration 823, loss = 0.22366803 Validation score: -19.956963 Iteration 824, loss = 0.22218414 Validation score: -19.820054 Iteration 825, loss = 0.22070847 Validation score: -19.683863 Iteration 826, loss = 0.21924099 Validation score: -19.548391 Iteration 827, loss = 0.21778171 Validation score: -19.413635 Iteration 828, loss = 0.21633059 Validation score: -19.279594 Iteration 829, loss = 0.21488763 Validation score: -19.146267 Iteration 830, loss = 0.21345280 Validation score: -19.013652 Iteration 831, loss = 0.21202611 Validation score: -18.881750 Iteration 832, loss = 0.21060751 Validation score: -18.750558 Iteration 833, loss = 0.20919701 Validation score: -18.620074 Iteration 834, loss = 0.20779459 Validation score: -18.490298 Iteration 835, loss = 0.20640022 Validation score: -18.361229 Iteration 836, loss = 0.20501389 Validation score: -18.232864 Iteration 837, loss = 0.20363559 Validation score: -18.105203 Iteration 838, loss = 0.20226529 Validation score: -17.978244 Iteration 839, loss = 0.20090299 Validation score: -17.851986 Iteration 840, loss = 0.19954865 Validation score: -17.726427 Iteration 841, loss = 0.19820226 Validation score: -17.601566 Iteration 842, loss = 0.19686380 Validation score: -17.477401 Iteration 843, loss = 0.19553326 Validation score: -17.353930 Iteration 844, loss = 0.19421062 Validation score: -17.231153 Iteration 845, loss = 0.19289585 Validation score: -17.109067 Iteration 846, loss = 0.19158893 Validation score: -16.987671 Iteration 847, loss = 0.19028985 Validation score: -16.866964 Iteration 848, loss = 0.18899859 Validation score: -16.746943 Iteration 849, loss = 0.18771512 Validation score: -16.627607 Iteration 850, loss = 0.18643943 Validation score: -16.508955 Iteration 851, loss = 0.18517149 Validation score: -16.390984 Iteration 852, loss = 0.18391129 Validation score: -16.273693 Iteration 853, loss = 0.18265879 Validation score: -16.157081 Iteration 854, loss = 0.18141399 Validation score: -16.041144 Iteration 855, loss = 0.18017685 Validation score: -15.925883 Iteration 856, loss = 0.17894736 Validation score: -15.811294 Iteration 857, loss = 0.17772549 Validation score: -15.697376 Iteration 858, loss = 0.17651123 Validation score: -15.584128 Iteration 859, loss = 0.17530454 Validation score: -15.471546 Iteration 860, loss = 0.17410541 Validation score: -15.359630 Iteration 861, loss = 0.17291381 Validation score: -15.248378 Iteration 862, loss = 0.17172972 Validation score: -15.137787 Iteration 863, loss = 0.17055311 Validation score: -15.027855 Iteration 864, loss = 0.16938396 Validation score: -14.918582 Iteration 865, loss = 0.16822226 Validation score: -14.809964 Iteration 866, loss = 0.16706796 Validation score: -14.701999 Iteration 867, loss = 0.16592106 Validation score: -14.594687 Iteration 868, loss = 0.16478152 Validation score: -14.488023 Iteration 869, loss = 0.16364932 Validation score: -14.382008 Iteration 870, loss = 0.16252443 Validation score: -14.276638 Iteration 871, loss = 0.16140683 Validation score: -14.171911 Iteration 872, loss = 0.16029649 Validation score: -14.067825 Iteration 873, loss = 0.15919340 Validation score: -13.964379 Iteration 874, loss = 0.15809751 Validation score: -13.861570 Iteration 875, loss = 0.15700881 Validation score: -13.759395 Iteration 876, loss = 0.15592727 Validation score: -13.657854 Iteration 877, loss = 0.15485287 Validation score: -13.556942 Iteration 878, loss = 0.15378557 Validation score: -13.456659 Iteration 879, loss = 0.15272535 Validation score: -13.357003 Iteration 880, loss = 0.15167219 Validation score: -13.257969 Iteration 881, loss = 0.15062605 Validation score: -13.159558 Iteration 882, loss = 0.14958692 Validation score: -13.061766 Iteration 883, loss = 0.14855476 Validation score: -12.964591 Iteration 884, loss = 0.14752954 Validation score: -12.868031 Iteration 885, loss = 0.14651124 Validation score: -12.772083 Iteration 886, loss = 0.14549983 Validation score: -12.676746 Iteration 887, loss = 0.14449528 Validation score: -12.582016 Iteration 888, loss = 0.14349757 Validation score: -12.487892 Iteration 889, loss = 0.14250666 Validation score: -12.394371 Iteration 890, loss = 0.14152253 Validation score: -12.301451 Iteration 891, loss = 0.14054515 Validation score: -12.209129 Iteration 892, loss = 0.13957449 Validation score: -12.117403 Iteration 893, loss = 0.13861053 Validation score: -12.026271 Iteration 894, loss = 0.13765323 Validation score: -11.935731 Iteration 895, loss = 0.13670256 Validation score: -11.845779 Iteration 896, loss = 0.13575850 Validation score: -11.756413 Iteration 897, loss = 0.13482102 Validation score: -11.667632 Iteration 898, loss = 0.13389009 Validation score: -11.579432 Iteration 899, loss = 0.13296567 Validation score: -11.491811 Iteration 900, loss = 0.13204775 Validation score: -11.404767 Iteration 901, loss = 0.13113628 Validation score: -11.318297 Iteration 902, loss = 0.13023125 Validation score: -11.232399 Iteration 903, loss = 0.12933262 Validation score: -11.147070 Iteration 904, loss = 0.12844036 Validation score: -11.062307 Iteration 905, loss = 0.12755445 Validation score: -10.978109 Iteration 906, loss = 0.12667485 Validation score: -10.894473 Iteration 907, loss = 0.12580153 Validation score: -10.811396 Iteration 908, loss = 0.12493446 Validation score: -10.728875 Iteration 909, loss = 0.12407362 Validation score: -10.646909 Iteration 910, loss = 0.12321897 Validation score: -10.565494 Iteration 911, loss = 0.12237048 Validation score: -10.484629 Iteration 912, loss = 0.12152813 Validation score: -10.404310 Iteration 913, loss = 0.12069188 Validation score: -10.324535 Iteration 914, loss = 0.11986171 Validation score: -10.245302 Iteration 915, loss = 0.11903757 Validation score: -10.166607 Iteration 916, loss = 0.11821945 Validation score: -10.088449 Iteration 917, loss = 0.11740731 Validation score: -10.010825 Iteration 918, loss = 0.11660113 Validation score: -9.933732 Iteration 919, loss = 0.11580086 Validation score: -9.857168 Iteration 920, loss = 0.11500649 Validation score: -9.781130 Iteration 921, loss = 0.11421798 Validation score: -9.705615 Iteration 922, loss = 0.11343530 Validation score: -9.630621 Iteration 923, loss = 0.11265841 Validation score: -9.556146 Iteration 924, loss = 0.11188730 Validation score: -9.482186 Iteration 925, loss = 0.11112193 Validation score: -9.408740 Iteration 926, loss = 0.11036227 Validation score: -9.335805 Iteration 927, loss = 0.10960828 Validation score: -9.263377 Iteration 928, loss = 0.10885995 Validation score: -9.191455 Iteration 929, loss = 0.10811723 Validation score: -9.120036 Iteration 930, loss = 0.10738010 Validation score: -9.049117 Iteration 931, loss = 0.10664852 Validation score: -8.978696 Iteration 932, loss = 0.10592247 Validation score: -8.908770 Iteration 933, loss = 0.10520192 Validation score: -8.839337 Iteration 934, loss = 0.10448684 Validation score: -8.770393 Iteration 935, loss = 0.10377718 Validation score: -8.701937 Iteration 936, loss = 0.10307294 Validation score: -8.633966 Iteration 937, loss = 0.10237407 Validation score: -8.566477 Iteration 938, loss = 0.10168054 Validation score: -8.499468 Iteration 939, loss = 0.10099233 Validation score: -8.432935 Iteration 940, loss = 0.10030940 Validation score: -8.366878 Iteration 941, loss = 0.09963172 Validation score: -8.301292 Iteration 942, loss = 0.09895927 Validation score: -8.236175 Iteration 943, loss = 0.09829201 Validation score: -8.171525 Iteration 944, loss = 0.09762991 Validation score: -8.107340 Iteration 945, loss = 0.09697295 Validation score: -8.043616 Iteration 946, loss = 0.09632109 Validation score: -7.980351 Iteration 947, loss = 0.09567430 Validation score: -7.917543 Iteration 948, loss = 0.09503256 Validation score: -7.855188 Iteration 949, loss = 0.09439582 Validation score: -7.793285 Iteration 950, loss = 0.09376408 Validation score: -7.731831 Iteration 951, loss = 0.09313728 Validation score: -7.670823 Iteration 952, loss = 0.09251541 Validation score: -7.610259 Iteration 953, loss = 0.09189844 Validation score: -7.550137 Iteration 954, loss = 0.09128632 Validation score: -7.490452 Iteration 955, loss = 0.09067905 Validation score: -7.431204 Iteration 956, loss = 0.09007658 Validation score: -7.372390 Iteration 957, loss = 0.08947888 Validation score: -7.314007 Iteration 958, loss = 0.08888593 Validation score: -7.256052 Iteration 959, loss = 0.08829770 Validation score: -7.198524 Iteration 960, loss = 0.08771416 Validation score: -7.141419 Iteration 961, loss = 0.08713528 Validation score: -7.084735 Iteration 962, loss = 0.08656102 Validation score: -7.028470 Iteration 963, loss = 0.08599137 Validation score: -6.972621 Iteration 964, loss = 0.08542629 Validation score: -6.917186 Iteration 965, loss = 0.08486576 Validation score: -6.862162 Iteration 966, loss = 0.08430973 Validation score: -6.807546 Iteration 967, loss = 0.08375820 Validation score: -6.753337 Iteration 968, loss = 0.08321112 Validation score: -6.699531 Iteration 969, loss = 0.08266847 Validation score: -6.646127 Iteration 970, loss = 0.08213021 Validation score: -6.593122 Iteration 971, loss = 0.08159634 Validation score: -6.540513 Iteration 972, loss = 0.08106680 Validation score: -6.488299 Iteration 973, loss = 0.08054158 Validation score: -6.436475 Iteration 974, loss = 0.08002065 Validation score: -6.385041 Iteration 975, loss = 0.07950397 Validation score: -6.333994 Iteration 976, loss = 0.07899153 Validation score: -6.283331 Iteration 977, loss = 0.07848329 Validation score: -6.233050 Iteration 978, loss = 0.07797923 Validation score: -6.183149 Iteration 979, loss = 0.07747931 Validation score: -6.133625 Iteration 980, loss = 0.07698352 Validation score: -6.084476 Iteration 981, loss = 0.07649182 Validation score: -6.035699 Iteration 982, loss = 0.07600418 Validation score: -5.987293 Iteration 983, loss = 0.07552058 Validation score: -5.939254 Iteration 984, loss = 0.07504100 Validation score: -5.891581 Iteration 985, loss = 0.07456540 Validation score: -5.844270 Iteration 986, loss = 0.07409375 Validation score: -5.797321 Iteration 987, loss = 0.07362604 Validation score: -5.750730 Iteration 988, loss = 0.07316223 Validation score: -5.704495 Iteration 989, loss = 0.07270230 Validation score: -5.658614 Iteration 990, loss = 0.07224622 Validation score: -5.613085 Iteration 991, loss = 0.07179396 Validation score: -5.567905 Iteration 992, loss = 0.07134550 Validation score: -5.523072 Iteration 993, loss = 0.07090081 Validation score: -5.478583 Iteration 994, loss = 0.07045987 Validation score: -5.434438 Iteration 995, loss = 0.07002265 Validation score: -5.390632 Iteration 996, loss = 0.06958912 Validation score: -5.347164 Iteration 997, loss = 0.06915926 Validation score: -5.304033 Iteration 998, loss = 0.06873304 Validation score: -5.261235 Iteration 999, loss = 0.06831044 Validation score: -5.218768 Iteration 1000, loss = 0.06789143 Validation score: -5.176630 Iteration 1, loss = 22.15023623 Validation score: -2051.633222 Iteration 2, loss = 22.08755567 Validation score: -2048.384362 Iteration 3, loss = 22.02490703 Validation score: -2045.126417 Iteration 4, loss = 21.96229623 Validation score: -2041.861294 Iteration 5, loss = 21.89972895 Validation score: -2038.591409 Iteration 6, loss = 21.83721055 Validation score: -2035.319416 Iteration 7, loss = 21.77474600 Validation score: -2032.046973 Iteration 8, loss = 21.71233992 Validation score: -2028.773862 Iteration 9, loss = 21.64999668 Validation score: -2025.498424 Iteration 10, loss = 21.58772045 Validation score: -2022.218432 Iteration 11, loss = 21.52551505 Validation score: -2018.931554 Iteration 12, loss = 21.46338385 Validation score: -2015.635424 Iteration 13, loss = 21.40132965 Validation score: -2012.327567 Iteration 14, loss = 21.33935463 Validation score: -2009.005333 Iteration 15, loss = 21.27746035 Validation score: -2005.665888 Iteration 16, loss = 21.21564774 Validation score: -2002.306295 Iteration 17, loss = 21.15391720 Validation score: -1998.923637 Iteration 18, loss = 21.09226865 Validation score: -1995.515144 Iteration 19, loss = 21.03070157 Validation score: -1992.078266 Iteration 20, loss = 20.96921504 Validation score: -1988.610686 Iteration 21, loss = 20.90780770 Validation score: -1985.110292 Iteration 22, loss = 20.84647773 Validation score: -1981.575118 Iteration 23, loss = 20.78522278 Validation score: -1978.003289 Iteration 24, loss = 20.72403996 Validation score: -1974.392981 Iteration 25, loss = 20.66292571 Validation score: -1970.742396 Iteration 26, loss = 20.60187581 Validation score: -1967.049753 Iteration 27, loss = 20.54088537 Validation score: -1963.313303 Iteration 28, loss = 20.47994877 Validation score: -1959.531349 Iteration 29, loss = 20.41905971 Validation score: -1955.702272 Iteration 30, loss = 20.35821126 Validation score: -1951.824559 Iteration 31, loss = 20.29739590 Validation score: -1947.896825 Iteration 32, loss = 20.23660557 Validation score: -1943.917825 Iteration 33, loss = 20.17583178 Validation score: -1939.886459 Iteration 34, loss = 20.11506565 Validation score: -1935.801761 Iteration 35, loss = 20.05429798 Validation score: -1931.662886 Iteration 36, loss = 19.99351932 Validation score: -1927.469083 Iteration 37, loss = 19.93271997 Validation score: -1923.219677 Iteration 38, loss = 19.87189009 Validation score: -1918.914042 Iteration 39, loss = 19.81101966 Validation score: -1914.551581 Iteration 40, loss = 19.75009855 Validation score: -1910.131711 Iteration 41, loss = 19.68911654 Validation score: -1905.653850 Iteration 42, loss = 19.62806335 Validation score: -1901.117408 Iteration 43, loss = 19.56692867 Validation score: -1896.521785 Iteration 44, loss = 19.50570221 Validation score: -1891.866368 Iteration 45, loss = 19.44437375 Validation score: -1887.150531 Iteration 46, loss = 19.38293317 Validation score: -1882.373642 Iteration 47, loss = 19.32137052 Validation score: -1877.535061 Iteration 48, loss = 19.25967606 Validation score: -1872.634153 Iteration 49, loss = 19.19784030 Validation score: -1867.670290 Iteration 50, loss = 19.13585407 Validation score: -1862.642856 Iteration 51, loss = 19.07370855 Validation score: -1857.551261 Iteration 52, loss = 19.01139531 Validation score: -1852.394944 Iteration 53, loss = 18.94890632 Validation score: -1847.173384 Iteration 54, loss = 18.88623401 Validation score: -1841.886106 Iteration 55, loss = 18.82337130 Validation score: -1836.532698 Iteration 56, loss = 18.76031153 Validation score: -1831.112810 Iteration 57, loss = 18.69704858 Validation score: -1825.626176 Iteration 58, loss = 18.63357678 Validation score: -1820.072617 Iteration 59, loss = 18.56989096 Validation score: -1814.452053 Iteration 60, loss = 18.50598641 Validation score: -1808.764517 Iteration 61, loss = 18.44185888 Validation score: -1803.010165 Iteration 62, loss = 18.37750459 Validation score: -1797.189286 Iteration 63, loss = 18.31292018 Validation score: -1791.302311 Iteration 64, loss = 18.24810272 Validation score: -1785.349826 Iteration 65, loss = 18.18304968 Validation score: -1779.332577 Iteration 66, loss = 18.11775894 Validation score: -1773.251477 Iteration 67, loss = 18.05222877 Validation score: -1767.107614 Iteration 68, loss = 17.98645779 Validation score: -1760.902250 Iteration 69, loss = 17.92044503 Validation score: -1754.636825 Iteration 70, loss = 17.85418986 Validation score: -1748.312951 Iteration 71, loss = 17.78769205 Validation score: -1741.932417 Iteration 72, loss = 17.72095172 Validation score: -1735.497171 Iteration 73, loss = 17.65396939 Validation score: -1729.009322 Iteration 74, loss = 17.58674595 Validation score: -1722.471123 Iteration 75, loss = 17.51928271 Validation score: -1715.884962 Iteration 76, loss = 17.45158140 Validation score: -1709.253346 Iteration 77, loss = 17.38364418 Validation score: -1702.578884 Iteration 78, loss = 17.31547368 Validation score: -1695.864277 Iteration 79, loss = 17.24707301 Validation score: -1689.112292 Iteration 80, loss = 17.17844577 Validation score: -1682.325747 Iteration 81, loss = 17.10959613 Validation score: -1675.507495 Iteration 82, loss = 17.04052880 Validation score: -1668.660401 Iteration 83, loss = 16.97124909 Validation score: -1661.787324 Iteration 84, loss = 16.90176293 Validation score: -1654.891098 Iteration 85, loss = 16.83207688 Validation score: -1647.974515 Iteration 86, loss = 16.76219820 Validation score: -1641.040303 Iteration 87, loss = 16.69213482 Validation score: -1634.091114 Iteration 88, loss = 16.62189540 Validation score: -1627.129500 Iteration 89, loss = 16.55148931 Validation score: -1620.157904 Iteration 90, loss = 16.48092668 Validation score: -1613.178642 Iteration 91, loss = 16.41021835 Validation score: -1606.193891 Iteration 92, loss = 16.33937590 Validation score: -1599.205671 Iteration 93, loss = 16.26841165 Validation score: -1592.215844 Iteration 94, loss = 16.19733858 Validation score: -1585.226094 Iteration 95, loss = 16.12617037 Validation score: -1578.237926 Iteration 96, loss = 16.05492130 Validation score: -1571.252653 Iteration 97, loss = 15.98360623 Validation score: -1564.271396 Iteration 98, loss = 15.91224052 Validation score: -1557.295077 Iteration 99, loss = 15.84083998 Validation score: -1550.324414 Iteration 100, loss = 15.76942077 Validation score: -1543.359924 Iteration 101, loss = 15.69799933 Validation score: -1536.401917 Iteration 102, loss = 15.62659227 Validation score: -1529.450500 Iteration 103, loss = 15.55521629 Validation score: -1522.505581 Iteration 104, loss = 15.48388804 Validation score: -1515.566864 Iteration 105, loss = 15.41262410 Validation score: -1508.633862 Iteration 106, loss = 15.34144078 Validation score: -1501.705894 Iteration 107, loss = 15.27035409 Validation score: -1494.782095 Iteration 108, loss = 15.19937964 Validation score: -1487.861425 Iteration 109, loss = 15.12853252 Validation score: -1480.942671 Iteration 110, loss = 15.05782728 Validation score: -1474.024463 Iteration 111, loss = 14.98727783 Validation score: -1467.105283 Iteration 112, loss = 14.91689737 Validation score: -1460.183479 Iteration 113, loss = 14.84669843 Validation score: -1453.257281 Iteration 114, loss = 14.77669275 Validation score: -1446.324817 Iteration 115, loss = 14.70689133 Validation score: -1439.384138 Iteration 116, loss = 14.63730438 Validation score: -1432.433240 Iteration 117, loss = 14.56794140 Validation score: -1425.470091 Iteration 118, loss = 14.49881111 Validation score: -1418.492662 Iteration 119, loss = 14.42992155 Validation score: -1411.498961 Iteration 120, loss = 14.36128009 Validation score: -1404.487069 Iteration 121, loss = 14.29289345 Validation score: -1397.455178 Iteration 122, loss = 14.22476778 Validation score: -1390.401635 Iteration 123, loss = 14.15690868 Validation score: -1383.324974 Iteration 124, loss = 14.08932126 Validation score: -1376.223965 Iteration 125, loss = 14.02201021 Validation score: -1369.097641 Iteration 126, loss = 13.95497979 Validation score: -1361.945336 Iteration 127, loss = 13.88823395 Validation score: -1354.766706 Iteration 128, loss = 13.82177632 Validation score: -1347.561750 Iteration 129, loss = 13.75561028 Validation score: -1340.330817 Iteration 130, loss = 13.68973898 Validation score: -1333.074608 Iteration 131, loss = 13.62416538 Validation score: -1325.794170 Iteration 132, loss = 13.55889228 Validation score: -1318.490876 Iteration 133, loss = 13.49392235 Validation score: -1311.166406 Iteration 134, loss = 13.42925814 Validation score: -1303.822716 Iteration 135, loss = 13.36490209 Validation score: -1296.462012 Iteration 136, loss = 13.30085655 Validation score: -1289.086710 Iteration 137, loss = 13.23712379 Validation score: -1281.699407 Iteration 138, loss = 13.17370597 Validation score: -1274.302845 Iteration 139, loss = 13.11060522 Validation score: -1266.899878 Iteration 140, loss = 13.04782354 Validation score: -1259.493445 Iteration 141, loss = 12.98536289 Validation score: -1252.086540 Iteration 142, loss = 12.92322511 Validation score: -1244.682187 Iteration 143, loss = 12.86141197 Validation score: -1237.283418 Iteration 144, loss = 12.79992517 Validation score: -1229.893255 Iteration 145, loss = 12.73876628 Validation score: -1222.514689 Iteration 146, loss = 12.67793680 Validation score: -1215.150669 Iteration 147, loss = 12.61743812 Validation score: -1207.804085 Iteration 148, loss = 12.55727152 Validation score: -1200.477757 Iteration 149, loss = 12.49743819 Validation score: -1193.174428 Iteration 150, loss = 12.43793918 Validation score: -1185.896753 Iteration 151, loss = 12.37877545 Validation score: -1178.647290 Iteration 152, loss = 12.31994783 Validation score: -1171.428499 Iteration 153, loss = 12.26145703 Validation score: -1164.242732 Iteration 154, loss = 12.20330363 Validation score: -1157.092230 Iteration 155, loss = 12.14548810 Validation score: -1149.979122 Iteration 156, loss = 12.08801076 Validation score: -1142.905419 Iteration 157, loss = 12.03087180 Validation score: -1135.873016 Iteration 158, loss = 11.97407130 Validation score: -1128.883686 Iteration 159, loss = 11.91760918 Validation score: -1121.939086 Iteration 160, loss = 11.86148525 Validation score: -1115.040751 Iteration 161, loss = 11.80569917 Validation score: -1108.190097 Iteration 162, loss = 11.75025047 Validation score: -1101.388425 Iteration 163, loss = 11.69513854 Validation score: -1094.636919 Iteration 164, loss = 11.64036267 Validation score: -1087.936649 Iteration 165, loss = 11.58592197 Validation score: -1081.288575 Iteration 166, loss = 11.53181548 Validation score: -1074.693546 Iteration 167, loss = 11.47804206 Validation score: -1068.152311 Iteration 168, loss = 11.42460050 Validation score: -1061.665512 Iteration 169, loss = 11.37148945 Validation score: -1055.233697 Iteration 170, loss = 11.31870743 Validation score: -1048.857318 Iteration 171, loss = 11.26625287 Validation score: -1042.536738 Iteration 172, loss = 11.21412411 Validation score: -1036.272232 Iteration 173, loss = 11.16231937 Validation score: -1030.063995 Iteration 174, loss = 11.11083676 Validation score: -1023.912144 Iteration 175, loss = 11.05967435 Validation score: -1017.816723 Iteration 176, loss = 11.00883008 Validation score: -1011.777706 Iteration 177, loss = 10.95830183 Validation score: -1005.795002 Iteration 178, loss = 10.90808742 Validation score: -999.868461 Iteration 179, loss = 10.85818458 Validation score: -993.997875 Iteration 180, loss = 10.80859099 Validation score: -988.182984 Iteration 181, loss = 10.75930427 Validation score: -982.423480 Iteration 182, loss = 10.71032201 Validation score: -976.719009 Iteration 183, loss = 10.66164172 Validation score: -971.069176 Iteration 184, loss = 10.61326090 Validation score: -965.473551 Iteration 185, loss = 10.56517700 Validation score: -959.931668 Iteration 186, loss = 10.51738744 Validation score: -954.443029 Iteration 187, loss = 10.46988964 Validation score: -949.007112 Iteration 188, loss = 10.42268097 Validation score: -943.623368 Iteration 189, loss = 10.37575879 Validation score: -938.291227 Iteration 190, loss = 10.32912047 Validation score: -933.010099 Iteration 191, loss = 10.28276336 Validation score: -927.779380 Iteration 192, loss = 10.23668479 Validation score: -922.598449 Iteration 193, loss = 10.19088212 Validation score: -917.466676 Iteration 194, loss = 10.14535270 Validation score: -912.383419 Iteration 195, loss = 10.10009389 Validation score: -907.348030 Iteration 196, loss = 10.05510305 Validation score: -902.359854 Iteration 197, loss = 10.01037758 Validation score: -897.418232 Iteration 198, loss = 9.96591487 Validation score: -892.522504 Iteration 199, loss = 9.92171234 Validation score: -887.672007 Iteration 200, loss = 9.87776742 Validation score: -882.866078 Iteration 201, loss = 9.83407759 Validation score: -878.104057 Iteration 202, loss = 9.79064033 Validation score: -873.385286 Iteration 203, loss = 9.74745314 Validation score: -868.709110 Iteration 204, loss = 9.70451358 Validation score: -864.074879 Iteration 205, loss = 9.66181920 Validation score: -859.481948 Iteration 206, loss = 9.61936763 Validation score: -854.929679 Iteration 207, loss = 9.57715648 Validation score: -850.417439 Iteration 208, loss = 9.53518342 Validation score: -845.944605 Iteration 209, loss = 9.49344615 Validation score: -841.510560 Iteration 210, loss = 9.45194241 Validation score: -837.114695 Iteration 211, loss = 9.41066997 Validation score: -832.756410 Iteration 212, loss = 9.36962662 Validation score: -828.435116 Iteration 213, loss = 9.32881021 Validation score: -824.150231 Iteration 214, loss = 9.28821861 Validation score: -819.901184 Iteration 215, loss = 9.24784973 Validation score: -815.687413 Iteration 216, loss = 9.20770152 Validation score: -811.508366 Iteration 217, loss = 9.16777195 Validation score: -807.363501 Iteration 218, loss = 9.12805906 Validation score: -803.252288 Iteration 219, loss = 9.08856088 Validation score: -799.174204 Iteration 220, loss = 9.04927551 Validation score: -795.128739 Iteration 221, loss = 9.01020108 Validation score: -791.115392 Iteration 222, loss = 8.97133574 Validation score: -787.133671 Iteration 223, loss = 8.93267767 Validation score: -783.183097 Iteration 224, loss = 8.89422512 Validation score: -779.263199 Iteration 225, loss = 8.85597634 Validation score: -775.373516 Iteration 226, loss = 8.81792962 Validation score: -771.513597 Iteration 227, loss = 8.78008328 Validation score: -767.683002 Iteration 228, loss = 8.74243568 Validation score: -763.881299 Iteration 229, loss = 8.70498521 Validation score: -760.108066 Iteration 230, loss = 8.66773028 Validation score: -756.362890 Iteration 231, loss = 8.63066935 Validation score: -752.645367 Iteration 232, loss = 8.59380088 Validation score: -748.955104 Iteration 233, loss = 8.55712337 Validation score: 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score: -690.048796 Iteration 250, loss = 7.96149626 Validation score: -686.790886 Iteration 251, loss = 7.92802820 Validation score: -683.554204 Iteration 252, loss = 7.89472709 Validation score: -680.338498 Iteration 253, loss = 7.86159186 Validation score: -677.143521 Iteration 254, loss = 7.82862142 Validation score: -673.969029 Iteration 255, loss = 7.79581474 Validation score: -670.814787 Iteration 256, loss = 7.76317078 Validation score: -667.680561 Iteration 257, loss = 7.73068850 Validation score: -664.566123 Iteration 258, loss = 7.69836689 Validation score: -661.471251 Iteration 259, loss = 7.66620494 Validation score: -658.395726 Iteration 260, loss = 7.63420168 Validation score: -655.339334 Iteration 261, loss = 7.60235610 Validation score: -652.301864 Iteration 262, loss = 7.57066725 Validation score: -649.283109 Iteration 263, loss = 7.53913415 Validation score: -646.282869 Iteration 264, loss = 7.50775587 Validation score: -643.300945 Iteration 265, loss = 7.47653144 Validation score: -640.337142 Iteration 266, loss = 7.44545994 Validation score: -637.391268 Iteration 267, loss = 7.41454044 Validation score: -634.463138 Iteration 268, loss = 7.38377201 Validation score: -631.552566 Iteration 269, loss = 7.35315376 Validation score: -628.659372 Iteration 270, loss = 7.32268476 Validation score: -625.783379 Iteration 271, loss = 7.29236413 Validation score: -622.924412 Iteration 272, loss = 7.26219098 Validation score: -620.082299 Iteration 273, loss = 7.23216441 Validation score: -617.256874 Iteration 274, loss = 7.20228355 Validation score: -614.447969 Iteration 275, loss = 7.17254753 Validation score: -611.655423 Iteration 276, loss = 7.14295548 Validation score: -608.879076 Iteration 277, loss = 7.11350653 Validation score: -606.118770 Iteration 278, loss = 7.08419984 Validation score: -603.374350 Iteration 279, loss = 7.05503455 Validation score: -600.645666 Iteration 280, loss = 7.02600982 Validation score: -597.932566 Iteration 281, loss = 6.99712479 Validation score: -595.234903 Iteration 282, loss = 6.96837865 Validation score: -592.552534 Iteration 283, loss = 6.93977055 Validation score: -589.885313 Iteration 284, loss = 6.91129966 Validation score: -587.233103 Iteration 285, loss = 6.88296517 Validation score: -584.595763 Iteration 286, loss = 6.85476626 Validation score: -581.973157 Iteration 287, loss = 6.82670210 Validation score: -579.365152 Iteration 288, loss = 6.79877189 Validation score: -576.771615 Iteration 289, loss = 6.77097482 Validation score: -574.192415 Iteration 290, loss = 6.74331009 Validation score: -571.627425 Iteration 291, loss = 6.71577690 Validation score: -569.076518 Iteration 292, loss = 6.68837445 Validation score: -566.539568 Iteration 293, loss = 6.66110195 Validation score: -564.016453 Iteration 294, loss = 6.63395862 Validation score: -561.507052 Iteration 295, loss = 6.60694366 Validation score: -559.011245 Iteration 296, loss = 6.58005630 Validation score: -556.528914 Iteration 297, loss = 6.55329576 Validation score: -554.059942 Iteration 298, loss = 6.52666127 Validation score: -551.604216 Iteration 299, loss = 6.50015205 Validation score: -549.161621 Iteration 300, loss = 6.47376735 Validation score: -546.732047 Iteration 301, loss = 6.44750639 Validation score: -544.315382 Iteration 302, loss = 6.42136842 Validation score: -541.911518 Iteration 303, loss = 6.39535268 Validation score: -539.520348 Iteration 304, loss = 6.36945843 Validation score: -537.141766 Iteration 305, loss = 6.34368490 Validation score: -534.775666 Iteration 306, loss = 6.31803136 Validation score: -532.421947 Iteration 307, loss = 6.29249707 Validation score: -530.080506 Iteration 308, loss = 6.26708129 Validation score: -527.751241 Iteration 309, loss = 6.24178329 Validation score: -525.434055 Iteration 310, loss = 6.21660233 Validation score: -523.128848 Iteration 311, loss = 6.19153769 Validation score: -520.835524 Iteration 312, loss = 6.16658864 Validation score: -518.553986 Iteration 313, loss = 6.14175448 Validation score: -516.284141 Iteration 314, loss = 6.11703448 Validation score: -514.025895 Iteration 315, loss = 6.09242793 Validation score: -511.779155 Iteration 316, loss = 6.06793413 Validation score: -509.543831 Iteration 317, loss = 6.04355237 Validation score: -507.319832 Iteration 318, loss = 6.01928196 Validation score: -505.107069 Iteration 319, loss = 5.99512220 Validation score: -502.905454 Iteration 320, loss = 5.97107239 Validation score: -500.714900 Iteration 321, loss = 5.94713185 Validation score: -498.535322 Iteration 322, loss = 5.92329991 Validation score: -496.366634 Iteration 323, loss = 5.89957587 Validation score: -494.208752 Iteration 324, loss = 5.87595907 Validation score: -492.061594 Iteration 325, loss = 5.85244883 Validation score: -489.925077 Iteration 326, loss = 5.82904449 Validation score: -487.799121 Iteration 327, loss = 5.80574538 Validation score: -485.683645 Iteration 328, loss = 5.78255086 Validation score: 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score: -451.250617 Iteration 345, loss = 5.40362766 Validation score: -449.311065 Iteration 346, loss = 5.38220796 Validation score: -447.380629 Iteration 347, loss = 5.36088116 Validation score: -445.459247 Iteration 348, loss = 5.33964669 Validation score: -443.546855 Iteration 349, loss = 5.31850399 Validation score: -441.643390 Iteration 350, loss = 5.29745249 Validation score: -439.748790 Iteration 351, loss = 5.27649164 Validation score: -437.862993 Iteration 352, loss = 5.25562088 Validation score: -435.985939 Iteration 353, loss = 5.23483967 Validation score: -434.117568 Iteration 354, loss = 5.21414746 Validation score: -432.257820 Iteration 355, loss = 5.19354371 Validation score: -430.406637 Iteration 356, loss = 5.17302789 Validation score: -428.563959 Iteration 357, loss = 5.15259946 Validation score: -426.729730 Iteration 358, loss = 5.13225791 Validation score: -424.903893 Iteration 359, loss = 5.11200269 Validation score: -423.086391 Iteration 360, loss = 5.09183331 Validation score: -421.277168 Iteration 361, loss = 5.07174924 Validation score: -419.476169 Iteration 362, loss = 5.05174997 Validation score: -417.683339 Iteration 363, loss = 5.03183500 Validation score: -415.898625 Iteration 364, loss = 5.01200383 Validation score: -414.121973 Iteration 365, loss = 4.99225596 Validation score: -412.353330 Iteration 366, loss = 4.97259090 Validation score: -410.592642 Iteration 367, loss = 4.95300815 Validation score: -408.839860 Iteration 368, loss = 4.93350724 Validation score: -407.094931 Iteration 369, loss = 4.91408768 Validation score: -405.357804 Iteration 370, loss = 4.89474900 Validation score: -403.628429 Iteration 371, loss = 4.87549072 Validation score: -401.906756 Iteration 372, loss = 4.85631238 Validation score: -400.192736 Iteration 373, loss = 4.83721350 Validation score: -398.486321 Iteration 374, loss = 4.81819364 Validation score: -396.787461 Iteration 375, loss = 4.79925234 Validation score: -395.096109 Iteration 376, loss = 4.78038913 Validation score: -393.412219 Iteration 377, loss = 4.76160358 Validation score: -391.735742 Iteration 378, loss = 4.74289523 Validation score: -390.066633 Iteration 379, loss = 4.72426365 Validation score: -388.404845 Iteration 380, loss = 4.70570840 Validation score: -386.750334 Iteration 381, loss = 4.68722904 Validation score: -385.103054 Iteration 382, loss = 4.66882515 Validation score: -383.462961 Iteration 383, loss = 4.65049629 Validation score: -381.830010 Iteration 384, loss = 4.63224206 Validation score: -380.204159 Iteration 385, loss = 4.61406202 Validation score: -378.585363 Iteration 386, loss = 4.59595576 Validation score: -376.973580 Iteration 387, loss = 4.57792287 Validation score: -375.368767 Iteration 388, loss = 4.55996295 Validation score: -373.770883 Iteration 389, loss = 4.54207558 Validation score: -372.179886 Iteration 390, loss = 4.52426037 Validation score: -370.595735 Iteration 391, loss = 4.50651692 Validation score: -369.018389 Iteration 392, loss = 4.48884484 Validation score: -367.447808 Iteration 393, loss = 4.47124372 Validation score: -365.883951 Iteration 394, loss = 4.45371320 Validation score: -364.326780 Iteration 395, loss = 4.43625287 Validation score: -362.776254 Iteration 396, loss = 4.41886237 Validation score: -361.232336 Iteration 397, loss = 4.40154131 Validation score: -359.694986 Iteration 398, loss = 4.38428932 Validation score: -358.164168 Iteration 399, loss = 4.36710603 Validation score: -356.639842 Iteration 400, loss = 4.34999106 Validation score: -355.121971 Iteration 401, loss = 4.33294407 Validation score: -353.610519 Iteration 402, loss = 4.31596467 Validation score: -352.105449 Iteration 403, loss = 4.29905252 Validation score: -350.606724 Iteration 404, loss = 4.28220726 Validation score: -349.114309 Iteration 405, loss = 4.26542854 Validation score: -347.628168 Iteration 406, loss = 4.24871600 Validation score: -346.148266 Iteration 407, loss = 4.23206931 Validation score: -344.674567 Iteration 408, loss = 4.21548811 Validation score: -343.207037 Iteration 409, loss = 4.19897206 Validation score: -341.745642 Iteration 410, loss = 4.18252084 Validation score: -340.290347 Iteration 411, loss = 4.16613410 Validation score: -338.841120 Iteration 412, loss = 4.14981151 Validation score: -337.397926 Iteration 413, loss = 4.13355274 Validation score: -335.960732 Iteration 414, loss = 4.11735746 Validation score: -334.529506 Iteration 415, loss = 4.10122536 Validation score: -333.104215 Iteration 416, loss = 4.08515610 Validation score: -331.684827 Iteration 417, loss = 4.06914938 Validation score: -330.271310 Iteration 418, loss = 4.05320487 Validation score: -328.863633 Iteration 419, loss = 4.03732227 Validation score: -327.461764 Iteration 420, loss = 4.02150125 Validation score: -326.065672 Iteration 421, loss = 4.00574152 Validation score: -324.675326 Iteration 422, loss = 3.99004277 Validation score: -323.290696 Iteration 423, loss = 3.97440469 Validation score: 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score: -300.598196 Iteration 440, loss = 3.71755844 Validation score: -299.311526 Iteration 441, loss = 3.70296338 Validation score: -298.030040 Iteration 442, loss = 3.68842367 Validation score: -296.753713 Iteration 443, loss = 3.67393907 Validation score: -295.482518 Iteration 444, loss = 3.65950930 Validation score: -294.216430 Iteration 445, loss = 3.64513413 Validation score: -292.955426 Iteration 446, loss = 3.63081330 Validation score: -291.699479 Iteration 447, loss = 3.61654655 Validation score: -290.448564 Iteration 448, loss = 3.60233365 Validation score: -289.202659 Iteration 449, loss = 3.58817433 Validation score: -287.961738 Iteration 450, loss = 3.57406836 Validation score: -286.725777 Iteration 451, loss = 3.56001550 Validation score: -285.494753 Iteration 452, loss = 3.54601550 Validation score: -284.268641 Iteration 453, loss = 3.53206813 Validation score: -283.047419 Iteration 454, loss = 3.51817314 Validation score: -281.831062 Iteration 455, loss = 3.50433031 Validation score: -280.619549 Iteration 456, loss = 3.49053939 Validation score: -279.412856 Iteration 457, loss = 3.47680016 Validation score: -278.210959 Iteration 458, loss = 3.46311239 Validation score: -277.013838 Iteration 459, loss = 3.44947584 Validation score: -275.821469 Iteration 460, loss = 3.43589029 Validation score: -274.633830 Iteration 461, loss = 3.42235552 Validation score: -273.450898 Iteration 462, loss = 3.40887130 Validation score: -272.272653 Iteration 463, loss = 3.39543740 Validation score: -271.099073 Iteration 464, loss = 3.38205362 Validation score: -269.930135 Iteration 465, loss = 3.36871972 Validation score: -268.765819 Iteration 466, loss = 3.35543550 Validation score: -267.606104 Iteration 467, loss = 3.34220074 Validation score: -266.450967 Iteration 468, loss = 3.32901521 Validation score: -265.300389 Iteration 469, loss = 3.31587872 Validation score: -264.154349 Iteration 470, loss = 3.30279104 Validation score: -263.012825 Iteration 471, loss = 3.28975197 Validation score: -261.875799 Iteration 472, loss = 3.27676131 Validation score: -260.743248 Iteration 473, loss = 3.26381883 Validation score: -259.615154 Iteration 474, loss = 3.25092435 Validation score: -258.491496 Iteration 475, loss = 3.23807765 Validation score: -257.372255 Iteration 476, loss = 3.22527853 Validation score: -256.257410 Iteration 477, loss = 3.21252680 Validation score: -255.146942 Iteration 478, loss = 3.19982224 Validation score: -254.040832 Iteration 479, loss = 3.18716467 Validation score: -252.939061 Iteration 480, loss = 3.17455388 Validation score: -251.841609 Iteration 481, loss = 3.16198969 Validation score: -250.748458 Iteration 482, loss = 3.14947189 Validation score: -249.659588 Iteration 483, loss = 3.13700029 Validation score: -248.574980 Iteration 484, loss = 3.12457471 Validation score: -247.494617 Iteration 485, loss = 3.11219495 Validation score: -246.418480 Iteration 486, loss = 3.09986082 Validation score: -245.346550 Iteration 487, loss = 3.08757213 Validation score: -244.278810 Iteration 488, loss = 3.07532870 Validation score: -243.215241 Iteration 489, loss = 3.06313035 Validation score: -242.155824 Iteration 490, loss = 3.05097688 Validation score: -241.100544 Iteration 491, loss = 3.03886812 Validation score: -240.049381 Iteration 492, loss = 3.02680388 Validation score: -239.002318 Iteration 493, loss = 3.01478398 Validation score: -237.959338 Iteration 494, loss = 3.00280824 Validation score: -236.920423 Iteration 495, loss = 2.99087650 Validation score: -235.885556 Iteration 496, loss = 2.97898855 Validation score: -234.854720 Iteration 497, loss = 2.96714425 Validation score: -233.827898 Iteration 498, loss = 2.95534339 Validation score: -232.805074 Iteration 499, loss = 2.94358583 Validation score: -231.786230 Iteration 500, loss = 2.93187137 Validation score: -230.771349 Iteration 501, loss = 2.92019985 Validation score: -229.760415 Iteration 502, loss = 2.90857110 Validation score: -228.753413 Iteration 503, loss = 2.89698495 Validation score: -227.750324 Iteration 504, loss = 2.88544123 Validation score: -226.751134 Iteration 505, loss = 2.87393977 Validation score: -225.755826 Iteration 506, loss = 2.86248041 Validation score: -224.764384 Iteration 507, loss = 2.85106298 Validation score: -223.776792 Iteration 508, loss = 2.83968732 Validation score: -222.793035 Iteration 509, loss = 2.82835327 Validation score: -221.813096 Iteration 510, loss = 2.81706065 Validation score: -220.836960 Iteration 511, loss = 2.80580932 Validation score: -219.864611 Iteration 512, loss = 2.79459911 Validation score: -218.896035 Iteration 513, loss = 2.78342985 Validation score: -217.931215 Iteration 514, loss = 2.77230141 Validation score: -216.970137 Iteration 515, loss = 2.76121360 Validation score: -216.012786 Iteration 516, loss = 2.75016629 Validation score: -215.059146 Iteration 517, loss = 2.73915931 Validation score: -214.109202 Iteration 518, loss = 2.72819251 Validation score: 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score: -198.511682 Iteration 535, loss = 2.54775857 Validation score: -197.625821 Iteration 536, loss = 2.53748953 Validation score: -196.743390 Iteration 537, loss = 2.52725789 Validation score: -195.864375 Iteration 538, loss = 2.51706351 Validation score: -194.988763 Iteration 539, loss = 2.50690626 Validation score: -194.116540 Iteration 540, loss = 2.49678601 Validation score: -193.247694 Iteration 541, loss = 2.48670260 Validation score: -192.382211 Iteration 542, loss = 2.47665592 Validation score: -191.520080 Iteration 543, loss = 2.46664582 Validation score: -190.661286 Iteration 544, loss = 2.45667218 Validation score: -189.805817 Iteration 545, loss = 2.44673485 Validation score: -188.953661 Iteration 546, loss = 2.43683371 Validation score: -188.104805 Iteration 547, loss = 2.42696862 Validation score: -187.259236 Iteration 548, loss = 2.41713946 Validation score: -186.416942 Iteration 549, loss = 2.40734609 Validation score: -185.577911 Iteration 550, loss = 2.39758838 Validation score: -184.742130 Iteration 551, loss = 2.38786621 Validation score: -183.909586 Iteration 552, loss = 2.37817945 Validation score: -183.080269 Iteration 553, loss = 2.36852796 Validation score: -182.254165 Iteration 554, loss = 2.35891163 Validation score: -181.431262 Iteration 555, loss = 2.34933033 Validation score: -180.611549 Iteration 556, loss = 2.33978392 Validation score: -179.795013 Iteration 557, loss = 2.33027229 Validation score: -178.981643 Iteration 558, loss = 2.32079532 Validation score: -178.171427 Iteration 559, loss = 2.31135287 Validation score: -177.364353 Iteration 560, loss = 2.30194482 Validation score: -176.560409 Iteration 561, loss = 2.29257106 Validation score: -175.759584 Iteration 562, loss = 2.28323146 Validation score: -174.961866 Iteration 563, loss = 2.27392589 Validation score: -174.167244 Iteration 564, loss = 2.26465425 Validation score: -173.375706 Iteration 565, loss = 2.25541640 Validation score: -172.587241 Iteration 566, loss = 2.24621223 Validation score: -171.801837 Iteration 567, loss = 2.23704162 Validation score: -171.019483 Iteration 568, loss = 2.22790445 Validation score: -170.240168 Iteration 569, loss = 2.21880061 Validation score: -169.463881 Iteration 570, loss = 2.20972997 Validation score: -168.690611 Iteration 571, loss = 2.20069242 Validation score: -167.920346 Iteration 572, loss = 2.19168785 Validation score: -167.153076 Iteration 573, loss = 2.18271613 Validation score: -166.388790 Iteration 574, loss = 2.17377716 Validation score: -165.627476 Iteration 575, loss = 2.16487081 Validation score: -164.869124 Iteration 576, loss = 2.15599698 Validation score: -164.113723 Iteration 577, loss = 2.14715555 Validation score: -163.361263 Iteration 578, loss = 2.13834641 Validation score: -162.611732 Iteration 579, loss = 2.12956945 Validation score: -161.865120 Iteration 580, loss = 2.12082455 Validation score: -161.121417 Iteration 581, loss = 2.11211160 Validation score: -160.380612 Iteration 582, loss = 2.10343050 Validation score: -159.642694 Iteration 583, loss = 2.09478113 Validation score: -158.907653 Iteration 584, loss = 2.08616338 Validation score: -158.175479 Iteration 585, loss = 2.07757714 Validation score: -157.446161 Iteration 586, loss = 2.06902231 Validation score: -156.719689 Iteration 587, loss = 2.06049877 Validation score: -155.996053 Iteration 588, loss = 2.05200643 Validation score: -155.275242 Iteration 589, loss = 2.04354516 Validation score: -154.557247 Iteration 590, loss = 2.03511487 Validation score: -153.842057 Iteration 591, loss = 2.02671544 Validation score: -153.129663 Iteration 592, loss = 2.01834678 Validation score: -152.420054 Iteration 593, loss = 2.01000877 Validation score: -151.713220 Iteration 594, loss = 2.00170132 Validation score: -151.009152 Iteration 595, loss = 1.99342431 Validation score: -150.307839 Iteration 596, loss = 1.98517765 Validation score: -149.609272 Iteration 597, loss = 1.97696122 Validation score: -148.913441 Iteration 598, loss = 1.96877493 Validation score: -148.220336 Iteration 599, loss = 1.96061868 Validation score: -147.529948 Iteration 600, loss = 1.95249235 Validation score: -146.842267 Iteration 601, loss = 1.94439586 Validation score: -146.157283 Iteration 602, loss = 1.93632910 Validation score: -145.474987 Iteration 603, loss = 1.92829196 Validation score: -144.795369 Iteration 604, loss = 1.92028435 Validation score: -144.118420 Iteration 605, loss = 1.91230616 Validation score: -143.444130 Iteration 606, loss = 1.90435731 Validation score: -142.772490 Iteration 607, loss = 1.89643768 Validation score: -142.103491 Iteration 608, loss = 1.88854718 Validation score: -141.437123 Iteration 609, loss = 1.88068571 Validation score: -140.773377 Iteration 610, loss = 1.87285317 Validation score: -140.112244 Iteration 611, loss = 1.86504947 Validation score: -139.453714 Iteration 612, loss = 1.85727451 Validation score: -138.797779 Iteration 613, loss = 1.84952819 Validation score: -138.144429 Iteration 614, loss = 1.84181041 Validation score: -137.493656 Iteration 615, loss = 1.83412108 Validation score: -136.845450 Iteration 616, loss = 1.82646011 Validation score: -136.199801 Iteration 617, loss = 1.81882739 Validation score: -135.556703 Iteration 618, loss = 1.81122284 Validation score: -134.916144 Iteration 619, loss = 1.80364636 Validation score: -134.278117 Iteration 620, loss = 1.79609785 Validation score: -133.642613 Iteration 621, loss = 1.78857722 Validation score: -133.009622 Iteration 622, loss = 1.78108438 Validation score: -132.379137 Iteration 623, loss = 1.77361923 Validation score: -131.751147 Iteration 624, loss = 1.76618169 Validation score: -131.125646 Iteration 625, loss = 1.75877166 Validation score: -130.502623 Iteration 626, loss = 1.75138904 Validation score: -129.882071 Iteration 627, loss = 1.74403375 Validation score: -129.263980 Iteration 628, loss = 1.73670570 Validation score: -128.648342 Iteration 629, loss = 1.72940480 Validation score: -128.035149 Iteration 630, loss = 1.72213094 Validation score: -127.424393 Iteration 631, loss = 1.71488406 Validation score: -126.816063 Iteration 632, loss = 1.70766404 Validation score: -126.210153 Iteration 633, loss = 1.70047082 Validation score: -125.606654 Iteration 634, loss = 1.69330429 Validation score: -125.005558 Iteration 635, loss = 1.68616436 Validation score: -124.406855 Iteration 636, loss = 1.67905096 Validation score: -123.810539 Iteration 637, loss = 1.67196399 Validation score: -123.216600 Iteration 638, loss = 1.66490336 Validation score: -122.625031 Iteration 639, loss = 1.65786899 Validation score: -122.035822 Iteration 640, loss = 1.65086079 Validation score: -121.448967 Iteration 641, loss = 1.64387867 Validation score: -120.864457 Iteration 642, loss = 1.63692255 Validation score: -120.282284 Iteration 643, loss = 1.62999234 Validation score: -119.702439 Iteration 644, loss = 1.62308796 Validation score: -119.124915 Iteration 645, loss = 1.61620931 Validation score: -118.549704 Iteration 646, loss = 1.60935632 Validation score: -117.976797 Iteration 647, loss = 1.60252890 Validation score: -117.406187 Iteration 648, loss = 1.59572696 Validation score: -116.837867 Iteration 649, loss = 1.58895042 Validation score: -116.271827 Iteration 650, loss = 1.58219921 Validation score: -115.708060 Iteration 651, loss = 1.57547322 Validation score: -115.146559 Iteration 652, loss = 1.56877239 Validation score: -114.587315 Iteration 653, loss = 1.56209663 Validation score: -114.030321 Iteration 654, loss = 1.55544585 Validation score: -113.475569 Iteration 655, loss = 1.54881997 Validation score: -112.923052 Iteration 656, loss = 1.54221891 Validation score: -112.372761 Iteration 657, loss = 1.53564260 Validation score: -111.824689 Iteration 658, loss = 1.52909094 Validation score: -111.278828 Iteration 659, loss = 1.52256386 Validation score: -110.735172 Iteration 660, loss = 1.51606127 Validation score: -110.193711 Iteration 661, loss = 1.50958310 Validation score: -109.654439 Iteration 662, loss = 1.50312927 Validation score: -109.117349 Iteration 663, loss = 1.49669969 Validation score: -108.582432 Iteration 664, loss = 1.49029429 Validation score: -108.049681 Iteration 665, loss = 1.48391298 Validation score: -107.519089 Iteration 666, loss = 1.47755569 Validation score: -106.990649 Iteration 667, loss = 1.47122234 Validation score: -106.464352 Iteration 668, loss = 1.46491285 Validation score: -105.940193 Iteration 669, loss = 1.45862714 Validation score: -105.418162 Iteration 670, loss = 1.45236513 Validation score: -104.898254 Iteration 671, loss = 1.44612675 Validation score: -104.380461 Iteration 672, loss = 1.43991191 Validation score: -103.864775 Iteration 673, loss = 1.43372055 Validation score: -103.351190 Iteration 674, loss = 1.42755258 Validation score: -102.839697 Iteration 675, loss = 1.42140793 Validation score: -102.330291 Iteration 676, loss = 1.41528652 Validation score: -101.822963 Iteration 677, loss = 1.40918827 Validation score: -101.317708 Iteration 678, loss = 1.40311312 Validation score: -100.814517 Iteration 679, loss = 1.39706097 Validation score: -100.313383 Iteration 680, loss = 1.39103177 Validation score: -99.814300 Iteration 681, loss = 1.38502542 Validation score: -99.317261 Iteration 682, loss = 1.37904187 Validation score: -98.822258 Iteration 683, loss = 1.37308103 Validation score: -98.329285 Iteration 684, loss = 1.36714282 Validation score: -97.838334 Iteration 685, loss = 1.36122718 Validation score: -97.349399 Iteration 686, loss = 1.35533404 Validation score: -96.862473 Iteration 687, loss = 1.34946331 Validation score: -96.377549 Iteration 688, loss = 1.34361492 Validation score: -95.894620 Iteration 689, loss = 1.33778880 Validation score: -95.413679 Iteration 690, loss = 1.33198488 Validation score: -94.934719 Iteration 691, loss = 1.32620309 Validation score: -94.457735 Iteration 692, loss = 1.32044335 Validation score: -93.982718 Iteration 693, loss = 1.31470559 Validation score: -93.509662 Iteration 694, loss = 1.30898974 Validation score: -93.038561 Iteration 695, loss = 1.30329572 Validation score: -92.569408 Iteration 696, loss = 1.29762347 Validation score: -92.102196 Iteration 697, loss = 1.29197292 Validation score: -91.636918 Iteration 698, loss = 1.28634399 Validation score: -91.173568 Iteration 699, loss = 1.28073661 Validation score: -90.712140 Iteration 700, loss = 1.27515071 Validation score: -90.252626 Iteration 701, loss = 1.26958622 Validation score: -89.795020 Iteration 702, loss = 1.26404308 Validation score: -89.339316 Iteration 703, loss = 1.25852120 Validation score: -88.885507 Iteration 704, loss = 1.25302053 Validation score: -88.433586 Iteration 705, loss = 1.24754099 Validation score: -87.983548 Iteration 706, loss = 1.24208251 Validation score: -87.535385 Iteration 707, loss = 1.23664503 Validation score: -87.089092 Iteration 708, loss = 1.23122847 Validation score: -86.644661 Iteration 709, loss = 1.22583278 Validation score: -86.202087 Iteration 710, loss = 1.22045786 Validation score: -85.761363 Iteration 711, loss = 1.21510367 Validation score: -85.322483 Iteration 712, loss = 1.20977014 Validation score: -84.885440 Iteration 713, loss = 1.20445718 Validation score: -84.450229 Iteration 714, loss = 1.19916475 Validation score: -84.016842 Iteration 715, loss = 1.19389276 Validation score: -83.585274 Iteration 716, loss = 1.18864116 Validation score: -83.155518 Iteration 717, loss = 1.18340988 Validation score: -82.727568 Iteration 718, loss = 1.17819884 Validation score: -82.301419 Iteration 719, loss = 1.17300799 Validation score: -81.877063 Iteration 720, loss = 1.16783725 Validation score: -81.454494 Iteration 721, loss = 1.16268657 Validation score: -81.033707 Iteration 722, loss = 1.15755587 Validation score: -80.614696 Iteration 723, loss = 1.15244509 Validation score: -80.197453 Iteration 724, loss = 1.14735417 Validation score: -79.781974 Iteration 725, loss = 1.14228303 Validation score: -79.368252 Iteration 726, loss = 1.13723162 Validation score: -78.956281 Iteration 727, loss = 1.13219987 Validation score: -78.546055 Iteration 728, loss = 1.12718771 Validation score: -78.137568 Iteration 729, loss = 1.12219508 Validation score: -77.730814 Iteration 730, loss = 1.11722192 Validation score: -77.325787 Iteration 731, loss = 1.11226816 Validation score: -76.922481 Iteration 732, loss = 1.10733375 Validation score: -76.520890 Iteration 733, loss = 1.10241860 Validation score: -76.121009 Iteration 734, loss = 1.09752267 Validation score: -75.722831 Iteration 735, loss = 1.09264588 Validation score: -75.326350 Iteration 736, loss = 1.08778818 Validation score: -74.931561 Iteration 737, loss = 1.08294950 Validation score: -74.538458 Iteration 738, loss = 1.07812979 Validation score: -74.147035 Iteration 739, loss = 1.07332897 Validation score: -73.757286 Iteration 740, loss = 1.06854698 Validation score: -73.369205 Iteration 741, loss = 1.06378377 Validation score: -72.982787 Iteration 742, loss = 1.05903927 Validation score: -72.598026 Iteration 743, loss = 1.05431341 Validation score: -72.214916 Iteration 744, loss = 1.04960615 Validation score: -71.833451 Iteration 745, loss = 1.04491741 Validation score: -71.453627 Iteration 746, loss = 1.04024714 Validation score: -71.075436 Iteration 747, loss = 1.03559527 Validation score: -70.698873 Iteration 748, loss = 1.03096174 Validation score: -70.323934 Iteration 749, loss = 1.02634650 Validation score: -69.950611 Iteration 750, loss = 1.02174948 Validation score: -69.578900 Iteration 751, loss = 1.01717062 Validation score: -69.208795 Iteration 752, loss = 1.01260987 Validation score: -68.840290 Iteration 753, loss = 1.00806715 Validation score: -68.473380 Iteration 754, loss = 1.00354242 Validation score: -68.108060 Iteration 755, loss = 0.99903561 Validation score: -67.744323 Iteration 756, loss = 0.99454667 Validation score: -67.382164 Iteration 757, loss = 0.99007553 Validation score: -67.021578 Iteration 758, loss = 0.98562214 Validation score: -66.662559 Iteration 759, loss = 0.98118643 Validation score: -66.305102 Iteration 760, loss = 0.97676835 Validation score: -65.949201 Iteration 761, loss = 0.97236784 Validation score: -65.594851 Iteration 762, loss = 0.96798484 Validation score: -65.242047 Iteration 763, loss = 0.96361929 Validation score: -64.890783 Iteration 764, loss = 0.95927114 Validation score: -64.541054 Iteration 765, loss = 0.95494032 Validation score: -64.192854 Iteration 766, loss = 0.95062679 Validation score: -63.846177 Iteration 767, loss = 0.94633047 Validation score: -63.501020 Iteration 768, loss = 0.94205132 Validation score: -63.157376 Iteration 769, loss = 0.93778928 Validation score: -62.815240 Iteration 770, loss = 0.93354429 Validation score: -62.474607 Iteration 771, loss = 0.92931629 Validation score: -62.135472 Iteration 772, loss = 0.92510523 Validation score: -61.797829 Iteration 773, loss = 0.92091105 Validation score: -61.461673 Iteration 774, loss = 0.91673369 Validation score: -61.126998 Iteration 775, loss = 0.91257311 Validation score: -60.793801 Iteration 776, loss = 0.90842923 Validation score: -60.462075 Iteration 777, loss = 0.90430201 Validation score: -60.131815 Iteration 778, loss = 0.90019139 Validation score: -59.803016 Iteration 779, loss = 0.89609732 Validation score: -59.475673 Iteration 780, loss = 0.89201973 Validation score: -59.149781 Iteration 781, loss = 0.88795858 Validation score: -58.825335 Iteration 782, loss = 0.88391381 Validation score: -58.502330 Iteration 783, loss = 0.87988536 Validation score: -58.180760 Iteration 784, loss = 0.87587318 Validation score: -57.860620 Iteration 785, loss = 0.87187722 Validation score: -57.541906 Iteration 786, loss = 0.86789742 Validation score: -57.224613 Iteration 787, loss = 0.86393372 Validation score: -56.908734 Iteration 788, loss = 0.85998608 Validation score: -56.594267 Iteration 789, loss = 0.85605444 Validation score: -56.281204 Iteration 790, loss = 0.85213874 Validation score: -55.969542 Iteration 791, loss = 0.84823893 Validation score: -55.659275 Iteration 792, loss = 0.84435496 Validation score: -55.350399 Iteration 793, loss = 0.84048677 Validation score: -55.042909 Iteration 794, loss = 0.83663431 Validation score: -54.736799 Iteration 795, loss = 0.83279754 Validation score: -54.432065 Iteration 796, loss = 0.82897638 Validation score: -54.128702 Iteration 797, loss = 0.82517080 Validation score: -53.826704 Iteration 798, loss = 0.82138074 Validation score: -53.526068 Iteration 799, loss = 0.81760614 Validation score: -53.226788 Iteration 800, loss = 0.81384697 Validation score: -52.928859 Iteration 801, loss = 0.81010315 Validation score: -52.632277 Iteration 802, loss = 0.80637464 Validation score: -52.337037 Iteration 803, loss = 0.80266140 Validation score: -52.043134 Iteration 804, loss = 0.79896336 Validation score: -51.750563 Iteration 805, loss = 0.79528047 Validation score: -51.459320 Iteration 806, loss = 0.79161269 Validation score: -51.169399 Iteration 807, loss = 0.78795996 Validation score: -50.880796 Iteration 808, loss = 0.78432224 Validation score: -50.593507 Iteration 809, loss = 0.78069947 Validation score: -50.307526 Iteration 810, loss = 0.77709159 Validation score: -50.022848 Iteration 811, loss = 0.77349857 Validation score: -49.739470 Iteration 812, loss = 0.76992034 Validation score: -49.457387 Iteration 813, loss = 0.76635686 Validation score: -49.176593 Iteration 814, loss = 0.76280808 Validation score: -48.897084 Iteration 815, loss = 0.75927395 Validation score: -48.618856 Iteration 816, loss = 0.75575442 Validation score: -48.341904 Iteration 817, loss = 0.75224943 Validation score: -48.066224 Iteration 818, loss = 0.74875895 Validation score: -47.791810 Iteration 819, loss = 0.74528291 Validation score: -47.518658 Iteration 820, loss = 0.74182127 Validation score: -47.246764 Iteration 821, loss = 0.73837398 Validation score: -46.976122 Iteration 822, loss = 0.73494099 Validation score: -46.706730 Iteration 823, loss = 0.73152226 Validation score: -46.438581 Iteration 824, loss = 0.72811773 Validation score: -46.171672 Iteration 825, loss = 0.72472735 Validation score: -45.905998 Iteration 826, loss = 0.72135108 Validation score: -45.641554 Iteration 827, loss = 0.71798886 Validation score: -45.378337 Iteration 828, loss = 0.71464066 Validation score: -45.116341 Iteration 829, loss = 0.71130641 Validation score: -44.855562 Iteration 830, loss = 0.70798608 Validation score: -44.595996 Iteration 831, loss = 0.70467961 Validation score: -44.337638 Iteration 832, loss = 0.70138696 Validation score: -44.080484 Iteration 833, loss = 0.69810808 Validation score: -43.824529 Iteration 834, loss = 0.69484292 Validation score: -43.569769 Iteration 835, loss = 0.69159143 Validation score: -43.316201 Iteration 836, loss = 0.68835358 Validation score: -43.063818 Iteration 837, loss = 0.68512930 Validation score: -42.812618 Iteration 838, loss = 0.68191855 Validation score: -42.562595 Iteration 839, loss = 0.67872130 Validation score: -42.313746 Iteration 840, loss = 0.67553748 Validation score: -42.066065 Iteration 841, loss = 0.67236705 Validation score: -41.819550 Iteration 842, loss = 0.66920997 Validation score: -41.574195 Iteration 843, loss = 0.66606619 Validation score: -41.329996 Iteration 844, loss = 0.66293566 Validation score: -41.086949 Iteration 845, loss = 0.65981834 Validation score: -40.845050 Iteration 846, loss = 0.65671419 Validation score: -40.604294 Iteration 847, loss = 0.65362315 Validation score: -40.364677 Iteration 848, loss = 0.65054518 Validation score: -40.126196 Iteration 849, loss = 0.64748023 Validation score: -39.888845 Iteration 850, loss = 0.64442826 Validation score: -39.652621 Iteration 851, loss = 0.64138923 Validation score: -39.417519 Iteration 852, loss = 0.63836308 Validation score: -39.183536 Iteration 853, loss = 0.63534978 Validation score: -38.950667 Iteration 854, loss = 0.63234928 Validation score: -38.718908 Iteration 855, loss = 0.62936153 Validation score: -38.488255 Iteration 856, loss = 0.62638649 Validation score: -38.258704 Iteration 857, loss = 0.62342411 Validation score: -38.030250 Iteration 858, loss = 0.62047436 Validation score: -37.802890 Iteration 859, loss = 0.61753718 Validation score: -37.576619 Iteration 860, loss = 0.61461253 Validation score: -37.351434 Iteration 861, loss = 0.61170037 Validation score: -37.127330 Iteration 862, loss = 0.60880065 Validation score: -36.904304 Iteration 863, loss = 0.60591333 Validation score: -36.682351 Iteration 864, loss = 0.60303837 Validation score: -36.461467 Iteration 865, loss = 0.60017572 Validation score: -36.241648 Iteration 866, loss = 0.59732534 Validation score: -36.022891 Iteration 867, loss = 0.59448718 Validation score: -35.805191 Iteration 868, loss = 0.59166121 Validation score: -35.588544 Iteration 869, loss = 0.58884738 Validation score: -35.372947 Iteration 870, loss = 0.58604564 Validation score: -35.158395 Iteration 871, loss = 0.58325595 Validation score: -34.944885 Iteration 872, loss = 0.58047828 Validation score: -34.732412 Iteration 873, loss = 0.57771257 Validation score: -34.520972 Iteration 874, loss = 0.57495879 Validation score: -34.310563 Iteration 875, loss = 0.57221689 Validation score: -34.101179 Iteration 876, loss = 0.56948684 Validation score: -33.892817 Iteration 877, loss = 0.56676858 Validation score: -33.685473 Iteration 878, loss = 0.56406208 Validation score: -33.479144 Iteration 879, loss = 0.56136729 Validation score: -33.273824 Iteration 880, loss = 0.55868417 Validation score: -33.069511 Iteration 881, loss = 0.55601269 Validation score: -32.866201 Iteration 882, loss = 0.55335280 Validation score: -32.663890 Iteration 883, loss = 0.55070445 Validation score: -32.462574 Iteration 884, loss = 0.54806761 Validation score: -32.262249 Iteration 885, loss = 0.54544224 Validation score: -32.062911 Iteration 886, loss = 0.54282829 Validation score: -31.864557 Iteration 887, loss = 0.54022572 Validation score: -31.667184 Iteration 888, loss = 0.53763450 Validation score: -31.470786 Iteration 889, loss = 0.53505458 Validation score: -31.275361 Iteration 890, loss = 0.53248592 Validation score: -31.080904 Iteration 891, loss = 0.52992848 Validation score: -30.887412 Iteration 892, loss = 0.52738222 Validation score: -30.694882 Iteration 893, loss = 0.52484710 Validation score: -30.503309 Iteration 894, loss = 0.52232309 Validation score: -30.312690 Iteration 895, loss = 0.51981013 Validation score: -30.123022 Iteration 896, loss = 0.51730819 Validation score: -29.934299 Iteration 897, loss = 0.51481723 Validation score: -29.746520 Iteration 898, loss = 0.51233721 Validation score: -29.559680 Iteration 899, loss = 0.50986809 Validation score: -29.373776 Iteration 900, loss = 0.50740983 Validation score: -29.188803 Iteration 901, loss = 0.50496239 Validation score: -29.004759 Iteration 902, loss = 0.50252574 Validation score: -28.821640 Iteration 903, loss = 0.50009982 Validation score: -28.639442 Iteration 904, loss = 0.49768462 Validation score: -28.458161 Iteration 905, loss = 0.49528007 Validation score: -28.277795 Iteration 906, loss = 0.49288616 Validation score: -28.098339 Iteration 907, loss = 0.49050283 Validation score: -27.919790 Iteration 908, loss = 0.48813005 Validation score: -27.742144 Iteration 909, loss = 0.48576778 Validation score: -27.565398 Iteration 910, loss = 0.48341598 Validation score: -27.389548 Iteration 911, loss = 0.48107461 Validation score: -27.214591 Iteration 912, loss = 0.47874365 Validation score: -27.040524 Iteration 913, loss = 0.47642303 Validation score: -26.867342 Iteration 914, loss = 0.47411274 Validation score: -26.695043 Iteration 915, loss = 0.47181273 Validation score: -26.523623 Iteration 916, loss = 0.46952296 Validation score: -26.353077 Iteration 917, loss = 0.46724340 Validation score: -26.183404 Iteration 918, loss = 0.46497400 Validation score: -26.014600 Iteration 919, loss = 0.46271474 Validation score: -25.846660 Iteration 920, loss = 0.46046557 Validation score: -25.679583 Iteration 921, loss = 0.45822646 Validation score: -25.513363 Iteration 922, loss = 0.45599737 Validation score: -25.347998 Iteration 923, loss = 0.45377825 Validation score: -25.183485 Iteration 924, loss = 0.45156909 Validation score: -25.019820 Iteration 925, loss = 0.44936983 Validation score: -24.857000 Iteration 926, loss = 0.44718044 Validation score: -24.695021 Iteration 927, loss = 0.44500089 Validation score: -24.533880 Iteration 928, loss = 0.44283114 Validation score: -24.373574 Iteration 929, loss = 0.44067115 Validation score: -24.214099 Iteration 930, loss = 0.43852089 Validation score: -24.055452 Iteration 931, loss = 0.43638031 Validation score: -23.897630 Iteration 932, loss = 0.43424939 Validation score: -23.740630 Iteration 933, loss = 0.43212809 Validation score: -23.584447 Iteration 934, loss = 0.43001637 Validation score: -23.429080 Iteration 935, loss = 0.42791419 Validation score: -23.274524 Iteration 936, loss = 0.42582153 Validation score: -23.120776 Iteration 937, loss = 0.42373834 Validation score: -22.967834 Iteration 938, loss = 0.42166459 Validation score: -22.815693 Iteration 939, loss = 0.41960024 Validation score: -22.664351 Iteration 940, loss = 0.41754526 Validation score: -22.513804 Iteration 941, loss = 0.41549962 Validation score: -22.364050 Iteration 942, loss = 0.41346327 Validation score: -22.215085 Iteration 943, loss = 0.41143619 Validation score: -22.066905 Iteration 944, loss = 0.40941833 Validation score: -21.919508 Iteration 945, loss = 0.40740967 Validation score: -21.772890 Iteration 946, loss = 0.40541017 Validation score: -21.627049 Iteration 947, loss = 0.40341980 Validation score: -21.481981 Iteration 948, loss = 0.40143851 Validation score: -21.337682 Iteration 949, loss = 0.39946628 Validation score: -21.194151 Iteration 950, loss = 0.39750307 Validation score: -21.051383 Iteration 951, loss = 0.39554885 Validation score: -20.909376 Iteration 952, loss = 0.39360358 Validation score: -20.768126 Iteration 953, loss = 0.39166724 Validation score: -20.627631 Iteration 954, loss = 0.38973977 Validation score: -20.487887 Iteration 955, loss = 0.38782116 Validation score: -20.348892 Iteration 956, loss = 0.38591137 Validation score: -20.210641 Iteration 957, loss = 0.38401036 Validation score: -20.073133 Iteration 958, loss = 0.38211811 Validation score: -19.936363 Iteration 959, loss = 0.38023457 Validation score: -19.800330 Iteration 960, loss = 0.37835971 Validation score: -19.665029 Iteration 961, loss = 0.37649351 Validation score: -19.530459 Iteration 962, loss = 0.37463593 Validation score: -19.396615 Iteration 963, loss = 0.37278693 Validation score: -19.263495 Iteration 964, loss = 0.37094648 Validation score: -19.131097 Iteration 965, loss = 0.36911455 Validation score: -18.999416 Iteration 966, loss = 0.36729111 Validation score: -18.868450 Iteration 967, loss = 0.36547612 Validation score: -18.738196 Iteration 968, loss = 0.36366956 Validation score: -18.608651 Iteration 969, loss = 0.36187138 Validation score: -18.479812 Iteration 970, loss = 0.36008157 Validation score: -18.351677 Iteration 971, loss = 0.35830007 Validation score: -18.224241 Iteration 972, loss = 0.35652687 Validation score: -18.097503 Iteration 973, loss = 0.35476193 Validation score: -17.971459 Iteration 974, loss = 0.35300522 Validation score: -17.846107 Iteration 975, loss = 0.35125671 Validation score: -17.721443 Iteration 976, loss = 0.34951636 Validation score: -17.597465 Iteration 977, loss = 0.34778414 Validation score: -17.474170 Iteration 978, loss = 0.34606003 Validation score: -17.351554 Iteration 979, loss = 0.34434398 Validation score: -17.229616 Iteration 980, loss = 0.34263598 Validation score: -17.108352 Iteration 981, loss = 0.34093599 Validation score: -16.987759 Iteration 982, loss = 0.33924397 Validation score: -16.867835 Iteration 983, loss = 0.33755989 Validation score: -16.748576 Iteration 984, loss = 0.33588373 Validation score: -16.629981 Iteration 985, loss = 0.33421546 Validation score: -16.512045 Iteration 986, loss = 0.33255504 Validation score: -16.394767 Iteration 987, loss = 0.33090244 Validation score: -16.278143 Iteration 988, loss = 0.32925763 Validation score: -16.162171 Iteration 989, loss = 0.32762058 Validation score: -16.046848 Iteration 990, loss = 0.32599127 Validation score: -15.932170 Iteration 991, loss = 0.32436965 Validation score: -15.818137 Iteration 992, loss = 0.32275571 Validation score: -15.704744 Iteration 993, loss = 0.32114940 Validation score: -15.591989 Iteration 994, loss = 0.31955070 Validation score: -15.479869 Iteration 995, loss = 0.31795959 Validation score: -15.368382 Iteration 996, loss = 0.31637602 Validation score: -15.257524 Iteration 997, loss = 0.31479997 Validation score: -15.147293 Iteration 998, loss = 0.31323142 Validation score: -15.037687 Iteration 999, loss = 0.31167032 Validation score: -14.928703 Iteration 1000, loss = 0.31011666 Validation score: -14.820337 Iteration 1, loss = 8.72349430 Validation score: -584.289012 Iteration 2, loss = 8.66805090 Validation score: -580.734779 Iteration 3, loss = 8.61275497 Validation score: -577.189763 Iteration 4, loss = 8.55761104 Validation score: -573.653838 Iteration 5, loss = 8.50262392 Validation score: -570.127059 Iteration 6, loss = 8.44779819 Validation score: -566.609508 Iteration 7, loss = 8.39313812 Validation score: -563.101242 Iteration 8, loss = 8.33864764 Validation score: -559.602287 Iteration 9, loss = 8.28433021 Validation score: -556.112649 Iteration 10, loss = 8.23018892 Validation score: -552.632328 Iteration 11, loss = 8.17622646 Validation score: -549.161316 Iteration 12, loss = 8.12244523 Validation score: -545.699591 Iteration 13, loss = 8.06884733 Validation score: -542.247102 Iteration 14, loss = 8.01543451 Validation score: -538.803778 Iteration 15, loss = 7.96220819 Validation score: -535.369537 Iteration 16, loss = 7.90916936 Validation score: -531.944308 Iteration 17, loss = 7.85631865 Validation score: -528.528049 Iteration 18, loss = 7.80365628 Validation score: -525.120774 Iteration 19, loss = 7.75118217 Validation score: -521.722551 Iteration 20, loss = 7.69889590 Validation score: -518.333514 Iteration 21, loss = 7.64679684 Validation score: -514.953842 Iteration 22, loss = 7.59488413 Validation score: -511.583749 Iteration 23, loss = 7.54315674 Validation score: -508.223465 Iteration 24, loss = 7.49161353 Validation score: -504.873218 Iteration 25, loss = 7.44025321 Validation score: -501.533219 Iteration 26, loss = 7.38907442 Validation score: -498.203660 Iteration 27, loss = 7.33807569 Validation score: -494.884705 Iteration 28, loss = 7.28725552 Validation score: -491.576490 Iteration 29, loss = 7.23661234 Validation score: -488.279121 Iteration 30, loss = 7.18614455 Validation score: -484.992680 Iteration 31, loss = 7.13585051 Validation score: -481.717222 Iteration 32, loss = 7.08572857 Validation score: -478.452781 Iteration 33, loss = 7.03577704 Validation score: -475.199365 Iteration 34, loss = 6.98599424 Validation score: -471.956966 Iteration 35, loss = 6.93637846 Validation score: -468.725554 Iteration 36, loss = 6.88692797 Validation score: -465.505080 Iteration 37, loss = 6.83764105 Validation score: -462.295479 Iteration 38, loss = 6.78851595 Validation score: -459.096672 Iteration 39, loss = 6.73955096 Validation score: -455.908562 Iteration 40, loss = 6.69074438 Validation score: -452.731041 Iteration 41, loss = 6.64209456 Validation score: -449.563990 Iteration 42, loss = 6.59359992 Validation score: -446.407280 Iteration 43, loss = 6.54525896 Validation score: -443.260775 Iteration 44, loss = 6.49707032 Validation score: -440.124334 Iteration 45, loss = 6.44903275 Validation score: -436.997815 Iteration 46, loss = 6.40114522 Validation score: -433.881074 Iteration 47, loss = 6.35340689 Validation score: -430.773972 Iteration 48, loss = 6.30581713 Validation score: -427.676374 Iteration 49, loss = 6.25837559 Validation score: -424.588154 Iteration 50, loss = 6.21108219 Validation score: -421.509193 Iteration 51, loss = 6.16393713 Validation score: -418.439388 Iteration 52, loss = 6.11694091 Validation score: -415.378645 Iteration 53, loss = 6.07009435 Validation score: -412.326890 Iteration 54, loss = 6.02339856 Validation score: -409.284061 Iteration 55, loss = 5.97685496 Validation score: -406.250116 Iteration 56, loss = 5.93046528 Validation score: -403.225031 Iteration 57, loss = 5.88423152 Validation score: -400.208800 Iteration 58, loss = 5.83815597 Validation score: -397.201434 Iteration 59, loss = 5.79224117 Validation score: -394.202967 Iteration 60, loss = 5.74648988 Validation score: -391.213447 Iteration 61, loss = 5.70090512 Validation score: -388.232943 Iteration 62, loss = 5.65549008 Validation score: -385.261540 Iteration 63, loss = 5.61024813 Validation score: -382.299341 Iteration 64, loss = 5.56518280 Validation score: -379.346465 Iteration 65, loss = 5.52029777 Validation score: -376.403047 Iteration 66, loss = 5.47559680 Validation score: -373.469236 Iteration 67, loss = 5.43108377 Validation score: -370.545194 Iteration 68, loss = 5.38676261 Validation score: -367.631099 Iteration 69, loss = 5.34263734 Validation score: -364.727138 Iteration 70, loss = 5.29871198 Validation score: -361.833509 Iteration 71, loss = 5.25499058 Validation score: -358.950422 Iteration 72, loss = 5.21147718 Validation score: -356.078095 Iteration 73, loss = 5.16817583 Validation score: -353.216755 Iteration 74, loss = 5.12509052 Validation score: -350.366633 Iteration 75, loss = 5.08222521 Validation score: -347.527969 Iteration 76, loss = 5.03958381 Validation score: -344.701009 Iteration 77, loss = 4.99717015 Validation score: -341.886000 Iteration 78, loss = 4.95498797 Validation score: -339.083195 Iteration 79, loss = 4.91304093 Validation score: -336.292848 Iteration 80, loss = 4.87133260 Validation score: -333.515214 Iteration 81, loss = 4.82986643 Validation score: -330.750550 Iteration 82, loss = 4.78864573 Validation score: -327.999113 Iteration 83, loss = 4.74767373 Validation score: -325.261156 Iteration 84, loss = 4.70695350 Validation score: -322.536934 Iteration 85, loss = 4.66648797 Validation score: -319.826695 Iteration 86, loss = 4.62627994 Validation score: -317.130687 Iteration 87, loss = 4.58633207 Validation score: -314.449153 Iteration 88, loss = 4.54664686 Validation score: -311.782330 Iteration 89, loss = 4.50722666 Validation score: -309.130451 Iteration 90, loss = 4.46807366 Validation score: -306.493740 Iteration 91, loss = 4.42918992 Validation score: -303.872419 Iteration 92, loss = 4.39057731 Validation score: -301.266698 Iteration 93, loss = 4.35223757 Validation score: -298.676784 Iteration 94, loss = 4.31417227 Validation score: -296.102871 Iteration 95, loss = 4.27638283 Validation score: -293.545149 Iteration 96, loss = 4.23887052 Validation score: -291.003797 Iteration 97, loss = 4.20163643 Validation score: -288.478985 Iteration 98, loss = 4.16468154 Validation score: -285.970874 Iteration 99, loss = 4.12800665 Validation score: -283.479615 Iteration 100, loss = 4.09161244 Validation score: -281.005351 Iteration 101, loss = 4.05549942 Validation score: -278.548214 Iteration 102, loss = 4.01966798 Validation score: -276.108325 Iteration 103, loss = 3.98411838 Validation score: -273.685799 Iteration 104, loss = 3.94885072 Validation score: -271.280736 Iteration 105, loss = 3.91386500 Validation score: -268.893230 Iteration 106, loss = 3.87916109 Validation score: -266.523365 Iteration 107, loss = 3.84473874 Validation score: -264.171213 Iteration 108, loss = 3.81059757 Validation score: -261.836839 Iteration 109, loss = 3.77673712 Validation score: -259.520298 Iteration 110, loss = 3.74315680 Validation score: -257.221636 Iteration 111, loss = 3.70985592 Validation score: -254.940888 Iteration 112, loss = 3.67683373 Validation score: -252.678084 Iteration 113, loss = 3.64408933 Validation score: -250.433244 Iteration 114, loss = 3.61162178 Validation score: -248.206377 Iteration 115, loss = 3.57943004 Validation score: -245.997489 Iteration 116, loss = 3.54751300 Validation score: -243.806576 Iteration 117, loss = 3.51586946 Validation score: -241.633625 Iteration 118, loss = 3.48449817 Validation score: -239.478619 Iteration 119, loss = 3.45339782 Validation score: -237.341533 Iteration 120, loss = 3.42256701 Validation score: -235.222335 Iteration 121, loss = 3.39200432 Validation score: -233.120987 Iteration 122, loss = 3.36170826 Validation score: -231.037445 Iteration 123, loss = 3.33167728 Validation score: -228.971661 Iteration 124, loss = 3.30190982 Validation score: -226.923580 Iteration 125, loss = 3.27240426 Validation score: -224.893142 Iteration 126, loss = 3.24315893 Validation score: -222.880283 Iteration 127, loss = 3.21417215 Validation score: -220.884934 Iteration 128, loss = 3.18544220 Validation score: -218.907022 Iteration 129, loss = 3.15696732 Validation score: -216.946469 Iteration 130, loss = 3.12874576 Validation score: -215.003194 Iteration 131, loss = 3.10077570 Validation score: -213.077113 Iteration 132, loss = 3.07305535 Validation score: -211.168138 Iteration 133, loss = 3.04558286 Validation score: -209.276178 Iteration 134, loss = 3.01835640 Validation score: -207.401138 Iteration 135, loss = 2.99137410 Validation score: -205.542922 Iteration 136, loss = 2.96463411 Validation score: -203.701430 Iteration 137, loss = 2.93813454 Validation score: -201.876561 Iteration 138, loss = 2.91187351 Validation score: -200.068209 Iteration 139, loss = 2.88584914 Validation score: -198.276269 Iteration 140, loss = 2.86005953 Validation score: -196.500633 Iteration 141, loss = 2.83450279 Validation score: -194.741190 Iteration 142, loss = 2.80917702 Validation score: -192.997829 Iteration 143, loss = 2.78408034 Validation score: -191.270437 Iteration 144, loss = 2.75921084 Validation score: -189.558898 Iteration 145, loss = 2.73456665 Validation score: -187.863097 Iteration 146, loss = 2.71014586 Validation score: -186.182917 Iteration 147, loss = 2.68594660 Validation score: -184.518239 Iteration 148, loss = 2.66196700 Validation score: -182.868945 Iteration 149, loss = 2.63820518 Validation score: -181.234913 Iteration 150, loss = 2.61465927 Validation score: -179.616024 Iteration 151, loss = 2.59132742 Validation score: -178.012156 Iteration 152, loss = 2.56820777 Validation score: -176.423186 Iteration 153, loss = 2.54529849 Validation score: -174.848992 Iteration 154, loss = 2.52259774 Validation score: -173.289452 Iteration 155, loss = 2.50010370 Validation score: -171.744442 Iteration 156, loss = 2.47781454 Validation score: -170.213838 Iteration 157, loss = 2.45572847 Validation score: -168.697516 Iteration 158, loss = 2.43384369 Validation score: -167.195354 Iteration 159, loss = 2.41215841 Validation score: -165.707226 Iteration 160, loss = 2.39067086 Validation score: -164.233009 Iteration 161, loss = 2.36937928 Validation score: -162.772580 Iteration 162, loss = 2.34828191 Validation score: -161.325814 Iteration 163, loss = 2.32737701 Validation score: -159.892589 Iteration 164, loss = 2.30666285 Validation score: -158.472781 Iteration 165, loss = 2.28613772 Validation score: -157.066267 Iteration 166, loss = 2.26579990 Validation score: -155.672926 Iteration 167, loss = 2.24564771 Validation score: -154.292634 Iteration 168, loss = 2.22567945 Validation score: -152.925271 Iteration 169, loss = 2.20589347 Validation score: -151.570715 Iteration 170, loss = 2.18628809 Validation score: -150.228845 Iteration 171, loss = 2.16686168 Validation score: -148.899542 Iteration 172, loss = 2.14761260 Validation score: -147.582687 Iteration 173, loss = 2.12853923 Validation score: -146.278159 Iteration 174, loss = 2.10963996 Validation score: -144.985843 Iteration 175, loss = 2.09091319 Validation score: -143.705619 Iteration 176, loss = 2.07235734 Validation score: -142.437371 Iteration 177, loss = 2.05397084 Validation score: -141.180984 Iteration 178, loss = 2.03575213 Validation score: -139.936342 Iteration 179, loss = 2.01769966 Validation score: -138.703330 Iteration 180, loss = 1.99981189 Validation score: -137.481836 Iteration 181, loss = 1.98208731 Validation score: -136.271745 Iteration 182, loss = 1.96452441 Validation score: -135.072947 Iteration 183, loss = 1.94712168 Validation score: -133.885331 Iteration 184, loss = 1.92987765 Validation score: -132.708785 Iteration 185, loss = 1.91279084 Validation score: -131.543200 Iteration 186, loss = 1.89585978 Validation score: -130.388469 Iteration 187, loss = 1.87908305 Validation score: -129.244483 Iteration 188, loss = 1.86245918 Validation score: -128.111136 Iteration 189, loss = 1.84598678 Validation score: -126.988322 Iteration 190, loss = 1.82966441 Validation score: -125.875936 Iteration 191, loss = 1.81349069 Validation score: -124.773875 Iteration 192, loss = 1.79746422 Validation score: -123.682034 Iteration 193, loss = 1.78158363 Validation score: -122.600312 Iteration 194, loss = 1.76584756 Validation score: -121.528608 Iteration 195, loss = 1.75025466 Validation score: -120.466821 Iteration 196, loss = 1.73480358 Validation score: -119.414853 Iteration 197, loss = 1.71949299 Validation score: -118.372605 Iteration 198, loss = 1.70432159 Validation score: -117.339978 Iteration 199, loss = 1.68928806 Validation score: -116.316878 Iteration 200, loss = 1.67439112 Validation score: -115.303208 Iteration 201, loss = 1.65962947 Validation score: -114.298873 Iteration 202, loss = 1.64500186 Validation score: -113.303780 Iteration 203, loss = 1.63050701 Validation score: -112.317836 Iteration 204, loss = 1.61614368 Validation score: -111.340949 Iteration 205, loss = 1.60191064 Validation score: -110.373028 Iteration 206, loss = 1.58780666 Validation score: -109.413982 Iteration 207, loss = 1.57383052 Validation score: -108.463724 Iteration 208, loss = 1.55998102 Validation score: -107.522163 Iteration 209, loss = 1.54625696 Validation score: -106.589214 Iteration 210, loss = 1.53265717 Validation score: -105.664789 Iteration 211, loss = 1.51918047 Validation score: -104.748804 Iteration 212, loss = 1.50582570 Validation score: -103.841172 Iteration 213, loss = 1.49259172 Validation score: -102.941810 Iteration 214, loss = 1.47947737 Validation score: -102.050636 Iteration 215, loss = 1.46648153 Validation score: -101.167567 Iteration 216, loss = 1.45360309 Validation score: -100.292523 Iteration 217, loss = 1.44084093 Validation score: -99.425421 Iteration 218, loss = 1.42819395 Validation score: -98.566184 Iteration 219, loss = 1.41566107 Validation score: -97.714731 Iteration 220, loss = 1.40324121 Validation score: -96.870986 Iteration 221, loss = 1.39093329 Validation score: -96.034872 Iteration 222, loss = 1.37873627 Validation score: -95.206311 Iteration 223, loss = 1.36664909 Validation score: -94.385229 Iteration 224, loss = 1.35467072 Validation score: -93.571551 Iteration 225, loss = 1.34280012 Validation score: -92.765203 Iteration 226, loss = 1.33103627 Validation score: -91.966112 Iteration 227, loss = 1.31937818 Validation score: -91.174207 Iteration 228, loss = 1.30782483 Validation score: -90.389414 Iteration 229, loss = 1.29637523 Validation score: -89.611664 Iteration 230, loss = 1.28502841 Validation score: -88.840887 Iteration 231, loss = 1.27378340 Validation score: -88.077014 Iteration 232, loss = 1.26263922 Validation score: -87.319975 Iteration 233, loss = 1.25159494 Validation score: -86.569704 Iteration 234, loss = 1.24064959 Validation score: -85.826134 Iteration 235, loss = 1.22980226 Validation score: -85.089198 Iteration 236, loss = 1.21905201 Validation score: -84.358831 Iteration 237, loss = 1.20839793 Validation score: -83.634967 Iteration 238, loss = 1.19783910 Validation score: -82.917544 Iteration 239, loss = 1.18737463 Validation score: -82.206498 Iteration 240, loss = 1.17700363 Validation score: -81.501765 Iteration 241, loss = 1.16672522 Validation score: -80.803284 Iteration 242, loss = 1.15653852 Validation score: -80.110994 Iteration 243, loss = 1.14644266 Validation score: -79.424834 Iteration 244, loss = 1.13643680 Validation score: -78.744743 Iteration 245, loss = 1.12652009 Validation score: -78.070664 Iteration 246, loss = 1.11669168 Validation score: -77.402537 Iteration 247, loss = 1.10695075 Validation score: -76.740303 Iteration 248, loss = 1.09729646 Validation score: -76.083907 Iteration 249, loss = 1.08772802 Validation score: -75.433290 Iteration 250, loss = 1.07824460 Validation score: -74.788397 Iteration 251, loss = 1.06884542 Validation score: -74.149172 Iteration 252, loss = 1.05952967 Validation score: -73.515561 Iteration 253, loss = 1.05029659 Validation score: -72.887509 Iteration 254, loss = 1.04114539 Validation score: -72.264963 Iteration 255, loss = 1.03207530 Validation score: -71.647869 Iteration 256, loss = 1.02308557 Validation score: -71.036174 Iteration 257, loss = 1.01417545 Validation score: -70.429828 Iteration 258, loss = 1.00534419 Validation score: -69.828778 Iteration 259, loss = 0.99659105 Validation score: -69.232975 Iteration 260, loss = 0.98791531 Validation score: -68.642366 Iteration 261, loss = 0.97931624 Validation score: -68.056904 Iteration 262, loss = 0.97079313 Validation score: -67.476539 Iteration 263, loss = 0.96234528 Validation score: -66.901222 Iteration 264, loss = 0.95397197 Validation score: -66.330905 Iteration 265, loss = 0.94567252 Validation score: -65.765540 Iteration 266, loss = 0.93744624 Validation score: -65.205082 Iteration 267, loss = 0.92929245 Validation score: -64.649482 Iteration 268, loss = 0.92121048 Validation score: -64.098696 Iteration 269, loss = 0.91319967 Validation score: -63.552677 Iteration 270, loss = 0.90525935 Validation score: -63.011381 Iteration 271, loss = 0.89738887 Validation score: -62.474764 Iteration 272, loss = 0.88958760 Validation score: -61.942781 Iteration 273, loss = 0.88185488 Validation score: -61.415388 Iteration 274, loss = 0.87419009 Validation score: -60.892544 Iteration 275, loss = 0.86659260 Validation score: -60.374204 Iteration 276, loss = 0.85906180 Validation score: -59.860328 Iteration 277, loss = 0.85159706 Validation score: -59.350873 Iteration 278, loss = 0.84419778 Validation score: -58.845798 Iteration 279, loss = 0.83686337 Validation score: -58.345063 Iteration 280, loss = 0.82959322 Validation score: -57.848627 Iteration 281, loss = 0.82238675 Validation score: -57.356451 Iteration 282, loss = 0.81524337 Validation score: -56.868494 Iteration 283, loss = 0.80816251 Validation score: -56.384719 Iteration 284, loss = 0.80114360 Validation score: -55.905085 Iteration 285, loss = 0.79418607 Validation score: -55.429556 Iteration 286, loss = 0.78728937 Validation score: -54.958093 Iteration 287, loss = 0.78045293 Validation score: -54.490660 Iteration 288, loss = 0.77367622 Validation score: -54.027218 Iteration 289, loss = 0.76695869 Validation score: -53.567732 Iteration 290, loss = 0.76029980 Validation score: -53.112165 Iteration 291, loss = 0.75369902 Validation score: -52.660482 Iteration 292, loss = 0.74715582 Validation score: -52.212648 Iteration 293, loss = 0.74066970 Validation score: -51.768626 Iteration 294, loss = 0.73424012 Validation score: -51.328383 Iteration 295, loss = 0.72786658 Validation score: -50.891884 Iteration 296, loss = 0.72154857 Validation score: -50.459096 Iteration 297, loss = 0.71528560 Validation score: -50.029984 Iteration 298, loss = 0.70907717 Validation score: -49.604516 Iteration 299, loss = 0.70292279 Validation score: -49.182659 Iteration 300, loss = 0.69682197 Validation score: -48.764380 Iteration 301, loss = 0.69077424 Validation score: -48.349647 Iteration 302, loss = 0.68477912 Validation score: -47.938429 Iteration 303, loss = 0.67883613 Validation score: -47.530693 Iteration 304, loss = 0.67294482 Validation score: -47.126409 Iteration 305, loss = 0.66710472 Validation score: -46.725545 Iteration 306, loss = 0.66131538 Validation score: -46.328072 Iteration 307, loss = 0.65557634 Validation score: -45.933959 Iteration 308, loss = 0.64988716 Validation score: -45.543175 Iteration 309, loss = 0.64424740 Validation score: -45.155693 Iteration 310, loss = 0.63865661 Validation score: -44.771482 Iteration 311, loss = 0.63311436 Validation score: -44.390513 Iteration 312, loss = 0.62762022 Validation score: -44.012758 Iteration 313, loss = 0.62217377 Validation score: -43.638187 Iteration 314, loss = 0.61677458 Validation score: -43.266775 Iteration 315, loss = 0.61142224 Validation score: -42.898491 Iteration 316, loss = 0.60611634 Validation score: -42.533309 Iteration 317, loss = 0.60085646 Validation score: -42.171202 Iteration 318, loss = 0.59564220 Validation score: -41.812143 Iteration 319, loss = 0.59047316 Validation score: -41.456104 Iteration 320, loss = 0.58534894 Validation score: -41.103060 Iteration 321, loss = 0.58026916 Validation score: -40.752985 Iteration 322, loss = 0.57523341 Validation score: -40.405852 Iteration 323, loss = 0.57024133 Validation score: -40.061635 Iteration 324, loss = 0.56529251 Validation score: -39.720310 Iteration 325, loss = 0.56038659 Validation score: -39.381852 Iteration 326, loss = 0.55552319 Validation score: -39.046235 Iteration 327, loss = 0.55070194 Validation score: -38.713435 Iteration 328, loss = 0.54592248 Validation score: -38.383427 Iteration 329, loss = 0.54118444 Validation score: -38.056187 Iteration 330, loss = 0.53648745 Validation score: -37.731692 Iteration 331, loss = 0.53183117 Validation score: -37.409918 Iteration 332, loss = 0.52721524 Validation score: -37.090841 Iteration 333, loss = 0.52263932 Validation score: -36.774438 Iteration 334, loss = 0.51810304 Validation score: -36.460687 Iteration 335, loss = 0.51360608 Validation score: -36.149564 Iteration 336, loss = 0.50914809 Validation score: -35.841046 Iteration 337, loss = 0.50472874 Validation score: -35.535112 Iteration 338, loss = 0.50034769 Validation score: -35.231740 Iteration 339, loss = 0.49600461 Validation score: -34.930908 Iteration 340, loss = 0.49169918 Validation score: -34.632593 Iteration 341, loss = 0.48743107 Validation score: -34.336775 Iteration 342, loss = 0.48319995 Validation score: -34.043432 Iteration 343, loss = 0.47900553 Validation score: -33.752543 Iteration 344, loss = 0.47484747 Validation score: -33.464088 Iteration 345, loss = 0.47072546 Validation score: -33.178045 Iteration 346, loss = 0.46663920 Validation score: -32.894395 Iteration 347, loss = 0.46258839 Validation score: -32.613116 Iteration 348, loss = 0.45857271 Validation score: -32.334190 Iteration 349, loss = 0.45459187 Validation score: -32.057595 Iteration 350, loss = 0.45064557 Validation score: -31.783313 Iteration 351, loss = 0.44673352 Validation score: -31.511324 Iteration 352, loss = 0.44285542 Validation score: -31.241609 Iteration 353, loss = 0.43901099 Validation score: -30.974148 Iteration 354, loss = 0.43519993 Validation score: -30.708922 Iteration 355, loss = 0.43142197 Validation score: -30.445913 Iteration 356, loss = 0.42767682 Validation score: -30.185103 Iteration 357, loss = 0.42396420 Validation score: -29.926472 Iteration 358, loss = 0.42028384 Validation score: -29.670002 Iteration 359, loss = 0.41663547 Validation score: -29.415676 Iteration 360, loss = 0.41301881 Validation score: -29.163475 Iteration 361, loss = 0.40943359 Validation score: -28.913382 Iteration 362, loss = 0.40587955 Validation score: -28.665379 Iteration 363, loss = 0.40235642 Validation score: -28.419449 Iteration 364, loss = 0.39886395 Validation score: -28.175574 Iteration 365, loss = 0.39540187 Validation score: -27.933737 Iteration 366, loss = 0.39196992 Validation score: -27.693922 Iteration 367, loss = 0.38856786 Validation score: -27.456111 Iteration 368, loss = 0.38519543 Validation score: -27.220288 Iteration 369, loss = 0.38185238 Validation score: -26.986437 Iteration 370, loss = 0.37853846 Validation score: -26.754540 Iteration 371, loss = 0.37525343 Validation score: -26.524583 Iteration 372, loss = 0.37199705 Validation score: -26.296548 Iteration 373, loss = 0.36876906 Validation score: -26.070420 Iteration 374, loss = 0.36556924 Validation score: -25.846183 Iteration 375, loss = 0.36239735 Validation score: -25.623822 Iteration 376, loss = 0.35925315 Validation score: -25.403320 Iteration 377, loss = 0.35613642 Validation score: -25.184663 Iteration 378, loss = 0.35304691 Validation score: -24.967836 Iteration 379, loss = 0.34998440 Validation score: -24.752823 Iteration 380, loss = 0.34694867 Validation score: -24.539609 Iteration 381, loss = 0.34393949 Validation score: -24.328180 Iteration 382, loss = 0.34095663 Validation score: -24.118521 Iteration 383, loss = 0.33799989 Validation score: -23.910618 Iteration 384, loss = 0.33506903 Validation score: -23.704455 Iteration 385, loss = 0.33216384 Validation score: -23.500019 Iteration 386, loss = 0.32928411 Validation score: -23.297295 Iteration 387, loss = 0.32642963 Validation score: -23.096270 Iteration 388, loss = 0.32360018 Validation score: -22.896929 Iteration 389, loss = 0.32079555 Validation score: -22.699259 Iteration 390, loss = 0.31801554 Validation score: -22.503246 Iteration 391, loss = 0.31525994 Validation score: -22.308877 Iteration 392, loss = 0.31252854 Validation score: -22.116137 Iteration 393, loss = 0.30982115 Validation score: -21.925014 Iteration 394, loss = 0.30713757 Validation score: -21.735495 Iteration 395, loss = 0.30447759 Validation score: -21.547566 Iteration 396, loss = 0.30184102 Validation score: -21.361215 Iteration 397, loss = 0.29922766 Validation score: -21.176428 Iteration 398, loss = 0.29663733 Validation score: -20.993192 Iteration 399, loss = 0.29406982 Validation score: -20.811496 Iteration 400, loss = 0.29152495 Validation score: -20.631326 Iteration 401, loss = 0.28900252 Validation score: -20.452671 Iteration 402, loss = 0.28650236 Validation score: -20.275517 Iteration 403, loss = 0.28402428 Validation score: -20.099853 Iteration 404, loss = 0.28156808 Validation score: -19.925666 Iteration 405, loss = 0.27913360 Validation score: -19.752944 Iteration 406, loss = 0.27672065 Validation score: -19.581676 Iteration 407, loss = 0.27432904 Validation score: -19.411849 Iteration 408, loss = 0.27195861 Validation score: -19.243453 Iteration 409, loss = 0.26960917 Validation score: -19.076475 Iteration 410, loss = 0.26728056 Validation score: -18.910903 Iteration 411, loss = 0.26497259 Validation score: -18.746727 Iteration 412, loss = 0.26268510 Validation score: -18.583934 Iteration 413, loss = 0.26041791 Validation score: -18.422515 Iteration 414, loss = 0.25817086 Validation score: -18.262457 Iteration 415, loss = 0.25594377 Validation score: -18.103749 Iteration 416, loss = 0.25373649 Validation score: -17.946381 Iteration 417, loss = 0.25154884 Validation score: -17.790342 Iteration 418, loss = 0.24938067 Validation score: -17.635621 Iteration 419, loss = 0.24723181 Validation score: -17.482207 Iteration 420, loss = 0.24510210 Validation score: -17.330090 Iteration 421, loss = 0.24299138 Validation score: -17.179258 Iteration 422, loss = 0.24089950 Validation score: -17.029703 Iteration 423, loss = 0.23882629 Validation score: -16.881413 Iteration 424, loss = 0.23677160 Validation score: -16.734377 Iteration 425, loss = 0.23473528 Validation score: -16.588587 Iteration 426, loss = 0.23271717 Validation score: -16.444032 Iteration 427, loss = 0.23071712 Validation score: -16.300701 Iteration 428, loss = 0.22873498 Validation score: -16.158585 Iteration 429, loss = 0.22677061 Validation score: -16.017675 Iteration 430, loss = 0.22482385 Validation score: -15.877959 Iteration 431, loss = 0.22289455 Validation score: -15.739430 Iteration 432, loss = 0.22098258 Validation score: -15.602076 Iteration 433, loss = 0.21908778 Validation score: -15.465888 Iteration 434, loss = 0.21721002 Validation score: -15.330858 Iteration 435, loss = 0.21534914 Validation score: -15.196975 Iteration 436, loss = 0.21350502 Validation score: -15.064231 Iteration 437, loss = 0.21167751 Validation score: -14.932616 Iteration 438, loss = 0.20986647 Validation score: -14.802120 Iteration 439, loss = 0.20807176 Validation score: -14.672736 Iteration 440, loss = 0.20629325 Validation score: -14.544453 Iteration 441, loss = 0.20453081 Validation score: -14.417264 Iteration 442, loss = 0.20278429 Validation score: -14.291158 Iteration 443, loss = 0.20105356 Validation score: -14.166128 Iteration 444, loss = 0.19933850 Validation score: -14.042165 Iteration 445, loss = 0.19763898 Validation score: -13.919259 Iteration 446, loss = 0.19595485 Validation score: -13.797403 Iteration 447, loss = 0.19428599 Validation score: -13.676588 Iteration 448, loss = 0.19263228 Validation score: -13.556805 Iteration 449, loss = 0.19099359 Validation score: -13.438046 Iteration 450, loss = 0.18936979 Validation score: -13.320303 Iteration 451, loss = 0.18776076 Validation score: -13.203567 Iteration 452, loss = 0.18616637 Validation score: -13.087831 Iteration 453, loss = 0.18458650 Validation score: -12.973086 Iteration 454, loss = 0.18302104 Validation score: -12.859324 Iteration 455, loss = 0.18146984 Validation score: -12.746537 Iteration 456, loss = 0.17993281 Validation score: -12.634718 Iteration 457, loss = 0.17840982 Validation score: -12.523858 Iteration 458, loss = 0.17690074 Validation score: -12.413950 Iteration 459, loss = 0.17540547 Validation score: -12.304985 Iteration 460, loss = 0.17392389 Validation score: -12.196957 Iteration 461, loss = 0.17245588 Validation score: -12.089858 Iteration 462, loss = 0.17100133 Validation score: -11.983679 Iteration 463, loss = 0.16956012 Validation score: -11.878414 Iteration 464, loss = 0.16813215 Validation score: -11.774056 Iteration 465, loss = 0.16671729 Validation score: -11.670596 Iteration 466, loss = 0.16531545 Validation score: -11.568027 Iteration 467, loss = 0.16392650 Validation score: -11.466343 Iteration 468, loss = 0.16255035 Validation score: -11.365536 Iteration 469, loss = 0.16118688 Validation score: -11.265599 Iteration 470, loss = 0.15983599 Validation score: -11.166524 Iteration 471, loss = 0.15849756 Validation score: -11.068305 Iteration 472, loss = 0.15717150 Validation score: -10.970935 Iteration 473, loss = 0.15585769 Validation score: -10.874407 Iteration 474, loss = 0.15455605 Validation score: -10.778714 Iteration 475, loss = 0.15326645 Validation score: -10.683849 Iteration 476, loss = 0.15198881 Validation score: -10.589806 Iteration 477, loss = 0.15072301 Validation score: -10.496577 Iteration 478, loss = 0.14946896 Validation score: -10.404156 Iteration 479, loss = 0.14822655 Validation score: -10.312537 Iteration 480, loss = 0.14699570 Validation score: -10.221712 Iteration 481, loss = 0.14577630 Validation score: -10.131676 Iteration 482, loss = 0.14456825 Validation score: -10.042422 Iteration 483, loss = 0.14337145 Validation score: -9.953944 Iteration 484, loss = 0.14218582 Validation score: -9.866234 Iteration 485, loss = 0.14101125 Validation score: -9.779288 Iteration 486, loss = 0.13984765 Validation score: -9.693098 Iteration 487, loss = 0.13869493 Validation score: -9.607659 Iteration 488, loss = 0.13755299 Validation score: -9.522964 Iteration 489, loss = 0.13642174 Validation score: -9.439007 Iteration 490, loss = 0.13530109 Validation score: -9.355783 Iteration 491, loss = 0.13419095 Validation score: -9.273284 Iteration 492, loss = 0.13309123 Validation score: -9.191506 Iteration 493, loss = 0.13200184 Validation score: -9.110442 Iteration 494, loss = 0.13092269 Validation score: -9.030086 Iteration 495, loss = 0.12985370 Validation score: -8.950433 Iteration 496, loss = 0.12879477 Validation score: -8.871476 Iteration 497, loss = 0.12774582 Validation score: -8.793211 Iteration 498, loss = 0.12670676 Validation score: -8.715631 Iteration 499, loss = 0.12567751 Validation score: -8.638730 Iteration 500, loss = 0.12465798 Validation score: -8.562504 Iteration 501, loss = 0.12364809 Validation score: -8.486946 Iteration 502, loss = 0.12264776 Validation score: -8.412051 Iteration 503, loss = 0.12165690 Validation score: -8.337814 Iteration 504, loss = 0.12067543 Validation score: -8.264229 Iteration 505, loss = 0.11970327 Validation score: -8.191291 Iteration 506, loss = 0.11874034 Validation score: -8.118994 Iteration 507, loss = 0.11778656 Validation score: -8.047333 Iteration 508, loss = 0.11684185 Validation score: -7.976302 Iteration 509, loss = 0.11590614 Validation score: -7.905898 Iteration 510, loss = 0.11497933 Validation score: -7.836114 Iteration 511, loss = 0.11406136 Validation score: -7.766944 Iteration 512, loss = 0.11315215 Validation score: -7.698386 Iteration 513, loss = 0.11225162 Validation score: -7.630432 Iteration 514, loss = 0.11135970 Validation score: -7.563078 Iteration 515, loss = 0.11047631 Validation score: -7.496319 Iteration 516, loss = 0.10960138 Validation score: -7.430151 Iteration 517, loss = 0.10873483 Validation score: -7.364567 Iteration 518, loss = 0.10787659 Validation score: -7.299564 Iteration 519, loss = 0.10702658 Validation score: -7.235137 Iteration 520, loss = 0.10618474 Validation score: -7.171280 Iteration 521, loss = 0.10535100 Validation score: -7.107989 Iteration 522, loss = 0.10452527 Validation score: -7.045259 Iteration 523, loss = 0.10370750 Validation score: -6.983086 Iteration 524, loss = 0.10289761 Validation score: -6.921465 Iteration 525, loss = 0.10209553 Validation score: -6.860391 Iteration 526, loss = 0.10130119 Validation score: -6.799860 Iteration 527, loss = 0.10051453 Validation score: -6.739867 Iteration 528, loss = 0.09973547 Validation score: -6.680407 Iteration 529, loss = 0.09896396 Validation score: -6.621477 Iteration 530, loss = 0.09819991 Validation score: -6.563072 Iteration 531, loss = 0.09744328 Validation score: -6.505187 Iteration 532, loss = 0.09669398 Validation score: -6.447817 Iteration 533, loss = 0.09595197 Validation score: -6.390960 Iteration 534, loss = 0.09521716 Validation score: -6.334610 Iteration 535, loss = 0.09448950 Validation score: -6.278763 Iteration 536, loss = 0.09376892 Validation score: -6.223415 Iteration 537, loss = 0.09305537 Validation score: -6.168561 Iteration 538, loss = 0.09234877 Validation score: -6.114198 Iteration 539, loss = 0.09164907 Validation score: -6.060321 Iteration 540, loss = 0.09095621 Validation score: -6.006927 Iteration 541, loss = 0.09027011 Validation score: -5.954011 Iteration 542, loss = 0.08959073 Validation score: -5.901569 Iteration 543, loss = 0.08891801 Validation score: -5.849597 Iteration 544, loss = 0.08825187 Validation score: -5.798091 Iteration 545, loss = 0.08759227 Validation score: -5.747047 Iteration 546, loss = 0.08693915 Validation score: -5.696462 Iteration 547, loss = 0.08629244 Validation score: -5.646331 Iteration 548, loss = 0.08565209 Validation score: -5.596651 Iteration 549, loss = 0.08501804 Validation score: -5.547417 Iteration 550, loss = 0.08439024 Validation score: -5.498626 Iteration 551, loss = 0.08376862 Validation score: -5.450275 Iteration 552, loss = 0.08315314 Validation score: -5.402359 Iteration 553, loss = 0.08254373 Validation score: -5.354875 Iteration 554, loss = 0.08194035 Validation score: -5.307819 Iteration 555, loss = 0.08134294 Validation score: -5.261187 Iteration 556, loss = 0.08075143 Validation score: -5.214976 Iteration 557, loss = 0.08016579 Validation score: -5.169182 Iteration 558, loss = 0.07958595 Validation score: -5.123802 Iteration 559, loss = 0.07901187 Validation score: -5.078832 Iteration 560, loss = 0.07844349 Validation score: -5.034269 Iteration 561, loss = 0.07788075 Validation score: -4.990109 Iteration 562, loss = 0.07732362 Validation score: -4.946348 Iteration 563, loss = 0.07677203 Validation score: -4.902984 Iteration 564, loss = 0.07622593 Validation score: -4.860013 Iteration 565, loss = 0.07568528 Validation score: -4.817431 Iteration 566, loss = 0.07515003 Validation score: -4.775235 Iteration 567, loss = 0.07462012 Validation score: -4.733422 Iteration 568, loss = 0.07409550 Validation score: -4.691989 Iteration 569, loss = 0.07357614 Validation score: -4.650932 Iteration 570, loss = 0.07306197 Validation score: -4.610248 Iteration 571, loss = 0.07255296 Validation score: -4.569934 Iteration 572, loss = 0.07204905 Validation score: -4.529987 Iteration 573, loss = 0.07155019 Validation score: -4.490403 Iteration 574, loss = 0.07105634 Validation score: -4.451179 Iteration 575, loss = 0.07056746 Validation score: -4.412313 Iteration 576, loss = 0.07008350 Validation score: -4.373801 Iteration 577, loss = 0.06960440 Validation score: -4.335640 Iteration 578, loss = 0.06913014 Validation score: -4.297827 Iteration 579, loss = 0.06866065 Validation score: -4.260359 Iteration 580, loss = 0.06819590 Validation score: -4.223233 Iteration 581, loss = 0.06773584 Validation score: -4.186446 Iteration 582, loss = 0.06728044 Validation score: -4.149996 Iteration 583, loss = 0.06682963 Validation score: -4.113878 Iteration 584, loss = 0.06638339 Validation score: -4.078091 Iteration 585, loss = 0.06594167 Validation score: -4.042631 Iteration 586, loss = 0.06550443 Validation score: -4.007496 Iteration 587, loss = 0.06507162 Validation score: -3.972683 Iteration 588, loss = 0.06464321 Validation score: -3.938189 Iteration 589, loss = 0.06421914 Validation score: -3.904011 Iteration 590, loss = 0.06379939 Validation score: -3.870146 Iteration 591, loss = 0.06338391 Validation score: -3.836592 Iteration 592, loss = 0.06297265 Validation score: -3.803346 Iteration 593, loss = 0.06256559 Validation score: -3.770405 Iteration 594, loss = 0.06216268 Validation score: -3.737767 Iteration 595, loss = 0.06176388 Validation score: -3.705429 Iteration 596, loss = 0.06136915 Validation score: -3.673388 Iteration 597, loss = 0.06097845 Validation score: -3.641642 Iteration 598, loss = 0.06059175 Validation score: -3.610189 Iteration 599, loss = 0.06020901 Validation score: -3.579024 Iteration 600, loss = 0.05983018 Validation score: -3.548147 Iteration 601, loss = 0.05945524 Validation score: -3.517554 Iteration 602, loss = 0.05908414 Validation score: -3.487244 Iteration 603, loss = 0.05871685 Validation score: -3.457212 Iteration 604, loss = 0.05835333 Validation score: -3.427458 Iteration 605, loss = 0.05799354 Validation score: -3.397979 Iteration 606, loss = 0.05763746 Validation score: -3.368771 Iteration 607, loss = 0.05728504 Validation score: -3.339834 Iteration 608, loss = 0.05693624 Validation score: -3.311164 Iteration 609, loss = 0.05659104 Validation score: -3.282759 Iteration 610, loss = 0.05624940 Validation score: -3.254616 Iteration 611, loss = 0.05591128 Validation score: -3.226734 Iteration 612, loss = 0.05557666 Validation score: -3.199111 Iteration 613, loss = 0.05524549 Validation score: -3.171742 Iteration 614, loss = 0.05491774 Validation score: -3.144628 Iteration 615, loss = 0.05459338 Validation score: -3.117764 Iteration 616, loss = 0.05427238 Validation score: -3.091150 Iteration 617, loss = 0.05395470 Validation score: -3.064783 Iteration 618, loss = 0.05364032 Validation score: -3.038660 Iteration 619, loss = 0.05332919 Validation score: -3.012779 Iteration 620, loss = 0.05302129 Validation score: -2.987139 Iteration 621, loss = 0.05271659 Validation score: -2.961737 Iteration 622, loss = 0.05241506 Validation score: -2.936571 Iteration 623, loss = 0.05211665 Validation score: -2.911639 Iteration 624, loss = 0.05182135 Validation score: -2.886939 Iteration 625, loss = 0.05152913 Validation score: -2.862468 Iteration 626, loss = 0.05123994 Validation score: -2.838225 Iteration 627, loss = 0.05095377 Validation score: -2.814208 Iteration 628, loss = 0.05067058 Validation score: -2.790415 Iteration 629, loss = 0.05039034 Validation score: -2.766843 Iteration 630, loss = 0.05011303 Validation score: -2.743491 Iteration 631, loss = 0.04983861 Validation score: -2.720356 Iteration 632, loss = 0.04956706 Validation score: -2.697437 Iteration 633, loss = 0.04929834 Validation score: -2.674732 Iteration 634, loss = 0.04903244 Validation score: -2.652239 Iteration 635, loss = 0.04876932 Validation score: -2.629955 Iteration 636, loss = 0.04850895 Validation score: -2.607880 Iteration 637, loss = 0.04825131 Validation score: -2.586011 Iteration 638, loss = 0.04799637 Validation score: -2.564346 Iteration 639, loss = 0.04774410 Validation score: -2.542884 Iteration 640, loss = 0.04749447 Validation score: -2.521623 Iteration 641, loss = 0.04724746 Validation score: -2.500560 Iteration 642, loss = 0.04700305 Validation score: -2.479694 Iteration 643, loss = 0.04676120 Validation score: -2.459024 Iteration 644, loss = 0.04652190 Validation score: -2.438547 Iteration 645, loss = 0.04628511 Validation score: -2.418262 Iteration 646, loss = 0.04605081 Validation score: -2.398167 Iteration 647, loss = 0.04581897 Validation score: -2.378260 Iteration 648, loss = 0.04558957 Validation score: -2.358540 Iteration 649, loss = 0.04536259 Validation score: -2.339004 Iteration 650, loss = 0.04513800 Validation score: -2.319652 Iteration 651, loss = 0.04491577 Validation score: -2.300481 Iteration 652, loss = 0.04469589 Validation score: -2.281491 Iteration 653, loss = 0.04447832 Validation score: -2.262678 Iteration 654, loss = 0.04426305 Validation score: -2.244042 Iteration 655, loss = 0.04405005 Validation score: -2.225581 Iteration 656, loss = 0.04383930 Validation score: -2.207294 Iteration 657, loss = 0.04363077 Validation score: -2.189179 Iteration 658, loss = 0.04342445 Validation score: -2.171233 Iteration 659, loss = 0.04322030 Validation score: -2.153457 Iteration 660, loss = 0.04301831 Validation score: -2.135847 Iteration 661, loss = 0.04281846 Validation score: -2.118404 Iteration 662, loss = 0.04262072 Validation score: -2.101124 Iteration 663, loss = 0.04242507 Validation score: -2.084007 Iteration 664, loss = 0.04223149 Validation score: -2.067051 Iteration 665, loss = 0.04203996 Validation score: -2.050255 Iteration 666, loss = 0.04185045 Validation score: -2.033618 Iteration 667, loss = 0.04166295 Validation score: -2.017136 Iteration 668, loss = 0.04147744 Validation score: -2.000811 Iteration 669, loss = 0.04129389 Validation score: -1.984639 Iteration 670, loss = 0.04111228 Validation score: -1.968619 Iteration 671, loss = 0.04093260 Validation score: -1.952751 Iteration 672, loss = 0.04075482 Validation score: -1.937032 Iteration 673, loss = 0.04057892 Validation score: -1.921462 Iteration 674, loss = 0.04040489 Validation score: -1.906039 Iteration 675, loss = 0.04023270 Validation score: -1.890761 Iteration 676, loss = 0.04006234 Validation score: -1.875627 Iteration 677, loss = 0.03989378 Validation score: -1.860637 Iteration 678, loss = 0.03972701 Validation score: -1.845788 Iteration 679, loss = 0.03956201 Validation score: -1.831079 Iteration 680, loss = 0.03939876 Validation score: -1.816509 Iteration 681, loss = 0.03923723 Validation score: -1.802077 Iteration 682, loss = 0.03907742 Validation score: -1.787782 Iteration 683, loss = 0.03891931 Validation score: -1.773621 Iteration 684, loss = 0.03876287 Validation score: -1.759595 Iteration 685, loss = 0.03860809 Validation score: -1.745701 Iteration 686, loss = 0.03845495 Validation score: -1.731939 Iteration 687, loss = 0.03830343 Validation score: -1.718307 Iteration 688, loss = 0.03815352 Validation score: -1.704804 Iteration 689, loss = 0.03800519 Validation score: -1.691428 Iteration 690, loss = 0.03785844 Validation score: -1.678180 Iteration 691, loss = 0.03771325 Validation score: -1.665057 Iteration 692, loss = 0.03756959 Validation score: -1.652058 Iteration 693, loss = 0.03742745 Validation score: -1.639183 Iteration 694, loss = 0.03728682 Validation score: -1.626429 Iteration 695, loss = 0.03714768 Validation score: -1.613796 Iteration 696, loss = 0.03701001 Validation score: -1.601283 Iteration 697, loss = 0.03687380 Validation score: -1.588889 Iteration 698, loss = 0.03673903 Validation score: -1.576612 Iteration 699, loss = 0.03660569 Validation score: -1.564452 Iteration 700, loss = 0.03647376 Validation score: -1.552407 Iteration 701, loss = 0.03634322 Validation score: -1.540476 Iteration 702, loss = 0.03621406 Validation score: -1.528659 Iteration 703, loss = 0.03608626 Validation score: -1.516954 Iteration 704, loss = 0.03595982 Validation score: -1.505359 Iteration 705, loss = 0.03583471 Validation score: -1.493875 Iteration 706, loss = 0.03571092 Validation score: -1.482500 Iteration 707, loss = 0.03558844 Validation score: -1.471233 Iteration 708, loss = 0.03546725 Validation score: -1.460073 Iteration 709, loss = 0.03534733 Validation score: -1.449019 Iteration 710, loss = 0.03522868 Validation score: -1.438070 Iteration 711, loss = 0.03511128 Validation score: -1.427225 Iteration 712, loss = 0.03499512 Validation score: -1.416483 Iteration 713, loss = 0.03488017 Validation score: -1.405844 Iteration 714, loss = 0.03476644 Validation score: -1.395305 Iteration 715, loss = 0.03465390 Validation score: -1.384866 Iteration 716, loss = 0.03454254 Validation score: -1.374527 Iteration 717, loss = 0.03443235 Validation score: -1.364286 Iteration 718, loss = 0.03432332 Validation score: -1.354143 Iteration 719, loss = 0.03421543 Validation score: -1.344096 Iteration 720, loss = 0.03410866 Validation score: -1.334145 Iteration 721, loss = 0.03400302 Validation score: -1.324288 Iteration 722, loss = 0.03389848 Validation score: -1.314525 Iteration 723, loss = 0.03379503 Validation score: -1.304855 Iteration 724, loss = 0.03369267 Validation score: -1.295277 Iteration 725, loss = 0.03359137 Validation score: -1.285790 Iteration 726, loss = 0.03349113 Validation score: -1.276394 Iteration 727, loss = 0.03339193 Validation score: -1.267087 Iteration 728, loss = 0.03329376 Validation score: -1.257869 Iteration 729, loss = 0.03319662 Validation score: -1.248738 Iteration 730, loss = 0.03310048 Validation score: -1.239695 Iteration 731, loss = 0.03300534 Validation score: -1.230737 Iteration 732, loss = 0.03291119 Validation score: -1.221865 Iteration 733, loss = 0.03281801 Validation score: -1.213078 Iteration 734, loss = 0.03272580 Validation score: -1.204374 Iteration 735, loss = 0.03263454 Validation score: -1.195753 Iteration 736, loss = 0.03254422 Validation score: -1.187215 Iteration 737, loss = 0.03245483 Validation score: -1.178757 Iteration 738, loss = 0.03236636 Validation score: -1.170381 Iteration 739, loss = 0.03227880 Validation score: -1.162084 Iteration 740, loss = 0.03219214 Validation score: -1.153866 Iteration 741, loss = 0.03210638 Validation score: -1.145727 Iteration 742, loss = 0.03202148 Validation score: -1.137665 Iteration 743, loss = 0.03193746 Validation score: -1.129681 Iteration 744, loss = 0.03185430 Validation score: -1.121772 Iteration 745, loss = 0.03177198 Validation score: -1.113939 Iteration 746, loss = 0.03169051 Validation score: -1.106181 Iteration 747, loss = 0.03160986 Validation score: -1.098496 Iteration 748, loss = 0.03153003 Validation score: -1.090885 Iteration 749, loss = 0.03145102 Validation score: -1.083347 Iteration 750, loss = 0.03137280 Validation score: -1.075881 Iteration 751, loss = 0.03129537 Validation score: -1.068485 Iteration 752, loss = 0.03121873 Validation score: -1.061161 Iteration 753, loss = 0.03114285 Validation score: -1.053906 Iteration 754, loss = 0.03106774 Validation score: -1.046721 Iteration 755, loss = 0.03099339 Validation score: -1.039604 Iteration 756, loss = 0.03091978 Validation score: -1.032556 Iteration 757, loss = 0.03084691 Validation score: -1.025574 Iteration 758, loss = 0.03077476 Validation score: -1.018660 Iteration 759, loss = 0.03070334 Validation score: -1.011811 Iteration 760, loss = 0.03063262 Validation score: -1.005028 Iteration 761, loss = 0.03056261 Validation score: -0.998310 Iteration 762, loss = 0.03049329 Validation score: -0.991656 Iteration 763, loss = 0.03042466 Validation score: -0.985065 Iteration 764, loss = 0.03035670 Validation score: -0.978538 Iteration 765, loss = 0.03028942 Validation score: -0.972073 Iteration 766, loss = 0.03022279 Validation score: -0.965669 Iteration 767, loss = 0.03015682 Validation score: -0.959327 Iteration 768, loss = 0.03009150 Validation score: -0.953046 Iteration 769, loss = 0.03002681 Validation score: -0.946825 Iteration 770, loss = 0.02996275 Validation score: -0.940663 Iteration 771, loss = 0.02989931 Validation score: -0.934560 Iteration 772, loss = 0.02983649 Validation score: -0.928516 Iteration 773, loss = 0.02977428 Validation score: -0.922529 Iteration 774, loss = 0.02971267 Validation score: -0.916600 Iteration 775, loss = 0.02965165 Validation score: -0.910727 Iteration 776, loss = 0.02959121 Validation score: -0.904911 Iteration 777, loss = 0.02953135 Validation score: -0.899150 Iteration 778, loss = 0.02947207 Validation score: -0.893445 Iteration 779, loss = 0.02941335 Validation score: -0.887794 Iteration 780, loss = 0.02935518 Validation score: -0.882197 Iteration 781, loss = 0.02929757 Validation score: -0.876654 Iteration 782, loss = 0.02924050 Validation score: -0.871165 Iteration 783, loss = 0.02918396 Validation score: -0.865727 Iteration 784, loss = 0.02912796 Validation score: -0.860342 Iteration 785, loss = 0.02907248 Validation score: -0.855008 Iteration 786, loss = 0.02901752 Validation score: -0.849726 Iteration 787, loss = 0.02896307 Validation score: -0.844494 Iteration 788, loss = 0.02890912 Validation score: -0.839313 Iteration 789, loss = 0.02885567 Validation score: -0.834181 Iteration 790, loss = 0.02880271 Validation score: -0.829098 Iteration 791, loss = 0.02875024 Validation score: -0.824064 Iteration 792, loss = 0.02869825 Validation score: -0.819079 Iteration 793, loss = 0.02864673 Validation score: -0.814141 Iteration 794, loss = 0.02859568 Validation score: -0.809251 Iteration 795, loss = 0.02854509 Validation score: -0.804407 Iteration 796, loss = 0.02849496 Validation score: -0.799611 Iteration 797, loss = 0.02844528 Validation score: -0.794860 Iteration 798, loss = 0.02839604 Validation score: -0.790155 Iteration 799, loss = 0.02834724 Validation score: -0.785495 Iteration 800, loss = 0.02829887 Validation score: -0.780880 Iteration 801, loss = 0.02825093 Validation score: -0.776309 Iteration 802, loss = 0.02820342 Validation score: -0.771783 Iteration 803, loss = 0.02815632 Validation score: -0.767299 Iteration 804, loss = 0.02810963 Validation score: -0.762859 Iteration 805, loss = 0.02806335 Validation score: -0.758462 Iteration 806, loss = 0.02801746 Validation score: -0.754107 Iteration 807, loss = 0.02797198 Validation score: -0.749794 Iteration 808, loss = 0.02792688 Validation score: -0.745523 Iteration 809, loss = 0.02788217 Validation score: -0.741293 Iteration 810, loss = 0.02783784 Validation score: -0.737103 Iteration 811, loss = 0.02779389 Validation score: -0.732954 Iteration 812, loss = 0.02775030 Validation score: -0.728845 Iteration 813, loss = 0.02770709 Validation score: -0.724775 Iteration 814, loss = 0.02766423 Validation score: -0.720745 Iteration 815, loss = 0.02762173 Validation score: -0.716754 Iteration 816, loss = 0.02757958 Validation score: -0.712801 Iteration 817, loss = 0.02753778 Validation score: -0.708886 Iteration 818, loss = 0.02749632 Validation score: -0.705010 Iteration 819, loss = 0.02745520 Validation score: -0.701170 Iteration 820, loss = 0.02741441 Validation score: -0.697368 Iteration 821, loss = 0.02737395 Validation score: -0.693603 Iteration 822, loss = 0.02733381 Validation score: -0.689874 Iteration 823, loss = 0.02729400 Validation score: -0.686181 Iteration 824, loss = 0.02725450 Validation score: -0.682524 Iteration 825, loss = 0.02721531 Validation score: -0.678902 Iteration 826, loss = 0.02717643 Validation score: -0.675316 Iteration 827, loss = 0.02713785 Validation score: -0.671764 Iteration 828, loss = 0.02709958 Validation score: -0.668247 Iteration 829, loss = 0.02706160 Validation score: -0.664764 Iteration 830, loss = 0.02702390 Validation score: -0.661314 Iteration 831, loss = 0.02698650 Validation score: -0.657899 Iteration 832, loss = 0.02694938 Validation score: -0.654516 Iteration 833, loss = 0.02691254 Validation score: -0.651166 Iteration 834, loss = 0.02687597 Validation score: -0.647849 Iteration 835, loss = 0.02683968 Validation score: -0.644564 Iteration 836, loss = 0.02680365 Validation score: -0.641311 Iteration 837, loss = 0.02676789 Validation score: -0.638090 Iteration 838, loss = 0.02673239 Validation score: -0.634900 Iteration 839, loss = 0.02669715 Validation score: -0.631742 Iteration 840, loss = 0.02666216 Validation score: -0.628614 Iteration 841, loss = 0.02662742 Validation score: -0.625516 Iteration 842, loss = 0.02659293 Validation score: -0.622449 Iteration 843, loss = 0.02655868 Validation score: -0.619412 Iteration 844, loss = 0.02652467 Validation score: -0.616405 Iteration 845, loss = 0.02649090 Validation score: -0.613427 Iteration 846, loss = 0.02645736 Validation score: -0.610479 Iteration 847, loss = 0.02642404 Validation score: -0.607559 Iteration 848, loss = 0.02639096 Validation score: -0.604668 Iteration 849, loss = 0.02635810 Validation score: -0.601805 Iteration 850, loss = 0.02632546 Validation score: -0.598970 Iteration 851, loss = 0.02629304 Validation score: -0.596163 Iteration 852, loss = 0.02626083 Validation score: -0.593384 Iteration 853, loss = 0.02622883 Validation score: -0.590632 Iteration 854, loss = 0.02619704 Validation score: -0.587908 Iteration 855, loss = 0.02616545 Validation score: -0.585210 Iteration 856, loss = 0.02613406 Validation score: -0.582539 Iteration 857, loss = 0.02610288 Validation score: -0.579894 Iteration 858, loss = 0.02607189 Validation score: -0.577275 Iteration 859, loss = 0.02604109 Validation score: -0.574683 Iteration 860, loss = 0.02601049 Validation score: -0.572115 Iteration 861, loss = 0.02598007 Validation score: -0.569574 Iteration 862, loss = 0.02594983 Validation score: -0.567057 Iteration 863, loss = 0.02591978 Validation score: -0.564566 Iteration 864, loss = 0.02588991 Validation score: -0.562099 Iteration 865, loss = 0.02586022 Validation score: -0.559657 Iteration 866, loss = 0.02583069 Validation score: -0.557239 Iteration 867, loss = 0.02580134 Validation score: -0.554846 Iteration 868, loss = 0.02577216 Validation score: -0.552476 Iteration 869, loss = 0.02574315 Validation score: -0.550130 Iteration 870, loss = 0.02571430 Validation score: -0.547807 Iteration 871, loss = 0.02568561 Validation score: -0.545508 Iteration 872, loss = 0.02565708 Validation score: -0.543232 Iteration 873, loss = 0.02562871 Validation score: -0.540978 Iteration 874, loss = 0.02560049 Validation score: -0.538747 Iteration 875, loss = 0.02557242 Validation score: -0.536539 Iteration 876, loss = 0.02554451 Validation score: -0.534353 Iteration 877, loss = 0.02551674 Validation score: -0.532188 Iteration 878, loss = 0.02548911 Validation score: -0.530046 Iteration 879, loss = 0.02546163 Validation score: -0.527926 Iteration 880, loss = 0.02543429 Validation score: -0.525826 Iteration 881, loss = 0.02540708 Validation score: -0.523749 Iteration 882, loss = 0.02538002 Validation score: -0.521692 Iteration 883, loss = 0.02535309 Validation score: -0.519656 Iteration 884, loss = 0.02532628 Validation score: -0.517641 Iteration 885, loss = 0.02529961 Validation score: -0.515646 Iteration 886, loss = 0.02527307 Validation score: -0.513672 Iteration 887, loss = 0.02524666 Validation score: -0.511718 Iteration 888, loss = 0.02522036 Validation score: -0.509784 Iteration 889, loss = 0.02519419 Validation score: -0.507869 Iteration 890, loss = 0.02516814 Validation score: -0.505975 Iteration 891, loss = 0.02514221 Validation score: -0.504100 Iteration 892, loss = 0.02511639 Validation score: -0.502244 Iteration 893, loss = 0.02509069 Validation score: -0.500407 Iteration 894, loss = 0.02506510 Validation score: -0.498590 Iteration 895, loss = 0.02503962 Validation score: -0.496791 Iteration 896, loss = 0.02501425 Validation score: -0.495011 Iteration 897, loss = 0.02498899 Validation score: -0.493249 Iteration 898, loss = 0.02496383 Validation score: -0.491506 Iteration 899, loss = 0.02493877 Validation score: -0.489781 Iteration 900, loss = 0.02491382 Validation score: -0.488074 Iteration 901, loss = 0.02488897 Validation score: -0.486384 Iteration 902, loss = 0.02486421 Validation score: -0.484713 Iteration 903, loss = 0.02483956 Validation score: -0.483059 Iteration 904, loss = 0.02481499 Validation score: -0.481423 Iteration 905, loss = 0.02479053 Validation score: -0.479803 Iteration 906, loss = 0.02476615 Validation score: -0.478201 Iteration 907, loss = 0.02474186 Validation score: -0.476616 Iteration 908, loss = 0.02471767 Validation score: -0.475048 Iteration 909, loss = 0.02469356 Validation score: -0.473496 Iteration 910, loss = 0.02466953 Validation score: -0.471961 Iteration 911, loss = 0.02464559 Validation score: -0.470443 Iteration 912, loss = 0.02462174 Validation score: -0.468940 Iteration 913, loss = 0.02459796 Validation score: -0.467454 Iteration 914, loss = 0.02457427 Validation score: -0.465984 Iteration 915, loss = 0.02455065 Validation score: -0.464530 Iteration 916, loss = 0.02452711 Validation score: -0.463091 Iteration 917, loss = 0.02450365 Validation score: -0.461668 Iteration 918, loss = 0.02448026 Validation score: -0.460261 Iteration 919, loss = 0.02445695 Validation score: -0.458868 Iteration 920, loss = 0.02443370 Validation score: -0.457491 Iteration 921, loss = 0.02441053 Validation score: -0.456130 Iteration 922, loss = 0.02438743 Validation score: -0.454783 Iteration 923, loss = 0.02436439 Validation score: -0.453451 Iteration 924, loss = 0.02434142 Validation score: -0.452134 Iteration 925, loss = 0.02431852 Validation score: -0.450831 Iteration 926, loss = 0.02429568 Validation score: -0.449543 Iteration 927, loss = 0.02427291 Validation score: -0.448269 Iteration 928, loss = 0.02425020 Validation score: -0.447009 Iteration 929, loss = 0.02422754 Validation score: -0.445764 Iteration 930, loss = 0.02420495 Validation score: -0.444532 Iteration 931, loss = 0.02418242 Validation score: -0.443315 Iteration 932, loss = 0.02415994 Validation score: -0.442111 Iteration 933, loss = 0.02413752 Validation score: -0.440921 Iteration 934, loss = 0.02411516 Validation score: -0.439745 Iteration 935, loss = 0.02409285 Validation score: -0.438582 Iteration 936, loss = 0.02407060 Validation score: -0.437432 Iteration 937, loss = 0.02404839 Validation score: -0.436295 Iteration 938, loss = 0.02402624 Validation score: -0.435172 Iteration 939, loss = 0.02400414 Validation score: -0.434062 Iteration 940, loss = 0.02398208 Validation score: -0.432965 Iteration 941, loss = 0.02396008 Validation score: -0.431880 Iteration 942, loss = 0.02393812 Validation score: -0.430808 Iteration 943, loss = 0.02391621 Validation score: -0.429749 Iteration 944, loss = 0.02389435 Validation score: -0.428702 Iteration 945, loss = 0.02387253 Validation score: -0.427668 Iteration 946, loss = 0.02385075 Validation score: -0.426646 Iteration 947, loss = 0.02382902 Validation score: -0.425637 Iteration 948, loss = 0.02380732 Validation score: -0.424639 Iteration 949, loss = 0.02378567 Validation score: -0.423654 Iteration 950, loss = 0.02376406 Validation score: -0.422680 Iteration 951, loss = 0.02374249 Validation score: -0.421718 Iteration 952, loss = 0.02372096 Validation score: -0.420768 Iteration 953, loss = 0.02369946 Validation score: -0.419830 Iteration 954, loss = 0.02367801 Validation score: -0.418903 Iteration 955, loss = 0.02365658 Validation score: -0.417988 Iteration 956, loss = 0.02363520 Validation score: -0.417084 Iteration 957, loss = 0.02361385 Validation score: -0.416192 Iteration 958, loss = 0.02359253 Validation score: -0.415310 Iteration 959, loss = 0.02357124 Validation score: -0.414440 Iteration 960, loss = 0.02354999 Validation score: -0.413581 Iteration 961, loss = 0.02352877 Validation score: -0.412733 Iteration 962, loss = 0.02350758 Validation score: -0.411895 Iteration 963, loss = 0.02348643 Validation score: -0.411069 Iteration 964, loss = 0.02346530 Validation score: -0.410253 Iteration 965, loss = 0.02344420 Validation score: -0.409448 Iteration 966, loss = 0.02342313 Validation score: -0.408653 Iteration 967, loss = 0.02340208 Validation score: -0.407869 Iteration 968, loss = 0.02338107 Validation score: -0.407095 Iteration 969, loss = 0.02336008 Validation score: -0.406332 Iteration 970, loss = 0.02333911 Validation score: -0.405579 Iteration 971, loss = 0.02331817 Validation score: -0.404835 Iteration 972, loss = 0.02329726 Validation score: -0.404102 Iteration 973, loss = 0.02327637 Validation score: -0.403379 Iteration 974, loss = 0.02325551 Validation score: -0.402666 Iteration 975, loss = 0.02323466 Validation score: -0.401963 Iteration 976, loss = 0.02321384 Validation score: -0.401270 Iteration 977, loss = 0.02319305 Validation score: -0.400586 Iteration 978, loss = 0.02317227 Validation score: -0.399912 Iteration 979, loss = 0.02315151 Validation score: -0.399247 Iteration 980, loss = 0.02313078 Validation score: -0.398592 Iteration 981, loss = 0.02311006 Validation score: -0.397946 Iteration 982, loss = 0.02308937 Validation score: -0.397310 Iteration 983, loss = 0.02306869 Validation score: -0.396683 Iteration 984, loss = 0.02304804 Validation score: -0.396065 Iteration 985, loss = 0.02302740 Validation score: -0.395457 Iteration 986, loss = 0.02300677 Validation score: -0.394857 Iteration 987, loss = 0.02298617 Validation score: -0.394267 Iteration 988, loss = 0.02296558 Validation score: -0.393685 Iteration 989, loss = 0.02294501 Validation score: -0.393112 Iteration 990, loss = 0.02292445 Validation score: -0.392548 Iteration 991, loss = 0.02290391 Validation score: -0.391993 Iteration 992, loss = 0.02288339 Validation score: -0.391446 Iteration 993, loss = 0.02286288 Validation score: -0.390909 Iteration 994, loss = 0.02284238 Validation score: -0.390379 Iteration 995, loss = 0.02282190 Validation score: -0.389858 Iteration 996, loss = 0.02280144 Validation score: -0.389346 Iteration 997, loss = 0.02278098 Validation score: -0.388842 Iteration 998, loss = 0.02276054 Validation score: -0.388346 Iteration 999, loss = 0.02274011 Validation score: -0.387859 Iteration 1000, loss = 0.02271969 Validation score: -0.387380 Iteration 1, loss = 12.97745566 Validation score: -4255.578620 Iteration 2, loss = 12.88679919 Validation score: -4220.123004 Iteration 3, loss = 12.79670635 Validation score: -4184.926106 Iteration 4, loss = 12.70720168 Validation score: -4149.998725 Iteration 5, loss = 12.61830902 Validation score: -4115.351359 Iteration 6, loss = 12.53005148 Validation score: -4080.994169 Iteration 7, loss = 12.44245125 Validation score: -4046.936941 Iteration 8, loss = 12.35552960 Validation score: -4013.189055 Iteration 9, loss = 12.26930676 Validation score: -3979.759449 Iteration 10, loss = 12.18380177 Validation score: -3946.656590 Iteration 11, loss = 12.09903248 Validation score: -3913.888446 Iteration 12, loss = 12.01501539 Validation score: -3881.462459 Iteration 13, loss = 11.93176560 Validation score: -3849.385523 Iteration 14, loss = 11.84929672 Validation score: -3817.663966 Iteration 15, loss = 11.76762079 Validation score: -3786.303534 Iteration 16, loss = 11.68674821 Validation score: -3755.309382 Iteration 17, loss = 11.60668771 Validation score: -3724.686068 Iteration 18, loss = 11.52744624 Validation score: -3694.437548 Iteration 19, loss = 11.44902901 Validation score: -3664.567182 Iteration 20, loss = 11.37143942 Validation score: -3635.077733 Iteration 21, loss = 11.29467907 Validation score: -3605.971376 Iteration 22, loss = 11.21874777 Validation score: -3577.249703 Iteration 23, loss = 11.14364356 Validation score: -3548.913730 Iteration 24, loss = 11.06936277 Validation score: -3520.963897 Iteration 25, loss = 10.99590007 Validation score: -3493.400072 Iteration 26, loss = 10.92324854 Validation score: -3466.221549 Iteration 27, loss = 10.85139978 Validation score: -3439.427047 Iteration 28, loss = 10.78034397 Validation score: -3413.014701 Iteration 29, loss = 10.71007001 Validation score: -3386.982063 Iteration 30, loss = 10.64056559 Validation score: -3361.326101 Iteration 31, loss = 10.57181736 Validation score: -3336.043203 Iteration 32, loss = 10.50381102 Validation score: -3311.129184 Iteration 33, loss = 10.43653145 Validation score: -3286.579305 Iteration 34, loss = 10.36996280 Validation score: -3262.388299 Iteration 35, loss = 10.30408868 Validation score: -3238.550400 Iteration 36, loss = 10.23889223 Validation score: -3215.059385 Iteration 37, loss = 10.17435623 Validation score: -3191.908622 Iteration 38, loss = 10.11046325 Validation score: -3169.091117 Iteration 39, loss = 10.04719571 Validation score: -3146.599574 Iteration 40, loss = 9.98453602 Validation score: -3124.426449 Iteration 41, loss = 9.92246663 Validation score: -3102.564007 Iteration 42, loss = 9.86097013 Validation score: -3081.004381 Iteration 43, loss = 9.80002935 Validation score: -3059.739620 Iteration 44, loss = 9.73962738 Validation score: -3038.761745 Iteration 45, loss = 9.67974769 Validation score: -3018.062792 Iteration 46, loss = 9.62037411 Validation score: -2997.634851 Iteration 47, loss = 9.56149096 Validation score: -2977.470110 Iteration 48, loss = 9.50308304 Validation score: -2957.560881 Iteration 49, loss = 9.44513568 Validation score: -2937.899627 Iteration 50, loss = 9.38763476 Validation score: -2918.478993 Iteration 51, loss = 9.33056674 Validation score: -2899.291813 Iteration 52, loss = 9.27391867 Validation score: -2880.331136 Iteration 53, loss = 9.21767820 Validation score: -2861.590229 Iteration 54, loss = 9.16183359 Validation score: -2843.062591 Iteration 55, loss = 9.10637369 Validation score: -2824.741954 Iteration 56, loss = 9.05128793 Validation score: -2806.622287 Iteration 57, loss = 8.99656636 Validation score: -2788.697798 Iteration 58, loss = 8.94219954 Validation score: -2770.962929 Iteration 59, loss = 8.88817863 Validation score: -2753.412356 Iteration 60, loss = 8.83449528 Validation score: -2736.040984 Iteration 61, loss = 8.78114166 Validation score: -2718.843939 Iteration 62, loss = 8.72811040 Validation score: -2701.816564 Iteration 63, loss = 8.67539462 Validation score: -2684.954410 Iteration 64, loss = 8.62298783 Validation score: -2668.253230 Iteration 65, loss = 8.57088398 Validation score: -2651.708970 Iteration 66, loss = 8.51907737 Validation score: -2635.317761 Iteration 67, loss = 8.46756269 Validation score: -2619.075909 Iteration 68, loss = 8.41633494 Validation score: -2602.979891 Iteration 69, loss = 8.36538944 Validation score: -2587.026341 Iteration 70, loss = 8.31472180 Validation score: -2571.212048 Iteration 71, loss = 8.26432791 Validation score: -2555.533942 Iteration 72, loss = 8.21420391 Validation score: -2539.989090 Iteration 73, loss = 8.16434618 Validation score: -2524.574690 Iteration 74, loss = 8.11475132 Validation score: -2509.288059 Iteration 75, loss = 8.06541614 Validation score: -2494.126630 Iteration 76, loss = 8.01633762 Validation score: -2479.087945 Iteration 77, loss = 7.96751296 Validation score: -2464.169647 Iteration 78, loss = 7.91893951 Validation score: -2449.369477 Iteration 79, loss = 7.87061478 Validation score: -2434.685264 Iteration 80, loss = 7.82253642 Validation score: -2420.114924 Iteration 81, loss = 7.77470225 Validation score: -2405.656455 Iteration 82, loss = 7.72711019 Validation score: -2391.307927 Iteration 83, loss = 7.67975832 Validation score: -2377.067484 Iteration 84, loss = 7.63264482 Validation score: -2362.933337 Iteration 85, loss = 7.58576798 Validation score: -2348.903757 Iteration 86, loss = 7.53912623 Validation score: -2334.977078 Iteration 87, loss = 7.49271807 Validation score: -2321.151690 Iteration 88, loss = 7.44654212 Validation score: -2307.426033 Iteration 89, loss = 7.40059709 Validation score: -2293.798599 Iteration 90, loss = 7.35488179 Validation score: -2280.267928 Iteration 91, loss = 7.30939511 Validation score: -2266.832603 Iteration 92, loss = 7.26413604 Validation score: -2253.491251 Iteration 93, loss = 7.21910364 Validation score: -2240.242537 Iteration 94, loss = 7.17429705 Validation score: -2227.085167 Iteration 95, loss = 7.12971549 Validation score: -2214.017882 Iteration 96, loss = 7.08535825 Validation score: -2201.039457 Iteration 97, loss = 7.04122470 Validation score: -2188.148702 Iteration 98, loss = 6.99731428 Validation score: -2175.344457 Iteration 99, loss = 6.95362647 Validation score: -2162.625595 Iteration 100, loss = 6.91016085 Validation score: -2149.991016 Iteration 101, loss = 6.86691702 Validation score: -2137.439649 Iteration 102, loss = 6.82389466 Validation score: -2124.970451 Iteration 103, loss = 6.78109350 Validation score: -2112.582406 Iteration 104, loss = 6.73851331 Validation score: -2100.274520 Iteration 105, loss = 6.69615393 Validation score: -2088.045829 Iteration 106, loss = 6.65401521 Validation score: -2075.895388 Iteration 107, loss = 6.61209707 Validation score: -2063.822279 Iteration 108, loss = 6.57039945 Validation score: -2051.825605 Iteration 109, loss = 6.52892234 Validation score: -2039.904491 Iteration 110, loss = 6.48766573 Validation score: -2028.058085 Iteration 111, loss = 6.44662968 Validation score: -2016.285553 Iteration 112, loss = 6.40581424 Validation score: -2004.586084 Iteration 113, loss = 6.36521950 Validation score: -1992.958886 Iteration 114, loss = 6.32484556 Validation score: -1981.403188 Iteration 115, loss = 6.28469254 Validation score: -1969.918234 Iteration 116, loss = 6.24476056 Validation score: -1958.503290 Iteration 117, loss = 6.20504977 Validation score: -1947.157639 Iteration 118, loss = 6.16556031 Validation score: -1935.880582 Iteration 119, loss = 6.12629232 Validation score: -1924.671435 Iteration 120, loss = 6.08724596 Validation score: -1913.529534 Iteration 121, loss = 6.04842136 Validation score: -1902.454228 Iteration 122, loss = 6.00981867 Validation score: -1891.444885 Iteration 123, loss = 5.97143801 Validation score: -1880.500885 Iteration 124, loss = 5.93327950 Validation score: -1869.621627 Iteration 125, loss = 5.89534325 Validation score: -1858.806520 Iteration 126, loss = 5.85762934 Validation score: -1848.054992 Iteration 127, loss = 5.82013786 Validation score: -1837.366482 Iteration 128, loss = 5.78286884 Validation score: -1826.740442 Iteration 129, loss = 5.74582233 Validation score: -1816.176340 Iteration 130, loss = 5.70899832 Validation score: -1805.673654 Iteration 131, loss = 5.67239679 Validation score: -1795.231875 Iteration 132, loss = 5.63601770 Validation score: -1784.850506 Iteration 133, loss = 5.59986097 Validation score: -1774.529063 Iteration 134, loss = 5.56392649 Validation score: -1764.267072 Iteration 135, loss = 5.52821413 Validation score: -1754.064070 Iteration 136, loss = 5.49272370 Validation score: -1743.919605 Iteration 137, loss = 5.45745501 Validation score: -1733.833234 Iteration 138, loss = 5.42240781 Validation score: -1723.804526 Iteration 139, loss = 5.38758183 Validation score: -1713.833058 Iteration 140, loss = 5.35297676 Validation score: -1703.918418 Iteration 141, loss = 5.31859225 Validation score: -1694.060201 Iteration 142, loss = 5.28442792 Validation score: -1684.258012 Iteration 143, loss = 5.25048333 Validation score: -1674.511464 Iteration 144, loss = 5.21675805 Validation score: -1664.820178 Iteration 145, loss = 5.18325156 Validation score: -1655.183782 Iteration 146, loss = 5.14996334 Validation score: -1645.601914 Iteration 147, loss = 5.11689281 Validation score: -1636.074216 Iteration 148, loss = 5.08403938 Validation score: -1626.600340 Iteration 149, loss = 5.05140241 Validation score: -1617.179943 Iteration 150, loss = 5.01898120 Validation score: -1607.812689 Iteration 151, loss = 4.98677507 Validation score: -1598.498248 Iteration 152, loss = 4.95478325 Validation score: -1589.236295 Iteration 153, loss = 4.92300497 Validation score: -1580.026513 Iteration 154, loss = 4.89143942 Validation score: -1570.868588 Iteration 155, loss = 4.86008575 Validation score: -1561.762214 Iteration 156, loss = 4.82894310 Validation score: -1552.707087 Iteration 157, loss = 4.79801057 Validation score: -1543.702911 Iteration 158, loss = 4.76728720 Validation score: -1534.749391 Iteration 159, loss = 4.73677206 Validation score: -1525.846240 Iteration 160, loss = 4.70646416 Validation score: -1516.993172 Iteration 161, loss = 4.67636247 Validation score: -1508.189908 Iteration 162, loss = 4.64646597 Validation score: -1499.436171 Iteration 163, loss = 4.61677359 Validation score: -1490.731688 Iteration 164, loss = 4.58728427 Validation score: -1482.076189 Iteration 165, loss = 4.55799688 Validation score: -1473.469408 Iteration 166, loss = 4.52891032 Validation score: -1464.911083 Iteration 167, loss = 4.50002344 Validation score: -1456.400953 Iteration 168, loss = 4.47133509 Validation score: -1447.938760 Iteration 169, loss = 4.44284409 Validation score: -1439.524251 Iteration 170, loss = 4.41454925 Validation score: -1431.157173 Iteration 171, loss = 4.38644937 Validation score: -1422.837277 Iteration 172, loss = 4.35854323 Validation score: -1414.564315 Iteration 173, loss = 4.33082961 Validation score: -1406.338042 Iteration 174, loss = 4.30330726 Validation score: -1398.158214 Iteration 175, loss = 4.27597495 Validation score: -1390.024592 Iteration 176, loss = 4.24883141 Validation score: -1381.936934 Iteration 177, loss = 4.22187537 Validation score: -1373.895004 Iteration 178, loss = 4.19510557 Validation score: -1365.898565 Iteration 179, loss = 4.16852073 Validation score: -1357.947381 Iteration 180, loss = 4.14211956 Validation score: -1350.041221 Iteration 181, loss = 4.11590078 Validation score: -1342.179852 Iteration 182, loss = 4.08986310 Validation score: -1334.363043 Iteration 183, loss = 4.06400522 Validation score: -1326.590565 Iteration 184, loss = 4.03832585 Validation score: -1318.862189 Iteration 185, loss = 4.01282370 Validation score: -1311.177688 Iteration 186, loss = 3.98749746 Validation score: -1303.536835 Iteration 187, loss = 3.96234585 Validation score: -1295.939404 Iteration 188, loss = 3.93736756 Validation score: -1288.385172 Iteration 189, loss = 3.91256131 Validation score: -1280.873913 Iteration 190, loss = 3.88792580 Validation score: -1273.405406 Iteration 191, loss = 3.86345973 Validation score: -1265.979426 Iteration 192, loss = 3.83916184 Validation score: -1258.595754 Iteration 193, loss = 3.81503082 Validation score: -1251.254166 Iteration 194, loss = 3.79106541 Validation score: -1243.954444 Iteration 195, loss = 3.76726433 Validation score: -1236.696367 Iteration 196, loss = 3.74362631 Validation score: -1229.479716 Iteration 197, loss = 3.72015009 Validation score: -1222.304271 Iteration 198, loss = 3.69683440 Validation score: -1215.169815 Iteration 199, loss = 3.67367799 Validation score: -1208.076129 Iteration 200, loss = 3.65067963 Validation score: -1201.022997 Iteration 201, loss = 3.62783806 Validation score: -1194.010201 Iteration 202, loss = 3.60515206 Validation score: -1187.037526 Iteration 203, loss = 3.58262039 Validation score: -1180.104754 Iteration 204, loss = 3.56024184 Validation score: -1173.211671 Iteration 205, loss = 3.53801520 Validation score: -1166.358061 Iteration 206, loss = 3.51593926 Validation score: -1159.543711 Iteration 207, loss = 3.49401282 Validation score: -1152.768405 Iteration 208, loss = 3.47223471 Validation score: -1146.031930 Iteration 209, loss = 3.45060372 Validation score: -1139.334073 Iteration 210, loss = 3.42911871 Validation score: -1132.674620 Iteration 211, loss = 3.40777849 Validation score: -1126.053360 Iteration 212, loss = 3.38658192 Validation score: -1119.470081 Iteration 213, loss = 3.36552784 Validation score: -1112.924571 Iteration 214, loss = 3.34461512 Validation score: -1106.416619 Iteration 215, loss = 3.32384264 Validation score: -1099.946015 Iteration 216, loss = 3.30320926 Validation score: -1093.512549 Iteration 217, loss = 3.28271388 Validation score: -1087.116011 Iteration 218, loss = 3.26235538 Validation score: -1080.756193 Iteration 219, loss = 3.24213269 Validation score: -1074.432887 Iteration 220, loss = 3.22204471 Validation score: -1068.145884 Iteration 221, loss = 3.20209037 Validation score: -1061.894977 Iteration 222, loss = 3.18226860 Validation score: -1055.679960 Iteration 223, loss = 3.16257833 Validation score: -1049.500627 Iteration 224, loss = 3.14301853 Validation score: -1043.356772 Iteration 225, loss = 3.12358814 Validation score: -1037.248191 Iteration 226, loss = 3.10428614 Validation score: -1031.174680 Iteration 227, loss = 3.08511151 Validation score: -1025.136034 Iteration 228, loss = 3.06606322 Validation score: -1019.132052 Iteration 229, loss = 3.04714029 Validation score: -1013.162531 Iteration 230, loss = 3.02834170 Validation score: -1007.227270 Iteration 231, loss = 3.00966647 Validation score: -1001.326069 Iteration 232, loss = 2.99111362 Validation score: -995.458727 Iteration 233, loss = 2.97268219 Validation score: -989.625045 Iteration 234, loss = 2.95437121 Validation score: -983.824825 Iteration 235, loss = 2.93617973 Validation score: -978.057870 Iteration 236, loss = 2.91810681 Validation score: -972.323982 Iteration 237, loss = 2.90015151 Validation score: -966.622966 Iteration 238, loss = 2.88231290 Validation score: -960.954626 Iteration 239, loss = 2.86459007 Validation score: -955.318769 Iteration 240, loss = 2.84698211 Validation score: -949.715200 Iteration 241, loss = 2.82948811 Validation score: -944.143728 Iteration 242, loss = 2.81210718 Validation score: -938.604160 Iteration 243, loss = 2.79483845 Validation score: -933.096306 Iteration 244, loss = 2.77768102 Validation score: -927.619976 Iteration 245, loss = 2.76063404 Validation score: -922.174980 Iteration 246, loss = 2.74369665 Validation score: -916.761131 Iteration 247, loss = 2.72686798 Validation score: -911.378242 Iteration 248, loss = 2.71014721 Validation score: -906.026126 Iteration 249, loss = 2.69353349 Validation score: -900.704598 Iteration 250, loss = 2.67702599 Validation score: -895.413474 Iteration 251, loss = 2.66062390 Validation score: -890.152571 Iteration 252, loss = 2.64432640 Validation score: -884.921706 Iteration 253, loss = 2.62813269 Validation score: -879.720697 Iteration 254, loss = 2.61204198 Validation score: -874.549365 Iteration 255, loss = 2.59605346 Validation score: -869.407530 Iteration 256, loss = 2.58016636 Validation score: -864.295013 Iteration 257, loss = 2.56437991 Validation score: -859.211638 Iteration 258, loss = 2.54869333 Validation score: -854.157228 Iteration 259, loss = 2.53310587 Validation score: -849.131607 Iteration 260, loss = 2.51761678 Validation score: -844.134601 Iteration 261, loss = 2.50222531 Validation score: -839.166038 Iteration 262, loss = 2.48693072 Validation score: -834.225744 Iteration 263, loss = 2.47173228 Validation score: -829.313549 Iteration 264, loss = 2.45662926 Validation score: -824.429282 Iteration 265, loss = 2.44162096 Validation score: -819.572774 Iteration 266, loss = 2.42670665 Validation score: -814.743857 Iteration 267, loss = 2.41188564 Validation score: -809.942364 Iteration 268, loss = 2.39715723 Validation score: -805.168130 Iteration 269, loss = 2.38252073 Validation score: -800.420988 Iteration 270, loss = 2.36797545 Validation score: -795.700775 Iteration 271, loss = 2.35352072 Validation score: -791.007329 Iteration 272, loss = 2.33915586 Validation score: -786.340487 Iteration 273, loss = 2.32488022 Validation score: -781.700088 Iteration 274, loss = 2.31069313 Validation score: -777.085974 Iteration 275, loss = 2.29659395 Validation score: -772.497984 Iteration 276, loss = 2.28258202 Validation score: -767.935962 Iteration 277, loss = 2.26865672 Validation score: -763.399752 Iteration 278, loss = 2.25481740 Validation score: -758.889196 Iteration 279, loss = 2.24106343 Validation score: -754.404142 Iteration 280, loss = 2.22739421 Validation score: 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score: -681.915112 Iteration 297, loss = 2.00740831 Validation score: -677.863820 Iteration 298, loss = 1.99516463 Validation score: -673.835287 Iteration 299, loss = 1.98299496 Validation score: -669.829378 Iteration 300, loss = 1.97089877 Validation score: -665.845959 Iteration 301, loss = 1.95887555 Validation score: -661.884899 Iteration 302, loss = 1.94692480 Validation score: -657.946065 Iteration 303, loss = 1.93504602 Validation score: -654.029327 Iteration 304, loss = 1.92323871 Validation score: -650.134555 Iteration 305, loss = 1.91150239 Validation score: -646.261621 Iteration 306, loss = 1.89983657 Validation score: -642.410396 Iteration 307, loss = 1.88824077 Validation score: -638.580754 Iteration 308, loss = 1.87671451 Validation score: -634.772568 Iteration 309, loss = 1.86525732 Validation score: -630.985713 Iteration 310, loss = 1.85386873 Validation score: -627.220066 Iteration 311, loss = 1.84254828 Validation score: -623.475502 Iteration 312, loss = 1.83129550 Validation score: -619.751899 Iteration 313, loss = 1.82010994 Validation score: -616.049137 Iteration 314, loss = 1.80899116 Validation score: -612.367092 Iteration 315, loss = 1.79793870 Validation score: -608.705647 Iteration 316, loss = 1.78695212 Validation score: -605.064682 Iteration 317, loss = 1.77603098 Validation score: -601.444079 Iteration 318, loss = 1.76517485 Validation score: -597.843720 Iteration 319, loss = 1.75438329 Validation score: -594.263489 Iteration 320, loss = 1.74365588 Validation score: -590.703270 Iteration 321, loss = 1.73299219 Validation score: -587.162949 Iteration 322, loss = 1.72239181 Validation score: -583.642411 Iteration 323, loss = 1.71185432 Validation score: -580.141544 Iteration 324, loss = 1.70137930 Validation score: -576.660234 Iteration 325, loss = 1.69096635 Validation score: -573.198371 Iteration 326, loss = 1.68061506 Validation score: -569.755843 Iteration 327, loss = 1.67032503 Validation score: -566.332540 Iteration 328, loss = 1.66009587 Validation score: -562.928354 Iteration 329, loss = 1.64992717 Validation score: -559.543175 Iteration 330, loss = 1.63981855 Validation score: -556.176896 Iteration 331, loss = 1.62976962 Validation score: -552.829410 Iteration 332, loss = 1.61978000 Validation score: -549.500611 Iteration 333, loss = 1.60984930 Validation score: -546.190393 Iteration 334, loss = 1.59997715 Validation score: -542.898652 Iteration 335, loss = 1.59016317 Validation score: -539.625284 Iteration 336, loss = 1.58040699 Validation score: -536.370185 Iteration 337, loss = 1.57070825 Validation score: -533.133253 Iteration 338, loss = 1.56106658 Validation score: -529.914385 Iteration 339, loss = 1.55148162 Validation score: -526.713482 Iteration 340, loss = 1.54195300 Validation score: -523.530442 Iteration 341, loss = 1.53248038 Validation score: -520.365166 Iteration 342, loss = 1.52306340 Validation score: -517.217554 Iteration 343, loss = 1.51370172 Validation score: -514.087509 Iteration 344, loss = 1.50439498 Validation score: -510.974933 Iteration 345, loss = 1.49514284 Validation score: -507.879728 Iteration 346, loss = 1.48594496 Validation score: -504.801798 Iteration 347, loss = 1.47680100 Validation score: -501.741049 Iteration 348, loss = 1.46771064 Validation score: -498.697383 Iteration 349, loss = 1.45867353 Validation score: -495.670708 Iteration 350, loss = 1.44968934 Validation score: -492.660930 Iteration 351, loss = 1.44075776 Validation score: -489.667955 Iteration 352, loss = 1.43187845 Validation score: -486.691690 Iteration 353, loss = 1.42305110 Validation score: -483.732045 Iteration 354, loss = 1.41427538 Validation score: -480.788928 Iteration 355, loss = 1.40555098 Validation score: -477.862247 Iteration 356, loss = 1.39687758 Validation score: -474.951914 Iteration 357, loss = 1.38825488 Validation score: -472.057838 Iteration 358, loss = 1.37968257 Validation score: -469.179931 Iteration 359, loss = 1.37116033 Validation score: -466.318105 Iteration 360, loss = 1.36268787 Validation score: -463.472272 Iteration 361, loss = 1.35426489 Validation score: -460.642344 Iteration 362, loss = 1.34589108 Validation score: -457.828236 Iteration 363, loss = 1.33756615 Validation score: -455.029861 Iteration 364, loss = 1.32928980 Validation score: -452.247134 Iteration 365, loss = 1.32106175 Validation score: -449.479971 Iteration 366, loss = 1.31288170 Validation score: -446.728286 Iteration 367, loss = 1.30474937 Validation score: -443.991996 Iteration 368, loss = 1.29666447 Validation score: -441.271018 Iteration 369, loss = 1.28862671 Validation score: -438.565269 Iteration 370, loss = 1.28063583 Validation score: -435.874668 Iteration 371, loss = 1.27269153 Validation score: -433.199132 Iteration 372, loss = 1.26479355 Validation score: -430.538580 Iteration 373, loss = 1.25694160 Validation score: -427.892933 Iteration 374, loss = 1.24913542 Validation score: -425.262109 Iteration 375, loss = 1.24137474 Validation score: 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score: -382.730954 Iteration 392, loss = 1.11615203 Validation score: -380.353824 Iteration 393, loss = 1.10916634 Validation score: -377.990088 Iteration 394, loss = 1.10222138 Validation score: -375.639676 Iteration 395, loss = 1.09531692 Validation score: -373.302515 Iteration 396, loss = 1.08845272 Validation score: -370.978538 Iteration 397, loss = 1.08162856 Validation score: -368.667673 Iteration 398, loss = 1.07484420 Validation score: -366.369853 Iteration 399, loss = 1.06809943 Validation score: -364.085008 Iteration 400, loss = 1.06139402 Validation score: -361.813070 Iteration 401, loss = 1.05472774 Validation score: -359.553971 Iteration 402, loss = 1.04810036 Validation score: -357.307644 Iteration 403, loss = 1.04151168 Validation score: -355.074021 Iteration 404, loss = 1.03496148 Validation score: -352.853037 Iteration 405, loss = 1.02844952 Validation score: -350.644623 Iteration 406, loss = 1.02197561 Validation score: -348.448715 Iteration 407, loss = 1.01553952 Validation score: -346.265247 Iteration 408, loss = 1.00914104 Validation score: -344.094154 Iteration 409, loss = 1.00277996 Validation score: -341.935370 Iteration 410, loss = 0.99645607 Validation score: -339.788832 Iteration 411, loss = 0.99016916 Validation score: -337.654475 Iteration 412, loss = 0.98391902 Validation score: -335.532236 Iteration 413, loss = 0.97770546 Validation score: -333.422051 Iteration 414, loss = 0.97152825 Validation score: -331.323856 Iteration 415, loss = 0.96538721 Validation score: -329.237591 Iteration 416, loss = 0.95928212 Validation score: -327.163191 Iteration 417, loss = 0.95321279 Validation score: -325.100595 Iteration 418, loss = 0.94717902 Validation score: -323.049742 Iteration 419, loss = 0.94118061 Validation score: -321.010570 Iteration 420, loss = 0.93521737 Validation score: -318.983018 Iteration 421, loss = 0.92928909 Validation score: -316.967026 Iteration 422, loss = 0.92339559 Validation score: -314.962533 Iteration 423, loss = 0.91753666 Validation score: -312.969480 Iteration 424, loss = 0.91171213 Validation score: -310.987806 Iteration 425, loss = 0.90592180 Validation score: -309.017453 Iteration 426, loss = 0.90016547 Validation score: -307.058361 Iteration 427, loss = 0.89444297 Validation score: -305.110472 Iteration 428, loss = 0.88875411 Validation score: -303.173727 Iteration 429, loss = 0.88309869 Validation score: -301.248068 Iteration 430, loss = 0.87747654 Validation score: -299.333439 Iteration 431, loss = 0.87188747 Validation score: -297.429780 Iteration 432, loss = 0.86633130 Validation score: -295.537036 Iteration 433, loss = 0.86080785 Validation score: -293.655149 Iteration 434, loss = 0.85531693 Validation score: -291.784063 Iteration 435, loss = 0.84985838 Validation score: -289.923721 Iteration 436, loss = 0.84443201 Validation score: -288.074069 Iteration 437, loss = 0.83903764 Validation score: -286.235049 Iteration 438, loss = 0.83367510 Validation score: -284.406608 Iteration 439, loss = 0.82834422 Validation score: -282.588689 Iteration 440, loss = 0.82304482 Validation score: -280.781238 Iteration 441, loss = 0.81777673 Validation score: -278.984201 Iteration 442, loss = 0.81253977 Validation score: -277.197524 Iteration 443, loss = 0.80733379 Validation score: -275.421152 Iteration 444, loss = 0.80215860 Validation score: -273.655032 Iteration 445, loss = 0.79701405 Validation score: -271.899111 Iteration 446, loss = 0.79189995 Validation score: -270.153335 Iteration 447, loss = 0.78681615 Validation score: -268.417653 Iteration 448, loss = 0.78176249 Validation score: -266.692011 Iteration 449, loss = 0.77673879 Validation score: -264.976357 Iteration 450, loss = 0.77174489 Validation score: -263.270639 Iteration 451, loss = 0.76678064 Validation score: -261.574806 Iteration 452, loss = 0.76184586 Validation score: -259.888806 Iteration 453, loss = 0.75694041 Validation score: -258.212588 Iteration 454, loss = 0.75206411 Validation score: -256.546100 Iteration 455, loss = 0.74721681 Validation score: -254.889294 Iteration 456, loss = 0.74239836 Validation score: -253.242117 Iteration 457, loss = 0.73760859 Validation score: -251.604520 Iteration 458, loss = 0.73284736 Validation score: -249.976454 Iteration 459, loss = 0.72811450 Validation score: -248.357867 Iteration 460, loss = 0.72340986 Validation score: -246.748712 Iteration 461, loss = 0.71873329 Validation score: -245.148939 Iteration 462, loss = 0.71408463 Validation score: -243.558498 Iteration 463, loss = 0.70946374 Validation score: -241.977342 Iteration 464, loss = 0.70487046 Validation score: -240.405422 Iteration 465, loss = 0.70030465 Validation score: -238.842690 Iteration 466, loss = 0.69576615 Validation score: -237.289098 Iteration 467, loss = 0.69125482 Validation score: -235.744598 Iteration 468, loss = 0.68677050 Validation score: -234.209143 Iteration 469, loss = 0.68231306 Validation score: -232.682685 Iteration 470, loss = 0.67788235 Validation score: 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score: -208.064919 Iteration 487, loss = 0.60651212 Validation score: -206.692608 Iteration 488, loss = 0.60253848 Validation score: -205.328440 Iteration 489, loss = 0.59858894 Validation score: -203.972373 Iteration 490, loss = 0.59466338 Validation score: -202.624365 Iteration 491, loss = 0.59076167 Validation score: -201.284372 Iteration 492, loss = 0.58688367 Validation score: -199.952354 Iteration 493, loss = 0.58302926 Validation score: -198.628267 Iteration 494, loss = 0.57919831 Validation score: -197.312070 Iteration 495, loss = 0.57539069 Validation score: -196.003722 Iteration 496, loss = 0.57160628 Validation score: -194.703181 Iteration 497, loss = 0.56784495 Validation score: -193.410407 Iteration 498, loss = 0.56410657 Validation score: -192.125357 Iteration 499, loss = 0.56039103 Validation score: -190.847991 Iteration 500, loss = 0.55669819 Validation score: -189.578269 Iteration 501, loss = 0.55302794 Validation score: -188.316151 Iteration 502, loss = 0.54938014 Validation score: -187.061595 Iteration 503, loss = 0.54575469 Validation score: -185.814563 Iteration 504, loss = 0.54215146 Validation score: -184.575014 Iteration 505, loss = 0.53857032 Validation score: -183.342909 Iteration 506, loss = 0.53501116 Validation score: -182.118209 Iteration 507, loss = 0.53147385 Validation score: -180.900873 Iteration 508, loss = 0.52795829 Validation score: -179.690864 Iteration 509, loss = 0.52446434 Validation score: -178.488141 Iteration 510, loss = 0.52099190 Validation score: -177.292668 Iteration 511, loss = 0.51754085 Validation score: -176.104404 Iteration 512, loss = 0.51411106 Validation score: -174.923312 Iteration 513, loss = 0.51070243 Validation score: -173.749354 Iteration 514, loss = 0.50731484 Validation score: -172.582491 Iteration 515, loss = 0.50394817 Validation score: -171.422687 Iteration 516, loss = 0.50060231 Validation score: -170.269902 Iteration 517, loss = 0.49727715 Validation score: -169.124101 Iteration 518, loss = 0.49397257 Validation score: -167.985245 Iteration 519, loss = 0.49068846 Validation score: -166.853299 Iteration 520, loss = 0.48742471 Validation score: -165.728223 Iteration 521, loss = 0.48418121 Validation score: -164.609984 Iteration 522, loss = 0.48095785 Validation score: -163.498542 Iteration 523, loss = 0.47775451 Validation score: -162.393863 Iteration 524, loss = 0.47457110 Validation score: -161.295910 Iteration 525, loss = 0.47140749 Validation score: -160.204647 Iteration 526, loss = 0.46826358 Validation score: -159.120038 Iteration 527, loss = 0.46513927 Validation score: -158.042048 Iteration 528, loss = 0.46203444 Validation score: -156.970641 Iteration 529, loss = 0.45894899 Validation score: -155.905781 Iteration 530, loss = 0.45588282 Validation score: -154.847435 Iteration 531, loss = 0.45283581 Validation score: -153.795565 Iteration 532, loss = 0.44980786 Validation score: -152.750139 Iteration 533, loss = 0.44679887 Validation score: -151.711121 Iteration 534, loss = 0.44380874 Validation score: -150.678476 Iteration 535, loss = 0.44083735 Validation score: -149.652170 Iteration 536, loss = 0.43788461 Validation score: -148.632170 Iteration 537, loss = 0.43495041 Validation score: -147.618440 Iteration 538, loss = 0.43203466 Validation score: -146.610948 Iteration 539, loss = 0.42913724 Validation score: -145.609659 Iteration 540, loss = 0.42625807 Validation score: -144.614541 Iteration 541, loss = 0.42339703 Validation score: -143.625559 Iteration 542, loss = 0.42055404 Validation score: -142.642680 Iteration 543, loss = 0.41772898 Validation score: -141.665872 Iteration 544, loss = 0.41492176 Validation score: -140.695101 Iteration 545, loss = 0.41213228 Validation score: -139.730335 Iteration 546, loss = 0.40936045 Validation score: -138.771541 Iteration 547, loss = 0.40660617 Validation score: -137.818686 Iteration 548, loss = 0.40386933 Validation score: -136.871739 Iteration 549, loss = 0.40114984 Validation score: -135.930668 Iteration 550, loss = 0.39844761 Validation score: -134.995439 Iteration 551, loss = 0.39576254 Validation score: -134.066022 Iteration 552, loss = 0.39309454 Validation score: -133.142385 Iteration 553, loss = 0.39044351 Validation score: -132.224496 Iteration 554, loss = 0.38780935 Validation score: -131.312323 Iteration 555, loss = 0.38519198 Validation score: -130.405837 Iteration 556, loss = 0.38259129 Validation score: -129.505005 Iteration 557, loss = 0.38000721 Validation score: -128.609796 Iteration 558, loss = 0.37743962 Validation score: -127.720181 Iteration 559, loss = 0.37488845 Validation score: -126.836127 Iteration 560, loss = 0.37235360 Validation score: -125.957606 Iteration 561, loss = 0.36983497 Validation score: -125.084585 Iteration 562, loss = 0.36733249 Validation score: -124.217036 Iteration 563, loss = 0.36484606 Validation score: -123.354928 Iteration 564, loss = 0.36237558 Validation score: -122.498231 Iteration 565, loss = 0.35992098 Validation score: 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score: -108.733966 Iteration 582, loss = 0.32053634 Validation score: -107.969711 Iteration 583, loss = 0.31835261 Validation score: -107.210325 Iteration 584, loss = 0.31618314 Validation score: -106.455781 Iteration 585, loss = 0.31402784 Validation score: -105.706052 Iteration 586, loss = 0.31188664 Validation score: -104.961110 Iteration 587, loss = 0.30975945 Validation score: -104.220929 Iteration 588, loss = 0.30764619 Validation score: -103.485482 Iteration 589, loss = 0.30554678 Validation score: -102.754743 Iteration 590, loss = 0.30346115 Validation score: -102.028685 Iteration 591, loss = 0.30138922 Validation score: -101.307282 Iteration 592, loss = 0.29933090 Validation score: -100.590507 Iteration 593, loss = 0.29728613 Validation score: -99.878336 Iteration 594, loss = 0.29525482 Validation score: -99.170741 Iteration 595, loss = 0.29323689 Validation score: -98.467697 Iteration 596, loss = 0.29123227 Validation score: -97.769178 Iteration 597, loss = 0.28924089 Validation score: -97.075159 Iteration 598, loss = 0.28726266 Validation score: -96.385614 Iteration 599, loss = 0.28529752 Validation score: -95.700518 Iteration 600, loss = 0.28334538 Validation score: -95.019846 Iteration 601, loss = 0.28140617 Validation score: -94.343573 Iteration 602, loss = 0.27947982 Validation score: -93.671674 Iteration 603, loss = 0.27756626 Validation score: -93.004123 Iteration 604, loss = 0.27566540 Validation score: -92.340897 Iteration 605, loss = 0.27377718 Validation score: -91.681971 Iteration 606, loss = 0.27190152 Validation score: -91.027320 Iteration 607, loss = 0.27003836 Validation score: -90.376919 Iteration 608, loss = 0.26818761 Validation score: -89.730746 Iteration 609, loss = 0.26634921 Validation score: -89.088775 Iteration 610, loss = 0.26452308 Validation score: -88.450982 Iteration 611, loss = 0.26270916 Validation score: -87.817344 Iteration 612, loss = 0.26090737 Validation score: -87.187837 Iteration 613, loss = 0.25911764 Validation score: -86.562438 Iteration 614, loss = 0.25733990 Validation score: -85.941122 Iteration 615, loss = 0.25557409 Validation score: -85.323866 Iteration 616, loss = 0.25382013 Validation score: -84.710648 Iteration 617, loss = 0.25207795 Validation score: -84.101443 Iteration 618, loss = 0.25034749 Validation score: -83.496229 Iteration 619, loss = 0.24862868 Validation score: -82.894983 Iteration 620, loss = 0.24692145 Validation score: -82.297682 Iteration 621, loss = 0.24522572 Validation score: -81.704303 Iteration 622, loss = 0.24354144 Validation score: -81.114824 Iteration 623, loss = 0.24186854 Validation score: -80.529222 Iteration 624, loss = 0.24020695 Validation score: -79.947474 Iteration 625, loss = 0.23855659 Validation score: -79.369559 Iteration 626, loss = 0.23691742 Validation score: -78.795454 Iteration 627, loss = 0.23528936 Validation score: -78.225137 Iteration 628, loss = 0.23367234 Validation score: -77.658587 Iteration 629, loss = 0.23206631 Validation score: -77.095780 Iteration 630, loss = 0.23047119 Validation score: -76.536696 Iteration 631, loss = 0.22888693 Validation score: -75.981313 Iteration 632, loss = 0.22731345 Validation score: -75.429610 Iteration 633, loss = 0.22575069 Validation score: -74.881564 Iteration 634, loss = 0.22419860 Validation score: -74.337155 Iteration 635, loss = 0.22265710 Validation score: -73.796361 Iteration 636, loss = 0.22112614 Validation score: -73.259161 Iteration 637, loss = 0.21960565 Validation score: -72.725535 Iteration 638, loss = 0.21809557 Validation score: -72.195461 Iteration 639, loss = 0.21659583 Validation score: -71.668919 Iteration 640, loss = 0.21510638 Validation score: -71.145887 Iteration 641, loss = 0.21362716 Validation score: -70.626345 Iteration 642, loss = 0.21215810 Validation score: -70.110274 Iteration 643, loss = 0.21069915 Validation score: -69.597651 Iteration 644, loss = 0.20925023 Validation score: -69.088458 Iteration 645, loss = 0.20781130 Validation score: -68.582673 Iteration 646, loss = 0.20638229 Validation score: -68.080277 Iteration 647, loss = 0.20496315 Validation score: -67.581250 Iteration 648, loss = 0.20355381 Validation score: -67.085572 Iteration 649, loss = 0.20215421 Validation score: -66.593223 Iteration 650, loss = 0.20076430 Validation score: -66.104183 Iteration 651, loss = 0.19938402 Validation score: -65.618433 Iteration 652, loss = 0.19801331 Validation score: -65.135953 Iteration 653, loss = 0.19665212 Validation score: -64.656724 Iteration 654, loss = 0.19530038 Validation score: -64.180726 Iteration 655, loss = 0.19395803 Validation score: -63.707941 Iteration 656, loss = 0.19262503 Validation score: -63.238349 Iteration 657, loss = 0.19130131 Validation score: -62.771932 Iteration 658, loss = 0.18998682 Validation score: -62.308669 Iteration 659, loss = 0.18868151 Validation score: -61.848543 Iteration 660, loss = 0.18738531 Validation score: -61.391535 Iteration 661, loss = 0.18609817 Validation score: -60.937626 Iteration 662, loss = 0.18482004 Validation score: -60.486798 Iteration 663, loss = 0.18355086 Validation score: -60.039032 Iteration 664, loss = 0.18229058 Validation score: -59.594309 Iteration 665, loss = 0.18103914 Validation score: -59.152612 Iteration 666, loss = 0.17979649 Validation score: -58.713923 Iteration 667, loss = 0.17856257 Validation score: -58.278223 Iteration 668, loss = 0.17733734 Validation score: -57.845494 Iteration 669, loss = 0.17612073 Validation score: -57.415718 Iteration 670, loss = 0.17491270 Validation score: -56.988878 Iteration 671, loss = 0.17371319 Validation score: -56.564956 Iteration 672, loss = 0.17252216 Validation score: -56.143935 Iteration 673, loss = 0.17133954 Validation score: -55.725796 Iteration 674, loss = 0.17016528 Validation score: -55.310522 Iteration 675, loss = 0.16899935 Validation score: -54.898097 Iteration 676, loss = 0.16784168 Validation score: -54.488502 Iteration 677, loss = 0.16669222 Validation score: -54.081720 Iteration 678, loss = 0.16555092 Validation score: -53.677735 Iteration 679, loss = 0.16441773 Validation score: -53.276530 Iteration 680, loss = 0.16329261 Validation score: -52.878087 Iteration 681, loss = 0.16217549 Validation score: -52.482390 Iteration 682, loss = 0.16106634 Validation score: -52.089422 Iteration 683, loss = 0.15996510 Validation score: -51.699166 Iteration 684, loss = 0.15887172 Validation score: -51.311606 Iteration 685, loss = 0.15778616 Validation score: -50.926725 Iteration 686, loss = 0.15670836 Validation score: -50.544507 Iteration 687, loss = 0.15563828 Validation score: -50.164936 Iteration 688, loss = 0.15457587 Validation score: -49.787995 Iteration 689, loss = 0.15352108 Validation score: -49.413668 Iteration 690, loss = 0.15247386 Validation score: -49.041940 Iteration 691, loss = 0.15143416 Validation score: -48.672794 Iteration 692, loss = 0.15040195 Validation score: -48.306214 Iteration 693, loss = 0.14937717 Validation score: -47.942184 Iteration 694, loss = 0.14835977 Validation score: -47.580689 Iteration 695, loss = 0.14734971 Validation score: -47.221714 Iteration 696, loss = 0.14634694 Validation score: -46.865242 Iteration 697, loss = 0.14535142 Validation score: -46.511258 Iteration 698, loss = 0.14436310 Validation score: -46.159747 Iteration 699, loss = 0.14338194 Validation score: -45.810693 Iteration 700, loss = 0.14240788 Validation score: -45.464082 Iteration 701, loss = 0.14144089 Validation score: -45.119897 Iteration 702, loss = 0.14048092 Validation score: -44.778125 Iteration 703, loss = 0.13952792 Validation score: -44.438749 Iteration 704, loss = 0.13858186 Validation score: -44.101755 Iteration 705, loss = 0.13764268 Validation score: -43.767128 Iteration 706, loss = 0.13671035 Validation score: -43.434854 Iteration 707, loss = 0.13578482 Validation score: -43.104918 Iteration 708, loss = 0.13486604 Validation score: -42.777304 Iteration 709, loss = 0.13395398 Validation score: -42.452000 Iteration 710, loss = 0.13304859 Validation score: -42.128989 Iteration 711, loss = 0.13214982 Validation score: -41.808258 Iteration 712, loss = 0.13125764 Validation score: -41.489792 Iteration 713, loss = 0.13037201 Validation score: -41.173578 Iteration 714, loss = 0.12949287 Validation score: -40.859601 Iteration 715, loss = 0.12862020 Validation score: -40.547847 Iteration 716, loss = 0.12775394 Validation score: -40.238302 Iteration 717, loss = 0.12689406 Validation score: -39.930951 Iteration 718, loss = 0.12604051 Validation score: -39.625783 Iteration 719, loss = 0.12519326 Validation score: -39.322781 Iteration 720, loss = 0.12435227 Validation score: -39.021934 Iteration 721, loss = 0.12351749 Validation score: -38.723226 Iteration 722, loss = 0.12268888 Validation score: -38.426645 Iteration 723, loss = 0.12186640 Validation score: -38.132177 Iteration 724, loss = 0.12105002 Validation score: -37.839809 Iteration 725, loss = 0.12023969 Validation score: -37.549527 Iteration 726, loss = 0.11943538 Validation score: -37.261319 Iteration 727, loss = 0.11863704 Validation score: -36.975170 Iteration 728, loss = 0.11784464 Validation score: -36.691068 Iteration 729, loss = 0.11705814 Validation score: -36.409000 Iteration 730, loss = 0.11627750 Validation score: -36.128952 Iteration 731, loss = 0.11550268 Validation score: -35.850912 Iteration 732, loss = 0.11473364 Validation score: -35.574868 Iteration 733, loss = 0.11397035 Validation score: -35.300805 Iteration 734, loss = 0.11321277 Validation score: -35.028712 Iteration 735, loss = 0.11246086 Validation score: -34.758576 Iteration 736, loss = 0.11171458 Validation score: -34.490384 Iteration 737, loss = 0.11097389 Validation score: -34.224125 Iteration 738, loss = 0.11023877 Validation score: -33.959784 Iteration 739, loss = 0.10950917 Validation score: -33.697351 Iteration 740, loss = 0.10878505 Validation score: -33.436812 Iteration 741, loss = 0.10806639 Validation score: -33.178156 Iteration 742, loss = 0.10735314 Validation score: -32.921370 Iteration 743, loss = 0.10664526 Validation score: -32.666443 Iteration 744, loss = 0.10594273 Validation score: -32.413362 Iteration 745, loss = 0.10524551 Validation score: -32.162115 Iteration 746, loss = 0.10455356 Validation score: -31.912691 Iteration 747, loss = 0.10386684 Validation score: -31.665077 Iteration 748, loss = 0.10318533 Validation score: -31.419262 Iteration 749, loss = 0.10250899 Validation score: -31.175234 Iteration 750, loss = 0.10183778 Validation score: -30.932982 Iteration 751, loss = 0.10117166 Validation score: -30.692494 Iteration 752, loss = 0.10051062 Validation score: -30.453758 Iteration 753, loss = 0.09985460 Validation score: -30.216764 Iteration 754, loss = 0.09920358 Validation score: -29.981499 Iteration 755, loss = 0.09855752 Validation score: -29.747952 Iteration 756, loss = 0.09791640 Validation score: -29.516112 Iteration 757, loss = 0.09728017 Validation score: -29.285969 Iteration 758, loss = 0.09664881 Validation score: -29.057510 Iteration 759, loss = 0.09602228 Validation score: -28.830725 Iteration 760, loss = 0.09540054 Validation score: -28.605602 Iteration 761, loss = 0.09478358 Validation score: -28.382132 Iteration 762, loss = 0.09417134 Validation score: -28.160302 Iteration 763, loss = 0.09356382 Validation score: -27.940103 Iteration 764, loss = 0.09296096 Validation score: -27.721522 Iteration 765, loss = 0.09236274 Validation score: -27.504551 Iteration 766, loss = 0.09176913 Validation score: -27.289177 Iteration 767, loss = 0.09118009 Validation score: -27.075391 Iteration 768, loss = 0.09059560 Validation score: -26.863183 Iteration 769, loss = 0.09001563 Validation score: -26.652540 Iteration 770, loss = 0.08944013 Validation score: -26.443454 Iteration 771, loss = 0.08886910 Validation score: -26.235913 Iteration 772, loss = 0.08830248 Validation score: -26.029908 Iteration 773, loss = 0.08774026 Validation score: -25.825428 Iteration 774, loss = 0.08718239 Validation score: -25.622464 Iteration 775, loss = 0.08662887 Validation score: -25.421004 Iteration 776, loss = 0.08607964 Validation score: -25.221040 Iteration 777, loss = 0.08553469 Validation score: -25.022560 Iteration 778, loss = 0.08499398 Validation score: -24.825556 Iteration 779, loss = 0.08445748 Validation score: -24.630016 Iteration 780, loss = 0.08392517 Validation score: -24.435933 Iteration 781, loss = 0.08339702 Validation score: -24.243294 Iteration 782, loss = 0.08287300 Validation score: -24.052092 Iteration 783, loss = 0.08235308 Validation score: -23.862316 Iteration 784, loss = 0.08183722 Validation score: -23.673957 Iteration 785, loss = 0.08132541 Validation score: -23.487005 Iteration 786, loss = 0.08081762 Validation score: -23.301450 Iteration 787, loss = 0.08031381 Validation score: -23.117284 Iteration 788, loss = 0.07981397 Validation score: -22.934497 Iteration 789, loss = 0.07931805 Validation score: -22.753079 Iteration 790, loss = 0.07882604 Validation score: -22.573022 Iteration 791, loss = 0.07833791 Validation score: -22.394316 Iteration 792, loss = 0.07785363 Validation score: -22.216951 Iteration 793, loss = 0.07737317 Validation score: -22.040920 Iteration 794, loss = 0.07689651 Validation score: -21.866212 Iteration 795, loss = 0.07642361 Validation score: -21.692820 Iteration 796, loss = 0.07595447 Validation score: -21.520733 Iteration 797, loss = 0.07548904 Validation score: -21.349943 Iteration 798, loss = 0.07502730 Validation score: -21.180441 Iteration 799, loss = 0.07456922 Validation score: -21.012218 Iteration 800, loss = 0.07411479 Validation score: -20.845266 Iteration 801, loss = 0.07366397 Validation score: -20.679576 Iteration 802, loss = 0.07321674 Validation score: -20.515140 Iteration 803, loss = 0.07277307 Validation score: -20.351948 Iteration 804, loss = 0.07233294 Validation score: -20.189992 Iteration 805, loss = 0.07189633 Validation score: -20.029264 Iteration 806, loss = 0.07146320 Validation score: -19.869755 Iteration 807, loss = 0.07103354 Validation score: -19.711457 Iteration 808, loss = 0.07060731 Validation score: -19.554362 Iteration 809, loss = 0.07018450 Validation score: -19.398461 Iteration 810, loss = 0.06976508 Validation score: -19.243746 Iteration 811, loss = 0.06934903 Validation score: -19.090209 Iteration 812, loss = 0.06893631 Validation score: -18.937841 Iteration 813, loss = 0.06852692 Validation score: -18.786636 Iteration 814, loss = 0.06812082 Validation score: -18.636583 Iteration 815, loss = 0.06771799 Validation score: -18.487677 Iteration 816, loss = 0.06731841 Validation score: -18.339908 Iteration 817, loss = 0.06692206 Validation score: -18.193269 Iteration 818, loss = 0.06652890 Validation score: -18.047752 Iteration 819, loss = 0.06613892 Validation score: -17.903349 Iteration 820, loss = 0.06575210 Validation score: -17.760052 Iteration 821, loss = 0.06536841 Validation score: -17.617854 Iteration 822, loss = 0.06498783 Validation score: -17.476747 Iteration 823, loss = 0.06461034 Validation score: -17.336724 Iteration 824, loss = 0.06423592 Validation score: -17.197776 Iteration 825, loss = 0.06386453 Validation score: -17.059896 Iteration 826, loss = 0.06349617 Validation score: -16.923078 Iteration 827, loss = 0.06313081 Validation score: -16.787313 Iteration 828, loss = 0.06276842 Validation score: -16.652594 Iteration 829, loss = 0.06240899 Validation score: -16.518913 Iteration 830, loss = 0.06205250 Validation score: -16.386264 Iteration 831, loss = 0.06169892 Validation score: -16.254639 Iteration 832, loss = 0.06134823 Validation score: -16.124031 Iteration 833, loss = 0.06100041 Validation score: -15.994433 Iteration 834, loss = 0.06065544 Validation score: -15.865837 Iteration 835, loss = 0.06031330 Validation score: -15.738237 Iteration 836, loss = 0.05997396 Validation score: -15.611626 Iteration 837, loss = 0.05963742 Validation score: -15.485996 Iteration 838, loss = 0.05930364 Validation score: -15.361340 Iteration 839, loss = 0.05897261 Validation score: -15.237653 Iteration 840, loss = 0.05864431 Validation score: -15.114926 Iteration 841, loss = 0.05831871 Validation score: -14.993153 Iteration 842, loss = 0.05799580 Validation score: -14.872328 Iteration 843, loss = 0.05767556 Validation score: -14.752443 Iteration 844, loss = 0.05735796 Validation score: -14.633491 Iteration 845, loss = 0.05704299 Validation score: -14.515467 Iteration 846, loss = 0.05673063 Validation score: -14.398364 Iteration 847, loss = 0.05642086 Validation score: -14.282174 Iteration 848, loss = 0.05611366 Validation score: -14.166892 Iteration 849, loss = 0.05580901 Validation score: -14.052511 Iteration 850, loss = 0.05550689 Validation score: -13.939025 Iteration 851, loss = 0.05520728 Validation score: -13.826426 Iteration 852, loss = 0.05491017 Validation score: -13.714709 Iteration 853, loss = 0.05461554 Validation score: -13.603868 Iteration 854, loss = 0.05432336 Validation score: -13.493896 Iteration 855, loss = 0.05403362 Validation score: -13.384787 Iteration 856, loss = 0.05374630 Validation score: -13.276534 Iteration 857, loss = 0.05346138 Validation score: -13.169132 Iteration 858, loss = 0.05317885 Validation score: -13.062574 Iteration 859, loss = 0.05289868 Validation score: -12.956855 Iteration 860, loss = 0.05262087 Validation score: -12.851968 Iteration 861, loss = 0.05234538 Validation score: -12.747907 Iteration 862, loss = 0.05207221 Validation score: -12.644666 Iteration 863, loss = 0.05180133 Validation score: -12.542240 Iteration 864, loss = 0.05153274 Validation score: -12.440622 Iteration 865, loss = 0.05126640 Validation score: -12.339807 Iteration 866, loss = 0.05100231 Validation score: -12.239788 Iteration 867, loss = 0.05074045 Validation score: -12.140560 Iteration 868, loss = 0.05048079 Validation score: -12.042117 Iteration 869, loss = 0.05022334 Validation score: -11.944454 Iteration 870, loss = 0.04996805 Validation score: -11.847565 Iteration 871, loss = 0.04971493 Validation score: -11.751444 Iteration 872, loss = 0.04946396 Validation score: -11.656085 Iteration 873, loss = 0.04921511 Validation score: -11.561483 Iteration 874, loss = 0.04896837 Validation score: -11.467633 Iteration 875, loss = 0.04872373 Validation score: -11.374528 Iteration 876, loss = 0.04848117 Validation score: -11.282164 Iteration 877, loss = 0.04824068 Validation score: -11.190535 Iteration 878, loss = 0.04800223 Validation score: -11.099636 Iteration 879, loss = 0.04776581 Validation score: -11.009461 Iteration 880, loss = 0.04753141 Validation score: -10.920005 Iteration 881, loss = 0.04729901 Validation score: -10.831262 Iteration 882, loss = 0.04706860 Validation score: -10.743228 Iteration 883, loss = 0.04684016 Validation score: -10.655898 Iteration 884, loss = 0.04661367 Validation score: -10.569265 Iteration 885, loss = 0.04638912 Validation score: -10.483325 Iteration 886, loss = 0.04616650 Validation score: -10.398072 Iteration 887, loss = 0.04594579 Validation score: -10.313503 Iteration 888, loss = 0.04572697 Validation score: -10.229611 Iteration 889, loss = 0.04551004 Validation score: -10.146391 Iteration 890, loss = 0.04529497 Validation score: -10.063839 Iteration 891, loss = 0.04508175 Validation score: -9.981950 Iteration 892, loss = 0.04487037 Validation score: -9.900718 Iteration 893, loss = 0.04466082 Validation score: -9.820139 Iteration 894, loss = 0.04445307 Validation score: -9.740208 Iteration 895, loss = 0.04424712 Validation score: -9.660920 Iteration 896, loss = 0.04404295 Validation score: -9.582271 Iteration 897, loss = 0.04384054 Validation score: -9.504255 Iteration 898, loss = 0.04363989 Validation score: -9.426868 Iteration 899, loss = 0.04344098 Validation score: -9.350105 Iteration 900, loss = 0.04324379 Validation score: -9.273961 Iteration 901, loss = 0.04304832 Validation score: -9.198432 Iteration 902, loss = 0.04285454 Validation score: -9.123514 Iteration 903, loss = 0.04266245 Validation score: -9.049201 Iteration 904, loss = 0.04247203 Validation score: -8.975489 Iteration 905, loss = 0.04228327 Validation score: -8.902374 Iteration 906, loss = 0.04209616 Validation score: -8.829851 Iteration 907, loss = 0.04191068 Validation score: -8.757915 Iteration 908, loss = 0.04172682 Validation score: -8.686563 Iteration 909, loss = 0.04154457 Validation score: -8.615789 Iteration 910, loss = 0.04136391 Validation score: -8.545590 Iteration 911, loss = 0.04118483 Validation score: -8.475961 Iteration 912, loss = 0.04100732 Validation score: -8.406898 Iteration 913, loss = 0.04083137 Validation score: -8.338396 Iteration 914, loss = 0.04065696 Validation score: -8.270452 Iteration 915, loss = 0.04048409 Validation score: -8.203060 Iteration 916, loss = 0.04031273 Validation score: -8.136218 Iteration 917, loss = 0.04014289 Validation score: -8.069920 Iteration 918, loss = 0.03997453 Validation score: -8.004162 Iteration 919, loss = 0.03980766 Validation score: -7.938942 Iteration 920, loss = 0.03964227 Validation score: -7.874253 Iteration 921, loss = 0.03947833 Validation score: -7.810093 Iteration 922, loss = 0.03931584 Validation score: -7.746457 Iteration 923, loss = 0.03915479 Validation score: -7.683341 Iteration 924, loss = 0.03899516 Validation score: -7.620742 Iteration 925, loss = 0.03883695 Validation score: -7.558654 Iteration 926, loss = 0.03868014 Validation score: -7.497076 Iteration 927, loss = 0.03852472 Validation score: -7.436002 Iteration 928, loss = 0.03837068 Validation score: -7.375428 Iteration 929, loss = 0.03821801 Validation score: -7.315352 Iteration 930, loss = 0.03806669 Validation score: -7.255768 Iteration 931, loss = 0.03791672 Validation score: -7.196674 Iteration 932, loss = 0.03776809 Validation score: -7.138065 Iteration 933, loss = 0.03762078 Validation score: -7.079938 Iteration 934, loss = 0.03747479 Validation score: -7.022289 Iteration 935, loss = 0.03733010 Validation score: -6.965114 Iteration 936, loss = 0.03718670 Validation score: -6.908410 Iteration 937, loss = 0.03704458 Validation score: -6.852173 Iteration 938, loss = 0.03690373 Validation score: -6.796400 Iteration 939, loss = 0.03676415 Validation score: -6.741086 Iteration 940, loss = 0.03662582 Validation score: -6.686229 Iteration 941, loss = 0.03648872 Validation score: -6.631825 Iteration 942, loss = 0.03635286 Validation score: -6.577870 Iteration 943, loss = 0.03621822 Validation score: -6.524360 Iteration 944, loss = 0.03608479 Validation score: -6.471293 Iteration 945, loss = 0.03595256 Validation score: -6.418665 Iteration 946, loss = 0.03582152 Validation score: -6.366473 Iteration 947, loss = 0.03569166 Validation score: -6.314712 Iteration 948, loss = 0.03556297 Validation score: -6.263380 Iteration 949, loss = 0.03543544 Validation score: -6.212474 Iteration 950, loss = 0.03530906 Validation score: -6.161990 Iteration 951, loss = 0.03518383 Validation score: -6.111925 Iteration 952, loss = 0.03505972 Validation score: -6.062275 Iteration 953, loss = 0.03493675 Validation score: -6.013037 Iteration 954, loss = 0.03481488 Validation score: -5.964209 Iteration 955, loss = 0.03469412 Validation score: -5.915786 Iteration 956, loss = 0.03457446 Validation score: -5.867766 Iteration 957, loss = 0.03445588 Validation score: -5.820145 Iteration 958, loss = 0.03433838 Validation score: -5.772921 Iteration 959, loss = 0.03422194 Validation score: -5.726091 Iteration 960, loss = 0.03410657 Validation score: -5.679650 Iteration 961, loss = 0.03399225 Validation score: -5.633597 Iteration 962, loss = 0.03387897 Validation score: -5.587927 Iteration 963, loss = 0.03376672 Validation score: -5.542639 Iteration 964, loss = 0.03365549 Validation score: -5.497729 Iteration 965, loss = 0.03354529 Validation score: -5.453193 Iteration 966, loss = 0.03343608 Validation score: -5.409030 Iteration 967, loss = 0.03332788 Validation score: -5.365236 Iteration 968, loss = 0.03322067 Validation score: -5.321809 Iteration 969, loss = 0.03311444 Validation score: -5.278744 Iteration 970, loss = 0.03300918 Validation score: -5.236040 Iteration 971, loss = 0.03290489 Validation score: -5.193694 Iteration 972, loss = 0.03280155 Validation score: -5.151703 Iteration 973, loss = 0.03269917 Validation score: -5.110063 Iteration 974, loss = 0.03259773 Validation score: -5.068773 Iteration 975, loss = 0.03249721 Validation score: -5.027829 Iteration 976, loss = 0.03239763 Validation score: -4.987229 Iteration 977, loss = 0.03229896 Validation score: -4.946969 Iteration 978, loss = 0.03220120 Validation score: -4.907048 Iteration 979, loss = 0.03210434 Validation score: -4.867463 Iteration 980, loss = 0.03200838 Validation score: -4.828210 Iteration 981, loss = 0.03191330 Validation score: -4.789287 Iteration 982, loss = 0.03181910 Validation score: -4.750692 Iteration 983, loss = 0.03172577 Validation score: -4.712422 Iteration 984, loss = 0.03163331 Validation score: -4.674474 Iteration 985, loss = 0.03154170 Validation score: -4.636846 Iteration 986, loss = 0.03145094 Validation score: -4.599535 Iteration 987, loss = 0.03136103 Validation score: -4.562539 Iteration 988, loss = 0.03127194 Validation score: -4.525855 Iteration 989, loss = 0.03118369 Validation score: -4.489481 Iteration 990, loss = 0.03109625 Validation score: -4.453413 Iteration 991, loss = 0.03100963 Validation score: -4.417651 Iteration 992, loss = 0.03092382 Validation score: -4.382190 Iteration 993, loss = 0.03083880 Validation score: -4.347029 Iteration 994, loss = 0.03075457 Validation score: -4.312166 Iteration 995, loss = 0.03067113 Validation score: -4.277598 Iteration 996, loss = 0.03058847 Validation score: -4.243322 Iteration 997, loss = 0.03050658 Validation score: -4.209336 Iteration 998, loss = 0.03042546 Validation score: -4.175639 Iteration 999, loss = 0.03034509 Validation score: -4.142227 Iteration 1000, loss = 0.03026548 Validation score: -4.109098 Iteration 1, loss = 10.60033477 Validation score: -510.711555 Iteration 2, loss = 10.53644828 Validation score: -508.436695 Iteration 3, loss = 10.47274442 Validation score: -506.164990 Iteration 4, loss = 10.40923258 Validation score: -503.896398 Iteration 5, loss = 10.34592178 Validation score: -501.630863 Iteration 6, loss = 10.28282067 Validation score: -499.368310 Iteration 7, loss = 10.21993749 Validation score: -497.108652 Iteration 8, loss = 10.15728004 Validation score: -494.851780 Iteration 9, loss = 10.09485566 Validation score: -492.597566 Iteration 10, loss = 10.03267117 Validation score: -490.345861 Iteration 11, loss = 9.97073286 Validation score: -488.096492 Iteration 12, loss = 9.90904645 Validation score: -485.849258 Iteration 13, loss = 9.84761705 Validation score: -483.603932 Iteration 14, loss = 9.78644910 Validation score: -481.360258 Iteration 15, loss = 9.72554638 Validation score: -479.117953 Iteration 16, loss = 9.66491201 Validation score: -476.876706 Iteration 17, loss = 9.60454838 Validation score: -474.636182 Iteration 18, loss = 9.54445727 Validation score: -472.396023 Iteration 19, loss = 9.48463979 Validation score: -470.155849 Iteration 20, loss = 9.42509652 Validation score: -467.915259 Iteration 21, loss = 9.36582754 Validation score: -465.673836 Iteration 22, loss = 9.30683250 Validation score: -463.431146 Iteration 23, loss = 9.24811069 Validation score: -461.186747 Iteration 24, loss = 9.18966115 Validation score: -458.940201 Iteration 25, loss = 9.13148266 Validation score: -456.691079 Iteration 26, loss = 9.07357386 Validation score: -454.438979 Iteration 27, loss = 9.01593327 Validation score: -452.183536 Iteration 28, loss = 8.95855935 Validation score: -449.924432 Iteration 29, loss = 8.90145055 Validation score: -447.661405 Iteration 30, loss = 8.84460534 Validation score: -445.394256 Iteration 31, loss = 8.78802227 Validation score: -443.122852 Iteration 32, loss = 8.73170006 Validation score: -440.847123 Iteration 33, loss = 8.67563756 Validation score: -438.567060 Iteration 34, loss = 8.61983388 Validation score: -436.282714 Iteration 35, loss = 8.56428834 Validation score: -433.994184 Iteration 36, loss = 8.50900055 Validation score: -431.701609 Iteration 37, loss = 8.45397039 Validation score: -429.405167 Iteration 38, loss = 8.39919800 Validation score: -427.105061 Iteration 39, loss = 8.34468380 Validation score: -424.801515 Iteration 40, loss = 8.29042848 Validation score: -422.494767 Iteration 41, loss = 8.23643294 Validation score: -420.185066 Iteration 42, loss = 8.18269830 Validation score: -417.872668 Iteration 43, loss = 8.12922589 Validation score: -415.557831 Iteration 44, loss = 8.07601718 Validation score: -413.240817 Iteration 45, loss = 8.02307381 Validation score: -410.921887 Iteration 46, loss = 7.97039756 Validation score: -408.601301 Iteration 47, loss = 7.91799027 Validation score: -406.279320 Iteration 48, loss = 7.86585393 Validation score: -403.956203 Iteration 49, loss = 7.81399056 Validation score: -401.632208 Iteration 50, loss = 7.76240224 Validation score: -399.307592 Iteration 51, loss = 7.71109113 Validation score: -396.982612 Iteration 52, loss = 7.66005936 Validation score: -394.657523 Iteration 53, loss = 7.60930912 Validation score: -392.332580 Iteration 54, loss = 7.55884258 Validation score: -390.008037 Iteration 55, loss = 7.50866190 Validation score: -387.684149 Iteration 56, loss = 7.45876921 Validation score: -385.361168 Iteration 57, loss = 7.40916663 Validation score: -383.039344 Iteration 58, loss = 7.35985619 Validation score: -380.718930 Iteration 59, loss = 7.31083989 Validation score: -378.400173 Iteration 60, loss = 7.26211965 Validation score: -376.083322 Iteration 61, loss = 7.21369731 Validation score: -373.768620 Iteration 62, loss = 7.16557461 Validation score: -371.456311 Iteration 63, loss = 7.11775319 Validation score: -369.146636 Iteration 64, loss = 7.07023457 Validation score: -366.839829 Iteration 65, loss = 7.02302015 Validation score: -364.536125 Iteration 66, loss = 6.97611121 Validation score: -362.235754 Iteration 67, loss = 6.92950886 Validation score: -359.938941 Iteration 68, loss = 6.88321409 Validation score: -357.645907 Iteration 69, loss = 6.83722771 Validation score: -355.356869 Iteration 70, loss = 6.79155039 Validation score: -353.072041 Iteration 71, loss = 6.74618262 Validation score: -350.791630 Iteration 72, loss = 6.70112471 Validation score: -348.515841 Iteration 73, loss = 6.65637683 Validation score: -346.244873 Iteration 74, loss = 6.61193894 Validation score: -343.978923 Iteration 75, loss = 6.56781084 Validation score: -341.718183 Iteration 76, loss = 6.52399217 Validation score: -339.462842 Iteration 77, loss = 6.48048238 Validation score: -337.213086 Iteration 78, loss = 6.43728075 Validation score: -334.969100 Iteration 79, loss = 6.39438642 Validation score: -332.731065 Iteration 80, loss = 6.35179836 Validation score: -330.499163 Iteration 81, loss = 6.30951537 Validation score: -328.273573 Iteration 82, loss = 6.26753615 Validation score: -326.054475 Iteration 83, loss = 6.22585923 Validation score: -323.842049 Iteration 84, loss = 6.18448304 Validation score: -321.636473 Iteration 85, loss = 6.14340587 Validation score: -319.437929 Iteration 86, loss = 6.10262593 Validation score: -317.246598 Iteration 87, loss = 6.06214130 Validation score: -315.062662 Iteration 88, loss = 6.02195001 Validation score: -312.886305 Iteration 89, loss = 5.98205000 Validation score: -310.717710 Iteration 90, loss = 5.94243912 Validation score: -308.557062 Iteration 91, loss = 5.90311518 Validation score: -306.404547 Iteration 92, loss = 5.86407595 Validation score: -304.260350 Iteration 93, loss = 5.82531912 Validation score: -302.124655 Iteration 94, loss = 5.78684239 Validation score: -299.997648 Iteration 95, loss = 5.74864338 Validation score: -297.879512 Iteration 96, loss = 5.71071971 Validation score: -295.770426 Iteration 97, loss = 5.67306899 Validation score: -293.670571 Iteration 98, loss = 5.63568880 Validation score: -291.580122 Iteration 99, loss = 5.59857670 Validation score: -289.499251 Iteration 100, loss = 5.56173026 Validation score: -287.428128 Iteration 101, loss = 5.52514703 Validation score: -285.366916 Iteration 102, loss = 5.48882458 Validation score: -283.315774 Iteration 103, loss = 5.45276045 Validation score: -281.274857 Iteration 104, loss = 5.41695221 Validation score: -279.244312 Iteration 105, loss = 5.38139741 Validation score: -277.224282 Iteration 106, loss = 5.34609362 Validation score: -275.214903 Iteration 107, loss = 5.31103841 Validation score: -273.216304 Iteration 108, loss = 5.27622937 Validation score: -271.228609 Iteration 109, loss = 5.24166409 Validation score: -269.251934 Iteration 110, loss = 5.20734016 Validation score: -267.286388 Iteration 111, loss = 5.17325520 Validation score: -265.332073 Iteration 112, loss = 5.13940683 Validation score: -263.389086 Iteration 113, loss = 5.10579267 Validation score: -261.457516 Iteration 114, loss = 5.07241039 Validation score: -259.537444 Iteration 115, loss = 5.03925764 Validation score: -257.628947 Iteration 116, loss = 5.00633208 Validation score: -255.732092 Iteration 117, loss = 4.97363142 Validation score: -253.846944 Iteration 118, loss = 4.94115336 Validation score: -251.973559 Iteration 119, loss = 4.90889561 Validation score: -250.111986 Iteration 120, loss = 4.87685591 Validation score: -248.262271 Iteration 121, loss = 4.84503201 Validation score: -246.424453 Iteration 122, loss = 4.81342168 Validation score: -244.598565 Iteration 123, loss = 4.78202271 Validation score: -242.784635 Iteration 124, loss = 4.75083289 Validation score: -240.982688 Iteration 125, loss = 4.71985005 Validation score: -239.192741 Iteration 126, loss = 4.68907203 Validation score: -237.414808 Iteration 127, loss = 4.65849668 Validation score: -235.648900 Iteration 128, loss = 4.62812188 Validation score: -233.895022 Iteration 129, loss = 4.59794553 Validation score: -232.153175 Iteration 130, loss = 4.56796554 Validation score: -230.423358 Iteration 131, loss = 4.53817984 Validation score: -228.705566 Iteration 132, loss = 4.50858639 Validation score: -226.999788 Iteration 133, loss = 4.47918317 Validation score: -225.306014 Iteration 134, loss = 4.44996816 Validation score: -223.624228 Iteration 135, loss = 4.42093939 Validation score: -221.954413 Iteration 136, loss = 4.39209490 Validation score: -220.296549 Iteration 137, loss = 4.36343273 Validation score: -218.650613 Iteration 138, loss = 4.33495097 Validation score: -217.016581 Iteration 139, loss = 4.30664772 Validation score: -215.394425 Iteration 140, loss = 4.27852110 Validation score: -213.784117 Iteration 141, loss = 4.25056926 Validation score: -212.185625 Iteration 142, loss = 4.22279037 Validation score: -210.598918 Iteration 143, loss = 4.19518261 Validation score: -209.023961 Iteration 144, loss = 4.16774420 Validation score: -207.460718 Iteration 145, loss = 4.14047337 Validation score: -205.909154 Iteration 146, loss = 4.11336838 Validation score: -204.369229 Iteration 147, loss = 4.08642751 Validation score: -202.840904 Iteration 148, loss = 4.05964907 Validation score: -201.324139 Iteration 149, loss = 4.03303138 Validation score: -199.818892 Iteration 150, loss = 4.00657280 Validation score: -198.325121 Iteration 151, loss = 3.98027169 Validation score: -196.842781 Iteration 152, loss = 3.95412646 Validation score: -195.371829 Iteration 153, loss = 3.92813553 Validation score: -193.912220 Iteration 154, loss = 3.90229735 Validation score: -192.463908 Iteration 155, loss = 3.87661038 Validation score: -191.026846 Iteration 156, loss = 3.85107312 Validation score: -189.600987 Iteration 157, loss = 3.82568408 Validation score: -188.186284 Iteration 158, loss = 3.80044180 Validation score: -186.782687 Iteration 159, loss = 3.77534483 Validation score: -185.390149 Iteration 160, loss = 3.75039178 Validation score: -184.008619 Iteration 161, loss = 3.72558123 Validation score: -182.638048 Iteration 162, loss = 3.70091182 Validation score: -181.278386 Iteration 163, loss = 3.67638219 Validation score: -179.929581 Iteration 164, loss = 3.65199101 Validation score: -178.591582 Iteration 165, loss = 3.62773697 Validation score: -177.264338 Iteration 166, loss = 3.60361877 Validation score: -175.947797 Iteration 167, loss = 3.57963513 Validation score: -174.641906 Iteration 168, loss = 3.55578480 Validation score: -173.346612 Iteration 169, loss = 3.53206652 Validation score: -172.061863 Iteration 170, loss = 3.50847907 Validation score: -170.787604 Iteration 171, loss = 3.48502123 Validation score: -169.523782 Iteration 172, loss = 3.46169180 Validation score: -168.270342 Iteration 173, loss = 3.43848956 Validation score: -167.027231 Iteration 174, loss = 3.41541335 Validation score: -165.794393 Iteration 175, loss = 3.39246196 Validation score: -164.571773 Iteration 176, loss = 3.36963424 Validation score: -163.359316 Iteration 177, loss = 3.34692900 Validation score: -162.156966 Iteration 178, loss = 3.32434508 Validation score: -160.964667 Iteration 179, loss = 3.30188129 Validation score: -159.782363 Iteration 180, loss = 3.27953648 Validation score: -158.609997 Iteration 181, loss = 3.25730946 Validation score: -157.447512 Iteration 182, loss = 3.23519906 Validation score: -156.294850 Iteration 183, loss = 3.21320407 Validation score: -155.151955 Iteration 184, loss = 3.19132330 Validation score: -154.018768 Iteration 185, loss = 3.16955555 Validation score: -152.895231 Iteration 186, loss = 3.14789959 Validation score: -151.781286 Iteration 187, loss = 3.12635419 Validation score: -150.676872 Iteration 188, loss = 3.10491810 Validation score: -149.581932 Iteration 189, loss = 3.08359004 Validation score: -148.496404 Iteration 190, loss = 3.06236874 Validation score: -147.420229 Iteration 191, loss = 3.04125290 Validation score: -146.353345 Iteration 192, loss = 3.02024119 Validation score: -145.295692 Iteration 193, loss = 2.99933227 Validation score: -144.247206 Iteration 194, loss = 2.97852479 Validation score: -143.207827 Iteration 195, loss = 2.95781737 Validation score: -142.177489 Iteration 196, loss = 2.93720861 Validation score: -141.156129 Iteration 197, loss = 2.91669709 Validation score: -140.143682 Iteration 198, loss = 2.89628138 Validation score: -139.140082 Iteration 199, loss = 2.87596004 Validation score: -138.145263 Iteration 200, loss = 2.85573159 Validation score: -137.159156 Iteration 201, loss = 2.83559458 Validation score: -136.181693 Iteration 202, loss = 2.81554751 Validation score: -135.212803 Iteration 203, loss = 2.79558890 Validation score: -134.252417 Iteration 204, loss = 2.77571726 Validation score: -133.300460 Iteration 205, loss = 2.75593110 Validation score: -132.356859 Iteration 206, loss = 2.73622894 Validation score: -131.421540 Iteration 207, loss = 2.71660930 Validation score: -130.494424 Iteration 208, loss = 2.69707074 Validation score: -129.575434 Iteration 209, loss = 2.67761181 Validation score: -128.664489 Iteration 210, loss = 2.65823113 Validation score: -127.761508 Iteration 211, loss = 2.63892732 Validation score: -126.866408 Iteration 212, loss = 2.61969906 Validation score: -125.979102 Iteration 213, loss = 2.60054508 Validation score: -125.099504 Iteration 214, loss = 2.58146418 Validation score: -124.227525 Iteration 215, loss = 2.56245520 Validation score: -123.363074 Iteration 216, loss = 2.54351708 Validation score: -122.506058 Iteration 217, loss = 2.52464884 Validation score: -121.656383 Iteration 218, loss = 2.50584959 Validation score: -120.813952 Iteration 219, loss = 2.48711855 Validation score: -119.978667 Iteration 220, loss = 2.46845505 Validation score: -119.150427 Iteration 221, loss = 2.44985853 Validation score: -118.329131 Iteration 222, loss = 2.43132858 Validation score: -117.514676 Iteration 223, loss = 2.41286491 Validation score: -116.706955 Iteration 224, loss = 2.39446737 Validation score: -115.905864 Iteration 225, loss = 2.37613596 Validation score: -115.111293 Iteration 226, loss = 2.35787086 Validation score: -114.323134 Iteration 227, loss = 2.33967236 Validation score: -113.541276 Iteration 228, loss = 2.32154094 Validation score: -112.765609 Iteration 229, loss = 2.30347724 Validation score: -111.996021 Iteration 230, loss = 2.28548205 Validation score: -111.232399 Iteration 231, loss = 2.26755631 Validation score: -110.474632 Iteration 232, loss = 2.24970115 Validation score: -109.722606 Iteration 233, loss = 2.23191779 Validation score: -108.976208 Iteration 234, loss = 2.21420764 Validation score: -108.235328 Iteration 235, loss = 2.19657221 Validation score: -107.499854 Iteration 236, loss = 2.17901314 Validation score: -106.769674 Iteration 237, loss = 2.16153218 Validation score: -106.044680 Iteration 238, loss = 2.14413116 Validation score: -105.324763 Iteration 239, loss = 2.12681201 Validation score: -104.609817 Iteration 240, loss = 2.10957670 Validation score: -103.899737 Iteration 241, loss = 2.09242726 Validation score: -103.194420 Iteration 242, loss = 2.07536573 Validation score: -102.493767 Iteration 243, loss = 2.05839419 Validation score: -101.797679 Iteration 244, loss = 2.04151470 Validation score: -101.106062 Iteration 245, loss = 2.02472928 Validation score: -100.418823 Iteration 246, loss = 2.00803995 Validation score: -99.735872 Iteration 247, loss = 1.99144864 Validation score: -99.057124 Iteration 248, loss = 1.97495723 Validation score: -98.382496 Iteration 249, loss = 1.95856752 Validation score: -97.711909 Iteration 250, loss = 1.94228122 Validation score: -97.045286 Iteration 251, loss = 1.92609992 Validation score: -96.382555 Iteration 252, loss = 1.91002514 Validation score: -95.723646 Iteration 253, loss = 1.89405824 Validation score: -95.068496 Iteration 254, loss = 1.87820049 Validation score: -94.417041 Iteration 255, loss = 1.86245301 Validation score: -93.769224 Iteration 256, loss = 1.84681681 Validation score: -93.124990 Iteration 257, loss = 1.83129277 Validation score: -92.484287 Iteration 258, loss = 1.81588165 Validation score: -91.847067 Iteration 259, loss = 1.80058406 Validation score: -91.213287 Iteration 260, loss = 1.78540051 Validation score: -90.582903 Iteration 261, loss = 1.77033138 Validation score: -89.955878 Iteration 262, loss = 1.75537695 Validation score: -89.332177 Iteration 263, loss = 1.74053737 Validation score: -88.711765 Iteration 264, loss = 1.72581270 Validation score: -88.094615 Iteration 265, loss = 1.71120290 Validation score: -87.480697 Iteration 266, loss = 1.69670784 Validation score: -86.869987 Iteration 267, loss = 1.68232728 Validation score: -86.262462 Iteration 268, loss = 1.66806093 Validation score: -85.658101 Iteration 269, loss = 1.65390841 Validation score: -85.056886 Iteration 270, loss = 1.63986929 Validation score: -84.458800 Iteration 271, loss = 1.62594304 Validation score: -83.863827 Iteration 272, loss = 1.61212911 Validation score: -83.271955 Iteration 273, loss = 1.59842688 Validation score: -82.683170 Iteration 274, loss = 1.58483569 Validation score: -82.097462 Iteration 275, loss = 1.57135483 Validation score: -81.514821 Iteration 276, loss = 1.55798357 Validation score: -80.935239 Iteration 277, loss = 1.54472113 Validation score: -80.358709 Iteration 278, loss = 1.53156670 Validation score: -79.785223 Iteration 279, loss = 1.51851946 Validation score: -79.214775 Iteration 280, loss = 1.50557856 Validation score: -78.647361 Iteration 281, loss = 1.49274313 Validation score: -78.082976 Iteration 282, loss = 1.48001228 Validation score: -77.521615 Iteration 283, loss = 1.46738511 Validation score: -76.963276 Iteration 284, loss = 1.45486071 Validation score: -76.407955 Iteration 285, loss = 1.44243816 Validation score: -75.855649 Iteration 286, loss = 1.43011655 Validation score: -75.306355 Iteration 287, loss = 1.41789492 Validation score: -74.760073 Iteration 288, loss = 1.40577236 Validation score: -74.216798 Iteration 289, loss = 1.39374791 Validation score: -73.676530 Iteration 290, loss = 1.38182065 Validation score: -73.139266 Iteration 291, loss = 1.36998964 Validation score: -72.605004 Iteration 292, loss = 1.35825393 Validation score: -72.073744 Iteration 293, loss = 1.34661260 Validation score: -71.545482 Iteration 294, loss = 1.33506471 Validation score: -71.020218 Iteration 295, loss = 1.32360934 Validation score: -70.497950 Iteration 296, loss = 1.31224556 Validation score: -69.978675 Iteration 297, loss = 1.30097247 Validation score: -69.462392 Iteration 298, loss = 1.28978914 Validation score: -68.949099 Iteration 299, loss = 1.27869467 Validation score: -68.438793 Iteration 300, loss = 1.26768817 Validation score: -67.931473 Iteration 301, loss = 1.25676874 Validation score: -67.427135 Iteration 302, loss = 1.24593551 Validation score: -66.925778 Iteration 303, loss = 1.23518759 Validation score: -66.427398 Iteration 304, loss = 1.22452413 Validation score: -65.931994 Iteration 305, loss = 1.21394426 Validation score: -65.439561 Iteration 306, loss = 1.20344715 Validation score: -64.950096 Iteration 307, loss = 1.19303194 Validation score: -64.463597 Iteration 308, loss = 1.18269782 Validation score: -63.980059 Iteration 309, loss = 1.17244395 Validation score: -63.499478 Iteration 310, loss = 1.16226954 Validation score: -63.021852 Iteration 311, loss = 1.15217378 Validation score: -62.547175 Iteration 312, loss = 1.14215588 Validation score: -62.075443 Iteration 313, loss = 1.13221506 Validation score: -61.606652 Iteration 314, loss = 1.12235056 Validation score: -61.140797 Iteration 315, loss = 1.11256162 Validation score: -60.677872 Iteration 316, loss = 1.10284748 Validation score: -60.217873 Iteration 317, loss = 1.09320742 Validation score: -59.760795 Iteration 318, loss = 1.08364071 Validation score: -59.306631 Iteration 319, loss = 1.07414663 Validation score: -58.855376 Iteration 320, loss = 1.06472448 Validation score: -58.407024 Iteration 321, loss = 1.05537357 Validation score: -57.961568 Iteration 322, loss = 1.04609321 Validation score: -57.519003 Iteration 323, loss = 1.03688274 Validation score: -57.079321 Iteration 324, loss = 1.02774151 Validation score: -56.642516 Iteration 325, loss = 1.01866885 Validation score: -56.208581 Iteration 326, loss = 1.00966414 Validation score: -55.777509 Iteration 327, loss = 1.00072675 Validation score: -55.349292 Iteration 328, loss = 0.99185607 Validation score: -54.923923 Iteration 329, loss = 0.98305150 Validation score: -54.501394 Iteration 330, loss = 0.97431245 Validation score: -54.081697 Iteration 331, loss = 0.96563834 Validation score: -53.664825 Iteration 332, loss = 0.95702860 Validation score: -53.250768 Iteration 333, loss = 0.94848267 Validation score: -52.839519 Iteration 334, loss = 0.94000002 Validation score: -52.431069 Iteration 335, loss = 0.93158011 Validation score: -52.025409 Iteration 336, loss = 0.92322241 Validation score: -51.622531 Iteration 337, loss = 0.91492643 Validation score: -51.222425 Iteration 338, loss = 0.90669165 Validation score: -50.825082 Iteration 339, loss = 0.89851758 Validation score: -50.430494 Iteration 340, loss = 0.89040377 Validation score: -50.038650 Iteration 341, loss = 0.88234972 Validation score: -49.649541 Iteration 342, loss = 0.87435500 Validation score: -49.263158 Iteration 343, loss = 0.86641915 Validation score: -48.879491 Iteration 344, loss = 0.85854175 Validation score: -48.498530 Iteration 345, loss = 0.85072236 Validation score: -48.120264 Iteration 346, loss = 0.84296059 Validation score: -47.744685 Iteration 347, loss = 0.83525601 Validation score: -47.371781 Iteration 348, loss = 0.82760825 Validation score: -47.001543 Iteration 349, loss = 0.82001692 Validation score: -46.633959 Iteration 350, loss = 0.81248165 Validation score: -46.269021 Iteration 351, loss = 0.80500207 Validation score: -45.906717 Iteration 352, loss = 0.79757784 Validation score: -45.547036 Iteration 353, loss = 0.79020861 Validation score: -45.189968 Iteration 354, loss = 0.78289405 Validation score: -44.835503 Iteration 355, loss = 0.77563384 Validation score: -44.483629 Iteration 356, loss = 0.76842766 Validation score: -44.134336 Iteration 357, loss = 0.76127520 Validation score: -43.787613 Iteration 358, loss = 0.75417617 Validation score: -43.443449 Iteration 359, loss = 0.74713029 Validation score: -43.101832 Iteration 360, loss = 0.74013726 Validation score: -42.762752 Iteration 361, loss = 0.73319682 Validation score: -42.426199 Iteration 362, loss = 0.72630871 Validation score: -42.092160 Iteration 363, loss = 0.71947267 Validation score: -41.760624 Iteration 364, loss = 0.71268845 Validation score: -41.431581 Iteration 365, loss = 0.70595581 Validation score: -41.105018 Iteration 366, loss = 0.69927452 Validation score: -40.780926 Iteration 367, loss = 0.69264435 Validation score: -40.459292 Iteration 368, loss = 0.68606508 Validation score: -40.140106 Iteration 369, loss = 0.67953650 Validation score: -39.823355 Iteration 370, loss = 0.67305840 Validation score: -39.509029 Iteration 371, loss = 0.66663059 Validation score: -39.197116 Iteration 372, loss = 0.66025286 Validation score: -38.887605 Iteration 373, loss = 0.65392502 Validation score: -38.580484 Iteration 374, loss = 0.64764690 Validation score: -38.275742 Iteration 375, loss = 0.64141831 Validation score: -37.973367 Iteration 376, loss = 0.63523908 Validation score: -37.673347 Iteration 377, loss = 0.62910903 Validation score: -37.375672 Iteration 378, loss = 0.62302801 Validation score: -37.080330 Iteration 379, loss = 0.61699584 Validation score: -36.787308 Iteration 380, loss = 0.61101237 Validation score: -36.496595 Iteration 381, loss = 0.60507745 Validation score: -36.208180 Iteration 382, loss = 0.59919091 Validation score: -35.922051 Iteration 383, loss = 0.59335262 Validation score: -35.638197 Iteration 384, loss = 0.58756243 Validation score: -35.356604 Iteration 385, loss = 0.58182018 Validation score: -35.077262 Iteration 386, loss = 0.57612574 Validation score: -34.800159 Iteration 387, loss = 0.57047896 Validation score: -34.525283 Iteration 388, loss = 0.56487970 Validation score: -34.252622 Iteration 389, loss = 0.55932783 Validation score: -33.982164 Iteration 390, loss = 0.55382320 Validation score: -33.713897 Iteration 391, loss = 0.54836568 Validation score: -33.447809 Iteration 392, loss = 0.54295512 Validation score: -33.183888 Iteration 393, loss = 0.53759139 Validation score: -32.922123 Iteration 394, loss = 0.53227434 Validation score: -32.662500 Iteration 395, loss = 0.52700385 Validation score: -32.405008 Iteration 396, loss = 0.52177976 Validation score: -32.149634 Iteration 397, loss = 0.51660193 Validation score: -31.896367 Iteration 398, loss = 0.51147022 Validation score: -31.645194 Iteration 399, loss = 0.50638449 Validation score: -31.396102 Iteration 400, loss = 0.50134458 Validation score: -31.149080 Iteration 401, loss = 0.49635034 Validation score: -30.904115 Iteration 402, loss = 0.49140163 Validation score: -30.661194 Iteration 403, loss = 0.48649828 Validation score: -30.420305 Iteration 404, loss = 0.48164014 Validation score: -30.181436 Iteration 405, loss = 0.47682704 Validation score: -29.944573 Iteration 406, loss = 0.47205882 Validation score: -29.709705 Iteration 407, loss = 0.46733532 Validation score: -29.476819 Iteration 408, loss = 0.46265635 Validation score: -29.245901 Iteration 409, loss = 0.45802175 Validation score: -29.016939 Iteration 410, loss = 0.45343133 Validation score: -28.789921 Iteration 411, loss = 0.44888492 Validation score: -28.564833 Iteration 412, loss = 0.44438231 Validation score: -28.341663 Iteration 413, loss = 0.43992332 Validation score: -28.120398 Iteration 414, loss = 0.43550775 Validation score: -27.901025 Iteration 415, loss = 0.43113541 Validation score: -27.683530 Iteration 416, loss = 0.42680608 Validation score: -27.467902 Iteration 417, loss = 0.42251956 Validation score: -27.254126 Iteration 418, loss = 0.41827562 Validation score: -27.042190 Iteration 419, loss = 0.41407406 Validation score: -26.832081 Iteration 420, loss = 0.40991465 Validation score: -26.623785 Iteration 421, loss = 0.40579715 Validation score: -26.417290 Iteration 422, loss = 0.40172135 Validation score: -26.212582 Iteration 423, loss = 0.39768699 Validation score: -26.009648 Iteration 424, loss = 0.39369384 Validation score: -25.808475 Iteration 425, loss = 0.38974164 Validation score: -25.609050 Iteration 426, loss = 0.38583016 Validation score: -25.411359 Iteration 427, loss = 0.38195914 Validation score: -25.215390 Iteration 428, loss = 0.37812830 Validation score: -25.021128 Iteration 429, loss = 0.37433740 Validation score: -24.828562 Iteration 430, loss = 0.37058617 Validation score: -24.637676 Iteration 431, loss = 0.36687432 Validation score: -24.448459 Iteration 432, loss = 0.36320160 Validation score: -24.260897 Iteration 433, loss = 0.35956771 Validation score: -24.074977 Iteration 434, loss = 0.35597238 Validation score: -23.890685 Iteration 435, loss = 0.35241532 Validation score: -23.708009 Iteration 436, loss = 0.34889625 Validation score: -23.526935 Iteration 437, loss = 0.34541486 Validation score: -23.347449 Iteration 438, loss = 0.34197086 Validation score: -23.169540 Iteration 439, loss = 0.33856396 Validation score: -22.993193 Iteration 440, loss = 0.33519385 Validation score: -22.818395 Iteration 441, loss = 0.33186024 Validation score: -22.645134 Iteration 442, loss = 0.32856281 Validation score: -22.473396 Iteration 443, loss = 0.32530126 Validation score: -22.303168 Iteration 444, loss = 0.32207527 Validation score: -22.134437 Iteration 445, loss = 0.31888455 Validation score: -21.967191 Iteration 446, loss = 0.31572876 Validation score: -21.801416 Iteration 447, loss = 0.31260761 Validation score: -21.637100 Iteration 448, loss = 0.30952076 Validation score: -21.474229 Iteration 449, loss = 0.30646791 Validation score: -21.312791 Iteration 450, loss = 0.30344873 Validation score: -21.152774 Iteration 451, loss = 0.30046291 Validation score: -20.994163 Iteration 452, loss = 0.29751013 Validation score: -20.836948 Iteration 453, loss = 0.29459006 Validation score: -20.681115 Iteration 454, loss = 0.29170239 Validation score: -20.526651 Iteration 455, loss = 0.28884679 Validation score: -20.373545 Iteration 456, loss = 0.28602295 Validation score: -20.221784 Iteration 457, loss = 0.28323053 Validation score: -20.071356 Iteration 458, loss = 0.28046923 Validation score: -19.922248 Iteration 459, loss = 0.27773871 Validation score: -19.774448 Iteration 460, loss = 0.27503867 Validation score: -19.627944 Iteration 461, loss = 0.27236878 Validation score: -19.482724 Iteration 462, loss = 0.26972872 Validation score: -19.338776 Iteration 463, loss = 0.26711818 Validation score: -19.196089 Iteration 464, loss = 0.26453684 Validation score: -19.054650 Iteration 465, loss = 0.26198438 Validation score: -18.914447 Iteration 466, loss = 0.25946049 Validation score: -18.775470 Iteration 467, loss = 0.25696486 Validation score: -18.637706 Iteration 468, loss = 0.25449717 Validation score: -18.501144 Iteration 469, loss = 0.25205712 Validation score: -18.365773 Iteration 470, loss = 0.24964439 Validation score: -18.231581 Iteration 471, loss = 0.24725869 Validation score: -18.098557 Iteration 472, loss = 0.24489971 Validation score: -17.966690 Iteration 473, loss = 0.24256714 Validation score: -17.835968 Iteration 474, loss = 0.24026069 Validation score: -17.706382 Iteration 475, loss = 0.23798005 Validation score: -17.577920 Iteration 476, loss = 0.23572494 Validation score: -17.450571 Iteration 477, loss = 0.23349505 Validation score: -17.324324 Iteration 478, loss = 0.23129009 Validation score: -17.199170 Iteration 479, loss = 0.22910979 Validation score: -17.075097 Iteration 480, loss = 0.22695384 Validation score: -16.952095 Iteration 481, loss = 0.22482196 Validation score: -16.830153 Iteration 482, loss = 0.22271388 Validation score: -16.709262 Iteration 483, loss = 0.22062932 Validation score: -16.589411 Iteration 484, loss = 0.21856798 Validation score: -16.470591 Iteration 485, loss = 0.21652962 Validation score: -16.352791 Iteration 486, loss = 0.21451394 Validation score: -16.236001 Iteration 487, loss = 0.21252068 Validation score: -16.120212 Iteration 488, loss = 0.21054958 Validation score: -16.005414 Iteration 489, loss = 0.20860037 Validation score: -15.891597 Iteration 490, loss = 0.20667279 Validation score: -15.778752 Iteration 491, loss = 0.20476659 Validation score: -15.666870 Iteration 492, loss = 0.20288150 Validation score: -15.555941 Iteration 493, loss = 0.20101728 Validation score: -15.445955 Iteration 494, loss = 0.19917367 Validation score: -15.336905 Iteration 495, loss = 0.19735043 Validation score: -15.228780 Iteration 496, loss = 0.19554731 Validation score: -15.121572 Iteration 497, loss = 0.19376408 Validation score: -15.015272 Iteration 498, loss = 0.19200049 Validation score: -14.909871 Iteration 499, loss = 0.19025631 Validation score: -14.805361 Iteration 500, loss = 0.18853130 Validation score: -14.701733 Iteration 501, loss = 0.18682524 Validation score: -14.598978 Iteration 502, loss = 0.18513789 Validation score: -14.497088 Iteration 503, loss = 0.18346904 Validation score: -14.396055 Iteration 504, loss = 0.18181845 Validation score: -14.295870 Iteration 505, loss = 0.18018591 Validation score: -14.196526 Iteration 506, loss = 0.17857121 Validation score: -14.098013 Iteration 507, loss = 0.17697413 Validation score: -14.000325 Iteration 508, loss = 0.17539445 Validation score: -13.903454 Iteration 509, loss = 0.17383197 Validation score: -13.807391 Iteration 510, loss = 0.17228649 Validation score: -13.712128 Iteration 511, loss = 0.17075779 Validation score: -13.617659 Iteration 512, loss = 0.16924569 Validation score: -13.523976 Iteration 513, loss = 0.16774997 Validation score: -13.431070 Iteration 514, loss = 0.16627045 Validation score: -13.338936 Iteration 515, loss = 0.16480693 Validation score: -13.247564 Iteration 516, loss = 0.16335921 Validation score: -13.156949 Iteration 517, loss = 0.16192712 Validation score: -13.067083 Iteration 518, loss = 0.16051047 Validation score: -12.977959 Iteration 519, loss = 0.15910907 Validation score: -12.889569 Iteration 520, loss = 0.15772274 Validation score: -12.801908 Iteration 521, loss = 0.15635130 Validation score: -12.714967 Iteration 522, loss = 0.15499458 Validation score: -12.628741 Iteration 523, loss = 0.15365240 Validation score: -12.543223 Iteration 524, loss = 0.15232460 Validation score: -12.458405 Iteration 525, loss = 0.15101099 Validation score: -12.374282 Iteration 526, loss = 0.14971142 Validation score: -12.290846 Iteration 527, loss = 0.14842572 Validation score: -12.208092 Iteration 528, loss = 0.14715373 Validation score: -12.126013 Iteration 529, loss = 0.14589528 Validation score: -12.044603 Iteration 530, loss = 0.14465023 Validation score: -11.963856 Iteration 531, loss = 0.14341840 Validation score: -11.883765 Iteration 532, loss = 0.14219965 Validation score: -11.804324 Iteration 533, loss = 0.14099383 Validation score: -11.725527 Iteration 534, loss = 0.13980078 Validation score: -11.647369 Iteration 535, loss = 0.13862036 Validation score: -11.569844 Iteration 536, loss = 0.13745242 Validation score: -11.492945 Iteration 537, loss = 0.13629681 Validation score: -11.416667 Iteration 538, loss = 0.13515340 Validation score: -11.341004 Iteration 539, loss = 0.13402205 Validation score: -11.265951 Iteration 540, loss = 0.13290261 Validation score: -11.191501 Iteration 541, loss = 0.13179495 Validation score: -11.117651 Iteration 542, loss = 0.13069893 Validation score: -11.044393 Iteration 543, loss = 0.12961442 Validation score: -10.971723 Iteration 544, loss = 0.12854130 Validation score: -10.899635 Iteration 545, loss = 0.12747942 Validation score: -10.828124 Iteration 546, loss = 0.12642866 Validation score: -10.757185 Iteration 547, loss = 0.12538891 Validation score: -10.686812 Iteration 548, loss = 0.12436002 Validation score: -10.617001 Iteration 549, loss = 0.12334188 Validation score: -10.547746 Iteration 550, loss = 0.12233437 Validation score: -10.479043 Iteration 551, loss = 0.12133736 Validation score: -10.410886 Iteration 552, loss = 0.12035075 Validation score: -10.343271 Iteration 553, loss = 0.11937441 Validation score: -10.276193 Iteration 554, loss = 0.11840822 Validation score: -10.209646 Iteration 555, loss = 0.11745208 Validation score: -10.143627 Iteration 556, loss = 0.11650588 Validation score: -10.078130 Iteration 557, loss = 0.11556949 Validation score: -10.013151 Iteration 558, loss = 0.11464282 Validation score: -9.948685 Iteration 559, loss = 0.11372575 Validation score: -9.884728 Iteration 560, loss = 0.11281818 Validation score: -9.821276 Iteration 561, loss = 0.11192000 Validation score: -9.758322 Iteration 562, loss = 0.11103112 Validation score: -9.695865 Iteration 563, loss = 0.11015142 Validation score: -9.633898 Iteration 564, loss = 0.10928080 Validation score: -9.572418 Iteration 565, loss = 0.10841918 Validation score: -9.511420 Iteration 566, loss = 0.10756644 Validation score: -9.450900 Iteration 567, loss = 0.10672249 Validation score: -9.390855 Iteration 568, loss = 0.10588724 Validation score: -9.331279 Iteration 569, loss = 0.10506059 Validation score: -9.272169 Iteration 570, loss = 0.10424245 Validation score: -9.213521 Iteration 571, loss = 0.10343272 Validation score: -9.155330 Iteration 572, loss = 0.10263131 Validation score: -9.097593 Iteration 573, loss = 0.10183814 Validation score: -9.040306 Iteration 574, loss = 0.10105311 Validation score: -8.983465 Iteration 575, loss = 0.10027614 Validation score: -8.927066 Iteration 576, loss = 0.09950714 Validation score: -8.871105 Iteration 577, loss = 0.09874602 Validation score: -8.815579 Iteration 578, loss = 0.09799270 Validation score: -8.760483 Iteration 579, loss = 0.09724709 Validation score: -8.705814 Iteration 580, loss = 0.09650912 Validation score: -8.651569 Iteration 581, loss = 0.09577871 Validation score: -8.597743 Iteration 582, loss = 0.09505576 Validation score: -8.544333 Iteration 583, loss = 0.09434020 Validation score: -8.491337 Iteration 584, loss = 0.09363196 Validation score: -8.438749 Iteration 585, loss = 0.09293095 Validation score: -8.386566 Iteration 586, loss = 0.09223710 Validation score: -8.334786 Iteration 587, loss = 0.09155034 Validation score: -8.283405 Iteration 588, loss = 0.09087058 Validation score: -8.232419 Iteration 589, loss = 0.09019776 Validation score: -8.181825 Iteration 590, loss = 0.08953180 Validation score: -8.131620 Iteration 591, loss = 0.08887262 Validation score: -8.081800 Iteration 592, loss = 0.08822017 Validation score: -8.032362 Iteration 593, loss = 0.08757436 Validation score: -7.983304 Iteration 594, loss = 0.08693513 Validation score: -7.934621 Iteration 595, loss = 0.08630241 Validation score: -7.886310 Iteration 596, loss = 0.08567612 Validation score: -7.838369 Iteration 597, loss = 0.08505622 Validation score: -7.790795 Iteration 598, loss = 0.08444261 Validation score: -7.743584 Iteration 599, loss = 0.08383525 Validation score: -7.696733 Iteration 600, loss = 0.08323407 Validation score: -7.650240 Iteration 601, loss = 0.08263900 Validation score: -7.604101 Iteration 602, loss = 0.08204997 Validation score: -7.558313 Iteration 603, loss = 0.08146694 Validation score: -7.512874 Iteration 604, loss = 0.08088982 Validation score: -7.467780 Iteration 605, loss = 0.08031857 Validation score: -7.423029 Iteration 606, loss = 0.07975313 Validation score: -7.378618 Iteration 607, loss = 0.07919342 Validation score: -7.334544 Iteration 608, loss = 0.07863940 Validation score: -7.290804 Iteration 609, loss = 0.07809100 Validation score: -7.247396 Iteration 610, loss = 0.07754817 Validation score: -7.204316 Iteration 611, loss = 0.07701085 Validation score: -7.161563 Iteration 612, loss = 0.07647899 Validation score: -7.119133 Iteration 613, loss = 0.07595252 Validation score: -7.077024 Iteration 614, loss = 0.07543139 Validation score: -7.035233 Iteration 615, loss = 0.07491555 Validation score: -6.993757 Iteration 616, loss = 0.07440495 Validation score: -6.952594 Iteration 617, loss = 0.07389952 Validation score: -6.911742 Iteration 618, loss = 0.07339922 Validation score: -6.871198 Iteration 619, loss = 0.07290400 Validation score: -6.830959 Iteration 620, loss = 0.07241380 Validation score: -6.791023 Iteration 621, loss = 0.07192858 Validation score: -6.751387 Iteration 622, loss = 0.07144827 Validation score: -6.712049 Iteration 623, loss = 0.07097284 Validation score: -6.673007 Iteration 624, loss = 0.07050223 Validation score: -6.634258 Iteration 625, loss = 0.07003639 Validation score: -6.595799 Iteration 626, loss = 0.06957528 Validation score: -6.557629 Iteration 627, loss = 0.06911884 Validation score: -6.519746 Iteration 628, loss = 0.06866704 Validation score: -6.482146 Iteration 629, loss = 0.06821982 Validation score: -6.444827 Iteration 630, loss = 0.06777713 Validation score: -6.407788 Iteration 631, loss = 0.06733894 Validation score: -6.371025 Iteration 632, loss = 0.06690519 Validation score: -6.334537 Iteration 633, loss = 0.06647585 Validation score: -6.298322 Iteration 634, loss = 0.06605086 Validation score: -6.262377 Iteration 635, loss = 0.06563018 Validation score: -6.226701 Iteration 636, loss = 0.06521377 Validation score: -6.191290 Iteration 637, loss = 0.06480159 Validation score: -6.156144 Iteration 638, loss = 0.06439360 Validation score: -6.121259 Iteration 639, loss = 0.06398974 Validation score: -6.086633 Iteration 640, loss = 0.06358999 Validation score: -6.052266 Iteration 641, loss = 0.06319430 Validation score: -6.018154 Iteration 642, loss = 0.06280262 Validation score: -5.984295 Iteration 643, loss = 0.06241492 Validation score: -5.950688 Iteration 644, loss = 0.06203116 Validation score: -5.917331 Iteration 645, loss = 0.06165131 Validation score: -5.884221 Iteration 646, loss = 0.06127531 Validation score: -5.851357 Iteration 647, loss = 0.06090313 Validation score: -5.818736 Iteration 648, loss = 0.06053474 Validation score: -5.786357 Iteration 649, loss = 0.06017009 Validation score: -5.754217 Iteration 650, loss = 0.05980915 Validation score: -5.722316 Iteration 651, loss = 0.05945188 Validation score: -5.690651 Iteration 652, loss = 0.05909824 Validation score: -5.659219 Iteration 653, loss = 0.05874821 Validation score: -5.628020 Iteration 654, loss = 0.05840173 Validation score: -5.597052 Iteration 655, loss = 0.05805879 Validation score: -5.566312 Iteration 656, loss = 0.05771933 Validation score: -5.535799 Iteration 657, loss = 0.05738333 Validation score: -5.505511 Iteration 658, loss = 0.05705076 Validation score: -5.475446 Iteration 659, loss = 0.05672157 Validation score: -5.445603 Iteration 660, loss = 0.05639573 Validation score: -5.415979 Iteration 661, loss = 0.05607322 Validation score: -5.386574 Iteration 662, loss = 0.05575400 Validation score: -5.357385 Iteration 663, loss = 0.05543803 Validation score: -5.328410 Iteration 664, loss = 0.05512529 Validation score: -5.299649 Iteration 665, loss = 0.05481573 Validation score: -5.271099 Iteration 666, loss = 0.05450934 Validation score: -5.242758 Iteration 667, loss = 0.05420607 Validation score: -5.214626 Iteration 668, loss = 0.05390590 Validation score: -5.186700 Iteration 669, loss = 0.05360879 Validation score: -5.158979 Iteration 670, loss = 0.05331473 Validation score: -5.131460 Iteration 671, loss = 0.05302366 Validation score: -5.104144 Iteration 672, loss = 0.05273558 Validation score: -5.077028 Iteration 673, loss = 0.05245043 Validation score: -5.050110 Iteration 674, loss = 0.05216821 Validation score: -5.023389 Iteration 675, loss = 0.05188887 Validation score: -4.996863 Iteration 676, loss = 0.05161239 Validation score: -4.970531 Iteration 677, loss = 0.05133875 Validation score: -4.944392 Iteration 678, loss = 0.05106790 Validation score: -4.918444 Iteration 679, loss = 0.05079983 Validation score: -4.892685 Iteration 680, loss = 0.05053451 Validation score: -4.867114 Iteration 681, loss = 0.05027191 Validation score: -4.841729 Iteration 682, loss = 0.05001200 Validation score: -4.816530 Iteration 683, loss = 0.04975475 Validation score: -4.791514 Iteration 684, loss = 0.04950015 Validation score: -4.766680 Iteration 685, loss = 0.04924816 Validation score: -4.742027 Iteration 686, loss = 0.04899876 Validation score: -4.717554 Iteration 687, loss = 0.04875191 Validation score: -4.693259 Iteration 688, loss = 0.04850761 Validation score: -4.669140 Iteration 689, loss = 0.04826582 Validation score: -4.645196 Iteration 690, loss = 0.04802651 Validation score: -4.621427 Iteration 691, loss = 0.04778966 Validation score: -4.597830 Iteration 692, loss = 0.04755525 Validation score: -4.574404 Iteration 693, loss = 0.04732326 Validation score: -4.551149 Iteration 694, loss = 0.04709365 Validation score: -4.528062 Iteration 695, loss = 0.04686641 Validation score: -4.505142 Iteration 696, loss = 0.04664151 Validation score: -4.482389 Iteration 697, loss = 0.04641893 Validation score: -4.459800 Iteration 698, loss = 0.04619864 Validation score: -4.437375 Iteration 699, loss = 0.04598063 Validation score: -4.415112 Iteration 700, loss = 0.04576486 Validation score: -4.393010 Iteration 701, loss = 0.04555133 Validation score: -4.371068 Iteration 702, loss = 0.04534000 Validation score: -4.349285 Iteration 703, loss = 0.04513085 Validation score: -4.327659 Iteration 704, loss = 0.04492386 Validation score: -4.306189 Iteration 705, loss = 0.04471902 Validation score: -4.284874 Iteration 706, loss = 0.04451629 Validation score: -4.263713 Iteration 707, loss = 0.04431566 Validation score: -4.242705 Iteration 708, loss = 0.04411711 Validation score: -4.221848 Iteration 709, loss = 0.04392061 Validation score: -4.201141 Iteration 710, loss = 0.04372615 Validation score: -4.180584 Iteration 711, loss = 0.04353371 Validation score: -4.160175 Iteration 712, loss = 0.04334326 Validation score: -4.139912 Iteration 713, loss = 0.04315478 Validation score: -4.119796 Iteration 714, loss = 0.04296826 Validation score: -4.099824 Iteration 715, loss = 0.04278368 Validation score: -4.079996 Iteration 716, loss = 0.04260101 Validation score: -4.060310 Iteration 717, loss = 0.04242024 Validation score: -4.040766 Iteration 718, loss = 0.04224135 Validation score: -4.021362 Iteration 719, loss = 0.04206432 Validation score: -4.002097 Iteration 720, loss = 0.04188913 Validation score: -3.982971 Iteration 721, loss = 0.04171577 Validation score: -3.963981 Iteration 722, loss = 0.04154420 Validation score: -3.945128 Iteration 723, loss = 0.04137443 Validation score: -3.926411 Iteration 724, loss = 0.04120642 Validation score: -3.907827 Iteration 725, loss = 0.04104016 Validation score: -3.889376 Iteration 726, loss = 0.04087564 Validation score: -3.871057 Iteration 727, loss = 0.04071283 Validation score: -3.852870 Iteration 728, loss = 0.04055173 Validation score: -3.834813 Iteration 729, loss = 0.04039230 Validation score: -3.816884 Iteration 730, loss = 0.04023454 Validation score: -3.799084 Iteration 731, loss = 0.04007843 Validation score: -3.781411 Iteration 732, loss = 0.03992394 Validation score: -3.763865 Iteration 733, loss = 0.03977108 Validation score: -3.746443 Iteration 734, loss = 0.03961981 Validation score: -3.729146 Iteration 735, loss = 0.03947012 Validation score: -3.711973 Iteration 736, loss = 0.03932201 Validation score: -3.694921 Iteration 737, loss = 0.03917544 Validation score: -3.677992 Iteration 738, loss = 0.03903041 Validation score: -3.661183 Iteration 739, loss = 0.03888689 Validation score: -3.644494 Iteration 740, loss = 0.03874489 Validation score: -3.627923 Iteration 741, loss = 0.03860437 Validation score: -3.611471 Iteration 742, loss = 0.03846533 Validation score: -3.595135 Iteration 743, loss = 0.03832774 Validation score: -3.578916 Iteration 744, loss = 0.03819161 Validation score: -3.562812 Iteration 745, loss = 0.03805690 Validation score: -3.546823 Iteration 746, loss = 0.03792360 Validation score: -3.530947 Iteration 747, loss = 0.03779171 Validation score: -3.515184 Iteration 748, loss = 0.03766121 Validation score: -3.499533 Iteration 749, loss = 0.03753208 Validation score: -3.483993 Iteration 750, loss = 0.03740431 Validation score: -3.468563 Iteration 751, loss = 0.03727788 Validation score: -3.453243 Iteration 752, loss = 0.03715279 Validation score: -3.438031 Iteration 753, loss = 0.03702901 Validation score: -3.422927 Iteration 754, loss = 0.03690654 Validation score: -3.407930 Iteration 755, loss = 0.03678536 Validation score: -3.393040 Iteration 756, loss = 0.03666546 Validation score: -3.378254 Iteration 757, loss = 0.03654683 Validation score: -3.363574 Iteration 758, loss = 0.03642944 Validation score: -3.348997 Iteration 759, loss = 0.03631330 Validation score: -3.334523 Iteration 760, loss = 0.03619838 Validation score: -3.320151 Iteration 761, loss = 0.03608468 Validation score: -3.305882 Iteration 762, loss = 0.03597219 Validation score: -3.291712 Iteration 763, loss = 0.03586088 Validation score: -3.277643 Iteration 764, loss = 0.03575075 Validation score: -3.263673 Iteration 765, loss = 0.03564178 Validation score: -3.249802 Iteration 766, loss = 0.03553397 Validation score: -3.236029 Iteration 767, loss = 0.03542730 Validation score: -3.222352 Iteration 768, loss = 0.03532177 Validation score: -3.208773 Iteration 769, loss = 0.03521735 Validation score: -3.195288 Iteration 770, loss = 0.03511404 Validation score: -3.181899 Iteration 771, loss = 0.03501182 Validation score: -3.168604 Iteration 772, loss = 0.03491069 Validation score: -3.155403 Iteration 773, loss = 0.03481063 Validation score: -3.142294 Iteration 774, loss = 0.03471164 Validation score: -3.129278 Iteration 775, loss = 0.03461370 Validation score: -3.116353 Iteration 776, loss = 0.03451680 Validation score: -3.103519 Iteration 777, loss = 0.03442092 Validation score: -3.090775 Iteration 778, loss = 0.03432607 Validation score: -3.078120 Iteration 779, loss = 0.03423223 Validation score: -3.065555 Iteration 780, loss = 0.03413939 Validation score: -3.053078 Iteration 781, loss = 0.03404753 Validation score: -3.040688 Iteration 782, loss = 0.03395665 Validation score: -3.028385 Iteration 783, loss = 0.03386674 Validation score: -3.016168 Iteration 784, loss = 0.03377779 Validation score: -3.004037 Iteration 785, loss = 0.03368979 Validation score: -2.991991 Iteration 786, loss = 0.03360272 Validation score: -2.980029 Iteration 787, loss = 0.03351658 Validation score: -2.968151 Iteration 788, loss = 0.03343137 Validation score: -2.956356 Iteration 789, loss = 0.03334706 Validation score: -2.944644 Iteration 790, loss = 0.03326365 Validation score: -2.933013 Iteration 791, loss = 0.03318113 Validation score: -2.921464 Iteration 792, loss = 0.03309949 Validation score: -2.909996 Iteration 793, loss = 0.03301873 Validation score: -2.898607 Iteration 794, loss = 0.03293883 Validation score: -2.887299 Iteration 795, loss = 0.03285978 Validation score: -2.876069 Iteration 796, loss = 0.03278158 Validation score: -2.864917 Iteration 797, loss = 0.03270421 Validation score: -2.853844 Iteration 798, loss = 0.03262767 Validation score: -2.842847 Iteration 799, loss = 0.03255195 Validation score: -2.831927 Iteration 800, loss = 0.03247704 Validation score: -2.821084 Iteration 801, loss = 0.03240294 Validation score: -2.810315 Iteration 802, loss = 0.03232962 Validation score: -2.799622 Iteration 803, loss = 0.03225709 Validation score: -2.789003 Iteration 804, loss = 0.03218534 Validation score: -2.778459 Iteration 805, loss = 0.03211436 Validation score: -2.767987 Iteration 806, loss = 0.03204414 Validation score: -2.757588 Iteration 807, loss = 0.03197467 Validation score: -2.747262 Iteration 808, loss = 0.03190594 Validation score: -2.737007 Iteration 809, loss = 0.03183796 Validation score: -2.726824 Iteration 810, loss = 0.03177070 Validation score: -2.716711 Iteration 811, loss = 0.03170416 Validation score: -2.706669 Iteration 812, loss = 0.03163834 Validation score: -2.696696 Iteration 813, loss = 0.03157322 Validation score: -2.686793 Iteration 814, loss = 0.03150880 Validation score: -2.676958 Iteration 815, loss = 0.03144508 Validation score: -2.667191 Iteration 816, loss = 0.03138204 Validation score: -2.657492 Iteration 817, loss = 0.03131967 Validation score: -2.647861 Iteration 818, loss = 0.03125798 Validation score: -2.638295 Iteration 819, loss = 0.03119694 Validation score: -2.628797 Iteration 820, loss = 0.03113657 Validation score: -2.619364 Iteration 821, loss = 0.03107684 Validation score: -2.609996 Iteration 822, loss = 0.03101775 Validation score: -2.600693 Iteration 823, loss = 0.03095930 Validation score: -2.591454 Iteration 824, loss = 0.03090148 Validation score: -2.582279 Iteration 825, loss = 0.03084427 Validation score: -2.573168 Iteration 826, loss = 0.03078769 Validation score: -2.564119 Iteration 827, loss = 0.03073171 Validation score: -2.555133 Iteration 828, loss = 0.03067633 Validation score: -2.546209 Iteration 829, loss = 0.03062155 Validation score: -2.537347 Iteration 830, loss = 0.03056736 Validation score: -2.528546 Iteration 831, loss = 0.03051375 Validation score: -2.519805 Iteration 832, loss = 0.03046071 Validation score: -2.511125 Iteration 833, loss = 0.03040825 Validation score: -2.502505 Iteration 834, loss = 0.03035635 Validation score: -2.493944 Iteration 835, loss = 0.03030501 Validation score: -2.485441 Iteration 836, loss = 0.03025422 Validation score: -2.476998 Iteration 837, loss = 0.03020398 Validation score: -2.468612 Iteration 838, loss = 0.03015428 Validation score: -2.460285 Iteration 839, loss = 0.03010511 Validation score: -2.452014 Iteration 840, loss = 0.03005647 Validation score: -2.443801 Iteration 841, loss = 0.03000836 Validation score: -2.435644 Iteration 842, loss = 0.02996076 Validation score: -2.427543 Iteration 843, loss = 0.02991367 Validation score: -2.419497 Iteration 844, loss = 0.02986709 Validation score: -2.411507 Iteration 845, loss = 0.02982101 Validation score: -2.403572 Iteration 846, loss = 0.02977543 Validation score: -2.395691 Iteration 847, loss = 0.02973033 Validation score: -2.387864 Iteration 848, loss = 0.02968572 Validation score: -2.380091 Iteration 849, loss = 0.02964159 Validation score: -2.372371 Iteration 850, loss = 0.02959794 Validation score: -2.364704 Iteration 851, loss = 0.02955475 Validation score: -2.357090 Iteration 852, loss = 0.02951203 Validation score: -2.349528 Iteration 853, loss = 0.02946976 Validation score: -2.342017 Iteration 854, loss = 0.02942795 Validation score: -2.334558 Iteration 855, loss = 0.02938659 Validation score: -2.327150 Iteration 856, loss = 0.02934567 Validation score: -2.319793 Iteration 857, loss = 0.02930520 Validation score: -2.312486 Iteration 858, loss = 0.02926515 Validation score: -2.305229 Iteration 859, loss = 0.02922554 Validation score: -2.298022 Iteration 860, loss = 0.02918635 Validation score: -2.290864 Iteration 861, loss = 0.02914758 Validation score: -2.283754 Iteration 862, loss = 0.02910923 Validation score: -2.276694 Iteration 863, loss = 0.02907128 Validation score: -2.269681 Iteration 864, loss = 0.02903375 Validation score: -2.262716 Iteration 865, loss = 0.02899661 Validation score: -2.255799 Iteration 866, loss = 0.02895988 Validation score: -2.248929 Iteration 867, loss = 0.02892354 Validation score: -2.242106 Iteration 868, loss = 0.02888758 Validation score: -2.235330 Iteration 869, loss = 0.02885201 Validation score: -2.228599 Iteration 870, loss = 0.02881682 Validation score: -2.221915 Iteration 871, loss = 0.02878201 Validation score: -2.215275 Iteration 872, loss = 0.02874757 Validation score: -2.208682 Iteration 873, loss = 0.02871350 Validation score: -2.202133 Iteration 874, loss = 0.02867979 Validation score: -2.195628 Iteration 875, loss = 0.02864644 Validation score: -2.189168 Iteration 876, loss = 0.02861345 Validation score: -2.182752 Iteration 877, loss = 0.02858081 Validation score: -2.176379 Iteration 878, loss = 0.02854851 Validation score: -2.170049 Iteration 879, loss = 0.02851657 Validation score: -2.163763 Iteration 880, loss = 0.02848496 Validation score: -2.157519 Iteration 881, loss = 0.02845368 Validation score: -2.151318 Iteration 882, loss = 0.02842275 Validation score: -2.145159 Iteration 883, loss = 0.02839213 Validation score: -2.139041 Iteration 884, loss = 0.02836185 Validation score: -2.132965 Iteration 885, loss = 0.02833189 Validation score: -2.126931 Iteration 886, loss = 0.02830224 Validation score: -2.120937 Iteration 887, loss = 0.02827291 Validation score: -2.114983 Iteration 888, loss = 0.02824389 Validation score: -2.109071 Iteration 889, loss = 0.02821518 Validation score: -2.103198 Iteration 890, loss = 0.02818677 Validation score: -2.097365 Iteration 891, loss = 0.02815866 Validation score: -2.091571 Iteration 892, loss = 0.02813085 Validation score: -2.085817 Iteration 893, loss = 0.02810333 Validation score: -2.080101 Iteration 894, loss = 0.02807611 Validation score: -2.074424 Iteration 895, loss = 0.02804917 Validation score: -2.068786 Iteration 896, loss = 0.02802252 Validation score: -2.063185 Iteration 897, loss = 0.02799614 Validation score: -2.057623 Iteration 898, loss = 0.02797005 Validation score: -2.052098 Iteration 899, loss = 0.02794422 Validation score: -2.046610 Iteration 900, loss = 0.02791867 Validation score: -2.041160 Iteration 901, loss = 0.02789339 Validation score: -2.035746 Iteration 902, loss = 0.02786838 Validation score: -2.030368 Iteration 903, loss = 0.02784362 Validation score: -2.025027 Iteration 904, loss = 0.02781913 Validation score: -2.019722 Iteration 905, loss = 0.02779489 Validation score: -2.014453 Iteration 906, loss = 0.02777091 Validation score: -2.009219 Iteration 907, loss = 0.02774717 Validation score: -2.004021 Iteration 908, loss = 0.02772369 Validation score: -1.998857 Iteration 909, loss = 0.02770045 Validation score: -1.993729 Iteration 910, loss = 0.02767745 Validation score: -1.988634 Iteration 911, loss = 0.02765469 Validation score: -1.983574 Iteration 912, loss = 0.02763216 Validation score: -1.978548 Iteration 913, loss = 0.02760987 Validation score: -1.973556 Iteration 914, loss = 0.02758782 Validation score: -1.968598 Iteration 915, loss = 0.02756599 Validation score: -1.963673 Iteration 916, loss = 0.02754438 Validation score: -1.958780 Iteration 917, loss = 0.02752300 Validation score: -1.953921 Iteration 918, loss = 0.02750184 Validation score: -1.949095 Iteration 919, loss = 0.02748090 Validation score: -1.944300 Iteration 920, loss = 0.02746018 Validation score: -1.939538 Iteration 921, loss = 0.02743967 Validation score: -1.934808 Iteration 922, loss = 0.02741937 Validation score: -1.930110 Iteration 923, loss = 0.02739927 Validation score: -1.925443 Iteration 924, loss = 0.02737939 Validation score: -1.920807 Iteration 925, loss = 0.02735970 Validation score: -1.916203 Iteration 926, loss = 0.02734022 Validation score: -1.911629 Iteration 927, loss = 0.02732094 Validation score: -1.907086 Iteration 928, loss = 0.02730185 Validation score: -1.902573 Iteration 929, loss = 0.02728296 Validation score: -1.898091 Iteration 930, loss = 0.02726426 Validation score: -1.893638 Iteration 931, loss = 0.02724575 Validation score: -1.889216 Iteration 932, loss = 0.02722743 Validation score: -1.884822 Iteration 933, loss = 0.02720929 Validation score: -1.880459 Iteration 934, loss = 0.02719134 Validation score: -1.876124 Iteration 935, loss = 0.02717357 Validation score: -1.871819 Iteration 936, loss = 0.02715597 Validation score: -1.867542 Iteration 937, loss = 0.02713856 Validation score: -1.863293 Iteration 938, loss = 0.02712132 Validation score: -1.859074 Iteration 939, loss = 0.02710425 Validation score: -1.854882 Iteration 940, loss = 0.02708735 Validation score: -1.850718 Iteration 941, loss = 0.02707062 Validation score: -1.846582 Iteration 942, loss = 0.02705406 Validation score: -1.842474 Iteration 943, loss = 0.02703766 Validation score: -1.838393 Iteration 944, loss = 0.02702143 Validation score: -1.834339 Iteration 945, loss = 0.02700535 Validation score: -1.830312 Iteration 946, loss = 0.02698944 Validation score: -1.826312 Iteration 947, loss = 0.02697368 Validation score: -1.822338 Iteration 948, loss = 0.02695808 Validation score: -1.818392 Iteration 949, loss = 0.02694263 Validation score: -1.814471 Iteration 950, loss = 0.02692734 Validation score: -1.810576 Iteration 951, loss = 0.02691219 Validation score: -1.806708 Iteration 952, loss = 0.02689719 Validation score: -1.802865 Iteration 953, loss = 0.02688234 Validation score: -1.799047 Iteration 954, loss = 0.02686764 Validation score: -1.795255 Iteration 955, loss = 0.02685307 Validation score: -1.791488 Iteration 956, loss = 0.02683865 Validation score: -1.787747 Iteration 957, loss = 0.02682437 Validation score: -1.784030 Iteration 958, loss = 0.02681022 Validation score: -1.780337 Iteration 959, loss = 0.02679622 Validation score: -1.776669 Iteration 960, loss = 0.02678234 Validation score: -1.773026 Iteration 961, loss = 0.02676860 Validation score: -1.769407 Iteration 962, loss = 0.02675499 Validation score: -1.765811 Iteration 963, loss = 0.02674151 Validation score: -1.762240 Iteration 964, loss = 0.02672816 Validation score: -1.758692 Iteration 965, loss = 0.02671494 Validation score: -1.755168 Iteration 966, loss = 0.02670184 Validation score: -1.751667 Iteration 967, loss = 0.02668887 Validation score: -1.748189 Iteration 968, loss = 0.02667602 Validation score: -1.744734 Iteration 969, loss = 0.02666329 Validation score: -1.741302 Iteration 970, loss = 0.02665068 Validation score: -1.737893 Iteration 971, loss = 0.02663818 Validation score: -1.734506 Iteration 972, loss = 0.02662581 Validation score: -1.731142 Iteration 973, loss = 0.02661354 Validation score: -1.727800 Iteration 974, loss = 0.02660140 Validation score: -1.724480 Iteration 975, loss = 0.02658936 Validation score: -1.721181 Iteration 976, loss = 0.02657744 Validation score: -1.717905 Iteration 977, loss = 0.02656563 Validation score: -1.714650 Iteration 978, loss = 0.02655392 Validation score: -1.711417 Iteration 979, loss = 0.02654232 Validation score: -1.708205 Iteration 980, loss = 0.02653083 Validation score: -1.705015 Iteration 981, loss = 0.02651944 Validation score: -1.701845 Iteration 982, loss = 0.02650816 Validation score: -1.698696 Iteration 983, loss = 0.02649697 Validation score: -1.695568 Iteration 984, loss = 0.02648589 Validation score: -1.692461 Iteration 985, loss = 0.02647491 Validation score: -1.689374 Iteration 986, loss = 0.02646403 Validation score: -1.686307 Iteration 987, loss = 0.02645324 Validation score: -1.683260 Iteration 988, loss = 0.02644255 Validation score: -1.680234 Iteration 989, loss = 0.02643195 Validation score: -1.677227 Iteration 990, loss = 0.02642145 Validation score: -1.674241 Iteration 991, loss = 0.02641104 Validation score: -1.671273 Iteration 992, loss = 0.02640073 Validation score: -1.668326 Iteration 993, loss = 0.02639050 Validation score: -1.665397 Iteration 994, loss = 0.02638036 Validation score: -1.662488 Iteration 995, loss = 0.02637031 Validation score: -1.659598 Iteration 996, loss = 0.02636035 Validation score: -1.656727 Iteration 997, loss = 0.02635047 Validation score: -1.653875 Iteration 998, loss = 0.02634068 Validation score: -1.651041 Iteration 999, loss = 0.02633097 Validation score: -1.648226 Iteration 1000, loss = 0.02632135 Validation score: -1.645430 Iteration 1, loss = 10.91796492 Validation score: -311.035408 Iteration 2, loss = 10.85103429 Validation score: -309.612045 Iteration 3, loss = 10.78442733 Validation score: -308.199052 Iteration 4, loss = 10.71815049 Validation score: -306.797066 Iteration 5, loss = 10.65220898 Validation score: -305.406865 Iteration 6, loss = 10.58660650 Validation score: -304.029420 Iteration 7, loss = 10.52134484 Validation score: -302.665855 Iteration 8, loss = 10.45642351 Validation score: -301.317246 Iteration 9, loss = 10.39183963 Validation score: -299.984281 Iteration 10, loss = 10.32758860 Validation score: -298.666974 Iteration 11, loss = 10.26366498 Validation score: -297.364709 Iteration 12, loss = 10.20006323 Validation score: -296.076517 Iteration 13, loss = 10.13677780 Validation score: -294.801367 Iteration 14, loss = 10.07380281 Validation score: -293.538312 Iteration 15, loss = 10.01113169 Validation score: -292.286529 Iteration 16, loss = 9.94875706 Validation score: -291.045303 Iteration 17, loss = 9.88667077 Validation score: -289.814006 Iteration 18, loss = 9.82486402 Validation score: -288.592071 Iteration 19, loss = 9.76332760 Validation score: -287.378976 Iteration 20, loss = 9.70205197 Validation score: -286.174229 Iteration 21, loss = 9.64102741 Validation score: -284.977367 Iteration 22, loss = 9.58024412 Validation score: -283.787942 Iteration 23, loss = 9.51969221 Validation score: -282.605526 Iteration 24, loss = 9.45936177 Validation score: -281.429708 Iteration 25, loss = 9.39924292 Validation score: -280.260091 Iteration 26, loss = 9.33932583 Validation score: -279.096300 Iteration 27, loss = 9.27960071 Validation score: -277.937976 Iteration 28, loss = 9.22005789 Validation score: -276.784780 Iteration 29, loss = 9.16068785 Validation score: -275.636393 Iteration 30, loss = 9.10148123 Validation score: -274.492513 Iteration 31, loss = 9.04242887 Validation score: -273.352859 Iteration 32, loss = 8.98352188 Validation score: -272.217165 Iteration 33, loss = 8.92475168 Validation score: -271.085182 Iteration 34, loss = 8.86610999 Validation score: -269.956675 Iteration 35, loss = 8.80758892 Validation score: -268.831425 Iteration 36, loss = 8.74918098 Validation score: -267.709224 Iteration 37, loss = 8.69087909 Validation score: -266.589875 Iteration 38, loss = 8.63267657 Validation score: -265.473191 Iteration 39, loss = 8.57456719 Validation score: -264.358995 Iteration 40, loss = 8.51654515 Validation score: -263.247117 Iteration 41, loss = 8.45860503 Validation score: -262.137391 Iteration 42, loss = 8.40074181 Validation score: -261.029658 Iteration 43, loss = 8.34295085 Validation score: -259.923757 Iteration 44, loss = 8.28522784 Validation score: -258.819533 Iteration 45, loss = 8.22756882 Validation score: -257.716827 Iteration 46, loss = 8.16997014 Validation score: -256.615480 Iteration 47, loss = 8.11242844 Validation score: -255.515331 Iteration 48, loss = 8.05494066 Validation score: -254.416218 Iteration 49, loss = 7.99750399 Validation score: -253.317975 Iteration 50, loss = 7.94011592 Validation score: -252.220436 Iteration 51, loss = 7.88277419 Validation score: -251.123434 Iteration 52, loss = 7.82547681 Validation score: -250.026807 Iteration 53, loss = 7.76822207 Validation score: -248.930391 Iteration 54, loss = 7.71100850 Validation score: -247.834030 Iteration 55, loss = 7.65383491 Validation score: -246.737576 Iteration 56, loss = 7.59670037 Validation score: -245.640885 Iteration 57, loss = 7.53960423 Validation score: -244.543828 Iteration 58, loss = 7.48254608 Validation score: -243.446284 Iteration 59, loss = 7.42552581 Validation score: -242.348146 Iteration 60, loss = 7.36854353 Validation score: -241.249320 Iteration 61, loss = 7.31159964 Validation score: -240.149727 Iteration 62, loss = 7.25469479 Validation score: -239.049301 Iteration 63, loss = 7.19782987 Validation score: -237.947993 Iteration 64, loss = 7.14100602 Validation score: -236.845766 Iteration 65, loss = 7.08422462 Validation score: -235.742601 Iteration 66, loss = 7.02748729 Validation score: -234.638492 Iteration 67, loss = 6.97079586 Validation score: -233.533445 Iteration 68, loss = 6.91415239 Validation score: -232.427483 Iteration 69, loss = 6.85755916 Validation score: -231.320640 Iteration 70, loss = 6.80101865 Validation score: -230.212961 Iteration 71, loss = 6.74453351 Validation score: -229.104505 Iteration 72, loss = 6.68810662 Validation score: -227.995341 Iteration 73, loss = 6.63174101 Validation score: -226.885546 Iteration 74, loss = 6.57543990 Validation score: -225.775209 Iteration 75, loss = 6.51920665 Validation score: -224.664424 Iteration 76, loss = 6.46304479 Validation score: -223.553297 Iteration 77, loss = 6.40695798 Validation score: -222.441936 Iteration 78, loss = 6.35095003 Validation score: -221.330460 Iteration 79, loss = 6.29502486 Validation score: -220.218988 Iteration 80, loss = 6.23918651 Validation score: -219.107648 Iteration 81, loss = 6.18343913 Validation score: -217.996570 Iteration 82, loss = 6.12778694 Validation score: -216.885888 Iteration 83, loss = 6.07223428 Validation score: -215.775739 Iteration 84, loss = 6.01678552 Validation score: -214.666260 Iteration 85, loss = 5.96144514 Validation score: -213.557592 Iteration 86, loss = 5.90621765 Validation score: -212.449875 Iteration 87, loss = 5.85110760 Validation score: -211.343251 Iteration 88, loss = 5.79611958 Validation score: -210.237860 Iteration 89, loss = 5.74125821 Validation score: -209.133844 Iteration 90, loss = 5.68652812 Validation score: -208.031341 Iteration 91, loss = 5.63193396 Validation score: -206.930489 Iteration 92, loss = 5.57748035 Validation score: -205.831423 Iteration 93, loss = 5.52317194 Validation score: -204.734276 Iteration 94, loss = 5.46901331 Validation score: -203.639177 Iteration 95, loss = 5.41500907 Validation score: -202.546253 Iteration 96, loss = 5.36116376 Validation score: -201.455626 Iteration 97, loss = 5.30748190 Validation score: -200.367414 Iteration 98, loss = 5.25396795 Validation score: -199.281730 Iteration 99, loss = 5.20062633 Validation score: -198.198682 Iteration 100, loss = 5.14746140 Validation score: -197.118373 Iteration 101, loss = 5.09447745 Validation score: -196.040901 Iteration 102, loss = 5.04167874 Validation score: -194.966356 Iteration 103, loss = 4.98906942 Validation score: -193.894823 Iteration 104, loss = 4.93665360 Validation score: -192.826382 Iteration 105, loss = 4.88443531 Validation score: -191.761103 Iteration 106, loss = 4.83241849 Validation score: -190.699054 Iteration 107, loss = 4.78060703 Validation score: -189.640292 Iteration 108, loss = 4.72900473 Validation score: -188.584869 Iteration 109, loss = 4.67761533 Validation score: -187.532832 Iteration 110, loss = 4.62644249 Validation score: -186.484219 Iteration 111, loss = 4.57548980 Validation score: -185.439065 Iteration 112, loss = 4.52476080 Validation score: -184.397395 Iteration 113, loss = 4.47425893 Validation score: -183.359230 Iteration 114, loss = 4.42398760 Validation score: -182.324588 Iteration 115, loss = 4.37395017 Validation score: -181.293480 Iteration 116, loss = 4.32414993 Validation score: -180.265911 Iteration 117, loss = 4.27459014 Validation score: -179.241886 Iteration 118, loss = 4.22527402 Validation score: -178.221402 Iteration 119, loss = 4.17620474 Validation score: -177.204457 Iteration 120, loss = 4.12738548 Validation score: -176.191045 Iteration 121, loss = 4.07881938 Validation score: -175.181157 Iteration 122, loss = 4.03050957 Validation score: -174.174786 Iteration 123, loss = 3.98245918 Validation score: -173.171920 Iteration 124, loss = 3.93467134 Validation score: -172.172549 Iteration 125, loss = 3.88714921 Validation score: -171.176664 Iteration 126, loss = 3.83989593 Validation score: -170.184253 Iteration 127, loss = 3.79291469 Validation score: -169.195308 Iteration 128, loss = 3.74620870 Validation score: -168.209820 Iteration 129, loss = 3.69978121 Validation score: -167.227781 Iteration 130, loss = 3.65363548 Validation score: -166.249184 Iteration 131, loss = 3.60777484 Validation score: -165.274026 Iteration 132, loss = 3.56220266 Validation score: -164.302300 Iteration 133, loss = 3.51692234 Validation score: -163.334004 Iteration 134, loss = 3.47193734 Validation score: -162.369136 Iteration 135, loss = 3.42725115 Validation score: -161.407694 Iteration 136, loss = 3.38286734 Validation score: -160.449675 Iteration 137, loss = 3.33878950 Validation score: -159.495079 Iteration 138, loss = 3.29502127 Validation score: -158.543904 Iteration 139, loss = 3.25156633 Validation score: -157.596148 Iteration 140, loss = 3.20842842 Validation score: -156.651806 Iteration 141, loss = 3.16561128 Validation score: -155.710876 Iteration 142, loss = 3.12311870 Validation score: -154.773351 Iteration 143, loss = 3.08095449 Validation score: -153.839222 Iteration 144, loss = 3.03912250 Validation score: -152.908480 Iteration 145, loss = 2.99762655 Validation score: -151.981112 Iteration 146, loss = 2.95647049 Validation score: -151.057103 Iteration 147, loss = 2.91565818 Validation score: -150.136433 Iteration 148, loss = 2.87519343 Validation score: -149.219082 Iteration 149, loss = 2.83508007 Validation score: -148.305025 Iteration 150, loss = 2.79532186 Validation score: -147.394234 Iteration 151, loss = 2.75592256 Validation score: -146.486676 Iteration 152, loss = 2.71688585 Validation score: -145.582317 Iteration 153, loss = 2.67821535 Validation score: -144.681119 Iteration 154, loss = 2.63991463 Validation score: -143.783041 Iteration 155, loss = 2.60198715 Validation score: -142.888037 Iteration 156, loss = 2.56443631 Validation score: -141.996060 Iteration 157, loss = 2.52726536 Validation score: -141.107059 Iteration 158, loss = 2.49047747 Validation score: -140.220983 Iteration 159, loss = 2.45407566 Validation score: -139.337777 Iteration 160, loss = 2.41806283 Validation score: -138.457383 Iteration 161, loss = 2.38244170 Validation score: -137.579745 Iteration 162, loss = 2.34721486 Validation score: -136.704803 Iteration 163, loss = 2.31238470 Validation score: -135.832498 Iteration 164, loss = 2.27795347 Validation score: -134.962771 Iteration 165, loss = 2.24392317 Validation score: -134.095563 Iteration 166, loss = 2.21029566 Validation score: -133.230817 Iteration 167, loss = 2.17707255 Validation score: -132.368476 Iteration 168, loss = 2.14425526 Validation score: -131.508484 Iteration 169, loss = 2.11184498 Validation score: -130.650792 Iteration 170, loss = 2.07984268 Validation score: -129.795348 Iteration 171, loss = 2.04824909 Validation score: -128.942108 Iteration 172, loss = 2.01706471 Validation score: -128.091030 Iteration 173, loss = 1.98628981 Validation score: -127.242076 Iteration 174, loss = 1.95592442 Validation score: -126.395213 Iteration 175, loss = 1.92596833 Validation score: -125.550414 Iteration 176, loss = 1.89642108 Validation score: -124.707657 Iteration 177, loss = 1.86728199 Validation score: -123.866926 Iteration 178, loss = 1.83855014 Validation score: -123.028209 Iteration 179, loss = 1.81022438 Validation score: -122.191504 Iteration 180, loss = 1.78230333 Validation score: -121.356812 Iteration 181, loss = 1.75478538 Validation score: -120.524143 Iteration 182, loss = 1.72766872 Validation score: -119.693513 Iteration 183, loss = 1.70095131 Validation score: -118.864943 Iteration 184, loss = 1.67463093 Validation score: -118.038464 Iteration 185, loss = 1.64870515 Validation score: -117.214111 Iteration 186, loss = 1.62317134 Validation score: -116.391927 Iteration 187, loss = 1.59802670 Validation score: -115.571960 Iteration 188, loss = 1.57326828 Validation score: -114.754266 Iteration 189, loss = 1.54889292 Validation score: -113.938906 Iteration 190, loss = 1.52489736 Validation score: -113.125948 Iteration 191, loss = 1.50127814 Validation score: -112.315462 Iteration 192, loss = 1.47803171 Validation score: -111.507527 Iteration 193, loss = 1.45515438 Validation score: -110.702225 Iteration 194, loss = 1.43264232 Validation score: -109.899642 Iteration 195, loss = 1.41049163 Validation score: -109.099869 Iteration 196, loss = 1.38869829 Validation score: -108.303000 Iteration 197, loss = 1.36725818 Validation score: -107.509132 Iteration 198, loss = 1.34616713 Validation score: -106.718364 Iteration 199, loss = 1.32542086 Validation score: -105.930799 Iteration 200, loss = 1.30501506 Validation score: -105.146539 Iteration 201, loss = 1.28494534 Validation score: -104.365691 Iteration 202, loss = 1.26520727 Validation score: -103.588359 Iteration 203, loss = 1.24579637 Validation score: -102.814651 Iteration 204, loss = 1.22670814 Validation score: -102.044672 Iteration 205, loss = 1.20793805 Validation score: -101.278527 Iteration 206, loss = 1.18948153 Validation score: -100.516323 Iteration 207, loss = 1.17133402 Validation score: -99.758163 Iteration 208, loss = 1.15349093 Validation score: -99.004149 Iteration 209, loss = 1.13594768 Validation score: -98.254381 Iteration 210, loss = 1.11869968 Validation score: -97.508959 Iteration 211, loss = 1.10174237 Validation score: -96.767976 Iteration 212, loss = 1.08507116 Validation score: -96.031528 Iteration 213, loss = 1.06868152 Validation score: -95.299702 Iteration 214, loss = 1.05256891 Validation score: -94.572587 Iteration 215, loss = 1.03672883 Validation score: -93.850265 Iteration 216, loss = 1.02115679 Validation score: -93.132816 Iteration 217, loss = 1.00584834 Validation score: -92.420317 Iteration 218, loss = 0.99079907 Validation score: -91.712838 Iteration 219, loss = 0.97600460 Validation score: -91.010448 Iteration 220, loss = 0.96146059 Validation score: -90.313211 Iteration 221, loss = 0.94716273 Validation score: -89.621187 Iteration 222, loss = 0.93310677 Validation score: -88.934431 Iteration 223, loss = 0.91928850 Validation score: -88.252994 Iteration 224, loss = 0.90570375 Validation score: -87.576925 Iteration 225, loss = 0.89234842 Validation score: -86.906264 Iteration 226, loss = 0.87921842 Validation score: -86.241052 Iteration 227, loss = 0.86630976 Validation score: -85.581322 Iteration 228, loss = 0.85361847 Validation score: -84.927105 Iteration 229, loss = 0.84114065 Validation score: -84.278427 Iteration 230, loss = 0.82887245 Validation score: -83.635310 Iteration 231, loss = 0.81681006 Validation score: -82.997773 Iteration 232, loss = 0.80494975 Validation score: -82.365829 Iteration 233, loss = 0.79328784 Validation score: -81.739491 Iteration 234, loss = 0.78182070 Validation score: -81.118764 Iteration 235, loss = 0.77054477 Validation score: -80.503652 Iteration 236, loss = 0.75945653 Validation score: -79.894156 Iteration 237, loss = 0.74855253 Validation score: -79.290273 Iteration 238, loss = 0.73782938 Validation score: -78.691996 Iteration 239, loss = 0.72728373 Validation score: -78.099315 Iteration 240, loss = 0.71691231 Validation score: -77.512220 Iteration 241, loss = 0.70671189 Validation score: -76.930695 Iteration 242, loss = 0.69667931 Validation score: -76.354722 Iteration 243, loss = 0.68681145 Validation score: -75.784281 Iteration 244, loss = 0.67710528 Validation score: -75.219351 Iteration 245, loss = 0.66755778 Validation score: -74.659905 Iteration 246, loss = 0.65816602 Validation score: -74.105918 Iteration 247, loss = 0.64892710 Validation score: -73.557361 Iteration 248, loss = 0.63983821 Validation score: -73.014202 Iteration 249, loss = 0.63089655 Validation score: -72.476410 Iteration 250, loss = 0.62209940 Validation score: -71.943950 Iteration 251, loss = 0.61344409 Validation score: -71.416787 Iteration 252, loss = 0.60492800 Validation score: -70.894883 Iteration 253, loss = 0.59654855 Validation score: -70.378201 Iteration 254, loss = 0.58830323 Validation score: -69.866701 Iteration 255, loss = 0.58018957 Validation score: -69.360342 Iteration 256, loss = 0.57220513 Validation score: -68.859082 Iteration 257, loss = 0.56434755 Validation score: -68.362880 Iteration 258, loss = 0.55661451 Validation score: -67.871691 Iteration 259, loss = 0.54900371 Validation score: -67.385471 Iteration 260, loss = 0.54151294 Validation score: -66.904176 Iteration 261, loss = 0.53413999 Validation score: -66.427761 Iteration 262, loss = 0.52688272 Validation score: -65.956179 Iteration 263, loss = 0.51973903 Validation score: -65.489384 Iteration 264, loss = 0.51270687 Validation score: -65.027330 Iteration 265, loss = 0.50578420 Validation score: -64.569970 Iteration 266, loss = 0.49896906 Validation score: -64.117256 Iteration 267, loss = 0.49225952 Validation score: -63.669140 Iteration 268, loss = 0.48565366 Validation score: -63.225577 Iteration 269, loss = 0.47914964 Validation score: -62.786517 Iteration 270, loss = 0.47274564 Validation score: -62.351913 Iteration 271, loss = 0.46643986 Validation score: -61.921718 Iteration 272, loss = 0.46023057 Validation score: -61.495884 Iteration 273, loss = 0.45411605 Validation score: -61.074364 Iteration 274, loss = 0.44809463 Validation score: -60.657109 Iteration 275, loss = 0.44216466 Validation score: -60.244074 Iteration 276, loss = 0.43632454 Validation score: -59.835210 Iteration 277, loss = 0.43057268 Validation score: -59.430472 Iteration 278, loss = 0.42490755 Validation score: -59.029811 Iteration 279, loss = 0.41932764 Validation score: -58.633184 Iteration 280, loss = 0.41383145 Validation score: -58.240542 Iteration 281, loss = 0.40841754 Validation score: -57.851841 Iteration 282, loss = 0.40308449 Validation score: -57.467035 Iteration 283, loss = 0.39783090 Validation score: -57.086079 Iteration 284, loss = 0.39265541 Validation score: -56.708928 Iteration 285, loss = 0.38755668 Validation score: -56.335539 Iteration 286, loss = 0.38253340 Validation score: -55.965867 Iteration 287, loss = 0.37758428 Validation score: -55.599869 Iteration 288, loss = 0.37270807 Validation score: -55.237501 Iteration 289, loss = 0.36790353 Validation score: -54.878722 Iteration 290, loss = 0.36316945 Validation score: -54.523488 Iteration 291, loss = 0.35850464 Validation score: -54.171759 Iteration 292, loss = 0.35390796 Validation score: -53.823492 Iteration 293, loss = 0.34937825 Validation score: -53.478647 Iteration 294, loss = 0.34491440 Validation score: -53.137183 Iteration 295, loss = 0.34051531 Validation score: -52.799061 Iteration 296, loss = 0.33617993 Validation score: -52.464240 Iteration 297, loss = 0.33190718 Validation score: -52.132682 Iteration 298, loss = 0.32769605 Validation score: -51.804348 Iteration 299, loss = 0.32354552 Validation score: -51.479200 Iteration 300, loss = 0.31945460 Validation score: -51.157200 Iteration 301, loss = 0.31542232 Validation score: -50.838311 Iteration 302, loss = 0.31144773 Validation score: -50.522495 Iteration 303, loss = 0.30752989 Validation score: -50.209718 Iteration 304, loss = 0.30366788 Validation score: -49.899942 Iteration 305, loss = 0.29986081 Validation score: -49.593133 Iteration 306, loss = 0.29610779 Validation score: -49.289255 Iteration 307, loss = 0.29240796 Validation score: -48.988274 Iteration 308, loss = 0.28876047 Validation score: -48.690156 Iteration 309, loss = 0.28516449 Validation score: -48.394866 Iteration 310, loss = 0.28161920 Validation score: -48.102373 Iteration 311, loss = 0.27812380 Validation score: -47.812642 Iteration 312, loss = 0.27467750 Validation score: -47.525642 Iteration 313, loss = 0.27127953 Validation score: -47.241341 Iteration 314, loss = 0.26792914 Validation score: -46.959707 Iteration 315, loss = 0.26462557 Validation score: -46.680709 Iteration 316, loss = 0.26136811 Validation score: -46.404316 Iteration 317, loss = 0.25815603 Validation score: -46.130499 Iteration 318, loss = 0.25498863 Validation score: -45.859227 Iteration 319, loss = 0.25186523 Validation score: -45.590470 Iteration 320, loss = 0.24878513 Validation score: -45.324200 Iteration 321, loss = 0.24574769 Validation score: -45.060388 Iteration 322, loss = 0.24275224 Validation score: -44.799006 Iteration 323, loss = 0.23979815 Validation score: -44.540026 Iteration 324, loss = 0.23688478 Validation score: -44.283420 Iteration 325, loss = 0.23401152 Validation score: -44.029160 Iteration 326, loss = 0.23117775 Validation score: -43.777221 Iteration 327, loss = 0.22838289 Validation score: -43.527576 Iteration 328, loss = 0.22562634 Validation score: -43.280198 Iteration 329, loss = 0.22290754 Validation score: -43.035063 Iteration 330, loss = 0.22022590 Validation score: -42.792143 Iteration 331, loss = 0.21758089 Validation score: -42.551415 Iteration 332, loss = 0.21497195 Validation score: -42.312854 Iteration 333, loss = 0.21239855 Validation score: -42.076435 Iteration 334, loss = 0.20986016 Validation score: -41.842135 Iteration 335, loss = 0.20735626 Validation score: -41.609929 Iteration 336, loss = 0.20488634 Validation score: -41.379794 Iteration 337, loss = 0.20244990 Validation score: -41.151707 Iteration 338, loss = 0.20004646 Validation score: -40.925645 Iteration 339, loss = 0.19767553 Validation score: -40.701586 Iteration 340, loss = 0.19533662 Validation score: -40.479507 Iteration 341, loss = 0.19302929 Validation score: -40.259387 Iteration 342, loss = 0.19075306 Validation score: -40.041204 Iteration 343, loss = 0.18850748 Validation score: -39.824937 Iteration 344, loss = 0.18629212 Validation score: -39.610564 Iteration 345, loss = 0.18410653 Validation score: -39.398065 Iteration 346, loss = 0.18195029 Validation score: -39.187420 Iteration 347, loss = 0.17982297 Validation score: -38.978607 Iteration 348, loss = 0.17772417 Validation score: -38.771609 Iteration 349, loss = 0.17565346 Validation score: -38.566403 Iteration 350, loss = 0.17361046 Validation score: -38.362972 Iteration 351, loss = 0.17159475 Validation score: -38.161296 Iteration 352, loss = 0.16960597 Validation score: -37.961356 Iteration 353, loss = 0.16764372 Validation score: -37.763133 Iteration 354, loss = 0.16570763 Validation score: -37.566609 Iteration 355, loss = 0.16379733 Validation score: -37.371766 Iteration 356, loss = 0.16191245 Validation score: -37.178586 Iteration 357, loss = 0.16005264 Validation score: -36.987051 Iteration 358, loss = 0.15821754 Validation score: -36.797144 Iteration 359, loss = 0.15640682 Validation score: -36.608847 Iteration 360, loss = 0.15462012 Validation score: -36.422143 Iteration 361, loss = 0.15285711 Validation score: -36.237016 Iteration 362, loss = 0.15111746 Validation score: -36.053449 Iteration 363, loss = 0.14940085 Validation score: -35.871426 Iteration 364, loss = 0.14770695 Validation score: -35.690929 Iteration 365, loss = 0.14603545 Validation score: -35.511944 Iteration 366, loss = 0.14438604 Validation score: -35.334455 Iteration 367, loss = 0.14275842 Validation score: -35.158446 Iteration 368, loss = 0.14115228 Validation score: -34.983902 Iteration 369, loss = 0.13956733 Validation score: -34.810807 Iteration 370, loss = 0.13800328 Validation score: -34.639146 Iteration 371, loss = 0.13645984 Validation score: -34.468905 Iteration 372, loss = 0.13493672 Validation score: -34.300070 Iteration 373, loss = 0.13343365 Validation score: -34.132625 Iteration 374, loss = 0.13195036 Validation score: -33.966556 Iteration 375, loss = 0.13048657 Validation score: -33.801850 Iteration 376, loss = 0.12904202 Validation score: -33.638492 Iteration 377, loss = 0.12761645 Validation score: -33.476469 Iteration 378, loss = 0.12620960 Validation score: -33.315767 Iteration 379, loss = 0.12482121 Validation score: -33.156373 Iteration 380, loss = 0.12345104 Validation score: -32.998274 Iteration 381, loss = 0.12209884 Validation score: -32.841456 Iteration 382, loss = 0.12076436 Validation score: -32.685906 Iteration 383, loss = 0.11944737 Validation score: -32.531613 Iteration 384, loss = 0.11814763 Validation score: -32.378562 Iteration 385, loss = 0.11686491 Validation score: -32.226743 Iteration 386, loss = 0.11559899 Validation score: -32.076142 Iteration 387, loss = 0.11434962 Validation score: -31.926748 Iteration 388, loss = 0.11311660 Validation score: -31.778548 Iteration 389, loss = 0.11189971 Validation score: -31.631530 Iteration 390, loss = 0.11069872 Validation score: -31.485684 Iteration 391, loss = 0.10951343 Validation score: -31.340997 Iteration 392, loss = 0.10834362 Validation score: -31.197458 Iteration 393, loss = 0.10718909 Validation score: -31.055055 Iteration 394, loss = 0.10604964 Validation score: -30.913778 Iteration 395, loss = 0.10492507 Validation score: -30.773616 Iteration 396, loss = 0.10381517 Validation score: -30.634557 Iteration 397, loss = 0.10271976 Validation score: -30.496590 Iteration 398, loss = 0.10163864 Validation score: -30.359707 Iteration 399, loss = 0.10057162 Validation score: -30.223894 Iteration 400, loss = 0.09951852 Validation score: -30.089143 Iteration 401, loss = 0.09847914 Validation score: -29.955444 Iteration 402, loss = 0.09745332 Validation score: -29.822785 Iteration 403, loss = 0.09644087 Validation score: -29.691157 Iteration 404, loss = 0.09544161 Validation score: -29.560550 Iteration 405, loss = 0.09445537 Validation score: -29.430954 Iteration 406, loss = 0.09348199 Validation score: -29.302360 Iteration 407, loss = 0.09252128 Validation score: -29.174757 Iteration 408, loss = 0.09157308 Validation score: -29.048137 Iteration 409, loss = 0.09063724 Validation score: -28.922491 Iteration 410, loss = 0.08971358 Validation score: -28.797808 Iteration 411, loss = 0.08880195 Validation score: -28.674080 Iteration 412, loss = 0.08790219 Validation score: -28.551298 Iteration 413, loss = 0.08701414 Validation score: -28.429453 Iteration 414, loss = 0.08613765 Validation score: -28.308535 Iteration 415, loss = 0.08527258 Validation score: -28.188537 Iteration 416, loss = 0.08441876 Validation score: -28.069450 Iteration 417, loss = 0.08357605 Validation score: -27.951265 Iteration 418, loss = 0.08274432 Validation score: -27.833973 Iteration 419, loss = 0.08192341 Validation score: -27.717567 Iteration 420, loss = 0.08111318 Validation score: -27.602038 Iteration 421, loss = 0.08031350 Validation score: -27.487379 Iteration 422, loss = 0.07952422 Validation score: -27.373580 Iteration 423, loss = 0.07874522 Validation score: -27.260633 Iteration 424, loss = 0.07797635 Validation score: -27.148532 Iteration 425, loss = 0.07721749 Validation score: -27.037269 Iteration 426, loss = 0.07646851 Validation score: -26.926835 Iteration 427, loss = 0.07572927 Validation score: -26.817222 Iteration 428, loss = 0.07499966 Validation score: -26.708425 Iteration 429, loss = 0.07427954 Validation score: -26.600434 Iteration 430, loss = 0.07356879 Validation score: -26.493243 Iteration 431, loss = 0.07286729 Validation score: -26.386844 Iteration 432, loss = 0.07217493 Validation score: -26.281230 Iteration 433, loss = 0.07149157 Validation score: -26.176394 Iteration 434, loss = 0.07081712 Validation score: -26.072329 Iteration 435, loss = 0.07015144 Validation score: -25.969028 Iteration 436, loss = 0.06949443 Validation score: -25.866484 Iteration 437, loss = 0.06884598 Validation score: -25.764690 Iteration 438, loss = 0.06820596 Validation score: -25.663640 Iteration 439, loss = 0.06757429 Validation score: -25.563326 Iteration 440, loss = 0.06695084 Validation score: -25.463743 Iteration 441, loss = 0.06633550 Validation score: -25.364883 Iteration 442, loss = 0.06572819 Validation score: -25.266740 Iteration 443, loss = 0.06512878 Validation score: -25.169308 Iteration 444, loss = 0.06453718 Validation score: -25.072580 Iteration 445, loss = 0.06395330 Validation score: -24.976550 Iteration 446, loss = 0.06337702 Validation score: -24.881213 Iteration 447, loss = 0.06280824 Validation score: -24.786561 Iteration 448, loss = 0.06224689 Validation score: -24.692589 Iteration 449, loss = 0.06169284 Validation score: -24.599290 Iteration 450, loss = 0.06114602 Validation score: -24.506659 Iteration 451, loss = 0.06060633 Validation score: -24.414691 Iteration 452, loss = 0.06007368 Validation score: -24.323378 Iteration 453, loss = 0.05954797 Validation score: -24.232715 Iteration 454, loss = 0.05902912 Validation score: -24.142698 Iteration 455, loss = 0.05851704 Validation score: -24.053319 Iteration 456, loss = 0.05801163 Validation score: -23.964573 Iteration 457, loss = 0.05751282 Validation score: -23.876456 Iteration 458, loss = 0.05702052 Validation score: -23.788961 Iteration 459, loss = 0.05653464 Validation score: -23.702083 Iteration 460, loss = 0.05605510 Validation score: -23.615816 Iteration 461, loss = 0.05558182 Validation score: -23.530156 Iteration 462, loss = 0.05511472 Validation score: -23.445097 Iteration 463, loss = 0.05465372 Validation score: -23.360634 Iteration 464, loss = 0.05419874 Validation score: -23.276762 Iteration 465, loss = 0.05374970 Validation score: -23.193475 Iteration 466, loss = 0.05330652 Validation score: -23.110770 Iteration 467, loss = 0.05286914 Validation score: -23.028639 Iteration 468, loss = 0.05243746 Validation score: -22.947080 Iteration 469, loss = 0.05201143 Validation score: -22.866087 Iteration 470, loss = 0.05159097 Validation score: -22.785654 Iteration 471, loss = 0.05117600 Validation score: -22.705778 Iteration 472, loss = 0.05076645 Validation score: -22.626454 Iteration 473, loss = 0.05036226 Validation score: -22.547676 Iteration 474, loss = 0.04996335 Validation score: -22.469441 Iteration 475, loss = 0.04956966 Validation score: -22.391743 Iteration 476, loss = 0.04918111 Validation score: -22.314578 Iteration 477, loss = 0.04879765 Validation score: -22.237942 Iteration 478, loss = 0.04841920 Validation score: -22.161830 Iteration 479, loss = 0.04804570 Validation score: -22.086238 Iteration 480, loss = 0.04767709 Validation score: -22.011161 Iteration 481, loss = 0.04731331 Validation score: -21.936596 Iteration 482, loss = 0.04695428 Validation score: -21.862537 Iteration 483, loss = 0.04659995 Validation score: -21.788980 Iteration 484, loss = 0.04625026 Validation score: -21.715922 Iteration 485, loss = 0.04590514 Validation score: -21.643358 Iteration 486, loss = 0.04556455 Validation score: -21.571284 Iteration 487, loss = 0.04522841 Validation score: -21.499696 Iteration 488, loss = 0.04489668 Validation score: -21.428590 Iteration 489, loss = 0.04456928 Validation score: -21.357962 Iteration 490, loss = 0.04424618 Validation score: -21.287808 Iteration 491, loss = 0.04392730 Validation score: -21.218124 Iteration 492, loss = 0.04361261 Validation score: -21.148907 Iteration 493, loss = 0.04330203 Validation score: -21.080151 Iteration 494, loss = 0.04299552 Validation score: -21.011854 Iteration 495, loss = 0.04269303 Validation score: -20.944012 Iteration 496, loss = 0.04239450 Validation score: -20.876622 Iteration 497, loss = 0.04209988 Validation score: -20.809678 Iteration 498, loss = 0.04180912 Validation score: -20.743178 Iteration 499, loss = 0.04152217 Validation score: -20.677119 Iteration 500, loss = 0.04123898 Validation score: -20.611495 Iteration 501, loss = 0.04095950 Validation score: -20.546305 Iteration 502, loss = 0.04068368 Validation score: -20.481544 Iteration 503, loss = 0.04041148 Validation score: -20.417209 Iteration 504, loss = 0.04014284 Validation score: -20.353297 Iteration 505, loss = 0.03987773 Validation score: -20.289803 Iteration 506, loss = 0.03961608 Validation score: -20.226726 Iteration 507, loss = 0.03935787 Validation score: -20.164060 Iteration 508, loss = 0.03910304 Validation score: -20.101804 Iteration 509, loss = 0.03885154 Validation score: -20.039954 Iteration 510, loss = 0.03860334 Validation score: -19.978505 Iteration 511, loss = 0.03835840 Validation score: -19.917456 Iteration 512, loss = 0.03811666 Validation score: -19.856803 Iteration 513, loss = 0.03787809 Validation score: -19.796543 Iteration 514, loss = 0.03764264 Validation score: -19.736673 Iteration 515, loss = 0.03741028 Validation score: -19.677189 Iteration 516, loss = 0.03718096 Validation score: -19.618089 Iteration 517, loss = 0.03695465 Validation score: -19.559369 Iteration 518, loss = 0.03673130 Validation score: -19.501027 Iteration 519, loss = 0.03651087 Validation score: -19.443059 Iteration 520, loss = 0.03629333 Validation score: -19.385462 Iteration 521, loss = 0.03607863 Validation score: -19.328234 Iteration 522, loss = 0.03586675 Validation score: -19.271372 Iteration 523, loss = 0.03565764 Validation score: -19.214873 Iteration 524, loss = 0.03545126 Validation score: -19.158733 Iteration 525, loss = 0.03524759 Validation score: -19.102950 Iteration 526, loss = 0.03504657 Validation score: -19.047522 Iteration 527, loss = 0.03484819 Validation score: -18.992445 Iteration 528, loss = 0.03465240 Validation score: -18.937717 Iteration 529, loss = 0.03445917 Validation score: -18.883335 Iteration 530, loss = 0.03426847 Validation score: -18.829296 Iteration 531, loss = 0.03408025 Validation score: -18.775597 Iteration 532, loss = 0.03389450 Validation score: -18.722237 Iteration 533, loss = 0.03371117 Validation score: -18.669211 Iteration 534, loss = 0.03353024 Validation score: -18.616519 Iteration 535, loss = 0.03335166 Validation score: -18.564157 Iteration 536, loss = 0.03317542 Validation score: -18.512122 Iteration 537, loss = 0.03300148 Validation score: -18.460412 Iteration 538, loss = 0.03282980 Validation score: -18.409025 Iteration 539, loss = 0.03266036 Validation score: -18.357957 Iteration 540, loss = 0.03249313 Validation score: -18.307207 Iteration 541, loss = 0.03232808 Validation score: -18.256773 Iteration 542, loss = 0.03216518 Validation score: -18.206651 Iteration 543, loss = 0.03200440 Validation score: -18.156839 Iteration 544, loss = 0.03184571 Validation score: -18.107335 Iteration 545, loss = 0.03168908 Validation score: -18.058137 Iteration 546, loss = 0.03153449 Validation score: -18.009241 Iteration 547, loss = 0.03138191 Validation score: -17.960647 Iteration 548, loss = 0.03123131 Validation score: -17.912351 Iteration 549, loss = 0.03108267 Validation score: -17.864352 Iteration 550, loss = 0.03093596 Validation score: -17.816646 Iteration 551, loss = 0.03079114 Validation score: -17.769233 Iteration 552, loss = 0.03064821 Validation score: -17.722108 Iteration 553, loss = 0.03050713 Validation score: -17.675272 Iteration 554, loss = 0.03036787 Validation score: -17.628720 Iteration 555, loss = 0.03023042 Validation score: -17.582452 Iteration 556, loss = 0.03009474 Validation score: -17.536464 Iteration 557, loss = 0.02996082 Validation score: -17.490755 Iteration 558, loss = 0.02982862 Validation score: -17.445323 Iteration 559, loss = 0.02969814 Validation score: -17.400166 Iteration 560, loss = 0.02956933 Validation score: -17.355281 Iteration 561, loss = 0.02944219 Validation score: -17.310666 Iteration 562, loss = 0.02931669 Validation score: -17.266320 Iteration 563, loss = 0.02919280 Validation score: -17.222241 Iteration 564, loss = 0.02907050 Validation score: -17.178426 Iteration 565, loss = 0.02894978 Validation score: -17.134873 Iteration 566, loss = 0.02883061 Validation score: -17.091581 Iteration 567, loss = 0.02871296 Validation score: -17.048548 Iteration 568, loss = 0.02859683 Validation score: -17.005771 Iteration 569, loss = 0.02848218 Validation score: -16.963249 Iteration 570, loss = 0.02836900 Validation score: -16.920979 Iteration 571, loss = 0.02825727 Validation score: -16.878961 Iteration 572, loss = 0.02814697 Validation score: -16.837192 Iteration 573, loss = 0.02803807 Validation score: -16.795670 Iteration 574, loss = 0.02793056 Validation score: -16.754394 Iteration 575, loss = 0.02782443 Validation score: -16.713361 Iteration 576, loss = 0.02771964 Validation score: -16.672570 Iteration 577, loss = 0.02761619 Validation score: -16.632019 Iteration 578, loss = 0.02751405 Validation score: -16.591706 Iteration 579, loss = 0.02741320 Validation score: -16.551630 Iteration 580, loss = 0.02731364 Validation score: -16.511789 Iteration 581, loss = 0.02721533 Validation score: -16.472181 Iteration 582, loss = 0.02711827 Validation score: -16.432804 Iteration 583, loss = 0.02702243 Validation score: -16.393657 Iteration 584, loss = 0.02692781 Validation score: -16.354738 Iteration 585, loss = 0.02683437 Validation score: -16.316045 Iteration 586, loss = 0.02674212 Validation score: -16.277577 Iteration 587, loss = 0.02665102 Validation score: -16.239332 Iteration 588, loss = 0.02656106 Validation score: -16.201309 Iteration 589, loss = 0.02647223 Validation score: -16.163505 Iteration 590, loss = 0.02638452 Validation score: -16.125920 Iteration 591, loss = 0.02629790 Validation score: -16.088551 Iteration 592, loss = 0.02621236 Validation score: -16.051398 Iteration 593, loss = 0.02612789 Validation score: -16.014457 Iteration 594, loss = 0.02604447 Validation score: -15.977729 Iteration 595, loss = 0.02596209 Validation score: -15.941212 Iteration 596, loss = 0.02588073 Validation score: -15.904903 Iteration 597, loss = 0.02580038 Validation score: -15.868802 Iteration 598, loss = 0.02572102 Validation score: -15.832906 Iteration 599, loss = 0.02564264 Validation score: -15.797216 Iteration 600, loss = 0.02556523 Validation score: -15.761728 Iteration 601, loss = 0.02548877 Validation score: -15.726442 Iteration 602, loss = 0.02541325 Validation score: -15.691356 Iteration 603, loss = 0.02533866 Validation score: -15.656468 Iteration 604, loss = 0.02526498 Validation score: -15.621778 Iteration 605, loss = 0.02519221 Validation score: -15.587284 Iteration 606, loss = 0.02512032 Validation score: -15.552984 Iteration 607, loss = 0.02504930 Validation score: -15.518878 Iteration 608, loss = 0.02497915 Validation score: -15.484963 Iteration 609, loss = 0.02490985 Validation score: -15.451238 Iteration 610, loss = 0.02484139 Validation score: -15.417703 Iteration 611, loss = 0.02477376 Validation score: -15.384355 Iteration 612, loss = 0.02470694 Validation score: -15.351193 Iteration 613, loss = 0.02464093 Validation score: -15.318217 Iteration 614, loss = 0.02457571 Validation score: -15.285424 Iteration 615, loss = 0.02451127 Validation score: -15.252813 Iteration 616, loss = 0.02444761 Validation score: -15.220384 Iteration 617, loss = 0.02438470 Validation score: -15.188135 Iteration 618, loss = 0.02432254 Validation score: -15.156064 Iteration 619, loss = 0.02426112 Validation score: -15.124171 Iteration 620, loss = 0.02420043 Validation score: -15.092454 Iteration 621, loss = 0.02414045 Validation score: -15.060911 Iteration 622, loss = 0.02408119 Validation score: -15.029542 Iteration 623, loss = 0.02402262 Validation score: -14.998346 Iteration 624, loss = 0.02396473 Validation score: -14.967321 Iteration 625, loss = 0.02390753 Validation score: -14.936466 Iteration 626, loss = 0.02385099 Validation score: -14.905780 Iteration 627, loss = 0.02379512 Validation score: -14.875261 Iteration 628, loss = 0.02373989 Validation score: -14.844909 Iteration 629, loss = 0.02368530 Validation score: -14.814723 Iteration 630, loss = 0.02363134 Validation score: -14.784700 Iteration 631, loss = 0.02357800 Validation score: -14.754841 Iteration 632, loss = 0.02352528 Validation score: -14.725143 Iteration 633, loss = 0.02347316 Validation score: -14.695607 Iteration 634, loss = 0.02342164 Validation score: -14.666230 Iteration 635, loss = 0.02337070 Validation score: -14.637011 Iteration 636, loss = 0.02332034 Validation score: -14.607951 Iteration 637, loss = 0.02327056 Validation score: -14.579046 Iteration 638, loss = 0.02322133 Validation score: -14.550297 Iteration 639, loss = 0.02317266 Validation score: -14.521702 Iteration 640, loss = 0.02312454 Validation score: -14.493261 Iteration 641, loss = 0.02307695 Validation score: -14.464971 Iteration 642, loss = 0.02302989 Validation score: -14.436833 Iteration 643, loss = 0.02298336 Validation score: -14.408845 Iteration 644, loss = 0.02293734 Validation score: -14.381006 Iteration 645, loss = 0.02289183 Validation score: -14.353315 Iteration 646, loss = 0.02284683 Validation score: -14.325771 Iteration 647, loss = 0.02280231 Validation score: -14.298373 Iteration 648, loss = 0.02275828 Validation score: -14.271120 Iteration 649, loss = 0.02271473 Validation score: -14.244011 Iteration 650, loss = 0.02267166 Validation score: -14.217045 Iteration 651, loss = 0.02262904 Validation score: -14.190221 Iteration 652, loss = 0.02258689 Validation score: -14.163538 Iteration 653, loss = 0.02254519 Validation score: -14.136996 Iteration 654, loss = 0.02250394 Validation score: -14.110592 Iteration 655, loss = 0.02246313 Validation score: -14.084327 Iteration 656, loss = 0.02242274 Validation score: -14.058199 Iteration 657, loss = 0.02238279 Validation score: -14.032208 Iteration 658, loss = 0.02234326 Validation score: -14.006352 Iteration 659, loss = 0.02230414 Validation score: -13.980631 Iteration 660, loss = 0.02226543 Validation score: -13.955043 Iteration 661, loss = 0.02222712 Validation score: -13.929588 Iteration 662, loss = 0.02218921 Validation score: -13.904265 Iteration 663, loss = 0.02215169 Validation score: -13.879073 Iteration 664, loss = 0.02211455 Validation score: -13.854011 Iteration 665, loss = 0.02207780 Validation score: -13.829078 Iteration 666, loss = 0.02204142 Validation score: -13.804274 Iteration 667, loss = 0.02200541 Validation score: -13.779597 Iteration 668, loss = 0.02196976 Validation score: -13.755046 Iteration 669, loss = 0.02193447 Validation score: -13.730622 Iteration 670, loss = 0.02189953 Validation score: -13.706322 Iteration 671, loss = 0.02186494 Validation score: -13.682147 Iteration 672, loss = 0.02183070 Validation score: -13.658094 Iteration 673, loss = 0.02179679 Validation score: -13.634165 Iteration 674, loss = 0.02176321 Validation score: -13.610356 Iteration 675, loss = 0.02172997 Validation score: -13.586669 Iteration 676, loss = 0.02169704 Validation score: -13.563102 Iteration 677, loss = 0.02166444 Validation score: -13.539654 Iteration 678, loss = 0.02163215 Validation score: -13.516324 Iteration 679, loss = 0.02160016 Validation score: -13.493112 Iteration 680, loss = 0.02156849 Validation score: -13.470017 Iteration 681, loss = 0.02153711 Validation score: -13.447037 Iteration 682, loss = 0.02150603 Validation score: -13.424174 Iteration 683, loss = 0.02147524 Validation score: -13.401424 Iteration 684, loss = 0.02144474 Validation score: -13.378789 Iteration 685, loss = 0.02141453 Validation score: -13.356266 Iteration 686, loss = 0.02138459 Validation score: -13.333856 Iteration 687, loss = 0.02135493 Validation score: -13.311557 Iteration 688, loss = 0.02132554 Validation score: -13.289370 Iteration 689, loss = 0.02129641 Validation score: -13.267292 Iteration 690, loss = 0.02126755 Validation score: -13.245323 Iteration 691, loss = 0.02123895 Validation score: -13.223463 Iteration 692, loss = 0.02121061 Validation score: -13.201712 Iteration 693, loss = 0.02118251 Validation score: -13.180067 Iteration 694, loss = 0.02115467 Validation score: -13.158529 Iteration 695, loss = 0.02112707 Validation score: -13.137096 Iteration 696, loss = 0.02109971 Validation score: -13.115769 Iteration 697, loss = 0.02107259 Validation score: -13.094546 Iteration 698, loss = 0.02104571 Validation score: -13.073426 Iteration 699, loss = 0.02101905 Validation score: -13.052410 Iteration 700, loss = 0.02099262 Validation score: -13.031496 Iteration 701, loss = 0.02096642 Validation score: -13.010684 Iteration 702, loss = 0.02094044 Validation score: -12.989973 Iteration 703, loss = 0.02091467 Validation score: -12.969362 Iteration 704, loss = 0.02088912 Validation score: -12.948851 Iteration 705, loss = 0.02086378 Validation score: -12.928439 Iteration 706, loss = 0.02083865 Validation score: -12.908125 Iteration 707, loss = 0.02081373 Validation score: -12.887909 Iteration 708, loss = 0.02078901 Validation score: -12.867791 Iteration 709, loss = 0.02076449 Validation score: -12.847768 Iteration 710, loss = 0.02074016 Validation score: -12.827842 Iteration 711, loss = 0.02071603 Validation score: -12.808011 Iteration 712, loss = 0.02069209 Validation score: -12.788274 Iteration 713, loss = 0.02066834 Validation score: -12.768631 Iteration 714, loss = 0.02064477 Validation score: -12.749082 Iteration 715, loss = 0.02062138 Validation score: -12.729625 Iteration 716, loss = 0.02059818 Validation score: -12.710261 Iteration 717, loss = 0.02057515 Validation score: -12.690988 Iteration 718, loss = 0.02055230 Validation score: -12.671806 Iteration 719, loss = 0.02052963 Validation score: -12.652715 Iteration 720, loss = 0.02050712 Validation score: -12.633713 Iteration 721, loss = 0.02048478 Validation score: -12.614801 Iteration 722, loss = 0.02046260 Validation score: -12.595977 Iteration 723, loss = 0.02044059 Validation score: -12.577241 Iteration 724, loss = 0.02041874 Validation score: -12.558593 Iteration 725, loss = 0.02039704 Validation score: -12.540031 Iteration 726, loss = 0.02037551 Validation score: -12.521556 Iteration 727, loss = 0.02035412 Validation score: -12.503167 Iteration 728, loss = 0.02033289 Validation score: -12.484863 Iteration 729, loss = 0.02031181 Validation score: -12.466643 Iteration 730, loss = 0.02029087 Validation score: -12.448508 Iteration 731, loss = 0.02027008 Validation score: -12.430456 Iteration 732, loss = 0.02024943 Validation score: -12.412488 Iteration 733, loss = 0.02022893 Validation score: -12.394601 Iteration 734, loss = 0.02020856 Validation score: -12.376797 Iteration 735, loss = 0.02018833 Validation score: -12.359074 Iteration 736, loss = 0.02016824 Validation score: -12.341432 Iteration 737, loss = 0.02014828 Validation score: -12.323871 Iteration 738, loss = 0.02012845 Validation score: -12.306389 Iteration 739, loss = 0.02010875 Validation score: -12.288987 Iteration 740, loss = 0.02008917 Validation score: -12.271663 Iteration 741, loss = 0.02006973 Validation score: -12.254418 Iteration 742, loss = 0.02005041 Validation score: -12.237250 Iteration 743, loss = 0.02003121 Validation score: -12.220160 Iteration 744, loss = 0.02001213 Validation score: -12.203147 Iteration 745, loss = 0.01999317 Validation score: -12.186210 Iteration 746, loss = 0.01997432 Validation score: -12.169349 Iteration 747, loss = 0.01995560 Validation score: -12.152563 Iteration 748, loss = 0.01993699 Validation score: -12.135852 Iteration 749, loss = 0.01991849 Validation score: -12.119215 Iteration 750, loss = 0.01990010 Validation score: -12.102652 Iteration 751, loss = 0.01988182 Validation score: -12.086163 Iteration 752, loss = 0.01986365 Validation score: -12.069746 Iteration 753, loss = 0.01984558 Validation score: -12.053402 Iteration 754, loss = 0.01982762 Validation score: -12.037130 Iteration 755, loss = 0.01980977 Validation score: -12.020930 Iteration 756, loss = 0.01979202 Validation score: -12.004800 Iteration 757, loss = 0.01977436 Validation score: -11.988741 Iteration 758, loss = 0.01975681 Validation score: -11.972752 Iteration 759, loss = 0.01973936 Validation score: -11.956833 Iteration 760, loss = 0.01972200 Validation score: -11.940983 Iteration 761, loss = 0.01970474 Validation score: -11.925202 Iteration 762, loss = 0.01968757 Validation score: -11.909489 Iteration 763, loss = 0.01967049 Validation score: -11.893844 Iteration 764, loss = 0.01965351 Validation score: -11.878266 Iteration 765, loss = 0.01963662 Validation score: -11.862756 Iteration 766, loss = 0.01961981 Validation score: -11.847312 Iteration 767, loss = 0.01960310 Validation score: -11.831934 Iteration 768, loss = 0.01958647 Validation score: -11.816622 Iteration 769, loss = 0.01956993 Validation score: -11.801375 Iteration 770, loss = 0.01955347 Validation score: -11.786193 Iteration 771, loss = 0.01953709 Validation score: -11.771076 Iteration 772, loss = 0.01952080 Validation score: -11.756022 Iteration 773, loss = 0.01950459 Validation score: -11.741032 Iteration 774, loss = 0.01948846 Validation score: -11.726106 Iteration 775, loss = 0.01947241 Validation score: -11.711242 Iteration 776, loss = 0.01945644 Validation score: -11.696440 Iteration 777, loss = 0.01944054 Validation score: -11.681701 Iteration 778, loss = 0.01942473 Validation score: -11.667023 Iteration 779, loss = 0.01940898 Validation score: -11.652406 Iteration 780, loss = 0.01939331 Validation score: -11.637850 Iteration 781, loss = 0.01937772 Validation score: -11.623354 Iteration 782, loss = 0.01936219 Validation score: -11.608918 Iteration 783, loss = 0.01934674 Validation score: -11.594542 Iteration 784, loss = 0.01933136 Validation score: -11.580225 Iteration 785, loss = 0.01931605 Validation score: -11.565967 Iteration 786, loss = 0.01930081 Validation score: -11.551767 Iteration 787, loss = 0.01928564 Validation score: -11.537626 Iteration 788, loss = 0.01927053 Validation score: -11.523542 Iteration 789, loss = 0.01925549 Validation score: -11.509515 Iteration 790, loss = 0.01924051 Validation score: -11.495545 Iteration 791, loss = 0.01922560 Validation score: -11.481632 Iteration 792, loss = 0.01921076 Validation score: -11.467775 Iteration 793, loss = 0.01919598 Validation score: -11.453973 Iteration 794, loss = 0.01918126 Validation score: -11.440228 Iteration 795, loss = 0.01916660 Validation score: -11.426537 Iteration 796, loss = 0.01915200 Validation score: -11.412901 Iteration 797, loss = 0.01913747 Validation score: -11.399319 Iteration 798, loss = 0.01912299 Validation score: -11.385791 Iteration 799, loss = 0.01910857 Validation score: -11.372317 Iteration 800, loss = 0.01909421 Validation score: -11.358896 Iteration 801, loss = 0.01907991 Validation score: -11.345528 Iteration 802, loss = 0.01906566 Validation score: -11.332213 Iteration 803, loss = 0.01905147 Validation score: -11.318950 Iteration 804, loss = 0.01903734 Validation score: -11.305738 Iteration 805, loss = 0.01902326 Validation score: -11.292579 Iteration 806, loss = 0.01900924 Validation score: -11.279470 Iteration 807, loss = 0.01899527 Validation score: -11.266413 Iteration 808, loss = 0.01898135 Validation score: -11.253405 Iteration 809, loss = 0.01896749 Validation score: -11.240448 Iteration 810, loss = 0.01895367 Validation score: -11.227541 Iteration 811, loss = 0.01893991 Validation score: -11.214684 Iteration 812, loss = 0.01892620 Validation score: -11.201876 Iteration 813, loss = 0.01891254 Validation score: -11.189116 Iteration 814, loss = 0.01889893 Validation score: -11.176405 Iteration 815, loss = 0.01888537 Validation score: -11.163742 Iteration 816, loss = 0.01887186 Validation score: -11.151128 Iteration 817, loss = 0.01885839 Validation score: -11.138560 Iteration 818, loss = 0.01884498 Validation score: -11.126040 Iteration 819, loss = 0.01883161 Validation score: -11.113567 Iteration 820, loss = 0.01881829 Validation score: -11.101141 Iteration 821, loss = 0.01880501 Validation score: -11.088761 Iteration 822, loss = 0.01879178 Validation score: -11.076427 Iteration 823, loss = 0.01877859 Validation score: -11.064138 Iteration 824, loss = 0.01876545 Validation score: -11.051895 Iteration 825, loss = 0.01875236 Validation score: -11.039697 Iteration 826, loss = 0.01873931 Validation score: -11.027544 Iteration 827, loss = 0.01872630 Validation score: -11.015435 Iteration 828, loss = 0.01871333 Validation score: -11.003371 Iteration 829, loss = 0.01870041 Validation score: -10.991350 Iteration 830, loss = 0.01868753 Validation score: -10.979373 Iteration 831, loss = 0.01867469 Validation score: -10.967439 Iteration 832, loss = 0.01866189 Validation score: -10.955548 Iteration 833, loss = 0.01864914 Validation score: -10.943700 Iteration 834, loss = 0.01863642 Validation score: -10.931894 Iteration 835, loss = 0.01862375 Validation score: -10.920131 Iteration 836, loss = 0.01861111 Validation score: -10.908409 Iteration 837, loss = 0.01859852 Validation score: -10.896728 Iteration 838, loss = 0.01858596 Validation score: -10.885089 Iteration 839, loss = 0.01857344 Validation score: -10.873491 Iteration 840, loss = 0.01856096 Validation score: -10.861934 Iteration 841, loss = 0.01854852 Validation score: -10.850417 Iteration 842, loss = 0.01853612 Validation score: -10.838940 Iteration 843, loss = 0.01852376 Validation score: -10.827503 Iteration 844, loss = 0.01851143 Validation score: -10.816105 Iteration 845, loss = 0.01849914 Validation score: -10.804747 Iteration 846, loss = 0.01848688 Validation score: -10.793428 Iteration 847, loss = 0.01847466 Validation score: -10.782148 Iteration 848, loss = 0.01846248 Validation score: -10.770906 Iteration 849, loss = 0.01845034 Validation score: -10.759702 Iteration 850, loss = 0.01843822 Validation score: -10.748536 Iteration 851, loss = 0.01842615 Validation score: -10.737408 Iteration 852, loss = 0.01841411 Validation score: -10.726318 Iteration 853, loss = 0.01840210 Validation score: -10.715264 Iteration 854, loss = 0.01839013 Validation score: -10.704247 Iteration 855, loss = 0.01837819 Validation score: -10.693268 Iteration 856, loss = 0.01836629 Validation score: -10.682324 Iteration 857, loss = 0.01835442 Validation score: -10.671417 Iteration 858, loss = 0.01834258 Validation score: -10.660545 Iteration 859, loss = 0.01833078 Validation score: -10.649709 Iteration 860, loss = 0.01831900 Validation score: -10.638908 Iteration 861, loss = 0.01830727 Validation score: -10.628143 Iteration 862, loss = 0.01829556 Validation score: -10.617412 Iteration 863, loss = 0.01828389 Validation score: -10.606716 Iteration 864, loss = 0.01827224 Validation score: -10.596055 Iteration 865, loss = 0.01826063 Validation score: -10.585427 Iteration 866, loss = 0.01824905 Validation score: -10.574834 Iteration 867, loss = 0.01823751 Validation score: -10.564274 Iteration 868, loss = 0.01822599 Validation score: -10.553747 Iteration 869, loss = 0.01821450 Validation score: -10.543253 Iteration 870, loss = 0.01820305 Validation score: -10.532793 Iteration 871, loss = 0.01819162 Validation score: -10.522365 Iteration 872, loss = 0.01818023 Validation score: -10.511970 Iteration 873, loss = 0.01816886 Validation score: -10.501606 Iteration 874, loss = 0.01815753 Validation score: -10.491275 Iteration 875, loss = 0.01814622 Validation score: -10.480976 Iteration 876, loss = 0.01813495 Validation score: -10.470707 Iteration 877, loss = 0.01812370 Validation score: -10.460471 Iteration 878, loss = 0.01811248 Validation score: -10.450265 Iteration 879, loss = 0.01810129 Validation score: -10.440090 Iteration 880, loss = 0.01809013 Validation score: -10.429946 Iteration 881, loss = 0.01807900 Validation score: -10.419832 Iteration 882, loss = 0.01806790 Validation score: -10.409748 Iteration 883, loss = 0.01805683 Validation score: -10.399694 Iteration 884, loss = 0.01804578 Validation score: -10.389670 Iteration 885, loss = 0.01803476 Validation score: -10.379675 Iteration 886, loss = 0.01802377 Validation score: -10.369710 Iteration 887, loss = 0.01801281 Validation score: -10.359773 Iteration 888, loss = 0.01800188 Validation score: -10.349866 Iteration 889, loss = 0.01799097 Validation score: -10.339986 Iteration 890, loss = 0.01798009 Validation score: -10.330136 Iteration 891, loss = 0.01796924 Validation score: -10.320313 Iteration 892, loss = 0.01795841 Validation score: -10.310519 Iteration 893, loss = 0.01794761 Validation score: -10.300752 Iteration 894, loss = 0.01793684 Validation score: -10.291013 Iteration 895, loss = 0.01792609 Validation score: -10.281301 Iteration 896, loss = 0.01791537 Validation score: -10.271616 Iteration 897, loss = 0.01790468 Validation score: -10.261958 Iteration 898, loss = 0.01789402 Validation score: -10.252327 Iteration 899, loss = 0.01788338 Validation score: -10.242722 Iteration 900, loss = 0.01787276 Validation score: -10.233144 Iteration 901, loss = 0.01786217 Validation score: -10.223592 Iteration 902, loss = 0.01785161 Validation score: -10.214065 Iteration 903, loss = 0.01784107 Validation score: -10.204565 Iteration 904, loss = 0.01783056 Validation score: -10.195090 Iteration 905, loss = 0.01782008 Validation score: -10.185640 Iteration 906, loss = 0.01780962 Validation score: -10.176215 Iteration 907, loss = 0.01779918 Validation score: -10.166815 Iteration 908, loss = 0.01778877 Validation score: -10.157440 Iteration 909, loss = 0.01777839 Validation score: -10.148089 Iteration 910, loss = 0.01776803 Validation score: -10.138763 Iteration 911, loss = 0.01775769 Validation score: -10.129461 Iteration 912, loss = 0.01774738 Validation score: -10.120183 Iteration 913, loss = 0.01773709 Validation score: -10.110928 Iteration 914, loss = 0.01772683 Validation score: -10.101697 Iteration 915, loss = 0.01771660 Validation score: -10.092490 Iteration 916, loss = 0.01770638 Validation score: -10.083306 Iteration 917, loss = 0.01769620 Validation score: -10.074144 Iteration 918, loss = 0.01768603 Validation score: -10.065006 Iteration 919, loss = 0.01767589 Validation score: -10.055890 Iteration 920, loss = 0.01766578 Validation score: -10.046796 Iteration 921, loss = 0.01765569 Validation score: -10.037725 Iteration 922, loss = 0.01764562 Validation score: -10.028676 Iteration 923, loss = 0.01763557 Validation score: -10.019649 Iteration 924, loss = 0.01762555 Validation score: -10.010644 Iteration 925, loss = 0.01761556 Validation score: -10.001660 Iteration 926, loss = 0.01760559 Validation score: -9.992698 Iteration 927, loss = 0.01759564 Validation score: -9.983756 Iteration 928, loss = 0.01758571 Validation score: -9.974836 Iteration 929, loss = 0.01757581 Validation score: -9.965937 Iteration 930, loss = 0.01756593 Validation score: -9.957058 Iteration 931, loss = 0.01755607 Validation score: -9.948200 Iteration 932, loss = 0.01754624 Validation score: -9.939362 Iteration 933, loss = 0.01753643 Validation score: -9.930545 Iteration 934, loss = 0.01752665 Validation score: -9.921747 Iteration 935, loss = 0.01751688 Validation score: -9.912969 Iteration 936, loss = 0.01750714 Validation score: -9.904211 Iteration 937, loss = 0.01749743 Validation score: -9.895473 Iteration 938, loss = 0.01748773 Validation score: -9.886753 Iteration 939, loss = 0.01747806 Validation score: -9.878053 Iteration 940, loss = 0.01746841 Validation score: -9.869372 Iteration 941, loss = 0.01745878 Validation score: -9.860710 Iteration 942, loss = 0.01744918 Validation score: -9.852067 Iteration 943, loss = 0.01743960 Validation score: -9.843442 Iteration 944, loss = 0.01743004 Validation score: -9.834835 Iteration 945, loss = 0.01742050 Validation score: -9.826247 Iteration 946, loss = 0.01741099 Validation score: -9.817677 Iteration 947, loss = 0.01740150 Validation score: -9.809124 Iteration 948, loss = 0.01739203 Validation score: -9.800590 Iteration 949, loss = 0.01738258 Validation score: -9.792073 Iteration 950, loss = 0.01737315 Validation score: -9.783573 Iteration 951, loss = 0.01736375 Validation score: -9.775091 Iteration 952, loss = 0.01735437 Validation score: -9.766626 Iteration 953, loss = 0.01734501 Validation score: -9.758178 Iteration 954, loss = 0.01733567 Validation score: -9.749747 Iteration 955, loss = 0.01732636 Validation score: -9.741332 Iteration 956, loss = 0.01731707 Validation score: -9.732934 Iteration 957, loss = 0.01730779 Validation score: -9.724553 Iteration 958, loss = 0.01729855 Validation score: -9.716187 Iteration 959, loss = 0.01728932 Validation score: -9.707838 Iteration 960, loss = 0.01728011 Validation score: -9.699505 Iteration 961, loss = 0.01727093 Validation score: -9.691187 Iteration 962, loss = 0.01726176 Validation score: -9.682886 Iteration 963, loss = 0.01725262 Validation score: -9.674600 Iteration 964, loss = 0.01724350 Validation score: -9.666329 Iteration 965, loss = 0.01723440 Validation score: -9.658073 Iteration 966, loss = 0.01722533 Validation score: -9.649833 Iteration 967, loss = 0.01721627 Validation score: -9.641607 Iteration 968, loss = 0.01720724 Validation score: -9.633397 Iteration 969, loss = 0.01719823 Validation score: -9.625201 Iteration 970, loss = 0.01718923 Validation score: -9.617020 Iteration 971, loss = 0.01718026 Validation score: -9.608853 Iteration 972, loss = 0.01717132 Validation score: -9.600701 Iteration 973, loss = 0.01716239 Validation score: -9.592562 Iteration 974, loss = 0.01715348 Validation score: -9.584438 Iteration 975, loss = 0.01714460 Validation score: -9.576328 Iteration 976, loss = 0.01713573 Validation score: -9.568231 Iteration 977, loss = 0.01712689 Validation score: -9.560148 Iteration 978, loss = 0.01711807 Validation score: -9.552079 Iteration 979, loss = 0.01710926 Validation score: -9.544023 Iteration 980, loss = 0.01710048 Validation score: -9.535980 Iteration 981, loss = 0.01709172 Validation score: -9.527951 Iteration 982, loss = 0.01708299 Validation score: -9.519934 Iteration 983, loss = 0.01707427 Validation score: -9.511931 Iteration 984, loss = 0.01706557 Validation score: -9.503940 Iteration 985, loss = 0.01705690 Validation score: -9.495962 Iteration 986, loss = 0.01704824 Validation score: -9.487996 Iteration 987, loss = 0.01703961 Validation score: -9.480043 Iteration 988, loss = 0.01703099 Validation score: -9.472102 Iteration 989, loss = 0.01702240 Validation score: -9.464174 Iteration 990, loss = 0.01701383 Validation score: -9.456257 Iteration 991, loss = 0.01700527 Validation score: -9.448353 Iteration 992, loss = 0.01699674 Validation score: -9.440460 Iteration 993, loss = 0.01698823 Validation score: -9.432579 Iteration 994, loss = 0.01697974 Validation score: -9.424710 Iteration 995, loss = 0.01697127 Validation score: -9.416852 Iteration 996, loss = 0.01696282 Validation score: -9.409005 Iteration 997, loss = 0.01695439 Validation score: -9.401170 Iteration 998, loss = 0.01694598 Validation score: -9.393346 Iteration 999, loss = 0.01693759 Validation score: -9.385533 Iteration 1000, loss = 0.01692923 Validation score: -9.377731 Iteration 1, loss = 23.08645184 Validation score: -1170.490274 Iteration 2, loss = 23.02183198 Validation score: -1167.945944 Iteration 3, loss = 22.95755677 Validation score: -1165.411503 Iteration 4, loss = 22.89363605 Validation score: -1162.888499 Iteration 5, loss = 22.83007853 Validation score: -1160.378720 Iteration 6, loss = 22.76689146 Validation score: -1157.884185 Iteration 7, loss = 22.70408024 Validation score: -1155.407048 Iteration 8, loss = 22.64164804 Validation score: -1152.949413 Iteration 9, loss = 22.57959569 Validation score: -1150.513246 Iteration 10, loss = 22.51792180 Validation score: -1148.100481 Iteration 11, loss = 22.45662255 Validation score: -1145.713154 Iteration 12, loss = 22.39569124 Validation score: -1143.353387 Iteration 13, loss = 22.33511765 Validation score: -1141.023249 Iteration 14, loss = 22.27488774 Validation score: -1138.724528 Iteration 15, loss = 22.21498369 Validation score: -1136.458485 Iteration 16, loss = 22.15538446 Validation score: -1134.225678 Iteration 17, loss = 22.09606685 Validation score: -1132.025868 Iteration 18, loss = 22.03700688 Validation score: -1129.858055 Iteration 19, loss = 21.97818112 Validation score: -1127.720613 Iteration 20, loss = 21.91956786 Validation score: -1125.611483 Iteration 21, loss = 21.86114771 Validation score: -1123.528366 Iteration 22, loss = 21.80290388 Validation score: -1121.468893 Iteration 23, loss = 21.74482206 Validation score: -1119.430742 Iteration 24, loss = 21.68689006 Validation score: -1117.411713 Iteration 25, loss = 21.62909752 Validation score: -1115.409768 Iteration 26, loss = 21.57143552 Validation score: -1113.423040 Iteration 27, loss = 21.51389626 Validation score: -1111.449830 Iteration 28, loss = 21.45647284 Validation score: -1109.488597 Iteration 29, loss = 21.39915908 Validation score: -1107.537936 Iteration 30, loss = 21.34194936 Validation score: -1105.596557 Iteration 31, loss = 21.28483854 Validation score: -1103.663270 Iteration 32, loss = 21.22782189 Validation score: -1101.736961 Iteration 33, loss = 21.17089506 Validation score: -1099.816587 Iteration 34, loss = 21.11405404 Validation score: -1097.901153 Iteration 35, loss = 21.05729511 Validation score: -1095.989717 Iteration 36, loss = 21.00061487 Validation score: -1094.081372 Iteration 37, loss = 20.94401016 Validation score: -1092.175255 Iteration 38, loss = 20.88747810 Validation score: -1090.270536 Iteration 39, loss = 20.83101597 Validation score: -1088.366423 Iteration 40, loss = 20.77462128 Validation score: -1086.462163 Iteration 41, loss = 20.71829164 Validation score: -1084.557036 Iteration 42, loss = 20.66202481 Validation score: -1082.650364 Iteration 43, loss = 20.60581860 Validation score: -1080.741505 Iteration 44, loss = 20.54967087 Validation score: -1078.829856 Iteration 45, loss = 20.49357949 Validation score: -1076.914854 Iteration 46, loss = 20.43754232 Validation score: -1074.995972 Iteration 47, loss = 20.38155715 Validation score: -1073.072723 Iteration 48, loss = 20.32562172 Validation score: -1071.144655 Iteration 49, loss = 20.26973368 Validation score: -1069.211355 Iteration 50, loss = 20.21389058 Validation score: -1067.272444 Iteration 51, loss = 20.15808987 Validation score: -1065.327579 Iteration 52, loss = 20.10232890 Validation score: -1063.376452 Iteration 53, loss = 20.04660489 Validation score: -1061.418785 Iteration 54, loss = 19.99091498 Validation score: -1059.454333 Iteration 55, loss = 19.93525620 Validation score: -1057.482881 Iteration 56, loss = 19.87962547 Validation score: -1055.504241 Iteration 57, loss = 19.82401966 Validation score: -1053.518250 Iteration 58, loss = 19.76843553 Validation score: -1051.524770 Iteration 59, loss = 19.71286975 Validation score: -1049.523681 Iteration 60, loss = 19.65731894 Validation score: -1047.514884 Iteration 61, loss = 19.60177961 Validation score: -1045.498296 Iteration 62, loss = 19.54624823 Validation score: -1043.473848 Iteration 63, loss = 19.49072118 Validation score: -1041.441484 Iteration 64, loss = 19.43519477 Validation score: -1039.401159 Iteration 65, loss = 19.37966523 Validation score: -1037.352839 Iteration 66, loss = 19.32412876 Validation score: -1035.296498 Iteration 67, loss = 19.26858147 Validation score: -1033.232118 Iteration 68, loss = 19.21301946 Validation score: -1031.159688 Iteration 69, loss = 19.15743875 Validation score: -1029.079203 Iteration 70, loss = 19.10183540 Validation score: -1026.990666 Iteration 71, loss = 19.04620540 Validation score: -1024.894080 Iteration 72, loss = 18.99054480 Validation score: -1022.789454 Iteration 73, loss = 18.93484966 Validation score: -1020.676800 Iteration 74, loss = 18.87911607 Validation score: -1018.556130 Iteration 75, loss = 18.82334022 Validation score: -1016.427457 Iteration 76, loss = 18.76751835 Validation score: -1014.290792 Iteration 77, loss = 18.71164682 Validation score: -1012.146145 Iteration 78, loss = 18.65572210 Validation score: -1009.993523 Iteration 79, loss = 18.59974081 Validation score: -1007.832931 Iteration 80, loss = 18.54369969 Validation score: -1005.664368 Iteration 81, loss = 18.48759568 Validation score: -1003.487830 Iteration 82, loss = 18.43142587 Validation score: -1001.303310 Iteration 83, loss = 18.37518754 Validation score: -999.110796 Iteration 84, loss = 18.31887817 Validation score: -996.910272 Iteration 85, loss = 18.26249544 Validation score: -994.701720 Iteration 86, loss = 18.20603726 Validation score: -992.485118 Iteration 87, loss = 18.14950173 Validation score: -990.260443 Iteration 88, loss = 18.09288719 Validation score: -988.027670 Iteration 89, loss = 18.03619220 Validation score: -985.786775 Iteration 90, loss = 17.97941557 Validation score: -983.537732 Iteration 91, loss = 17.92255631 Validation score: -981.280516 Iteration 92, loss = 17.86561370 Validation score: -979.015103 Iteration 93, loss = 17.80858725 Validation score: -976.741472 Iteration 94, loss = 17.75147669 Validation score: -974.459602 Iteration 95, loss = 17.69428202 Validation score: -972.169476 Iteration 96, loss = 17.63700345 Validation score: -969.871079 Iteration 97, loss = 17.57964146 Validation score: -967.564397 Iteration 98, loss = 17.52219674 Validation score: -965.249423 Iteration 99, loss = 17.46467023 Validation score: -962.926148 Iteration 100, loss = 17.40706310 Validation score: -960.594570 Iteration 101, loss = 17.34937674 Validation score: -958.254687 Iteration 102, loss = 17.29161279 Validation score: -955.906502 Iteration 103, loss = 17.23377308 Validation score: -953.550018 Iteration 104, loss = 17.17585967 Validation score: -951.185244 Iteration 105, loss = 17.11787482 Validation score: -948.812188 Iteration 106, loss = 17.05982102 Validation score: -946.430862 Iteration 107, loss = 17.00170092 Validation score: -944.041280 Iteration 108, loss = 16.94351739 Validation score: -941.643457 Iteration 109, loss = 16.88527346 Validation score: -939.237410 Iteration 110, loss = 16.82697234 Validation score: -936.823159 Iteration 111, loss = 16.76861743 Validation score: -934.400725 Iteration 112, loss = 16.71021225 Validation score: -931.970128 Iteration 113, loss = 16.65176051 Validation score: -929.531394 Iteration 114, loss = 16.59326602 Validation score: -927.084548 Iteration 115, loss = 16.53473277 Validation score: -924.629614 Iteration 116, loss = 16.47616483 Validation score: -922.166623 Iteration 117, loss = 16.41756643 Validation score: -919.695602 Iteration 118, loss = 16.35894186 Validation score: -917.216584 Iteration 119, loss = 16.30029556 Validation score: -914.729599 Iteration 120, loss = 16.24163202 Validation score: -912.234682 Iteration 121, loss = 16.18295584 Validation score: -909.731869 Iteration 122, loss = 16.12427167 Validation score: -907.221196 Iteration 123, loss = 16.06558424 Validation score: -904.702703 Iteration 124, loss = 16.00689834 Validation score: -902.176429 Iteration 125, loss = 15.94821880 Validation score: -899.642417 Iteration 126, loss = 15.88955049 Validation score: -897.100712 Iteration 127, loss = 15.83089833 Validation score: -894.551359 Iteration 128, loss = 15.77226725 Validation score: -891.994408 Iteration 129, loss = 15.71366220 Validation score: -889.429906 Iteration 130, loss = 15.65508815 Validation score: -886.857908 Iteration 131, loss = 15.59655006 Validation score: -884.278467 Iteration 132, loss = 15.53805290 Validation score: -881.691639 Iteration 133, loss = 15.47960163 Validation score: -879.097483 Iteration 134, loss = 15.42120118 Validation score: -876.496059 Iteration 135, loss = 15.36285649 Validation score: -873.887430 Iteration 136, loss = 15.30457244 Validation score: -871.271659 Iteration 137, loss = 15.24635389 Validation score: -868.648813 Iteration 138, loss = 15.18820567 Validation score: -866.018961 Iteration 139, loss = 15.13013253 Validation score: -863.382172 Iteration 140, loss = 15.07213922 Validation score: -860.738518 Iteration 141, loss = 15.01423040 Validation score: -858.088073 Iteration 142, loss = 14.95641069 Validation score: -855.430913 Iteration 143, loss = 14.89868463 Validation score: -852.767114 Iteration 144, loss = 14.84105670 Validation score: -850.096754 Iteration 145, loss = 14.78353132 Validation score: -847.419914 Iteration 146, loss = 14.72611280 Validation score: -844.736675 Iteration 147, loss = 14.66880541 Validation score: -842.047119 Iteration 148, loss = 14.61161330 Validation score: -839.351331 Iteration 149, loss = 14.55454057 Validation score: -836.649394 Iteration 150, loss = 14.49759119 Validation score: -833.941394 Iteration 151, loss = 14.44076906 Validation score: -831.227420 Iteration 152, loss = 14.38407799 Validation score: -828.507557 Iteration 153, loss = 14.32752166 Validation score: -825.781896 Iteration 154, loss = 14.27110368 Validation score: -823.050526 Iteration 155, loss = 14.21482754 Validation score: -820.313537 Iteration 156, loss = 14.15869663 Validation score: -817.571020 Iteration 157, loss = 14.10271423 Validation score: -814.823067 Iteration 158, loss = 14.04688349 Validation score: -812.069771 Iteration 159, loss = 13.99120748 Validation score: -809.311224 Iteration 160, loss = 13.93568914 Validation score: -806.547521 Iteration 161, loss = 13.88033129 Validation score: -803.778757 Iteration 162, loss = 13.82513665 Validation score: -801.005027 Iteration 163, loss = 13.77010780 Validation score: -798.226427 Iteration 164, loss = 13.71524723 Validation score: -795.443054 Iteration 165, loss = 13.66055729 Validation score: -792.655006 Iteration 166, loss = 13.60604022 Validation score: -789.862382 Iteration 167, loss = 13.55169814 Validation score: -787.065280 Iteration 168, loss = 13.49753305 Validation score: -784.263802 Iteration 169, loss = 13.44354683 Validation score: -781.458048 Iteration 170, loss = 13.38974125 Validation score: -778.648121 Iteration 171, loss = 13.33611794 Validation score: -775.834124 Iteration 172, loss = 13.28267845 Validation score: -773.016162 Iteration 173, loss = 13.22942417 Validation score: -770.194340 Iteration 174, loss = 13.17635641 Validation score: -767.368765 Iteration 175, loss = 13.12347634 Validation score: -764.539544 Iteration 176, loss = 13.07078505 Validation score: -761.706788 Iteration 177, loss = 13.01828348 Validation score: -758.870605 Iteration 178, loss = 12.96597249 Validation score: -756.031109 Iteration 179, loss = 12.91385281 Validation score: -753.188411 Iteration 180, loss = 12.86192509 Validation score: -750.342626 Iteration 181, loss = 12.81018986 Validation score: -747.493869 Iteration 182, loss = 12.75864754 Validation score: -744.642258 Iteration 183, loss = 12.70729846 Validation score: -741.787911 Iteration 184, loss = 12.65614287 Validation score: -738.930946 Iteration 185, loss = 12.60518091 Validation score: -736.071484 Iteration 186, loss = 12.55441262 Validation score: -733.209648 Iteration 187, loss = 12.50383797 Validation score: -730.345560 Iteration 188, loss = 12.45345683 Validation score: -727.479345 Iteration 189, loss = 12.40326899 Validation score: -724.611127 Iteration 190, loss = 12.35327416 Validation score: -721.741034 Iteration 191, loss = 12.30347199 Validation score: -718.869191 Iteration 192, loss = 12.25386202 Validation score: -715.995728 Iteration 193, loss = 12.20444376 Validation score: -713.120774 Iteration 194, loss = 12.15521661 Validation score: -710.244457 Iteration 195, loss = 12.10617994 Validation score: -707.366908 Iteration 196, loss = 12.05733304 Validation score: -704.488258 Iteration 197, loss = 12.00867513 Validation score: -701.608639 Iteration 198, loss = 11.96020541 Validation score: -698.728181 Iteration 199, loss = 11.91192299 Validation score: -695.847016 Iteration 200, loss = 11.86382696 Validation score: -692.965277 Iteration 201, loss = 11.81591632 Validation score: -690.083095 Iteration 202, loss = 11.76819008 Validation score: -687.200601 Iteration 203, loss = 11.72064717 Validation score: -684.317929 Iteration 204, loss = 11.67328650 Validation score: -681.435208 Iteration 205, loss = 11.62610693 Validation score: -678.552569 Iteration 206, loss = 11.57910730 Validation score: -675.670144 Iteration 207, loss = 11.53228641 Validation score: -672.788061 Iteration 208, loss = 11.48564304 Validation score: -669.906450 Iteration 209, loss = 11.43917594 Validation score: -667.025439 Iteration 210, loss = 11.39288385 Validation score: -664.145156 Iteration 211, loss = 11.34676546 Validation score: -661.265726 Iteration 212, loss = 11.30081948 Validation score: -658.387275 Iteration 213, loss = 11.25504459 Validation score: -655.509929 Iteration 214, loss = 11.20943943 Validation score: -652.633809 Iteration 215, loss = 11.16400267 Validation score: -649.759039 Iteration 216, loss = 11.11873294 Validation score: -646.885739 Iteration 217, loss = 11.07362889 Validation score: -644.014030 Iteration 218, loss = 11.02868914 Validation score: -641.144030 Iteration 219, loss = 10.98391232 Validation score: -638.275857 Iteration 220, loss = 10.93929705 Validation score: -635.409627 Iteration 221, loss = 10.89484195 Validation score: -632.545456 Iteration 222, loss = 10.85054566 Validation score: -629.683458 Iteration 223, loss = 10.80640678 Validation score: -626.823747 Iteration 224, loss = 10.76242395 Validation score: -623.966434 Iteration 225, loss = 10.71859581 Validation score: -621.111632 Iteration 226, loss = 10.67492099 Validation score: -618.259451 Iteration 227, loss = 10.63139814 Validation score: -615.410001 Iteration 228, loss = 10.58802590 Validation score: -612.563392 Iteration 229, loss = 10.54480294 Validation score: -609.719732 Iteration 230, loss = 10.50172793 Validation score: -606.879129 Iteration 231, loss = 10.45879953 Validation score: -604.041692 Iteration 232, loss = 10.41601643 Validation score: -601.207527 Iteration 233, loss = 10.37337733 Validation score: -598.376742 Iteration 234, loss = 10.33088093 Validation score: -595.549444 Iteration 235, loss = 10.28852595 Validation score: -592.725741 Iteration 236, loss = 10.24631111 Validation score: -589.905739 Iteration 237, loss = 10.20423514 Validation score: -587.089546 Iteration 238, loss = 10.16229679 Validation score: -584.277268 Iteration 239, loss = 10.12049481 Validation score: -581.469014 Iteration 240, loss = 10.07882796 Validation score: -578.664891 Iteration 241, loss = 10.03729503 Validation score: -575.865007 Iteration 242, loss = 9.99589478 Validation score: -573.069470 Iteration 243, loss = 9.95462601 Validation score: -570.278389 Iteration 244, loss = 9.91348752 Validation score: -567.491874 Iteration 245, loss = 9.87247812 Validation score: -564.710032 Iteration 246, loss = 9.83159663 Validation score: -561.932975 Iteration 247, loss = 9.79084186 Validation score: -559.160811 Iteration 248, loss = 9.75021264 Validation score: -556.393650 Iteration 249, loss = 9.70970781 Validation score: -553.631603 Iteration 250, loss = 9.66932622 Validation score: -550.874780 Iteration 251, loss = 9.62906671 Validation score: -548.123291 Iteration 252, loss = 9.58892813 Validation score: -545.377247 Iteration 253, loss = 9.54890933 Validation score: -542.636757 Iteration 254, loss = 9.50900919 Validation score: -539.901932 Iteration 255, loss = 9.46922656 Validation score: -537.172880 Iteration 256, loss = 9.42956031 Validation score: -534.449711 Iteration 257, loss = 9.39000931 Validation score: -531.732534 Iteration 258, loss = 9.35057244 Validation score: -529.021455 Iteration 259, loss = 9.31124857 Validation score: -526.316582 Iteration 260, loss = 9.27203658 Validation score: -523.618020 Iteration 261, loss = 9.23293535 Validation score: -520.925875 Iteration 262, loss = 9.19394376 Validation score: -518.240250 Iteration 263, loss = 9.15506070 Validation score: -515.561247 Iteration 264, loss = 9.11628505 Validation score: -512.888967 Iteration 265, loss = 9.07761569 Validation score: -510.223508 Iteration 266, loss = 9.03905152 Validation score: -507.564968 Iteration 267, loss = 9.00059143 Validation score: -504.913442 Iteration 268, loss = 8.96223431 Validation score: -502.269024 Iteration 269, loss = 8.92397906 Validation score: -499.631805 Iteration 270, loss = 8.88582457 Validation score: -497.001874 Iteration 271, loss = 8.84776976 Validation score: -494.379318 Iteration 272, loss = 8.80981352 Validation score: -491.764220 Iteration 273, loss = 8.77195476 Validation score: -489.156662 Iteration 274, loss = 8.73419241 Validation score: -486.556724 Iteration 275, loss = 8.69652538 Validation score: -483.964483 Iteration 276, loss = 8.65895260 Validation score: -481.380011 Iteration 277, loss = 8.62147302 Validation score: -478.803380 Iteration 278, loss = 8.58408556 Validation score: -476.234658 Iteration 279, loss = 8.54678919 Validation score: -473.673911 Iteration 280, loss = 8.50958287 Validation score: -471.121200 Iteration 281, loss = 8.47246558 Validation score: -468.576586 Iteration 282, loss = 8.43543629 Validation score: -466.040126 Iteration 283, loss = 8.39849403 Validation score: -463.511873 Iteration 284, loss = 8.36163780 Validation score: -460.991878 Iteration 285, loss = 8.32486663 Validation score: -458.480189 Iteration 286, loss = 8.28817958 Validation score: -455.976853 Iteration 287, loss = 8.25157571 Validation score: -453.481911 Iteration 288, loss = 8.21505412 Validation score: -450.995404 Iteration 289, loss = 8.17861392 Validation score: -448.517370 Iteration 290, loss = 8.14225424 Validation score: -446.047842 Iteration 291, loss = 8.10597425 Validation score: -443.586854 Iteration 292, loss = 8.06977313 Validation score: -441.134435 Iteration 293, loss = 8.03365008 Validation score: -438.690613 Iteration 294, loss = 7.99760437 Validation score: -436.255413 Iteration 295, loss = 7.96163525 Validation score: -433.828860 Iteration 296, loss = 7.92574204 Validation score: -431.410973 Iteration 297, loss = 7.88992407 Validation score: -429.001773 Iteration 298, loss = 7.85418072 Validation score: -426.601278 Iteration 299, loss = 7.81851139 Validation score: -424.209503 Iteration 300, loss = 7.78291553 Validation score: -421.826462 Iteration 301, loss = 7.74739263 Validation score: -419.452169 Iteration 302, loss = 7.71194221 Validation score: -417.086635 Iteration 303, loss = 7.67656384 Validation score: -414.729870 Iteration 304, loss = 7.64125713 Validation score: -412.381885 Iteration 305, loss = 7.60602173 Validation score: -410.042686 Iteration 306, loss = 7.57085733 Validation score: -407.712283 Iteration 307, loss = 7.53576369 Validation score: -405.390681 Iteration 308, loss = 7.50074058 Validation score: -403.077886 Iteration 309, loss = 7.46578784 Validation score: -400.773905 Iteration 310, loss = 7.43090535 Validation score: -398.478743 Iteration 311, loss = 7.39609305 Validation score: -396.192403 Iteration 312, loss = 7.36135092 Validation score: -393.914892 Iteration 313, loss = 7.32667898 Validation score: -391.646214 Iteration 314, loss = 7.29207731 Validation score: -389.386373 Iteration 315, loss = 7.25754605 Validation score: -387.135374 Iteration 316, loss = 7.22308536 Validation score: -384.893221 Iteration 317, loss = 7.18869548 Validation score: -382.659921 Iteration 318, loss = 7.15437669 Validation score: -380.435478 Iteration 319, loss = 7.12012931 Validation score: 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score: -343.982877 Iteration 336, loss = 6.54939511 Validation score: -341.919424 Iteration 337, loss = 6.51654163 Validation score: -339.865045 Iteration 338, loss = 6.48377417 Validation score: -337.819757 Iteration 339, loss = 6.45109384 Validation score: -335.783580 Iteration 340, loss = 6.41850180 Validation score: -333.756533 Iteration 341, loss = 6.38599919 Validation score: -331.738635 Iteration 342, loss = 6.35358722 Validation score: -329.729907 Iteration 343, loss = 6.32126707 Validation score: -327.730369 Iteration 344, loss = 6.28903996 Validation score: -325.740041 Iteration 345, loss = 6.25690711 Validation score: -323.758944 Iteration 346, loss = 6.22486977 Validation score: -321.787101 Iteration 347, loss = 6.19292917 Validation score: -319.824532 Iteration 348, loss = 6.16108658 Validation score: -317.871259 Iteration 349, loss = 6.12934324 Validation score: -315.927302 Iteration 350, loss = 6.09770042 Validation score: -313.992685 Iteration 351, loss = 6.06615937 Validation score: -312.067427 Iteration 352, loss = 6.03472136 Validation score: -310.151550 Iteration 353, loss = 6.00338762 Validation score: -308.245076 Iteration 354, loss = 5.97215941 Validation score: -306.348024 Iteration 355, loss = 5.94103797 Validation score: -304.460416 Iteration 356, loss = 5.91002453 Validation score: -302.582270 Iteration 357, loss = 5.87912030 Validation score: -300.713607 Iteration 358, loss = 5.84832648 Validation score: -298.854445 Iteration 359, loss = 5.81764428 Validation score: -297.004803 Iteration 360, loss = 5.78707485 Validation score: -295.164698 Iteration 361, loss = 5.75661935 Validation score: -293.334147 Iteration 362, loss = 5.72627892 Validation score: -291.513168 Iteration 363, loss = 5.69605467 Validation score: -289.701774 Iteration 364, loss = 5.66594769 Validation score: -287.899981 Iteration 365, loss = 5.63595905 Validation score: -286.107802 Iteration 366, loss = 5.60608979 Validation score: -284.325251 Iteration 367, loss = 5.57634092 Validation score: -282.552338 Iteration 368, loss = 5.54671344 Validation score: -280.789075 Iteration 369, loss = 5.51720830 Validation score: -279.035472 Iteration 370, loss = 5.48782643 Validation score: -277.291536 Iteration 371, loss = 5.45856873 Validation score: -275.557276 Iteration 372, loss = 5.42943608 Validation score: -273.832698 Iteration 373, loss = 5.40042931 Validation score: -272.117806 Iteration 374, loss = 5.37154923 Validation score: -270.412605 Iteration 375, loss = 5.34279661 Validation score: -268.717098 Iteration 376, loss = 5.31417218 Validation score: -267.031285 Iteration 377, loss = 5.28567667 Validation score: -265.355167 Iteration 378, loss = 5.25731073 Validation score: -263.688743 Iteration 379, loss = 5.22907501 Validation score: -262.032010 Iteration 380, loss = 5.20097011 Validation score: -260.384964 Iteration 381, loss = 5.17299660 Validation score: -258.747601 Iteration 382, loss = 5.14515501 Validation score: -257.119914 Iteration 383, loss = 5.11744585 Validation score: -255.501894 Iteration 384, loss = 5.08986957 Validation score: -253.893533 Iteration 385, loss = 5.06242662 Validation score: -252.294821 Iteration 386, loss = 5.03511738 Validation score: -250.705746 Iteration 387, loss = 5.00794222 Validation score: -249.126294 Iteration 388, loss = 4.98090146 Validation score: -247.556451 Iteration 389, loss = 4.95399541 Validation score: -245.996201 Iteration 390, loss = 4.92722431 Validation score: -244.445528 Iteration 391, loss = 4.90058840 Validation score: -242.904413 Iteration 392, loss = 4.87408787 Validation score: -241.372836 Iteration 393, loss = 4.84772289 Validation score: -239.850776 Iteration 394, loss = 4.82149359 Validation score: -238.338212 Iteration 395, loss = 4.79540006 Validation score: -236.835119 Iteration 396, loss = 4.76944238 Validation score: -235.341474 Iteration 397, loss = 4.74362058 Validation score: -233.857251 Iteration 398, loss = 4.71793468 Validation score: -232.382422 Iteration 399, loss = 4.69238465 Validation score: -230.916960 Iteration 400, loss = 4.66697044 Validation score: -229.460835 Iteration 401, loss = 4.64169199 Validation score: -228.014017 Iteration 402, loss = 4.61654919 Validation score: -226.576476 Iteration 403, loss = 4.59154190 Validation score: -225.148177 Iteration 404, loss = 4.56666998 Validation score: -223.729089 Iteration 405, loss = 4.54193324 Validation score: -222.319176 Iteration 406, loss = 4.51733147 Validation score: -220.918404 Iteration 407, loss = 4.49286446 Validation score: -219.526735 Iteration 408, loss = 4.46853195 Validation score: -218.144134 Iteration 409, loss = 4.44433366 Validation score: -216.770561 Iteration 410, loss = 4.42026930 Validation score: -215.405977 Iteration 411, loss = 4.39633855 Validation score: -214.050344 Iteration 412, loss = 4.37254108 Validation score: -212.703620 Iteration 413, loss = 4.34887653 Validation score: -211.365764 Iteration 414, loss = 4.32534452 Validation score: 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score: -189.935884 Iteration 431, loss = 3.94513775 Validation score: -188.749890 Iteration 432, loss = 3.92390972 Validation score: -187.571874 Iteration 433, loss = 3.90280436 Validation score: -186.401782 Iteration 434, loss = 3.88182107 Validation score: -185.239565 Iteration 435, loss = 3.86095920 Validation score: -184.085172 Iteration 436, loss = 3.84021813 Validation score: -182.938551 Iteration 437, loss = 3.81959721 Validation score: -181.799651 Iteration 438, loss = 3.79909579 Validation score: -180.668420 Iteration 439, loss = 3.77871324 Validation score: -179.544808 Iteration 440, loss = 3.75844889 Validation score: -178.428761 Iteration 441, loss = 3.73830208 Validation score: -177.320230 Iteration 442, loss = 3.71827216 Validation score: -176.219161 Iteration 443, loss = 3.69835845 Validation score: -175.125504 Iteration 444, loss = 3.67856030 Validation score: -174.039206 Iteration 445, loss = 3.65887701 Validation score: -172.960216 Iteration 446, loss = 3.63930794 Validation score: -171.888483 Iteration 447, loss = 3.61985239 Validation score: -170.823953 Iteration 448, loss = 3.60050969 Validation score: -169.766577 Iteration 449, loss = 3.58127916 Validation score: -168.716302 Iteration 450, loss = 3.56216013 Validation score: -167.673077 Iteration 451, loss = 3.54315191 Validation score: -166.636851 Iteration 452, loss = 3.52425382 Validation score: -165.607573 Iteration 453, loss = 3.50546519 Validation score: -164.585191 Iteration 454, loss = 3.48678533 Validation score: -163.569655 Iteration 455, loss = 3.46821355 Validation score: -162.560914 Iteration 456, loss = 3.44974919 Validation score: -161.558917 Iteration 457, loss = 3.43139156 Validation score: -160.563615 Iteration 458, loss = 3.41313998 Validation score: -159.574956 Iteration 459, loss = 3.39499377 Validation score: -158.592891 Iteration 460, loss = 3.37695226 Validation score: -157.617370 Iteration 461, loss = 3.35901477 Validation score: -156.648344 Iteration 462, loss = 3.34118064 Validation score: -155.685763 Iteration 463, loss = 3.32344918 Validation score: -154.729578 Iteration 464, loss = 3.30581973 Validation score: -153.779740 Iteration 465, loss = 3.28829162 Validation score: -152.836201 Iteration 466, loss = 3.27086419 Validation score: -151.898912 Iteration 467, loss = 3.25353677 Validation score: -150.967825 Iteration 468, loss = 3.23630870 Validation score: -150.042892 Iteration 469, loss = 3.21917933 Validation score: -149.124067 Iteration 470, loss = 3.20214800 Validation score: -148.211301 Iteration 471, loss = 3.18521405 Validation score: -147.304547 Iteration 472, loss = 3.16837685 Validation score: -146.403759 Iteration 473, loss = 3.15163573 Validation score: -145.508891 Iteration 474, loss = 3.13499007 Validation score: -144.619896 Iteration 475, loss = 3.11843922 Validation score: -143.736729 Iteration 476, loss = 3.10198254 Validation score: -142.859344 Iteration 477, loss = 3.08561940 Validation score: -141.987695 Iteration 478, loss = 3.06934917 Validation score: -141.121739 Iteration 479, loss = 3.05317123 Validation score: -140.261431 Iteration 480, loss = 3.03708494 Validation score: -139.406726 Iteration 481, loss = 3.02108970 Validation score: -138.557580 Iteration 482, loss = 3.00518489 Validation score: -137.713950 Iteration 483, loss = 2.98936990 Validation score: -136.875793 Iteration 484, loss = 2.97364411 Validation score: -136.043066 Iteration 485, loss = 2.95800693 Validation score: -135.215726 Iteration 486, loss = 2.94245775 Validation score: -134.393731 Iteration 487, loss = 2.92699598 Validation score: -133.577039 Iteration 488, loss = 2.91162103 Validation score: -132.765608 Iteration 489, loss = 2.89633231 Validation score: -131.959398 Iteration 490, loss = 2.88112923 Validation score: -131.158367 Iteration 491, loss = 2.86601121 Validation score: -130.362474 Iteration 492, loss = 2.85097769 Validation score: -129.571680 Iteration 493, loss = 2.83602808 Validation score: -128.785945 Iteration 494, loss = 2.82116182 Validation score: -128.005228 Iteration 495, loss = 2.80637834 Validation score: -127.229492 Iteration 496, loss = 2.79167709 Validation score: -126.458696 Iteration 497, loss = 2.77705750 Validation score: -125.692802 Iteration 498, loss = 2.76251904 Validation score: -124.931772 Iteration 499, loss = 2.74806114 Validation score: -124.175569 Iteration 500, loss = 2.73368327 Validation score: -123.424154 Iteration 501, loss = 2.71938489 Validation score: -122.677491 Iteration 502, loss = 2.70516546 Validation score: -121.935541 Iteration 503, loss = 2.69102445 Validation score: -121.198270 Iteration 504, loss = 2.67696134 Validation score: -120.465640 Iteration 505, loss = 2.66297560 Validation score: -119.737616 Iteration 506, loss = 2.64906671 Validation score: -119.014162 Iteration 507, loss = 2.63523415 Validation score: -118.295243 Iteration 508, loss = 2.62147743 Validation score: -117.580823 Iteration 509, loss = 2.60779603 Validation score: 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score: -106.091794 Iteration 526, loss = 2.38626476 Validation score: -105.452747 Iteration 527, loss = 2.37385703 Validation score: -104.817594 Iteration 528, loss = 2.36151576 Validation score: -104.186305 Iteration 529, loss = 2.34924049 Validation score: -103.558853 Iteration 530, loss = 2.33703081 Validation score: -102.935209 Iteration 531, loss = 2.32488630 Validation score: -102.315345 Iteration 532, loss = 2.31280654 Validation score: -101.699232 Iteration 533, loss = 2.30079111 Validation score: -101.086844 Iteration 534, loss = 2.28883960 Validation score: -100.478153 Iteration 535, loss = 2.27695160 Validation score: -99.873131 Iteration 536, loss = 2.26512671 Validation score: -99.271753 Iteration 537, loss = 2.25336452 Validation score: -98.673991 Iteration 538, loss = 2.24166464 Validation score: -98.079820 Iteration 539, loss = 2.23002668 Validation score: -97.489212 Iteration 540, loss = 2.21845023 Validation score: -96.902143 Iteration 541, loss = 2.20693492 Validation score: -96.318587 Iteration 542, loss = 2.19548037 Validation score: -95.738518 Iteration 543, loss = 2.18408617 Validation score: -95.161912 Iteration 544, loss = 2.17275197 Validation score: -94.588743 Iteration 545, loss = 2.16147738 Validation score: -94.018987 Iteration 546, loss = 2.15026204 Validation score: -93.452620 Iteration 547, loss = 2.13910556 Validation score: -92.889617 Iteration 548, loss = 2.12800760 Validation score: -92.329955 Iteration 549, loss = 2.11696778 Validation score: -91.773610 Iteration 550, loss = 2.10598574 Validation score: -91.220558 Iteration 551, loss = 2.09506114 Validation score: -90.670776 Iteration 552, loss = 2.08419360 Validation score: -90.124242 Iteration 553, loss = 2.07338280 Validation score: -89.580932 Iteration 554, loss = 2.06262837 Validation score: -89.040825 Iteration 555, loss = 2.05192997 Validation score: -88.503896 Iteration 556, loss = 2.04128726 Validation score: -87.970126 Iteration 557, loss = 2.03069990 Validation score: -87.439490 Iteration 558, loss = 2.02016756 Validation score: -86.911969 Iteration 559, loss = 2.00968990 Validation score: -86.387539 Iteration 560, loss = 1.99926659 Validation score: -85.866181 Iteration 561, loss = 1.98889730 Validation score: -85.347872 Iteration 562, loss = 1.97858170 Validation score: -84.832592 Iteration 563, loss = 1.96831949 Validation score: -84.320320 Iteration 564, loss = 1.95811032 Validation score: -83.811036 Iteration 565, loss = 1.94795389 Validation score: -83.304719 Iteration 566, loss = 1.93784989 Validation score: -82.801350 Iteration 567, loss = 1.92779799 Validation score: -82.300907 Iteration 568, loss = 1.91779790 Validation score: -81.803372 Iteration 569, loss = 1.90784930 Validation score: -81.308724 Iteration 570, loss = 1.89795188 Validation score: -80.816945 Iteration 571, loss = 1.88810536 Validation score: -80.328015 Iteration 572, loss = 1.87830942 Validation score: -79.841914 Iteration 573, loss = 1.86856377 Validation score: -79.358625 Iteration 574, loss = 1.85886812 Validation score: -78.878129 Iteration 575, loss = 1.84922216 Validation score: -78.400406 Iteration 576, loss = 1.83962563 Validation score: -77.925439 Iteration 577, loss = 1.83007821 Validation score: -77.453209 Iteration 578, loss = 1.82057964 Validation score: -76.983698 Iteration 579, loss = 1.81112962 Validation score: -76.516889 Iteration 580, loss = 1.80172787 Validation score: -76.052763 Iteration 581, loss = 1.79237413 Validation score: -75.591304 Iteration 582, loss = 1.78306810 Validation score: -75.132493 Iteration 583, loss = 1.77380952 Validation score: -74.676313 Iteration 584, loss = 1.76459811 Validation score: -74.222748 Iteration 585, loss = 1.75543361 Validation score: -73.771780 Iteration 586, loss = 1.74631574 Validation score: -73.323393 Iteration 587, loss = 1.73724424 Validation score: -72.877570 Iteration 588, loss = 1.72821885 Validation score: -72.434294 Iteration 589, loss = 1.71923930 Validation score: -71.993550 Iteration 590, loss = 1.71030534 Validation score: -71.555320 Iteration 591, loss = 1.70141671 Validation score: -71.119589 Iteration 592, loss = 1.69257315 Validation score: -70.686341 Iteration 593, loss = 1.68377440 Validation score: -70.255560 Iteration 594, loss = 1.67502023 Validation score: -69.827231 Iteration 595, loss = 1.66631037 Validation score: -69.401338 Iteration 596, loss = 1.65764458 Validation score: -68.977866 Iteration 597, loss = 1.64902261 Validation score: -68.556798 Iteration 598, loss = 1.64044423 Validation score: -68.138122 Iteration 599, loss = 1.63190918 Validation score: -67.721820 Iteration 600, loss = 1.62341723 Validation score: -67.307879 Iteration 601, loss = 1.61496814 Validation score: -66.896284 Iteration 602, loss = 1.60656166 Validation score: -66.487019 Iteration 603, loss = 1.59819758 Validation score: -66.080072 Iteration 604, loss = 1.58987565 Validation score: -65.675426 Iteration 605, loss = 1.58159564 Validation score: -65.273069 Iteration 606, loss = 1.57335733 Validation score: -64.872986 Iteration 607, loss = 1.56516048 Validation score: -64.475163 Iteration 608, loss = 1.55700487 Validation score: -64.079585 Iteration 609, loss = 1.54889027 Validation score: -63.686240 Iteration 610, loss = 1.54081646 Validation score: -63.295114 Iteration 611, loss = 1.53278322 Validation score: -62.906193 Iteration 612, loss = 1.52479033 Validation score: -62.519464 Iteration 613, loss = 1.51683758 Validation score: -62.134913 Iteration 614, loss = 1.50892474 Validation score: -61.752527 Iteration 615, loss = 1.50105159 Validation score: -61.372294 Iteration 616, loss = 1.49321794 Validation score: -60.994199 Iteration 617, loss = 1.48542356 Validation score: -60.618231 Iteration 618, loss = 1.47766824 Validation score: -60.244376 Iteration 619, loss = 1.46995179 Validation score: -59.872622 Iteration 620, loss = 1.46227397 Validation score: -59.502956 Iteration 621, loss = 1.45463461 Validation score: -59.135367 Iteration 622, loss = 1.44703348 Validation score: -58.769840 Iteration 623, loss = 1.43947038 Validation score: -58.406365 Iteration 624, loss = 1.43194512 Validation score: -58.044928 Iteration 625, loss = 1.42445749 Validation score: -57.685519 Iteration 626, loss = 1.41700730 Validation score: -57.328124 Iteration 627, loss = 1.40959435 Validation score: -56.972733 Iteration 628, loss = 1.40221843 Validation score: -56.619332 Iteration 629, loss = 1.39487937 Validation score: -56.267911 Iteration 630, loss = 1.38757696 Validation score: -55.918458 Iteration 631, loss = 1.38031101 Validation score: -55.570962 Iteration 632, loss = 1.37308133 Validation score: -55.225410 Iteration 633, loss = 1.36588773 Validation score: -54.881793 Iteration 634, loss = 1.35873003 Validation score: -54.540097 Iteration 635, loss = 1.35160804 Validation score: -54.200313 Iteration 636, loss = 1.34452157 Validation score: -53.862429 Iteration 637, loss = 1.33747044 Validation score: -53.526434 Iteration 638, loss = 1.33045447 Validation score: -53.192317 Iteration 639, loss = 1.32347347 Validation score: -52.860068 Iteration 640, loss = 1.31652726 Validation score: -52.529675 Iteration 641, loss = 1.30961567 Validation score: -52.201128 Iteration 642, loss = 1.30273851 Validation score: -51.874417 Iteration 643, loss = 1.29589561 Validation score: -51.549531 Iteration 644, loss = 1.28908680 Validation score: -51.226459 Iteration 645, loss = 1.28231190 Validation score: -50.905192 Iteration 646, loss = 1.27557073 Validation score: -50.585718 Iteration 647, loss = 1.26886313 Validation score: -50.268028 Iteration 648, loss = 1.26218892 Validation score: -49.952111 Iteration 649, loss = 1.25554793 Validation score: -49.637958 Iteration 650, loss = 1.24894000 Validation score: -49.325559 Iteration 651, loss = 1.24236496 Validation score: -49.014903 Iteration 652, loss = 1.23582263 Validation score: -48.705981 Iteration 653, loss = 1.22931286 Validation score: -48.398783 Iteration 654, loss = 1.22283548 Validation score: -48.093299 Iteration 655, loss = 1.21639033 Validation score: -47.789521 Iteration 656, loss = 1.20997724 Validation score: -47.487437 Iteration 657, loss = 1.20359605 Validation score: -47.187039 Iteration 658, loss = 1.19724661 Validation score: -46.888318 Iteration 659, loss = 1.19092875 Validation score: -46.591263 Iteration 660, loss = 1.18464232 Validation score: -46.295866 Iteration 661, loss = 1.17838715 Validation score: -46.002118 Iteration 662, loss = 1.17216309 Validation score: -45.710009 Iteration 663, loss = 1.16596999 Validation score: -45.419530 Iteration 664, loss = 1.15980770 Validation score: -45.130673 Iteration 665, loss = 1.15367605 Validation score: -44.843428 Iteration 666, loss = 1.14757490 Validation score: -44.557786 Iteration 667, loss = 1.14150409 Validation score: -44.273739 Iteration 668, loss = 1.13546347 Validation score: -43.991278 Iteration 669, loss = 1.12945291 Validation score: -43.710393 Iteration 670, loss = 1.12347223 Validation score: -43.431078 Iteration 671, loss = 1.11752131 Validation score: -43.153322 Iteration 672, loss = 1.11159998 Validation score: -42.877117 Iteration 673, loss = 1.10570812 Validation score: -42.602456 Iteration 674, loss = 1.09984556 Validation score: -42.329328 Iteration 675, loss = 1.09401216 Validation score: -42.057727 Iteration 676, loss = 1.08820779 Validation score: -41.787644 Iteration 677, loss = 1.08243231 Validation score: -41.519070 Iteration 678, loss = 1.07668555 Validation score: -41.251998 Iteration 679, loss = 1.07096740 Validation score: -40.986419 Iteration 680, loss = 1.06527770 Validation score: -40.722325 Iteration 681, loss = 1.05961633 Validation score: -40.459708 Iteration 682, loss = 1.05398313 Validation score: -40.198560 Iteration 683, loss = 1.04837798 Validation score: -39.938873 Iteration 684, loss = 1.04280073 Validation score: -39.680640 Iteration 685, loss = 1.03725125 Validation score: -39.423853 Iteration 686, loss = 1.03172941 Validation score: -39.168503 Iteration 687, loss = 1.02623507 Validation score: -38.914583 Iteration 688, loss = 1.02076809 Validation score: -38.662085 Iteration 689, loss = 1.01532835 Validation score: -38.411003 Iteration 690, loss = 1.00991572 Validation score: -38.161327 Iteration 691, loss = 1.00453005 Validation score: -37.913051 Iteration 692, loss = 0.99917123 Validation score: -37.666168 Iteration 693, loss = 0.99383912 Validation score: -37.420669 Iteration 694, loss = 0.98853359 Validation score: -37.176548 Iteration 695, loss = 0.98325452 Validation score: -36.933797 Iteration 696, loss = 0.97800177 Validation score: -36.692408 Iteration 697, loss = 0.97277522 Validation score: -36.452375 Iteration 698, loss = 0.96757475 Validation score: -36.213691 Iteration 699, loss = 0.96240023 Validation score: -35.976348 Iteration 700, loss = 0.95725153 Validation score: -35.740339 Iteration 701, loss = 0.95212853 Validation score: -35.505657 Iteration 702, loss = 0.94703110 Validation score: -35.272295 Iteration 703, loss = 0.94195914 Validation score: -35.040246 Iteration 704, loss = 0.93691250 Validation score: -34.809504 Iteration 705, loss = 0.93189108 Validation score: -34.580060 Iteration 706, loss = 0.92689475 Validation score: -34.351910 Iteration 707, loss = 0.92192339 Validation score: -34.125045 Iteration 708, loss = 0.91697688 Validation score: -33.899458 Iteration 709, loss = 0.91205511 Validation score: -33.675145 Iteration 710, loss = 0.90715795 Validation score: -33.452096 Iteration 711, loss = 0.90228529 Validation score: -33.230307 Iteration 712, loss = 0.89743701 Validation score: -33.009770 Iteration 713, loss = 0.89261300 Validation score: -32.790478 Iteration 714, loss = 0.88781314 Validation score: -32.572426 Iteration 715, loss = 0.88303731 Validation score: -32.355607 Iteration 716, loss = 0.87828541 Validation score: -32.140014 Iteration 717, loss = 0.87355731 Validation score: -31.925641 Iteration 718, loss = 0.86885291 Validation score: -31.712481 Iteration 719, loss = 0.86417210 Validation score: -31.500529 Iteration 720, loss = 0.85951475 Validation score: -31.289778 Iteration 721, loss = 0.85488077 Validation score: -31.080222 Iteration 722, loss = 0.85027004 Validation score: -30.871854 Iteration 723, loss = 0.84568245 Validation score: -30.664668 Iteration 724, loss = 0.84111788 Validation score: -30.458659 Iteration 725, loss = 0.83657625 Validation score: -30.253820 Iteration 726, loss = 0.83205742 Validation score: -30.050145 Iteration 727, loss = 0.82756130 Validation score: -29.847628 Iteration 728, loss = 0.82308779 Validation score: -29.646263 Iteration 729, loss = 0.81863676 Validation score: -29.446044 Iteration 730, loss = 0.81420812 Validation score: -29.246965 Iteration 731, loss = 0.80980177 Validation score: -29.049021 Iteration 732, loss = 0.80541759 Validation score: -28.852205 Iteration 733, loss = 0.80105548 Validation score: -28.656511 Iteration 734, loss = 0.79671535 Validation score: -28.461935 Iteration 735, loss = 0.79239708 Validation score: -28.268469 Iteration 736, loss = 0.78810057 Validation score: -28.076109 Iteration 737, loss = 0.78382572 Validation score: -27.884848 Iteration 738, loss = 0.77957244 Validation score: -27.694681 Iteration 739, loss = 0.77534061 Validation score: -27.505603 Iteration 740, loss = 0.77113014 Validation score: -27.317607 Iteration 741, loss = 0.76694093 Validation score: -27.130689 Iteration 742, loss = 0.76277288 Validation score: -26.944842 Iteration 743, loss = 0.75862588 Validation score: -26.760062 Iteration 744, loss = 0.75449985 Validation score: -26.576342 Iteration 745, loss = 0.75039468 Validation score: -26.393677 Iteration 746, loss = 0.74631027 Validation score: -26.212062 Iteration 747, loss = 0.74224654 Validation score: -26.031491 Iteration 748, loss = 0.73820337 Validation score: -25.851960 Iteration 749, loss = 0.73418068 Validation score: -25.673462 Iteration 750, loss = 0.73017837 Validation score: -25.495993 Iteration 751, loss = 0.72619634 Validation score: -25.319547 Iteration 752, loss = 0.72223451 Validation score: -25.144119 Iteration 753, loss = 0.71829276 Validation score: -24.969704 Iteration 754, loss = 0.71437103 Validation score: -24.796296 Iteration 755, loss = 0.71046920 Validation score: -24.623891 Iteration 756, loss = 0.70658718 Validation score: -24.452483 Iteration 757, loss = 0.70272489 Validation score: -24.282067 Iteration 758, loss = 0.69888223 Validation score: -24.112639 Iteration 759, loss = 0.69505911 Validation score: -23.944192 Iteration 760, loss = 0.69125544 Validation score: -23.776723 Iteration 761, loss = 0.68747113 Validation score: -23.610226 Iteration 762, loss = 0.68370609 Validation score: -23.444696 Iteration 763, loss = 0.67996022 Validation score: -23.280128 Iteration 764, loss = 0.67623345 Validation score: -23.116517 Iteration 765, loss = 0.67252567 Validation score: -22.953859 Iteration 766, loss = 0.66883681 Validation score: -22.792148 Iteration 767, loss = 0.66516677 Validation score: -22.631380 Iteration 768, loss = 0.66151547 Validation score: -22.471551 Iteration 769, loss = 0.65788282 Validation score: -22.312654 Iteration 770, loss = 0.65426873 Validation score: -22.154685 Iteration 771, loss = 0.65067311 Validation score: -21.997641 Iteration 772, loss = 0.64709589 Validation score: -21.841515 Iteration 773, loss = 0.64353697 Validation score: -21.686304 Iteration 774, loss = 0.63999628 Validation score: -21.532002 Iteration 775, loss = 0.63647371 Validation score: -21.378605 Iteration 776, loss = 0.63296920 Validation score: -21.226109 Iteration 777, loss = 0.62948266 Validation score: -21.074508 Iteration 778, loss = 0.62601400 Validation score: -20.923799 Iteration 779, loss = 0.62256314 Validation score: -20.773977 Iteration 780, loss = 0.61913000 Validation score: -20.625036 Iteration 781, loss = 0.61571449 Validation score: -20.476974 Iteration 782, loss = 0.61231654 Validation score: -20.329785 Iteration 783, loss = 0.60893606 Validation score: -20.183464 Iteration 784, loss = 0.60557297 Validation score: -20.038008 Iteration 785, loss = 0.60222719 Validation score: -19.893412 Iteration 786, loss = 0.59889864 Validation score: -19.749671 Iteration 787, loss = 0.59558724 Validation score: -19.606782 Iteration 788, loss = 0.59229291 Validation score: -19.464740 Iteration 789, loss = 0.58901557 Validation score: -19.323540 Iteration 790, loss = 0.58575514 Validation score: -19.183179 Iteration 791, loss = 0.58251155 Validation score: -19.043652 Iteration 792, loss = 0.57928471 Validation score: -18.904955 Iteration 793, loss = 0.57607455 Validation score: -18.767083 Iteration 794, loss = 0.57288099 Validation score: -18.630032 Iteration 795, loss = 0.56970395 Validation score: -18.493799 Iteration 796, loss = 0.56654336 Validation score: -18.358379 Iteration 797, loss = 0.56339913 Validation score: -18.223768 Iteration 798, loss = 0.56027120 Validation score: -18.089962 Iteration 799, loss = 0.55715949 Validation score: -17.956956 Iteration 800, loss = 0.55406392 Validation score: -17.824748 Iteration 801, loss = 0.55098442 Validation score: -17.693331 Iteration 802, loss = 0.54792091 Validation score: -17.562703 Iteration 803, loss = 0.54487331 Validation score: -17.432860 Iteration 804, loss = 0.54184157 Validation score: -17.303798 Iteration 805, loss = 0.53882559 Validation score: -17.175511 Iteration 806, loss = 0.53582531 Validation score: -17.047998 Iteration 807, loss = 0.53284065 Validation score: -16.921253 Iteration 808, loss = 0.52987155 Validation score: -16.795273 Iteration 809, loss = 0.52691792 Validation score: -16.670054 Iteration 810, loss = 0.52397971 Validation score: -16.545591 Iteration 811, loss = 0.52105682 Validation score: -16.421882 Iteration 812, loss = 0.51814921 Validation score: -16.298922 Iteration 813, loss = 0.51525678 Validation score: -16.176708 Iteration 814, loss = 0.51237948 Validation score: -16.055235 Iteration 815, loss = 0.50951723 Validation score: -15.934500 Iteration 816, loss = 0.50666996 Validation score: -15.814499 Iteration 817, loss = 0.50383760 Validation score: -15.695228 Iteration 818, loss = 0.50102008 Validation score: -15.576684 Iteration 819, loss = 0.49821734 Validation score: -15.458863 Iteration 820, loss = 0.49542930 Validation score: -15.341761 Iteration 821, loss = 0.49265590 Validation score: -15.225374 Iteration 822, loss = 0.48989706 Validation score: -15.109700 Iteration 823, loss = 0.48715273 Validation score: -14.994733 Iteration 824, loss = 0.48442283 Validation score: -14.880472 Iteration 825, loss = 0.48170729 Validation score: -14.766911 Iteration 826, loss = 0.47900604 Validation score: -14.654047 Iteration 827, loss = 0.47631903 Validation score: -14.541878 Iteration 828, loss = 0.47364619 Validation score: -14.430398 Iteration 829, loss = 0.47098744 Validation score: -14.319606 Iteration 830, loss = 0.46834272 Validation score: -14.209496 Iteration 831, loss = 0.46571197 Validation score: -14.100066 Iteration 832, loss = 0.46309512 Validation score: -13.991313 Iteration 833, loss = 0.46049211 Validation score: -13.883232 Iteration 834, loss = 0.45790286 Validation score: -13.775820 Iteration 835, loss = 0.45532733 Validation score: -13.669075 Iteration 836, loss = 0.45276544 Validation score: -13.562991 Iteration 837, loss = 0.45021712 Validation score: -13.457567 Iteration 838, loss = 0.44768232 Validation score: -13.352798 Iteration 839, loss = 0.44516098 Validation score: -13.248682 Iteration 840, loss = 0.44265302 Validation score: -13.145214 Iteration 841, loss = 0.44015839 Validation score: -13.042392 Iteration 842, loss = 0.43767702 Validation score: -12.940212 Iteration 843, loss = 0.43520885 Validation score: -12.838671 Iteration 844, loss = 0.43275382 Validation score: -12.737766 Iteration 845, loss = 0.43031187 Validation score: -12.637493 Iteration 846, loss = 0.42788294 Validation score: -12.537849 Iteration 847, loss = 0.42546696 Validation score: -12.438831 Iteration 848, loss = 0.42306388 Validation score: -12.340435 Iteration 849, loss = 0.42067362 Validation score: -12.242659 Iteration 850, loss = 0.41829614 Validation score: -12.145499 Iteration 851, loss = 0.41593138 Validation score: -12.048952 Iteration 852, loss = 0.41357927 Validation score: -11.953014 Iteration 853, loss = 0.41123975 Validation score: -11.857683 Iteration 854, loss = 0.40891276 Validation score: -11.762956 Iteration 855, loss = 0.40659825 Validation score: -11.668829 Iteration 856, loss = 0.40429615 Validation score: -11.575300 Iteration 857, loss = 0.40200642 Validation score: -11.482364 Iteration 858, loss = 0.39972898 Validation score: -11.390020 Iteration 859, loss = 0.39746378 Validation score: -11.298264 Iteration 860, loss = 0.39521077 Validation score: -11.207092 Iteration 861, loss = 0.39296988 Validation score: -11.116502 Iteration 862, loss = 0.39074106 Validation score: -11.026492 Iteration 863, loss = 0.38852426 Validation score: -10.937057 Iteration 864, loss = 0.38631940 Validation score: -10.848195 Iteration 865, loss = 0.38412645 Validation score: -10.759902 Iteration 866, loss = 0.38194533 Validation score: -10.672177 Iteration 867, loss = 0.37977600 Validation score: -10.585015 Iteration 868, loss = 0.37761840 Validation score: -10.498415 Iteration 869, loss = 0.37547248 Validation score: -10.412372 Iteration 870, loss = 0.37333817 Validation score: -10.326885 Iteration 871, loss = 0.37121543 Validation score: -10.241950 Iteration 872, loss = 0.36910419 Validation score: -10.157564 Iteration 873, loss = 0.36700441 Validation score: -10.073725 Iteration 874, loss = 0.36491603 Validation score: -9.990429 Iteration 875, loss = 0.36283899 Validation score: -9.907674 Iteration 876, loss = 0.36077324 Validation score: -9.825457 Iteration 877, loss = 0.35871873 Validation score: -9.743774 Iteration 878, loss = 0.35667541 Validation score: -9.662624 Iteration 879, loss = 0.35464321 Validation score: -9.582004 Iteration 880, loss = 0.35262209 Validation score: -9.501910 Iteration 881, loss = 0.35061200 Validation score: -9.422340 Iteration 882, loss = 0.34861288 Validation score: -9.343291 Iteration 883, loss = 0.34662467 Validation score: -9.264761 Iteration 884, loss = 0.34464734 Validation score: -9.186746 Iteration 885, loss = 0.34268082 Validation score: -9.109244 Iteration 886, loss = 0.34072506 Validation score: -9.032252 Iteration 887, loss = 0.33878002 Validation score: -8.955768 Iteration 888, loss = 0.33684563 Validation score: -8.879788 Iteration 889, loss = 0.33492186 Validation score: -8.804311 Iteration 890, loss = 0.33300864 Validation score: -8.729333 Iteration 891, loss = 0.33110593 Validation score: -8.654852 Iteration 892, loss = 0.32921368 Validation score: -8.580865 Iteration 893, loss = 0.32733184 Validation score: -8.507370 Iteration 894, loss = 0.32546035 Validation score: -8.434364 Iteration 895, loss = 0.32359917 Validation score: -8.361844 Iteration 896, loss = 0.32174825 Validation score: -8.289807 Iteration 897, loss = 0.31990754 Validation score: -8.218252 Iteration 898, loss = 0.31807699 Validation score: -8.147176 Iteration 899, loss = 0.31625655 Validation score: -8.076575 Iteration 900, loss = 0.31444617 Validation score: -8.006448 Iteration 901, loss = 0.31264580 Validation score: -7.936792 Iteration 902, loss = 0.31085540 Validation score: -7.867604 Iteration 903, loss = 0.30907491 Validation score: -7.798883 Iteration 904, loss = 0.30730429 Validation score: -7.730625 Iteration 905, loss = 0.30554350 Validation score: -7.662827 Iteration 906, loss = 0.30379248 Validation score: -7.595489 Iteration 907, loss = 0.30205118 Validation score: -7.528606 Iteration 908, loss = 0.30031956 Validation score: -7.462177 Iteration 909, loss = 0.29859758 Validation score: -7.396199 Iteration 910, loss = 0.29688518 Validation score: -7.330669 Iteration 911, loss = 0.29518232 Validation score: -7.265586 Iteration 912, loss = 0.29348895 Validation score: -7.200947 Iteration 913, loss = 0.29180502 Validation score: -7.136749 Iteration 914, loss = 0.29013050 Validation score: -7.072990 Iteration 915, loss = 0.28846533 Validation score: -7.009668 Iteration 916, loss = 0.28680948 Validation score: -6.946781 Iteration 917, loss = 0.28516288 Validation score: -6.884325 Iteration 918, loss = 0.28352551 Validation score: -6.822299 Iteration 919, loss = 0.28189730 Validation score: -6.760701 Iteration 920, loss = 0.28027823 Validation score: -6.699527 Iteration 921, loss = 0.27866824 Validation score: -6.638776 Iteration 922, loss = 0.27706729 Validation score: -6.578445 Iteration 923, loss = 0.27547534 Validation score: -6.518533 Iteration 924, loss = 0.27389233 Validation score: -6.459036 Iteration 925, loss = 0.27231824 Validation score: -6.399953 Iteration 926, loss = 0.27075301 Validation score: -6.341281 Iteration 927, loss = 0.26919660 Validation score: -6.283018 Iteration 928, loss = 0.26764897 Validation score: -6.225162 Iteration 929, loss = 0.26611007 Validation score: -6.167711 Iteration 930, loss = 0.26457986 Validation score: -6.110661 Iteration 931, loss = 0.26305830 Validation score: -6.054012 Iteration 932, loss = 0.26154535 Validation score: -5.997761 Iteration 933, loss = 0.26004096 Validation score: -5.941906 Iteration 934, loss = 0.25854509 Validation score: -5.886444 Iteration 935, loss = 0.25705770 Validation score: -5.831374 Iteration 936, loss = 0.25557875 Validation score: -5.776693 Iteration 937, loss = 0.25410819 Validation score: -5.722399 Iteration 938, loss = 0.25264599 Validation score: -5.668490 Iteration 939, loss = 0.25119210 Validation score: -5.614964 Iteration 940, loss = 0.24974648 Validation score: -5.561818 Iteration 941, loss = 0.24830910 Validation score: -5.509051 Iteration 942, loss = 0.24687990 Validation score: -5.456661 Iteration 943, loss = 0.24545885 Validation score: -5.404645 Iteration 944, loss = 0.24404592 Validation score: -5.353002 Iteration 945, loss = 0.24264105 Validation score: -5.301728 Iteration 946, loss = 0.24124421 Validation score: -5.250823 Iteration 947, loss = 0.23985536 Validation score: -5.200284 Iteration 948, loss = 0.23847445 Validation score: -5.150109 Iteration 949, loss = 0.23710146 Validation score: -5.100296 Iteration 950, loss = 0.23573634 Validation score: -5.050844 Iteration 951, loss = 0.23437904 Validation score: -5.001749 Iteration 952, loss = 0.23302954 Validation score: -4.953010 Iteration 953, loss = 0.23168779 Validation score: -4.904626 Iteration 954, loss = 0.23035376 Validation score: -4.856593 Iteration 955, loss = 0.22902740 Validation score: -4.808911 Iteration 956, loss = 0.22770868 Validation score: -4.761576 Iteration 957, loss = 0.22639756 Validation score: -4.714588 Iteration 958, loss = 0.22509399 Validation score: -4.667944 Iteration 959, loss = 0.22379795 Validation score: -4.621642 Iteration 960, loss = 0.22250940 Validation score: -4.575680 Iteration 961, loss = 0.22122829 Validation score: -4.530057 Iteration 962, loss = 0.21995459 Validation score: -4.484770 Iteration 963, loss = 0.21868826 Validation score: -4.439818 Iteration 964, loss = 0.21742927 Validation score: -4.395199 Iteration 965, loss = 0.21617758 Validation score: -4.350910 Iteration 966, loss = 0.21493315 Validation score: -4.306950 Iteration 967, loss = 0.21369594 Validation score: -4.263318 Iteration 968, loss = 0.21246592 Validation score: -4.220010 Iteration 969, loss = 0.21124306 Validation score: -4.177026 Iteration 970, loss = 0.21002731 Validation score: -4.134363 Iteration 971, loss = 0.20881864 Validation score: -4.092020 Iteration 972, loss = 0.20761701 Validation score: -4.049994 Iteration 973, loss = 0.20642239 Validation score: -4.008285 Iteration 974, loss = 0.20523475 Validation score: -3.966889 Iteration 975, loss = 0.20405404 Validation score: -3.925806 Iteration 976, loss = 0.20288023 Validation score: -3.885034 Iteration 977, loss = 0.20171330 Validation score: -3.844570 Iteration 978, loss = 0.20055319 Validation score: -3.804414 Iteration 979, loss = 0.19939988 Validation score: -3.764562 Iteration 980, loss = 0.19825333 Validation score: -3.725015 Iteration 981, loss = 0.19711351 Validation score: -3.685768 Iteration 982, loss = 0.19598039 Validation score: -3.646822 Iteration 983, loss = 0.19485392 Validation score: -3.608174 Iteration 984, loss = 0.19373408 Validation score: -3.569822 Iteration 985, loss = 0.19262083 Validation score: -3.531766 Iteration 986, loss = 0.19151414 Validation score: -3.494002 Iteration 987, loss = 0.19041397 Validation score: -3.456530 Iteration 988, loss = 0.18932029 Validation score: -3.419347 Iteration 989, loss = 0.18823307 Validation score: -3.382452 Iteration 990, loss = 0.18715227 Validation score: -3.345844 Iteration 991, loss = 0.18607787 Validation score: -3.309520 Iteration 992, loss = 0.18500982 Validation score: -3.273479 Iteration 993, loss = 0.18394810 Validation score: -3.237719 Iteration 994, loss = 0.18289267 Validation score: -3.202239 Iteration 995, loss = 0.18184350 Validation score: -3.167037 Iteration 996, loss = 0.18080056 Validation score: -3.132111 Iteration 997, loss = 0.17976381 Validation score: -3.097460 Iteration 998, loss = 0.17873323 Validation score: -3.063082 Iteration 999, loss = 0.17770878 Validation score: -3.028976 Iteration 1000, loss = 0.17669043 Validation score: -2.995139 Iteration 1, loss = 14.54162828 Validation score: -830.129546 Iteration 2, loss = 14.48536075 Validation score: -826.351653 Iteration 3, loss = 14.42920106 Validation score: -822.577544 Iteration 4, loss = 14.37315398 Validation score: -818.807393 Iteration 5, loss = 14.31722328 Validation score: -815.041224 Iteration 6, loss = 14.26141131 Validation score: -811.278980 Iteration 7, loss = 14.20571877 Validation score: -807.520716 Iteration 8, loss = 14.15014538 Validation score: -803.766747 Iteration 9, loss = 14.09469113 Validation score: -800.017571 Iteration 10, loss = 14.03935685 Validation score: -796.273742 Iteration 11, loss = 13.98414392 Validation score: -792.535797 Iteration 12, loss = 13.92905377 Validation score: -788.804239 Iteration 13, loss = 13.87408758 Validation score: -785.079543 Iteration 14, loss = 13.81924612 Validation score: -781.362162 Iteration 15, loss = 13.76452965 Validation score: -777.652528 Iteration 16, loss = 13.70993785 Validation score: -773.951062 Iteration 17, loss = 13.65546975 Validation score: -770.258166 Iteration 18, loss = 13.60112377 Validation score: -766.574229 Iteration 19, loss = 13.54689762 Validation score: -762.899616 Iteration 20, loss = 13.49278838 Validation score: -759.234669 Iteration 21, loss = 13.43879244 Validation score: -755.579699 Iteration 22, loss = 13.38490560 Validation score: -751.934978 Iteration 23, loss = 13.33112308 Validation score: -748.300733 Iteration 24, loss = 13.27743962 Validation score: -744.677139 Iteration 25, loss = 13.22384954 Validation score: -741.064313 Iteration 26, loss = 13.17034691 Validation score: -737.462307 Iteration 27, loss = 13.11692563 Validation score: -733.871112 Iteration 28, loss = 13.06357954 Validation score: -730.290654 Iteration 29, loss = 13.01030263 Validation score: -726.720803 Iteration 30, loss = 12.95708907 Validation score: -723.161377 Iteration 31, loss = 12.90393338 Validation score: -719.612155 Iteration 32, loss = 12.85083047 Validation score: -716.072890 Iteration 33, loss = 12.79777573 Validation score: -712.543317 Iteration 34, loss = 12.74476505 Validation score: -709.023170 Iteration 35, loss = 12.69179481 Validation score: -705.512189 Iteration 36, loss = 12.63886190 Validation score: -702.010129 Iteration 37, loss = 12.58596364 Validation score: -698.516770 Iteration 38, loss = 12.53309779 Validation score: -695.031917 Iteration 39, loss = 12.48026245 Validation score: -691.555404 Iteration 40, loss = 12.42745603 Validation score: -688.087096 Iteration 41, loss = 12.37467715 Validation score: -684.626884 Iteration 42, loss = 12.32192465 Validation score: -681.174690 Iteration 43, loss = 12.26919747 Validation score: -677.730456 Iteration 44, loss = 12.21649462 Validation score: -674.294147 Iteration 45, loss = 12.16381514 Validation score: -670.865745 Iteration 46, loss = 12.11115805 Validation score: -667.445245 Iteration 47, loss = 12.05852232 Validation score: -664.032656 Iteration 48, loss = 12.00590680 Validation score: -660.627990 Iteration 49, loss = 11.95331026 Validation score: -657.231267 Iteration 50, loss = 11.90073128 Validation score: -653.842507 Iteration 51, loss = 11.84816831 Validation score: -650.461727 Iteration 52, loss = 11.79561962 Validation score: -647.088941 Iteration 53, loss = 11.74308326 Validation score: -643.724156 Iteration 54, loss = 11.69055713 Validation score: -640.367371 Iteration 55, loss = 11.63803894 Validation score: -637.018570 Iteration 56, loss = 11.58552623 Validation score: -633.677727 Iteration 57, loss = 11.53301637 Validation score: -630.344798 Iteration 58, loss = 11.48050663 Validation score: -627.019723 Iteration 59, loss = 11.42799418 Validation score: -623.702424 Iteration 60, loss = 11.37547610 Validation score: -620.392805 Iteration 61, loss = 11.32294948 Validation score: -617.090754 Iteration 62, loss = 11.27041140 Validation score: -613.796142 Iteration 63, loss = 11.21785898 Validation score: -610.508824 Iteration 64, loss = 11.16528944 Validation score: -607.228646 Iteration 65, loss = 11.11270008 Validation score: -603.955442 Iteration 66, loss = 11.06008837 Validation score: -600.689041 Iteration 67, loss = 11.00745190 Validation score: -597.429266 Iteration 68, loss = 10.95478845 Validation score: -594.175941 Iteration 69, loss = 10.90209596 Validation score: -590.928893 Iteration 70, loss = 10.84937259 Validation score: -587.687952 Iteration 71, loss = 10.79661667 Validation score: -584.452954 Iteration 72, loss = 10.74382677 Validation score: -581.223746 Iteration 73, loss = 10.69100163 Validation score: -578.000183 Iteration 74, loss = 10.63814024 Validation score: -574.782134 Iteration 75, loss = 10.58524178 Validation score: -571.569478 Iteration 76, loss = 10.53230568 Validation score: -568.362109 Iteration 77, loss = 10.47933157 Validation score: -565.159937 Iteration 78, loss = 10.42631932 Validation score: -561.962882 Iteration 79, loss = 10.37326903 Validation score: -558.770884 Iteration 80, loss = 10.32018105 Validation score: -555.583895 Iteration 81, loss = 10.26705593 Validation score: -552.401882 Iteration 82, loss = 10.21389450 Validation score: -549.224829 Iteration 83, loss = 10.16069779 Validation score: -546.052733 Iteration 84, loss = 10.10746707 Validation score: -542.885605 Iteration 85, loss = 10.05420384 Validation score: -539.723472 Iteration 86, loss = 10.00090985 Validation score: -536.566373 Iteration 87, loss = 9.94758705 Validation score: -533.414360 Iteration 88, loss = 9.89423760 Validation score: -530.267497 Iteration 89, loss = 9.84086389 Validation score: -527.125861 Iteration 90, loss = 9.78746850 Validation score: -523.989537 Iteration 91, loss = 9.73405424 Validation score: -520.858622 Iteration 92, loss = 9.68062407 Validation score: -517.733223 Iteration 93, loss = 9.62718116 Validation score: -514.613454 Iteration 94, loss = 9.57372885 Validation score: -511.499436 Iteration 95, loss = 9.52027066 Validation score: -508.391298 Iteration 96, loss = 9.46681026 Validation score: -505.289176 Iteration 97, loss = 9.41335148 Validation score: -502.193209 Iteration 98, loss = 9.35989831 Validation score: -499.103544 Iteration 99, loss = 9.30645485 Validation score: -496.020329 Iteration 100, loss = 9.25302536 Validation score: -492.943717 Iteration 101, loss = 9.19961421 Validation score: -489.873863 Iteration 102, loss = 9.14622588 Validation score: -486.810926 Iteration 103, loss = 9.09286495 Validation score: -483.755064 Iteration 104, loss = 9.03953612 Validation score: -480.706439 Iteration 105, loss = 8.98624415 Validation score: -477.665212 Iteration 106, loss = 8.93299389 Validation score: -474.631546 Iteration 107, loss = 8.87979024 Validation score: -471.605603 Iteration 108, loss = 8.82663816 Validation score: -468.587544 Iteration 109, loss = 8.77354268 Validation score: -465.577533 Iteration 110, loss = 8.72050881 Validation score: -462.575728 Iteration 111, loss = 8.66754163 Validation score: -459.582292 Iteration 112, loss = 8.61464620 Validation score: -456.597381 Iteration 113, loss = 8.56182759 Validation score: -453.621154 Iteration 114, loss = 8.50909085 Validation score: -450.653767 Iteration 115, loss = 8.45644099 Validation score: -447.695373 Iteration 116, loss = 8.40388302 Validation score: -444.746127 Iteration 117, loss = 8.35142185 Validation score: -441.806178 Iteration 118, loss = 8.29906237 Validation score: -438.875677 Iteration 119, loss = 8.24680938 Validation score: -435.954769 Iteration 120, loss = 8.19466760 Validation score: -433.043601 Iteration 121, loss = 8.14264166 Validation score: -430.142314 Iteration 122, loss = 8.09073608 Validation score: -427.251051 Iteration 123, loss = 8.03895528 Validation score: -424.369950 Iteration 124, loss = 7.98730355 Validation score: -421.499147 Iteration 125, loss = 7.93578508 Validation score: -418.638776 Iteration 126, loss = 7.88440390 Validation score: -415.788969 Iteration 127, loss = 7.83316392 Validation score: -412.949855 Iteration 128, loss = 7.78206892 Validation score: -410.121560 Iteration 129, loss = 7.73112250 Validation score: -407.304208 Iteration 130, loss = 7.68032815 Validation score: -404.497920 Iteration 131, loss = 7.62968920 Validation score: -401.702813 Iteration 132, loss = 7.57920883 Validation score: -398.919003 Iteration 133, loss = 7.52889007 Validation score: -396.146601 Iteration 134, loss = 7.47873580 Validation score: -393.385716 Iteration 135, loss = 7.42874876 Validation score: -390.636453 Iteration 136, loss = 7.37893154 Validation score: -387.898914 Iteration 137, loss = 7.32928658 Validation score: -385.173195 Iteration 138, loss = 7.27981621 Validation score: -382.459393 Iteration 139, loss = 7.23052259 Validation score: -379.757597 Iteration 140, loss = 7.18140776 Validation score: -377.067894 Iteration 141, loss = 7.13247364 Validation score: -374.390368 Iteration 142, loss = 7.08372202 Validation score: -371.725096 Iteration 143, loss = 7.03515458 Validation score: -369.072154 Iteration 144, loss = 6.98677286 Validation score: -366.431613 Iteration 145, loss = 6.93857832 Validation score: -363.803540 Iteration 146, loss = 6.89057230 Validation score: -361.187997 Iteration 147, loss = 6.84275606 Validation score: -358.585044 Iteration 148, loss = 6.79513073 Validation score: -355.994736 Iteration 149, loss = 6.74769739 Validation score: -353.417123 Iteration 150, loss = 6.70045701 Validation score: 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score: -311.572915 Iteration 167, loss = 5.92753490 Validation score: -309.228769 Iteration 168, loss = 5.88386810 Validation score: -306.897700 Iteration 169, loss = 5.84040308 Validation score: -304.579707 Iteration 170, loss = 5.79714007 Validation score: -302.274788 Iteration 171, loss = 5.75407929 Validation score: -299.982937 Iteration 172, loss = 5.71122097 Validation score: -297.704150 Iteration 173, loss = 5.66856535 Validation score: -295.438422 Iteration 174, loss = 5.62611268 Validation score: -293.185744 Iteration 175, loss = 5.58386321 Validation score: -290.946110 Iteration 176, loss = 5.54181720 Validation score: -288.719510 Iteration 177, loss = 5.49997494 Validation score: -286.505936 Iteration 178, loss = 5.45833673 Validation score: -284.305376 Iteration 179, loss = 5.41690287 Validation score: -282.117821 Iteration 180, loss = 5.37567371 Validation score: -279.943259 Iteration 181, loss = 5.33464960 Validation score: -277.781679 Iteration 182, loss = 5.29383092 Validation score: -275.633067 Iteration 183, loss = 5.25321808 Validation score: -273.497410 Iteration 184, loss = 5.21281150 Validation score: -271.374696 Iteration 185, loss = 5.17261164 Validation score: -269.264909 Iteration 186, loss = 5.13261900 Validation score: -267.168036 Iteration 187, loss = 5.09283406 Validation score: -265.084061 Iteration 188, loss = 5.05325739 Validation score: -263.012969 Iteration 189, loss = 5.01388954 Validation score: -260.954742 Iteration 190, loss = 4.97473112 Validation score: -258.909366 Iteration 191, loss = 4.93578276 Validation score: -256.876822 Iteration 192, loss = 4.89704510 Validation score: -254.857093 Iteration 193, loss = 4.85851883 Validation score: -252.850161 Iteration 194, loss = 4.82020467 Validation score: -250.856006 Iteration 195, loss = 4.78210336 Validation score: -248.874610 Iteration 196, loss = 4.74421565 Validation score: -246.905953 Iteration 197, loss = 4.70654234 Validation score: -244.950015 Iteration 198, loss = 4.66908425 Validation score: -243.006774 Iteration 199, loss = 4.63184220 Validation score: -241.076209 Iteration 200, loss = 4.59481705 Validation score: -239.158298 Iteration 201, loss = 4.55800968 Validation score: -237.253019 Iteration 202, loss = 4.52142095 Validation score: -235.360348 Iteration 203, loss = 4.48505178 Validation score: -233.480263 Iteration 204, loss = 4.44890307 Validation score: -231.612737 Iteration 205, loss = 4.41297574 Validation score: -229.757748 Iteration 206, loss = 4.37727070 Validation score: -227.915268 Iteration 207, loss = 4.34178887 Validation score: -226.085273 Iteration 208, loss = 4.30653116 Validation score: -224.267735 Iteration 209, loss = 4.27149849 Validation score: -222.462628 Iteration 210, loss = 4.23669175 Validation score: -220.669923 Iteration 211, loss = 4.20211182 Validation score: -218.889592 Iteration 212, loss = 4.16775958 Validation score: -217.121607 Iteration 213, loss = 4.13363586 Validation score: -215.365937 Iteration 214, loss = 4.09974150 Validation score: -213.622553 Iteration 215, loss = 4.06607727 Validation score: -211.891423 Iteration 216, loss = 4.03264395 Validation score: -210.172517 Iteration 217, loss = 3.99944224 Validation score: -208.465802 Iteration 218, loss = 3.96647284 Validation score: -206.771245 Iteration 219, loss = 3.93373638 Validation score: -205.088815 Iteration 220, loss = 3.90123347 Validation score: -203.418476 Iteration 221, loss = 3.86896464 Validation score: -201.760194 Iteration 222, loss = 3.83693038 Validation score: -200.113935 Iteration 223, loss = 3.80513114 Validation score: -198.479663 Iteration 224, loss = 3.77356729 Validation score: -196.857342 Iteration 225, loss = 3.74223916 Validation score: -195.246934 Iteration 226, loss = 3.71114700 Validation score: -193.648404 Iteration 227, loss = 3.68029102 Validation score: -192.061713 Iteration 228, loss = 3.64967135 Validation score: -190.486821 Iteration 229, loss = 3.61928804 Validation score: -188.923692 Iteration 230, loss = 3.58914111 Validation score: -187.372284 Iteration 231, loss = 3.55923049 Validation score: -185.832557 Iteration 232, loss = 3.52955605 Validation score: -184.304472 Iteration 233, loss = 3.50011757 Validation score: -182.787986 Iteration 234, loss = 3.47091481 Validation score: -181.283057 Iteration 235, loss = 3.44194742 Validation score: -179.789644 Iteration 236, loss = 3.41321500 Validation score: -178.307703 Iteration 237, loss = 3.38471709 Validation score: -176.837190 Iteration 238, loss = 3.35645316 Validation score: -175.378063 Iteration 239, loss = 3.32842263 Validation score: -173.930275 Iteration 240, loss = 3.30062483 Validation score: -172.493782 Iteration 241, loss = 3.27305907 Validation score: -171.068538 Iteration 242, loss = 3.24572456 Validation score: -169.654497 Iteration 243, loss = 3.21862050 Validation score: -168.251613 Iteration 244, loss = 3.19174599 Validation score: -166.859838 Iteration 245, loss = 3.16510012 Validation score: -165.479123 Iteration 246, loss = 3.13868191 Validation score: -164.109422 Iteration 247, loss = 3.11249032 Validation score: -162.750686 Iteration 248, loss = 3.08652430 Validation score: -161.402864 Iteration 249, loss = 3.06078272 Validation score: -160.065907 Iteration 250, loss = 3.03526444 Validation score: -158.739766 Iteration 251, loss = 3.00996827 Validation score: -157.424389 Iteration 252, loss = 2.98489298 Validation score: -156.119724 Iteration 253, loss = 2.96003730 Validation score: -154.825721 Iteration 254, loss = 2.93539996 Validation score: -153.542327 Iteration 255, loss = 2.91097962 Validation score: -152.269489 Iteration 256, loss = 2.88677494 Validation score: -151.007155 Iteration 257, loss = 2.86278455 Validation score: -149.755269 Iteration 258, loss = 2.83900704 Validation score: -148.513779 Iteration 259, loss = 2.81544101 Validation score: -147.282630 Iteration 260, loss = 2.79208500 Validation score: -146.061766 Iteration 261, loss = 2.76893758 Validation score: -144.851132 Iteration 262, loss = 2.74599725 Validation score: -143.650672 Iteration 263, loss = 2.72326254 Validation score: -142.460330 Iteration 264, loss = 2.70073195 Validation score: -141.280048 Iteration 265, loss = 2.67840396 Validation score: -140.109769 Iteration 266, loss = 2.65627705 Validation score: -138.949436 Iteration 267, loss = 2.63434969 Validation score: -137.798989 Iteration 268, loss = 2.61262033 Validation score: -136.658371 Iteration 269, loss = 2.59108743 Validation score: -135.527522 Iteration 270, loss = 2.56974943 Validation score: -134.406382 Iteration 271, loss = 2.54860478 Validation score: -133.294891 Iteration 272, loss = 2.52765191 Validation score: -132.192989 Iteration 273, loss = 2.50688926 Validation score: -131.100615 Iteration 274, loss = 2.48631526 Validation score: -130.017708 Iteration 275, loss = 2.46592833 Validation score: -128.944206 Iteration 276, loss = 2.44572691 Validation score: -127.880047 Iteration 277, loss = 2.42570943 Validation score: -126.825168 Iteration 278, loss = 2.40587431 Validation score: -125.779508 Iteration 279, loss = 2.38621999 Validation score: -124.743001 Iteration 280, loss = 2.36674489 Validation score: -123.715586 Iteration 281, loss = 2.34744745 Validation score: -122.697198 Iteration 282, loss = 2.32832611 Validation score: -121.687772 Iteration 283, loss = 2.30937930 Validation score: -120.687245 Iteration 284, loss = 2.29060547 Validation score: -119.695552 Iteration 285, loss = 2.27200307 Validation score: -118.712628 Iteration 286, loss = 2.25357054 Validation score: -117.738406 Iteration 287, loss = 2.23530633 Validation score: -116.772823 Iteration 288, loss = 2.21720892 Validation score: -115.815811 Iteration 289, loss = 2.19927676 Validation score: -114.867305 Iteration 290, loss = 2.18150833 Validation score: -113.927239 Iteration 291, loss = 2.16390209 Validation score: -112.995546 Iteration 292, loss = 2.14645654 Validation score: -112.072160 Iteration 293, loss = 2.12917016 Validation score: -111.157013 Iteration 294, loss = 2.11204145 Validation score: -110.250039 Iteration 295, loss = 2.09506891 Validation score: -109.351172 Iteration 296, loss = 2.07825104 Validation score: -108.460343 Iteration 297, loss = 2.06158637 Validation score: -107.577486 Iteration 298, loss = 2.04507342 Validation score: -106.702533 Iteration 299, loss = 2.02871073 Validation score: -105.835418 Iteration 300, loss = 2.01249682 Validation score: -104.976073 Iteration 301, loss = 1.99643026 Validation score: -104.124430 Iteration 302, loss = 1.98050959 Validation score: -103.280423 Iteration 303, loss = 1.96473338 Validation score: -102.443984 Iteration 304, loss = 1.94910021 Validation score: -101.615047 Iteration 305, loss = 1.93360865 Validation score: -100.793543 Iteration 306, loss = 1.91825731 Validation score: -99.979407 Iteration 307, loss = 1.90304477 Validation score: -99.172571 Iteration 308, loss = 1.88796966 Validation score: -98.372968 Iteration 309, loss = 1.87303059 Validation score: -97.580533 Iteration 310, loss = 1.85822619 Validation score: -96.795198 Iteration 311, loss = 1.84355510 Validation score: -96.016897 Iteration 312, loss = 1.82901597 Validation score: -95.245565 Iteration 313, loss = 1.81460746 Validation score: -94.481135 Iteration 314, loss = 1.80032824 Validation score: -93.723543 Iteration 315, loss = 1.78617698 Validation score: -92.972723 Iteration 316, loss = 1.77215239 Validation score: -92.228609 Iteration 317, loss = 1.75825316 Validation score: -91.491138 Iteration 318, loss = 1.74447800 Validation score: -90.760244 Iteration 319, loss = 1.73082564 Validation score: -90.035865 Iteration 320, loss = 1.71729481 Validation score: -89.317935 Iteration 321, loss = 1.70388425 Validation score: -88.606392 Iteration 322, loss = 1.69059271 Validation score: -87.901172 Iteration 323, loss = 1.67741898 Validation score: -87.202213 Iteration 324, loss = 1.66436181 Validation score: -86.509453 Iteration 325, loss = 1.65142001 Validation score: -85.822830 Iteration 326, loss = 1.63859236 Validation score: -85.142283 Iteration 327, loss = 1.62587769 Validation score: -84.467749 Iteration 328, loss = 1.61327482 Validation score: -83.799169 Iteration 329, loss = 1.60078257 Validation score: -83.136483 Iteration 330, loss = 1.58839979 Validation score: -82.479631 Iteration 331, loss = 1.57612535 Validation score: -81.828553 Iteration 332, loss = 1.56395810 Validation score: -81.183191 Iteration 333, loss = 1.55189693 Validation score: -80.543486 Iteration 334, loss = 1.53994073 Validation score: -79.909381 Iteration 335, loss = 1.52808839 Validation score: -79.280818 Iteration 336, loss = 1.51633885 Validation score: -78.657740 Iteration 337, loss = 1.50469101 Validation score: -78.040092 Iteration 338, loss = 1.49314382 Validation score: -77.427816 Iteration 339, loss = 1.48169622 Validation score: -76.820859 Iteration 340, loss = 1.47034717 Validation score: -76.219164 Iteration 341, loss = 1.45909564 Validation score: -75.622678 Iteration 342, loss = 1.44794062 Validation score: -75.031346 Iteration 343, loss = 1.43688110 Validation score: -74.445116 Iteration 344, loss = 1.42591608 Validation score: -73.863935 Iteration 345, loss = 1.41504458 Validation score: -73.287750 Iteration 346, loss = 1.40426562 Validation score: -72.716510 Iteration 347, loss = 1.39357825 Validation score: -72.150164 Iteration 348, loss = 1.38298150 Validation score: -71.588660 Iteration 349, loss = 1.37247445 Validation score: -71.031949 Iteration 350, loss = 1.36205615 Validation score: -70.479982 Iteration 351, loss = 1.35172569 Validation score: -69.932708 Iteration 352, loss = 1.34148217 Validation score: -69.390080 Iteration 353, loss = 1.33132469 Validation score: -68.852050 Iteration 354, loss = 1.32125235 Validation score: -68.318569 Iteration 355, loss = 1.31126428 Validation score: -67.789592 Iteration 356, loss = 1.30135963 Validation score: -67.265071 Iteration 357, loss = 1.29153752 Validation score: -66.744961 Iteration 358, loss = 1.28179712 Validation score: -66.229216 Iteration 359, loss = 1.27213759 Validation score: -65.717792 Iteration 360, loss = 1.26255810 Validation score: -65.210644 Iteration 361, loss = 1.25305785 Validation score: -64.707729 Iteration 362, loss = 1.24363602 Validation score: -64.209002 Iteration 363, loss = 1.23429182 Validation score: -63.714421 Iteration 364, loss = 1.22502446 Validation score: -63.223944 Iteration 365, loss = 1.21583317 Validation score: -62.737529 Iteration 366, loss = 1.20671719 Validation score: -62.255135 Iteration 367, loss = 1.19767575 Validation score: -61.776720 Iteration 368, loss = 1.18870810 Validation score: -61.302245 Iteration 369, loss = 1.17981352 Validation score: -60.831670 Iteration 370, loss = 1.17099126 Validation score: -60.364955 Iteration 371, loss = 1.16224061 Validation score: -59.902061 Iteration 372, loss = 1.15356086 Validation score: -59.442949 Iteration 373, loss = 1.14495131 Validation score: -58.987583 Iteration 374, loss = 1.13641125 Validation score: -58.535925 Iteration 375, loss = 1.12794001 Validation score: -58.087936 Iteration 376, loss = 1.11953691 Validation score: -57.643582 Iteration 377, loss = 1.11120128 Validation score: -57.202825 Iteration 378, loss = 1.10293246 Validation score: -56.765630 Iteration 379, loss = 1.09472980 Validation score: -56.331961 Iteration 380, loss = 1.08659265 Validation score: -55.901785 Iteration 381, loss = 1.07852039 Validation score: -55.475066 Iteration 382, loss = 1.07051237 Validation score: -55.051771 Iteration 383, loss = 1.06256799 Validation score: -54.631865 Iteration 384, loss = 1.05468662 Validation score: -54.215317 Iteration 385, loss = 1.04686767 Validation score: -53.802093 Iteration 386, loss = 1.03911054 Validation score: -53.392161 Iteration 387, loss = 1.03141464 Validation score: -52.985488 Iteration 388, loss = 1.02377938 Validation score: -52.582044 Iteration 389, loss = 1.01620419 Validation score: -52.181798 Iteration 390, loss = 1.00868851 Validation score: -51.784718 Iteration 391, loss = 1.00123176 Validation score: -51.390775 Iteration 392, loss = 0.99383341 Validation score: -50.999938 Iteration 393, loss = 0.98649289 Validation score: -50.612177 Iteration 394, loss = 0.97920968 Validation score: -50.227464 Iteration 395, loss = 0.97198322 Validation score: -49.845770 Iteration 396, loss = 0.96481301 Validation score: -49.467066 Iteration 397, loss = 0.95769852 Validation score: -49.091324 Iteration 398, loss = 0.95063923 Validation score: -48.718516 Iteration 399, loss = 0.94363463 Validation score: -48.348615 Iteration 400, loss = 0.93668423 Validation score: -47.981593 Iteration 401, loss = 0.92978752 Validation score: -47.617424 Iteration 402, loss = 0.92294403 Validation score: -47.256082 Iteration 403, loss = 0.91615325 Validation score: -46.897539 Iteration 404, loss = 0.90941472 Validation score: -46.541771 Iteration 405, loss = 0.90272797 Validation score: -46.188752 Iteration 406, loss = 0.89609252 Validation score: -45.838457 Iteration 407, loss = 0.88950792 Validation score: -45.490861 Iteration 408, loss = 0.88297370 Validation score: -45.145938 Iteration 409, loss = 0.87648943 Validation score: -44.803666 Iteration 410, loss = 0.87005466 Validation score: -44.464020 Iteration 411, loss = 0.86366894 Validation score: -44.126976 Iteration 412, loss = 0.85733184 Validation score: -43.792510 Iteration 413, loss = 0.85104294 Validation score: -43.460601 Iteration 414, loss = 0.84480180 Validation score: -43.131224 Iteration 415, loss = 0.83860802 Validation score: -42.804358 Iteration 416, loss = 0.83246117 Validation score: -42.479980 Iteration 417, loss = 0.82636085 Validation score: -42.158068 Iteration 418, loss = 0.82030665 Validation score: -41.838600 Iteration 419, loss = 0.81429818 Validation score: -41.521554 Iteration 420, loss = 0.80833503 Validation score: -41.206910 Iteration 421, loss = 0.80241682 Validation score: -40.894647 Iteration 422, loss = 0.79654316 Validation score: -40.584743 Iteration 423, loss = 0.79071368 Validation score: -40.277178 Iteration 424, loss = 0.78492798 Validation score: -39.971932 Iteration 425, loss = 0.77918571 Validation score: -39.668984 Iteration 426, loss = 0.77348648 Validation score: -39.368316 Iteration 427, loss = 0.76782995 Validation score: -39.069907 Iteration 428, loss = 0.76221574 Validation score: -38.773738 Iteration 429, loss = 0.75664349 Validation score: -38.479789 Iteration 430, loss = 0.75111287 Validation score: -38.188043 Iteration 431, loss = 0.74562352 Validation score: -37.898480 Iteration 432, loss = 0.74017509 Validation score: -37.611081 Iteration 433, loss = 0.73476724 Validation score: -37.325829 Iteration 434, loss = 0.72939965 Validation score: -37.042705 Iteration 435, loss = 0.72407196 Validation score: -36.761692 Iteration 436, loss = 0.71878386 Validation score: -36.482772 Iteration 437, loss = 0.71353502 Validation score: -36.205927 Iteration 438, loss = 0.70832512 Validation score: -35.931140 Iteration 439, loss = 0.70315383 Validation score: -35.658394 Iteration 440, loss = 0.69802085 Validation score: -35.387672 Iteration 441, loss = 0.69292585 Validation score: -35.118957 Iteration 442, loss = 0.68786854 Validation score: -34.852234 Iteration 443, loss = 0.68284860 Validation score: -34.587484 Iteration 444, loss = 0.67786574 Validation score: -34.324693 Iteration 445, loss = 0.67291965 Validation score: -34.063845 Iteration 446, loss = 0.66801004 Validation score: -33.804923 Iteration 447, loss = 0.66313662 Validation score: -33.547911 Iteration 448, loss = 0.65829910 Validation score: -33.292796 Iteration 449, loss = 0.65349718 Validation score: -33.039560 Iteration 450, loss = 0.64873060 Validation score: -32.788189 Iteration 451, loss = 0.64399906 Validation score: -32.538668 Iteration 452, loss = 0.63930229 Validation score: -32.290982 Iteration 453, loss = 0.63464001 Validation score: -32.045116 Iteration 454, loss = 0.63001196 Validation score: -31.801057 Iteration 455, loss = 0.62541786 Validation score: -31.558789 Iteration 456, loss = 0.62085744 Validation score: -31.318298 Iteration 457, loss = 0.61633045 Validation score: -31.079570 Iteration 458, loss = 0.61183663 Validation score: -30.842592 Iteration 459, loss = 0.60737570 Validation score: -30.607349 Iteration 460, loss = 0.60294742 Validation score: -30.373828 Iteration 461, loss = 0.59855154 Validation score: -30.142015 Iteration 462, loss = 0.59418780 Validation score: -29.911898 Iteration 463, loss = 0.58985596 Validation score: -29.683462 Iteration 464, loss = 0.58555577 Validation score: -29.456695 Iteration 465, loss = 0.58128698 Validation score: -29.231583 Iteration 466, loss = 0.57704936 Validation score: -29.008114 Iteration 467, loss = 0.57284266 Validation score: -28.786276 Iteration 468, loss = 0.56866666 Validation score: -28.566055 Iteration 469, loss = 0.56452111 Validation score: -28.347439 Iteration 470, loss = 0.56040579 Validation score: -28.130416 Iteration 471, loss = 0.55632046 Validation score: -27.914973 Iteration 472, loss = 0.55226490 Validation score: -27.701099 Iteration 473, loss = 0.54823888 Validation score: -27.488782 Iteration 474, loss = 0.54424218 Validation score: -27.278009 Iteration 475, loss = 0.54027458 Validation score: -27.068769 Iteration 476, loss = 0.53633585 Validation score: -26.861050 Iteration 477, loss = 0.53242580 Validation score: -26.654841 Iteration 478, loss = 0.52854418 Validation score: -26.450130 Iteration 479, loss = 0.52469081 Validation score: -26.246906 Iteration 480, loss = 0.52086546 Validation score: -26.045158 Iteration 481, loss = 0.51706792 Validation score: -25.844875 Iteration 482, loss = 0.51329799 Validation score: -25.646046 Iteration 483, loss = 0.50955547 Validation score: -25.448659 Iteration 484, loss = 0.50584015 Validation score: -25.252705 Iteration 485, loss = 0.50215182 Validation score: -25.058172 Iteration 486, loss = 0.49849030 Validation score: -24.865049 Iteration 487, loss = 0.49485538 Validation score: -24.673327 Iteration 488, loss = 0.49124686 Validation score: -24.482995 Iteration 489, loss = 0.48766456 Validation score: -24.294043 Iteration 490, loss = 0.48410827 Validation score: -24.106460 Iteration 491, loss = 0.48057782 Validation score: -23.920236 Iteration 492, loss = 0.47707300 Validation score: -23.735362 Iteration 493, loss = 0.47359364 Validation score: -23.551827 Iteration 494, loss = 0.47013954 Validation score: -23.369622 Iteration 495, loss = 0.46671053 Validation score: -23.188737 Iteration 496, loss = 0.46330642 Validation score: -23.009161 Iteration 497, loss = 0.45992702 Validation score: -22.830887 Iteration 498, loss = 0.45657217 Validation score: -22.653903 Iteration 499, loss = 0.45324168 Validation score: -22.478201 Iteration 500, loss = 0.44993538 Validation score: -22.303771 Iteration 501, loss = 0.44665308 Validation score: -22.130605 Iteration 502, loss = 0.44339463 Validation score: -21.958692 Iteration 503, loss = 0.44015984 Validation score: -21.788024 Iteration 504, loss = 0.43694855 Validation score: -21.618593 Iteration 505, loss = 0.43376059 Validation score: -21.450388 Iteration 506, loss = 0.43059579 Validation score: -21.283401 Iteration 507, loss = 0.42745398 Validation score: -21.117623 Iteration 508, loss = 0.42433500 Validation score: -20.953046 Iteration 509, loss = 0.42123869 Validation score: -20.789661 Iteration 510, loss = 0.41816488 Validation score: -20.627459 Iteration 511, loss = 0.41511342 Validation score: -20.466433 Iteration 512, loss = 0.41208414 Validation score: -20.306573 Iteration 513, loss = 0.40907689 Validation score: -20.147871 Iteration 514, loss = 0.40609151 Validation score: -19.990318 Iteration 515, loss = 0.40312785 Validation score: -19.833908 Iteration 516, loss = 0.40018574 Validation score: -19.678631 Iteration 517, loss = 0.39726504 Validation score: -19.524480 Iteration 518, loss = 0.39436560 Validation score: -19.371446 Iteration 519, loss = 0.39148727 Validation score: -19.219522 Iteration 520, loss = 0.38862989 Validation score: -19.068699 Iteration 521, loss = 0.38579333 Validation score: -18.918970 Iteration 522, loss = 0.38297742 Validation score: -18.770328 Iteration 523, loss = 0.38018203 Validation score: -18.622764 Iteration 524, loss = 0.37740702 Validation score: -18.476270 Iteration 525, loss = 0.37465223 Validation score: -18.330840 Iteration 526, loss = 0.37191753 Validation score: -18.186466 Iteration 527, loss = 0.36920278 Validation score: -18.043140 Iteration 528, loss = 0.36650783 Validation score: -17.900855 Iteration 529, loss = 0.36383255 Validation score: -17.759604 Iteration 530, loss = 0.36117680 Validation score: -17.619379 Iteration 531, loss = 0.35854044 Validation score: -17.480173 Iteration 532, loss = 0.35592333 Validation score: -17.341979 Iteration 533, loss = 0.35332535 Validation score: -17.204790 Iteration 534, loss = 0.35074636 Validation score: -17.068599 Iteration 535, loss = 0.34818623 Validation score: -16.933399 Iteration 536, loss = 0.34564482 Validation score: -16.799183 Iteration 537, loss = 0.34312200 Validation score: -16.665944 Iteration 538, loss = 0.34061765 Validation score: -16.533675 Iteration 539, loss = 0.33813163 Validation score: -16.402370 Iteration 540, loss = 0.33566383 Validation score: -16.272021 Iteration 541, loss = 0.33321410 Validation score: -16.142623 Iteration 542, loss = 0.33078233 Validation score: -16.014168 Iteration 543, loss = 0.32836840 Validation score: -15.886650 Iteration 544, loss = 0.32597217 Validation score: -15.760063 Iteration 545, loss = 0.32359352 Validation score: -15.634399 Iteration 546, loss = 0.32123234 Validation score: -15.509653 Iteration 547, loss = 0.31888850 Validation score: -15.385818 Iteration 548, loss = 0.31656188 Validation score: -15.262888 Iteration 549, loss = 0.31425237 Validation score: -15.140857 Iteration 550, loss = 0.31195984 Validation score: -15.019718 Iteration 551, loss = 0.30968417 Validation score: -14.899465 Iteration 552, loss = 0.30742526 Validation score: -14.780092 Iteration 553, loss = 0.30518298 Validation score: -14.661593 Iteration 554, loss = 0.30295722 Validation score: -14.543962 Iteration 555, loss = 0.30074786 Validation score: -14.427193 Iteration 556, loss = 0.29855479 Validation score: -14.311279 Iteration 557, loss = 0.29637791 Validation score: -14.196216 Iteration 558, loss = 0.29421709 Validation score: -14.081997 Iteration 559, loss = 0.29207223 Validation score: -13.968616 Iteration 560, loss = 0.28994322 Validation score: -13.856068 Iteration 561, loss = 0.28782994 Validation score: -13.744346 Iteration 562, loss = 0.28573229 Validation score: -13.633446 Iteration 563, loss = 0.28365017 Validation score: -13.523361 Iteration 564, loss = 0.28158345 Validation score: -13.414085 Iteration 565, loss = 0.27953205 Validation score: -13.305614 Iteration 566, loss = 0.27749585 Validation score: -13.197942 Iteration 567, loss = 0.27547475 Validation score: -13.091063 Iteration 568, loss = 0.27346864 Validation score: -12.984971 Iteration 569, loss = 0.27147742 Validation score: -12.879662 Iteration 570, loss = 0.26950099 Validation score: -12.775130 Iteration 571, loss = 0.26753924 Validation score: -12.671369 Iteration 572, loss = 0.26559209 Validation score: -12.568374 Iteration 573, loss = 0.26365941 Validation score: -12.466141 Iteration 574, loss = 0.26174112 Validation score: -12.364663 Iteration 575, loss = 0.25983712 Validation score: -12.263936 Iteration 576, loss = 0.25794731 Validation score: -12.163954 Iteration 577, loss = 0.25607159 Validation score: -12.064712 Iteration 578, loss = 0.25420986 Validation score: -11.966205 Iteration 579, loss = 0.25236203 Validation score: -11.868429 Iteration 580, loss = 0.25052800 Validation score: -11.771378 Iteration 581, loss = 0.24870768 Validation score: -11.675047 Iteration 582, loss = 0.24690097 Validation score: -11.579431 Iteration 583, loss = 0.24510778 Validation score: -11.484525 Iteration 584, loss = 0.24332801 Validation score: -11.390324 Iteration 585, loss = 0.24156158 Validation score: -11.296825 Iteration 586, loss = 0.23980839 Validation score: -11.204020 Iteration 587, loss = 0.23806835 Validation score: -11.111907 Iteration 588, loss = 0.23634137 Validation score: -11.020480 Iteration 589, loss = 0.23462737 Validation score: -10.929734 Iteration 590, loss = 0.23292624 Validation score: -10.839665 Iteration 591, loss = 0.23123791 Validation score: -10.750269 Iteration 592, loss = 0.22956228 Validation score: -10.661539 Iteration 593, loss = 0.22789926 Validation score: -10.573473 Iteration 594, loss = 0.22624878 Validation score: -10.486065 Iteration 595, loss = 0.22461074 Validation score: -10.399311 Iteration 596, loss = 0.22298506 Validation score: -10.313206 Iteration 597, loss = 0.22137166 Validation score: -10.227746 Iteration 598, loss = 0.21977044 Validation score: -10.142926 Iteration 599, loss = 0.21818132 Validation score: -10.058743 Iteration 600, loss = 0.21660423 Validation score: -9.975191 Iteration 601, loss = 0.21503907 Validation score: -9.892266 Iteration 602, loss = 0.21348578 Validation score: -9.809964 Iteration 603, loss = 0.21194425 Validation score: -9.728281 Iteration 604, loss = 0.21041442 Validation score: -9.647213 Iteration 605, loss = 0.20889620 Validation score: -9.566755 Iteration 606, loss = 0.20738951 Validation score: -9.486902 Iteration 607, loss = 0.20589427 Validation score: -9.407652 Iteration 608, loss = 0.20441041 Validation score: -9.328999 Iteration 609, loss = 0.20293784 Validation score: -9.250939 Iteration 610, loss = 0.20147649 Validation score: -9.173469 Iteration 611, loss = 0.20002628 Validation score: -9.096585 Iteration 612, loss = 0.19858712 Validation score: -9.020282 Iteration 613, loss = 0.19715896 Validation score: -8.944556 Iteration 614, loss = 0.19574170 Validation score: -8.869403 Iteration 615, loss = 0.19433528 Validation score: -8.794820 Iteration 616, loss = 0.19293962 Validation score: -8.720803 Iteration 617, loss = 0.19155464 Validation score: -8.647347 Iteration 618, loss = 0.19018027 Validation score: -8.574448 Iteration 619, loss = 0.18881643 Validation score: -8.502104 Iteration 620, loss = 0.18746307 Validation score: -8.430309 Iteration 621, loss = 0.18612009 Validation score: -8.359060 Iteration 622, loss = 0.18478743 Validation score: -8.288354 Iteration 623, loss = 0.18346502 Validation score: -8.218187 Iteration 624, loss = 0.18215278 Validation score: -8.148554 Iteration 625, loss = 0.18085065 Validation score: -8.079453 Iteration 626, loss = 0.17955855 Validation score: -8.010879 Iteration 627, loss = 0.17827642 Validation score: -7.942829 Iteration 628, loss = 0.17700418 Validation score: -7.875299 Iteration 629, loss = 0.17574178 Validation score: -7.808286 Iteration 630, loss = 0.17448912 Validation score: -7.741786 Iteration 631, loss = 0.17324616 Validation score: -7.675795 Iteration 632, loss = 0.17201283 Validation score: -7.610311 Iteration 633, loss = 0.17078904 Validation score: -7.545328 Iteration 634, loss = 0.16957475 Validation score: -7.480845 Iteration 635, loss = 0.16836988 Validation score: -7.416857 Iteration 636, loss = 0.16717437 Validation score: -7.353360 Iteration 637, loss = 0.16598814 Validation score: -7.290353 Iteration 638, loss = 0.16481115 Validation score: -7.227830 Iteration 639, loss = 0.16364331 Validation score: -7.165790 Iteration 640, loss = 0.16248457 Validation score: -7.104227 Iteration 641, loss = 0.16133487 Validation score: -7.043140 Iteration 642, loss = 0.16019413 Validation score: -6.982525 Iteration 643, loss = 0.15906231 Validation score: -6.922377 Iteration 644, loss = 0.15793933 Validation score: -6.862695 Iteration 645, loss = 0.15682513 Validation score: -6.803475 Iteration 646, loss = 0.15571965 Validation score: -6.744714 Iteration 647, loss = 0.15462283 Validation score: -6.686408 Iteration 648, loss = 0.15353461 Validation score: -6.628554 Iteration 649, loss = 0.15245493 Validation score: -6.571150 Iteration 650, loss = 0.15138372 Validation score: -6.514191 Iteration 651, loss = 0.15032094 Validation score: -6.457675 Iteration 652, loss = 0.14926651 Validation score: -6.401599 Iteration 653, loss = 0.14822039 Validation score: -6.345960 Iteration 654, loss = 0.14718250 Validation score: -6.290754 Iteration 655, loss = 0.14615280 Validation score: -6.235978 Iteration 656, loss = 0.14513122 Validation score: -6.181630 Iteration 657, loss = 0.14411771 Validation score: -6.127706 Iteration 658, loss = 0.14311221 Validation score: -6.074204 Iteration 659, loss = 0.14211466 Validation score: -6.021120 Iteration 660, loss = 0.14112501 Validation score: -5.968452 Iteration 661, loss = 0.14014320 Validation score: -5.916196 Iteration 662, loss = 0.13916918 Validation score: -5.864350 Iteration 663, loss = 0.13820289 Validation score: -5.812911 Iteration 664, loss = 0.13724427 Validation score: -5.761876 Iteration 665, loss = 0.13629327 Validation score: -5.711241 Iteration 666, loss = 0.13534984 Validation score: -5.661005 Iteration 667, loss = 0.13441392 Validation score: -5.611164 Iteration 668, loss = 0.13348546 Validation score: -5.561716 Iteration 669, loss = 0.13256440 Validation score: -5.512657 Iteration 670, loss = 0.13165070 Validation score: -5.463986 Iteration 671, loss = 0.13074430 Validation score: -5.415698 Iteration 672, loss = 0.12984514 Validation score: -5.367793 Iteration 673, loss = 0.12895318 Validation score: -5.320266 Iteration 674, loss = 0.12806837 Validation score: -5.273115 Iteration 675, loss = 0.12719064 Validation score: -5.226337 Iteration 676, loss = 0.12631996 Validation score: -5.179930 Iteration 677, loss = 0.12545628 Validation score: -5.133891 Iteration 678, loss = 0.12459953 Validation score: -5.088218 Iteration 679, loss = 0.12374967 Validation score: -5.042908 Iteration 680, loss = 0.12290666 Validation score: -4.997957 Iteration 681, loss = 0.12207044 Validation score: -4.953365 Iteration 682, loss = 0.12124096 Validation score: -4.909127 Iteration 683, loss = 0.12041817 Validation score: -4.865242 Iteration 684, loss = 0.11960204 Validation score: -4.821707 Iteration 685, loss = 0.11879250 Validation score: -4.778520 Iteration 686, loss = 0.11798951 Validation score: -4.735677 Iteration 687, loss = 0.11719302 Validation score: -4.693177 Iteration 688, loss = 0.11640300 Validation score: -4.651017 Iteration 689, loss = 0.11561938 Validation score: -4.609195 Iteration 690, loss = 0.11484212 Validation score: -4.567708 Iteration 691, loss = 0.11407118 Validation score: -4.526553 Iteration 692, loss = 0.11330651 Validation score: -4.485729 Iteration 693, loss = 0.11254807 Validation score: -4.445233 Iteration 694, loss = 0.11179580 Validation score: -4.405062 Iteration 695, loss = 0.11104967 Validation score: -4.365215 Iteration 696, loss = 0.11030963 Validation score: -4.325689 Iteration 697, loss = 0.10957564 Validation score: -4.286481 Iteration 698, loss = 0.10884765 Validation score: -4.247589 Iteration 699, loss = 0.10812561 Validation score: -4.209011 Iteration 700, loss = 0.10740949 Validation score: -4.170745 Iteration 701, loss = 0.10669924 Validation score: -4.132788 Iteration 702, loss = 0.10599481 Validation score: -4.095138 Iteration 703, loss = 0.10529618 Validation score: -4.057793 Iteration 704, loss = 0.10460328 Validation score: -4.020751 Iteration 705, loss = 0.10391608 Validation score: -3.984009 Iteration 706, loss = 0.10323454 Validation score: -3.947566 Iteration 707, loss = 0.10255862 Validation score: -3.911418 Iteration 708, loss = 0.10188828 Validation score: -3.875565 Iteration 709, loss = 0.10122346 Validation score: -3.840003 Iteration 710, loss = 0.10056414 Validation score: -3.804731 Iteration 711, loss = 0.09991027 Validation score: -3.769746 Iteration 712, loss = 0.09926182 Validation score: -3.735047 Iteration 713, loss = 0.09861874 Validation score: -3.700631 Iteration 714, loss = 0.09798098 Validation score: -3.666496 Iteration 715, loss = 0.09734853 Validation score: -3.632640 Iteration 716, loss = 0.09672132 Validation score: -3.599061 Iteration 717, loss = 0.09609933 Validation score: -3.565757 Iteration 718, loss = 0.09548252 Validation score: -3.532726 Iteration 719, loss = 0.09487084 Validation score: -3.499967 Iteration 720, loss = 0.09426426 Validation score: -3.467476 Iteration 721, loss = 0.09366274 Validation score: -3.435252 Iteration 722, loss = 0.09306624 Validation score: -3.403293 Iteration 723, loss = 0.09247473 Validation score: -3.371597 Iteration 724, loss = 0.09188817 Validation score: -3.340162 Iteration 725, loss = 0.09130652 Validation score: -3.308986 Iteration 726, loss = 0.09072974 Validation score: -3.278068 Iteration 727, loss = 0.09015781 Validation score: -3.247404 Iteration 728, loss = 0.08959067 Validation score: -3.216994 Iteration 729, loss = 0.08902830 Validation score: -3.186836 Iteration 730, loss = 0.08847065 Validation score: -3.156927 Iteration 731, loss = 0.08791770 Validation score: -3.127266 Iteration 732, loss = 0.08736941 Validation score: -3.097851 Iteration 733, loss = 0.08682575 Validation score: -3.068680 Iteration 734, loss = 0.08628667 Validation score: -3.039751 Iteration 735, loss = 0.08575214 Validation score: -3.011062 Iteration 736, loss = 0.08522214 Validation score: -2.982612 Iteration 737, loss = 0.08469662 Validation score: -2.954399 Iteration 738, loss = 0.08417555 Validation score: -2.926421 Iteration 739, loss = 0.08365890 Validation score: -2.898676 Iteration 740, loss = 0.08314663 Validation score: -2.871163 Iteration 741, loss = 0.08263871 Validation score: -2.843879 Iteration 742, loss = 0.08213511 Validation score: -2.816823 Iteration 743, loss = 0.08163579 Validation score: -2.789994 Iteration 744, loss = 0.08114073 Validation score: -2.763389 Iteration 745, loss = 0.08064989 Validation score: -2.737007 Iteration 746, loss = 0.08016323 Validation score: -2.710846 Iteration 747, loss = 0.07968073 Validation score: -2.684905 Iteration 748, loss = 0.07920235 Validation score: -2.659182 Iteration 749, loss = 0.07872806 Validation score: -2.633675 Iteration 750, loss = 0.07825783 Validation score: -2.608382 Iteration 751, loss = 0.07779163 Validation score: -2.583302 Iteration 752, loss = 0.07732943 Validation score: -2.558434 Iteration 753, loss = 0.07687120 Validation score: -2.533775 Iteration 754, loss = 0.07641691 Validation score: -2.509324 Iteration 755, loss = 0.07596652 Validation score: -2.485080 Iteration 756, loss = 0.07552000 Validation score: -2.461041 Iteration 757, loss = 0.07507734 Validation score: -2.437205 Iteration 758, loss = 0.07463849 Validation score: -2.413571 Iteration 759, loss = 0.07420342 Validation score: -2.390137 Iteration 760, loss = 0.07377212 Validation score: -2.366902 Iteration 761, loss = 0.07334454 Validation score: -2.343863 Iteration 762, loss = 0.07292067 Validation score: -2.321021 Iteration 763, loss = 0.07250046 Validation score: -2.298373 Iteration 764, loss = 0.07208390 Validation score: -2.275917 Iteration 765, loss = 0.07167095 Validation score: -2.253652 Iteration 766, loss = 0.07126159 Validation score: -2.231577 Iteration 767, loss = 0.07085578 Validation score: -2.209691 Iteration 768, loss = 0.07045351 Validation score: -2.187991 Iteration 769, loss = 0.07005473 Validation score: -2.166476 Iteration 770, loss = 0.06965944 Validation score: -2.145146 Iteration 771, loss = 0.06926759 Validation score: -2.123997 Iteration 772, loss = 0.06887916 Validation score: -2.103030 Iteration 773, loss = 0.06849412 Validation score: -2.082242 Iteration 774, loss = 0.06811245 Validation score: -2.061633 Iteration 775, loss = 0.06773413 Validation score: -2.041200 Iteration 776, loss = 0.06735911 Validation score: -2.020943 Iteration 777, loss = 0.06698739 Validation score: -2.000860 Iteration 778, loss = 0.06661893 Validation score: -1.980950 Iteration 779, loss = 0.06625370 Validation score: -1.961211 Iteration 780, loss = 0.06589169 Validation score: -1.941642 Iteration 781, loss = 0.06553286 Validation score: -1.922241 Iteration 782, loss = 0.06517719 Validation score: -1.903008 Iteration 783, loss = 0.06482466 Validation score: -1.883942 Iteration 784, loss = 0.06447524 Validation score: -1.865039 Iteration 785, loss = 0.06412890 Validation score: -1.846301 Iteration 786, loss = 0.06378563 Validation score: -1.827724 Iteration 787, loss = 0.06344539 Validation score: -1.809309 Iteration 788, loss = 0.06310816 Validation score: -1.791053 Iteration 789, loss = 0.06277392 Validation score: -1.772955 Iteration 790, loss = 0.06244265 Validation score: -1.755014 Iteration 791, loss = 0.06211432 Validation score: -1.737230 Iteration 792, loss = 0.06178890 Validation score: -1.719600 Iteration 793, loss = 0.06146638 Validation score: -1.702123 Iteration 794, loss = 0.06114673 Validation score: -1.684798 Iteration 795, loss = 0.06082993 Validation score: -1.667625 Iteration 796, loss = 0.06051595 Validation score: -1.650601 Iteration 797, loss = 0.06020478 Validation score: -1.633726 Iteration 798, loss = 0.05989638 Validation score: -1.616998 Iteration 799, loss = 0.05959074 Validation score: -1.600416 Iteration 800, loss = 0.05928783 Validation score: -1.583980 Iteration 801, loss = 0.05898764 Validation score: -1.567687 Iteration 802, loss = 0.05869014 Validation score: -1.551537 Iteration 803, loss = 0.05839531 Validation score: -1.535528 Iteration 804, loss = 0.05810312 Validation score: -1.519660 Iteration 805, loss = 0.05781356 Validation score: -1.503932 Iteration 806, loss = 0.05752661 Validation score: -1.488341 Iteration 807, loss = 0.05724224 Validation score: -1.472888 Iteration 808, loss = 0.05696043 Validation score: -1.457571 Iteration 809, loss = 0.05668116 Validation score: -1.442388 Iteration 810, loss = 0.05640441 Validation score: -1.427339 Iteration 811, loss = 0.05613016 Validation score: -1.412423 Iteration 812, loss = 0.05585840 Validation score: -1.397639 Iteration 813, loss = 0.05558909 Validation score: -1.382985 Iteration 814, loss = 0.05532222 Validation score: -1.368461 Iteration 815, loss = 0.05505777 Validation score: -1.354065 Iteration 816, loss = 0.05479572 Validation score: -1.339797 Iteration 817, loss = 0.05453604 Validation score: -1.325655 Iteration 818, loss = 0.05427873 Validation score: -1.311638 Iteration 819, loss = 0.05402376 Validation score: -1.297746 Iteration 820, loss = 0.05377111 Validation score: -1.283977 Iteration 821, loss = 0.05352076 Validation score: -1.270331 Iteration 822, loss = 0.05327269 Validation score: -1.256805 Iteration 823, loss = 0.05302689 Validation score: -1.243401 Iteration 824, loss = 0.05278334 Validation score: -1.230115 Iteration 825, loss = 0.05254201 Validation score: -1.216948 Iteration 826, loss = 0.05230288 Validation score: -1.203898 Iteration 827, loss = 0.05206595 Validation score: -1.190964 Iteration 828, loss = 0.05183119 Validation score: -1.178146 Iteration 829, loss = 0.05159858 Validation score: -1.165443 Iteration 830, loss = 0.05136811 Validation score: -1.152853 Iteration 831, loss = 0.05113976 Validation score: -1.140376 Iteration 832, loss = 0.05091351 Validation score: -1.128011 Iteration 833, loss = 0.05068933 Validation score: -1.115756 Iteration 834, loss = 0.05046723 Validation score: -1.103611 Iteration 835, loss = 0.05024717 Validation score: -1.091575 Iteration 836, loss = 0.05002914 Validation score: -1.079647 Iteration 837, loss = 0.04981313 Validation score: -1.067827 Iteration 838, loss = 0.04959911 Validation score: -1.056112 Iteration 839, loss = 0.04938707 Validation score: -1.044504 Iteration 840, loss = 0.04917700 Validation score: -1.032999 Iteration 841, loss = 0.04896887 Validation score: -1.021598 Iteration 842, loss = 0.04876267 Validation score: -1.010300 Iteration 843, loss = 0.04855838 Validation score: -0.999104 Iteration 844, loss = 0.04835600 Validation score: -0.988009 Iteration 845, loss = 0.04815549 Validation score: -0.977014 Iteration 846, loss = 0.04795685 Validation score: -0.966119 Iteration 847, loss = 0.04776006 Validation score: -0.955322 Iteration 848, loss = 0.04756510 Validation score: -0.944623 Iteration 849, loss = 0.04737196 Validation score: -0.934021 Iteration 850, loss = 0.04718063 Validation score: -0.923515 Iteration 851, loss = 0.04699108 Validation score: -0.913104 Iteration 852, loss = 0.04680330 Validation score: -0.902788 Iteration 853, loss = 0.04661728 Validation score: -0.892565 Iteration 854, loss = 0.04643301 Validation score: -0.882435 Iteration 855, loss = 0.04625046 Validation score: -0.872398 Iteration 856, loss = 0.04606962 Validation score: -0.862451 Iteration 857, loss = 0.04589048 Validation score: -0.852595 Iteration 858, loss = 0.04571302 Validation score: -0.842829 Iteration 859, loss = 0.04553723 Validation score: -0.833153 Iteration 860, loss = 0.04536310 Validation score: -0.823564 Iteration 861, loss = 0.04519060 Validation score: -0.814063 Iteration 862, loss = 0.04501973 Validation score: -0.804648 Iteration 863, loss = 0.04485047 Validation score: -0.795320 Iteration 864, loss = 0.04468282 Validation score: -0.786077 Iteration 865, loss = 0.04451674 Validation score: -0.776918 Iteration 866, loss = 0.04435223 Validation score: -0.767844 Iteration 867, loss = 0.04418928 Validation score: -0.758852 Iteration 868, loss = 0.04402788 Validation score: -0.749943 Iteration 869, loss = 0.04386800 Validation score: -0.741116 Iteration 870, loss = 0.04370964 Validation score: -0.732370 Iteration 871, loss = 0.04355278 Validation score: -0.723704 Iteration 872, loss = 0.04339742 Validation score: -0.715117 Iteration 873, loss = 0.04324353 Validation score: -0.706610 Iteration 874, loss = 0.04309110 Validation score: -0.698181 Iteration 875, loss = 0.04294013 Validation score: -0.689829 Iteration 876, loss = 0.04279059 Validation score: -0.681555 Iteration 877, loss = 0.04264248 Validation score: -0.673356 Iteration 878, loss = 0.04249578 Validation score: -0.665234 Iteration 879, loss = 0.04235049 Validation score: -0.657186 Iteration 880, loss = 0.04220658 Validation score: -0.649212 Iteration 881, loss = 0.04206405 Validation score: -0.641313 Iteration 882, loss = 0.04192288 Validation score: -0.633486 Iteration 883, loss = 0.04178307 Validation score: -0.625731 Iteration 884, loss = 0.04164459 Validation score: -0.618049 Iteration 885, loss = 0.04150744 Validation score: -0.610437 Iteration 886, loss = 0.04137162 Validation score: -0.602896 Iteration 887, loss = 0.04123709 Validation score: -0.595425 Iteration 888, loss = 0.04110386 Validation score: -0.588023 Iteration 889, loss = 0.04097191 Validation score: -0.580689 Iteration 890, loss = 0.04084123 Validation score: -0.573424 Iteration 891, loss = 0.04071181 Validation score: -0.566226 Iteration 892, loss = 0.04058364 Validation score: -0.559096 Iteration 893, loss = 0.04045670 Validation score: -0.552031 Iteration 894, loss = 0.04033100 Validation score: -0.545032 Iteration 895, loss = 0.04020650 Validation score: -0.538099 Iteration 896, loss = 0.04008321 Validation score: -0.531229 Iteration 897, loss = 0.03996111 Validation score: -0.524424 Iteration 898, loss = 0.03984020 Validation score: -0.517683 Iteration 899, loss = 0.03972045 Validation score: -0.511004 Iteration 900, loss = 0.03960187 Validation score: -0.504387 Iteration 901, loss = 0.03948444 Validation score: -0.497832 Iteration 902, loss = 0.03936815 Validation score: -0.491339 Iteration 903, loss = 0.03925299 Validation score: -0.484906 Iteration 904, loss = 0.03913895 Validation score: -0.478533 Iteration 905, loss = 0.03902602 Validation score: -0.472220 Iteration 906, loss = 0.03891419 Validation score: -0.465966 Iteration 907, loss = 0.03880345 Validation score: -0.459770 Iteration 908, loss = 0.03869378 Validation score: -0.453633 Iteration 909, loss = 0.03858519 Validation score: -0.447553 Iteration 910, loss = 0.03847766 Validation score: -0.441530 Iteration 911, loss = 0.03837118 Validation score: -0.435563 Iteration 912, loss = 0.03826574 Validation score: -0.429653 Iteration 913, loss = 0.03816133 Validation score: -0.423798 Iteration 914, loss = 0.03805795 Validation score: -0.417997 Iteration 915, loss = 0.03795558 Validation score: -0.412252 Iteration 916, loss = 0.03785421 Validation score: -0.406560 Iteration 917, loss = 0.03775383 Validation score: -0.400922 Iteration 918, loss = 0.03765445 Validation score: -0.395337 Iteration 919, loss = 0.03755603 Validation score: -0.389804 Iteration 920, loss = 0.03745859 Validation score: -0.384324 Iteration 921, loss = 0.03736210 Validation score: -0.378895 Iteration 922, loss = 0.03726656 Validation score: -0.373517 Iteration 923, loss = 0.03717197 Validation score: -0.368190 Iteration 924, loss = 0.03707830 Validation score: -0.362913 Iteration 925, loss = 0.03698556 Validation score: -0.357686 Iteration 926, loss = 0.03689374 Validation score: -0.352508 Iteration 927, loss = 0.03680282 Validation score: -0.347379 Iteration 928, loss = 0.03671280 Validation score: -0.342299 Iteration 929, loss = 0.03662366 Validation score: -0.337266 Iteration 930, loss = 0.03653541 Validation score: -0.332281 Iteration 931, loss = 0.03644804 Validation score: -0.327343 Iteration 932, loss = 0.03636153 Validation score: -0.322452 Iteration 933, loss = 0.03627587 Validation score: -0.317607 Iteration 934, loss = 0.03619107 Validation score: -0.312808 Iteration 935, loss = 0.03610710 Validation score: -0.308054 Iteration 936, loss = 0.03602397 Validation score: -0.303345 Iteration 937, loss = 0.03594167 Validation score: -0.298681 Iteration 938, loss = 0.03586018 Validation score: -0.294061 Iteration 939, loss = 0.03577950 Validation score: -0.289485 Iteration 940, loss = 0.03569963 Validation score: -0.284952 Iteration 941, loss = 0.03562055 Validation score: -0.280462 Iteration 942, loss = 0.03554226 Validation score: -0.276015 Iteration 943, loss = 0.03546475 Validation score: -0.271610 Iteration 944, loss = 0.03538801 Validation score: -0.267246 Iteration 945, loss = 0.03531204 Validation score: -0.262924 Iteration 946, loss = 0.03523682 Validation score: -0.258643 Iteration 947, loss = 0.03516236 Validation score: -0.254403 Iteration 948, loss = 0.03508864 Validation score: -0.250203 Iteration 949, loss = 0.03501565 Validation score: -0.246043 Iteration 950, loss = 0.03494340 Validation score: -0.241922 Iteration 951, loss = 0.03487187 Validation score: -0.237841 Iteration 952, loss = 0.03480106 Validation score: -0.233798 Iteration 953, loss = 0.03473095 Validation score: -0.229794 Iteration 954, loss = 0.03466155 Validation score: -0.225827 Iteration 955, loss = 0.03459284 Validation score: -0.221899 Iteration 956, loss = 0.03452482 Validation score: -0.218008 Iteration 957, loss = 0.03445749 Validation score: -0.214154 Iteration 958, loss = 0.03439083 Validation score: -0.210336 Iteration 959, loss = 0.03432484 Validation score: -0.206555 Iteration 960, loss = 0.03425951 Validation score: -0.202810 Iteration 961, loss = 0.03419485 Validation score: -0.199100 Iteration 962, loss = 0.03413083 Validation score: -0.195426 Iteration 963, loss = 0.03406745 Validation score: -0.191787 Iteration 964, loss = 0.03400471 Validation score: -0.188182 Iteration 965, loss = 0.03394261 Validation score: -0.184612 Iteration 966, loss = 0.03388113 Validation score: -0.181075 Iteration 967, loss = 0.03382027 Validation score: -0.177573 Iteration 968, loss = 0.03376003 Validation score: -0.174103 Iteration 969, loss = 0.03370039 Validation score: -0.170667 Iteration 970, loss = 0.03364135 Validation score: -0.167263 Iteration 971, loss = 0.03358291 Validation score: -0.163892 Iteration 972, loss = 0.03352506 Validation score: -0.160553 Iteration 973, loss = 0.03346780 Validation score: -0.157246 Iteration 974, loss = 0.03341111 Validation score: -0.153970 Iteration 975, loss = 0.03335500 Validation score: -0.150726 Iteration 976, loss = 0.03329945 Validation score: -0.147512 Iteration 977, loss = 0.03324447 Validation score: -0.144329 Iteration 978, loss = 0.03319004 Validation score: -0.141176 Iteration 979, loss = 0.03313617 Validation score: -0.138054 Iteration 980, loss = 0.03308284 Validation score: -0.134961 Iteration 981, loss = 0.03303005 Validation score: -0.131897 Iteration 982, loss = 0.03297779 Validation score: -0.128863 Iteration 983, loss = 0.03292607 Validation score: -0.125858 Iteration 984, loss = 0.03287487 Validation score: -0.122881 Iteration 985, loss = 0.03282418 Validation score: -0.119932 Iteration 986, loss = 0.03277402 Validation score: -0.117012 Iteration 987, loss = 0.03272436 Validation score: -0.114119 Iteration 988, loss = 0.03267521 Validation score: -0.111254 Iteration 989, loss = 0.03262655 Validation score: -0.108416 Iteration 990, loss = 0.03257839 Validation score: -0.105606 Iteration 991, loss = 0.03253072 Validation score: -0.102822 Iteration 992, loss = 0.03248354 Validation score: -0.100064 Iteration 993, loss = 0.03243683 Validation score: -0.097333 Iteration 994, loss = 0.03239060 Validation score: -0.094627 Iteration 995, loss = 0.03234484 Validation score: -0.091948 Iteration 996, loss = 0.03229954 Validation score: -0.089294 Iteration 997, loss = 0.03225471 Validation score: -0.086665 Iteration 998, loss = 0.03221033 Validation score: -0.084061 Iteration 999, loss = 0.03216640 Validation score: -0.081481 Iteration 1000, loss = 0.03212292 Validation score: -0.078927 Iteration 1, loss = 19.52319471 Validation score: -652.004116 Iteration 2, loss = 19.45966470 Validation score: -649.642365 Iteration 3, loss = 19.39623210 Validation score: -647.279314 Iteration 4, loss = 19.33289396 Validation score: -644.918373 Iteration 5, loss = 19.26965345 Validation score: -642.560585 Iteration 6, loss = 19.20651391 Validation score: -640.206479 Iteration 7, loss = 19.14347842 Validation score: -637.856410 Iteration 8, loss = 19.08054966 Validation score: -635.510654 Iteration 9, loss = 19.01772977 Validation score: -633.169446 Iteration 10, loss = 18.95502025 Validation score: -630.832994 Iteration 11, loss = 18.89242185 Validation score: -628.501470 Iteration 12, loss = 18.82993457 Validation score: -626.175005 Iteration 13, loss = 18.76755753 Validation score: -623.853672 Iteration 14, loss = 18.70528899 Validation score: -621.537473 Iteration 15, loss = 18.64312622 Validation score: -619.226338 Iteration 16, loss = 18.58106544 Validation score: -616.920111 Iteration 17, loss = 18.51910166 Validation score: -614.618555 Iteration 18, loss = 18.45722861 Validation score: -612.321339 Iteration 19, loss = 18.39543869 Validation score: -610.028041 Iteration 20, loss = 18.33372286 Validation score: -607.738137 Iteration 21, loss = 18.27207079 Validation score: -605.451009 Iteration 22, loss = 18.21047090 Validation score: -603.165937 Iteration 23, loss = 18.14891059 Validation score: -600.882119 Iteration 24, loss = 18.08737648 Validation score: -598.598672 Iteration 25, loss = 18.02585473 Validation score: -596.314660 Iteration 26, loss = 17.96433135 Validation score: -594.029112 Iteration 27, loss = 17.90279252 Validation score: -591.741048 Iteration 28, loss = 17.84122484 Validation score: -589.449505 Iteration 29, loss = 17.77961562 Validation score: -587.153562 Iteration 30, loss = 17.71795300 Validation score: -584.852359 Iteration 31, loss = 17.65622608 Validation score: -582.545120 Iteration 32, loss = 17.59442497 Validation score: -580.231160 Iteration 33, loss = 17.53254082 Validation score: -577.909893 Iteration 34, loss = 17.47056578 Validation score: -575.580840 Iteration 35, loss = 17.40849298 Validation score: -573.243621 Iteration 36, loss = 17.34631648 Validation score: -570.897954 Iteration 37, loss = 17.28403119 Validation score: -568.543647 Iteration 38, loss = 17.22163285 Validation score: -566.180590 Iteration 39, loss = 17.15911793 Validation score: -563.808746 Iteration 40, loss = 17.09648356 Validation score: -561.428145 Iteration 41, loss = 17.03372750 Validation score: -559.038869 Iteration 42, loss = 16.97084807 Validation score: -556.641053 Iteration 43, loss = 16.90784408 Validation score: -554.234876 Iteration 44, loss = 16.84471480 Validation score: -551.820555 Iteration 45, loss = 16.78145987 Validation score: -549.398346 Iteration 46, loss = 16.71807931 Validation score: -546.968539 Iteration 47, loss = 16.65457342 Validation score: -544.531456 Iteration 48, loss = 16.59094277 Validation score: -542.087457 Iteration 49, loss = 16.52718819 Validation score: -539.636937 Iteration 50, loss = 16.46331068 Validation score: -537.180327 Iteration 51, loss = 16.39931146 Validation score: -534.718095 Iteration 52, loss = 16.33519190 Validation score: -532.250745 Iteration 53, loss = 16.27095351 Validation score: -529.778816 Iteration 54, loss = 16.20659797 Validation score: -527.302873 Iteration 55, loss = 16.14212702 Validation score: -524.823510 Iteration 56, loss = 16.07754254 Validation score: -522.341332 Iteration 57, loss = 16.01284645 Validation score: -519.856960 Iteration 58, loss = 15.94804071 Validation score: -517.371014 Iteration 59, loss = 15.88312731 Validation score: -514.884110 Iteration 60, loss = 15.81810820 Validation score: -512.396856 Iteration 61, loss = 15.75298529 Validation score: -509.909843 Iteration 62, loss = 15.68776043 Validation score: -507.423640 Iteration 63, loss = 15.62243537 Validation score: -504.938794 Iteration 64, loss = 15.55701176 Validation score: -502.455824 Iteration 65, loss = 15.49149110 Validation score: -499.975217 Iteration 66, loss = 15.42587479 Validation score: -497.497431 Iteration 67, loss = 15.36016408 Validation score: -495.022889 Iteration 68, loss = 15.29436009 Validation score: 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score: -453.698929 Iteration 85, loss = 14.16201871 Validation score: -451.318032 Iteration 86, loss = 14.09462571 Validation score: -448.942656 Iteration 87, loss = 14.02714727 Validation score: -446.572721 Iteration 88, loss = 13.95958378 Validation score: -444.208137 Iteration 89, loss = 13.89193565 Validation score: -441.848807 Iteration 90, loss = 13.82420336 Validation score: -439.494627 Iteration 91, loss = 13.75638742 Validation score: -437.145490 Iteration 92, loss = 13.68848842 Validation score: -434.801282 Iteration 93, loss = 13.62050701 Validation score: -432.461887 Iteration 94, loss = 13.55244390 Validation score: -430.127187 Iteration 95, loss = 13.48429988 Validation score: -427.797062 Iteration 96, loss = 13.41607581 Validation score: -425.471391 Iteration 97, loss = 13.34777262 Validation score: -423.150054 Iteration 98, loss = 13.27939135 Validation score: -420.832929 Iteration 99, loss = 13.21093308 Validation score: -418.519897 Iteration 100, loss = 13.14239903 Validation score: -416.210837 Iteration 101, loss = 13.07379047 Validation score: -413.905634 Iteration 102, loss = 13.00510879 Validation score: -411.604172 Iteration 103, loss = 12.93635547 Validation score: -409.306338 Iteration 104, loss = 12.86753210 Validation score: -407.012021 Iteration 105, loss = 12.79864036 Validation score: -404.721113 Iteration 106, loss = 12.72968207 Validation score: -402.433511 Iteration 107, loss = 12.66065913 Validation score: -400.149113 Iteration 108, loss = 12.59157359 Validation score: -397.867823 Iteration 109, loss = 12.52242761 Validation score: -395.589546 Iteration 110, loss = 12.45322347 Validation score: -393.314194 Iteration 111, loss = 12.38396361 Validation score: -391.041682 Iteration 112, loss = 12.31465059 Validation score: -388.771931 Iteration 113, loss = 12.24528712 Validation score: -386.504867 Iteration 114, loss = 12.17587607 Validation score: -384.240421 Iteration 115, loss = 12.10642046 Validation score: -381.978532 Iteration 116, loss = 12.03692348 Validation score: -379.719142 Iteration 117, loss = 11.96738851 Validation score: -377.462202 Iteration 118, loss = 11.89781907 Validation score: -375.207671 Iteration 119, loss = 11.82821890 Validation score: -372.955513 Iteration 120, loss = 11.75859194 Validation score: -370.705701 Iteration 121, loss = 11.68894231 Validation score: -368.458217 Iteration 122, loss = 11.61927435 Validation score: -366.213048 Iteration 123, loss = 11.54959262 Validation score: -363.970193 Iteration 124, loss = 11.47990189 Validation score: -361.729658 Iteration 125, loss = 11.41020717 Validation score: -359.491456 Iteration 126, loss = 11.34051370 Validation score: -357.255612 Iteration 127, loss = 11.27082694 Validation score: -355.022156 Iteration 128, loss = 11.20115261 Validation score: -352.791128 Iteration 129, loss = 11.13149665 Validation score: -350.562579 Iteration 130, loss = 11.06186524 Validation score: -348.336563 Iteration 131, loss = 10.99226481 Validation score: -346.113146 Iteration 132, loss = 10.92270201 Validation score: -343.892402 Iteration 133, loss = 10.85318373 Validation score: -341.674412 Iteration 134, loss = 10.78371706 Validation score: -339.459265 Iteration 135, loss = 10.71430935 Validation score: -337.247058 Iteration 136, loss = 10.64496810 Validation score: -335.037897 Iteration 137, loss = 10.57570106 Validation score: -332.831895 Iteration 138, loss = 10.50651615 Validation score: -330.629174 Iteration 139, loss = 10.43742145 Validation score: -328.429864 Iteration 140, loss = 10.36842522 Validation score: -326.234104 Iteration 141, loss = 10.29953588 Validation score: -324.042041 Iteration 142, loss = 10.23076197 Validation score: -321.853833 Iteration 143, loss = 10.16211216 Validation score: -319.669647 Iteration 144, loss = 10.09359524 Validation score: -317.489657 Iteration 145, loss = 10.02522008 Validation score: -315.314052 Iteration 146, loss = 9.95699565 Validation score: -313.143027 Iteration 147, loss = 9.88893097 Validation score: -310.976790 Iteration 148, loss = 9.82103514 Validation score: -308.815559 Iteration 149, loss = 9.75331728 Validation score: -306.659564 Iteration 150, loss = 9.68578654 Validation score: -304.509045 Iteration 151, loss = 9.61845210 Validation score: -302.364255 Iteration 152, loss = 9.55132313 Validation score: -300.225455 Iteration 153, loss = 9.48440880 Validation score: -298.092920 Iteration 154, loss = 9.41771824 Validation score: -295.966936 Iteration 155, loss = 9.35126058 Validation score: -293.847797 Iteration 156, loss = 9.28504488 Validation score: -291.735810 Iteration 157, loss = 9.21908017 Validation score: -289.631289 Iteration 158, loss = 9.15337540 Validation score: -287.534559 Iteration 159, loss = 9.08793945 Validation score: -285.445953 Iteration 160, loss = 9.02278111 Validation score: -283.365811 Iteration 161, loss = 8.95790909 Validation score: -281.294480 Iteration 162, loss = 8.89333199 Validation score: -279.232313 Iteration 163, loss = 8.82905828 Validation score: -277.179666 Iteration 164, loss = 8.76509632 Validation score: -275.136902 Iteration 165, loss = 8.70145435 Validation score: -273.104382 Iteration 166, loss = 8.63814042 Validation score: -271.082472 Iteration 167, loss = 8.57516246 Validation score: -269.071536 Iteration 168, loss = 8.51252822 Validation score: -267.071937 Iteration 169, loss = 8.45024528 Validation score: -265.084035 Iteration 170, loss = 8.38832100 Validation score: -263.108188 Iteration 171, loss = 8.32676259 Validation score: -261.144747 Iteration 172, loss = 8.26557700 Validation score: -259.194056 Iteration 173, loss = 8.20477100 Validation score: -257.256453 Iteration 174, loss = 8.14435109 Validation score: -255.332268 Iteration 175, loss = 8.08432356 Validation score: -253.421817 Iteration 176, loss = 8.02469442 Validation score: -251.525410 Iteration 177, loss = 7.96546945 Validation score: -249.643342 Iteration 178, loss = 7.90665413 Validation score: -247.775894 Iteration 179, loss = 7.84825368 Validation score: -245.923337 Iteration 180, loss = 7.79027303 Validation score: -244.085924 Iteration 181, loss = 7.73271682 Validation score: -242.263894 Iteration 182, loss = 7.67558937 Validation score: -240.457468 Iteration 183, loss = 7.61889473 Validation score: -238.666854 Iteration 184, loss = 7.56263662 Validation score: -236.892241 Iteration 185, loss = 7.50681844 Validation score: -235.133799 Iteration 186, loss = 7.45144331 Validation score: -233.391684 Iteration 187, loss = 7.39651399 Validation score: -231.666031 Iteration 188, loss = 7.34203296 Validation score: -229.956958 Iteration 189, loss = 7.28800238 Validation score: -228.264566 Iteration 190, loss = 7.23442408 Validation score: -226.588937 Iteration 191, loss = 7.18129961 Validation score: -224.930137 Iteration 192, loss = 7.12863017 Validation score: -223.288211 Iteration 193, loss = 7.07641672 Validation score: -221.663190 Iteration 194, loss = 7.02465987 Validation score: 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score: -196.579939 Iteration 211, loss = 6.21404037 Validation score: -195.247817 Iteration 212, loss = 6.17033489 Validation score: -193.930636 Iteration 213, loss = 6.12705582 Validation score: -192.628207 Iteration 214, loss = 6.08420014 Validation score: -191.340337 Iteration 215, loss = 6.04176479 Validation score: -190.066830 Iteration 216, loss = 5.99974661 Validation score: -188.807488 Iteration 217, loss = 5.95814243 Validation score: -187.562110 Iteration 218, loss = 5.91694898 Validation score: -186.330494 Iteration 219, loss = 5.87616300 Validation score: -185.112438 Iteration 220, loss = 5.83578117 Validation score: -183.907737 Iteration 221, loss = 5.79580012 Validation score: -182.716188 Iteration 222, loss = 5.75621649 Validation score: -181.537587 Iteration 223, loss = 5.71702686 Validation score: -180.371731 Iteration 224, loss = 5.67822779 Validation score: -179.218418 Iteration 225, loss = 5.63981584 Validation score: -178.077447 Iteration 226, loss = 5.60178753 Validation score: -176.948618 Iteration 227, loss = 5.56413934 Validation score: -175.831734 Iteration 228, loss = 5.52686777 Validation score: -174.726599 Iteration 229, loss = 5.48996927 Validation score: -173.633019 Iteration 230, loss = 5.45344027 Validation score: -172.550804 Iteration 231, loss = 5.41727719 Validation score: -171.479763 Iteration 232, loss = 5.38147643 Validation score: -170.419711 Iteration 233, loss = 5.34603435 Validation score: -169.370465 Iteration 234, loss = 5.31094731 Validation score: -168.331843 Iteration 235, loss = 5.27621163 Validation score: -167.303668 Iteration 236, loss = 5.24182361 Validation score: -166.285766 Iteration 237, loss = 5.20777954 Validation score: -165.277964 Iteration 238, loss = 5.17407567 Validation score: -164.280093 Iteration 239, loss = 5.14070825 Validation score: -163.291989 Iteration 240, loss = 5.10767349 Validation score: -162.313488 Iteration 241, loss = 5.07496760 Validation score: -161.344431 Iteration 242, loss = 5.04258675 Validation score: -160.384662 Iteration 243, loss = 5.01052711 Validation score: -159.434027 Iteration 244, loss = 4.97878483 Validation score: -158.492377 Iteration 245, loss = 4.94735606 Validation score: -157.559563 Iteration 246, loss = 4.91623692 Validation score: -156.635442 Iteration 247, loss = 4.88542354 Validation score: -155.719873 Iteration 248, loss = 4.85491203 Validation score: -154.812717 Iteration 249, loss = 4.82469853 Validation score: -153.913839 Iteration 250, loss = 4.79477915 Validation score: -153.023105 Iteration 251, loss = 4.76515001 Validation score: -152.140387 Iteration 252, loss = 4.73580726 Validation score: -151.265557 Iteration 253, loss = 4.70674703 Validation score: -150.398491 Iteration 254, loss = 4.67796549 Validation score: -149.539067 Iteration 255, loss = 4.64945882 Validation score: -148.687165 Iteration 256, loss = 4.62122322 Validation score: -147.842670 Iteration 257, loss = 4.59325490 Validation score: -147.005466 Iteration 258, loss = 4.56555012 Validation score: -146.175441 Iteration 259, loss = 4.53810515 Validation score: -145.352487 Iteration 260, loss = 4.51091630 Validation score: -144.536496 Iteration 261, loss = 4.48397992 Validation score: -143.727363 Iteration 262, loss = 4.45729238 Validation score: -142.924985 Iteration 263, loss = 4.43085011 Validation score: -142.129261 Iteration 264, loss = 4.40464956 Validation score: -141.340094 Iteration 265, loss = 4.37868722 Validation score: -140.557386 Iteration 266, loss = 4.35295965 Validation score: -139.781042 Iteration 267, loss = 4.32746343 Validation score: -139.010971 Iteration 268, loss = 4.30219519 Validation score: -138.247081 Iteration 269, loss = 4.27715162 Validation score: -137.489284 Iteration 270, loss = 4.25232944 Validation score: -136.737492 Iteration 271, loss = 4.22772543 Validation score: -135.991621 Iteration 272, loss = 4.20333642 Validation score: -135.251586 Iteration 273, loss = 4.17915929 Validation score: -134.517305 Iteration 274, loss = 4.15519096 Validation score: -133.788698 Iteration 275, loss = 4.13142841 Validation score: -133.065688 Iteration 276, loss = 4.10786867 Validation score: -132.348195 Iteration 277, loss = 4.08450882 Validation score: -131.636145 Iteration 278, loss = 4.06134597 Validation score: -130.929464 Iteration 279, loss = 4.03837732 Validation score: -130.228079 Iteration 280, loss = 4.01560009 Validation score: -129.531918 Iteration 281, loss = 3.99301155 Validation score: -128.840912 Iteration 282, loss = 3.97060902 Validation score: -128.154992 Iteration 283, loss = 3.94838990 Validation score: -127.474091 Iteration 284, loss = 3.92635158 Validation score: -126.798143 Iteration 285, loss = 3.90449155 Validation score: -126.127084 Iteration 286, loss = 3.88280732 Validation score: -125.460849 Iteration 287, loss = 3.86129645 Validation score: -124.799377 Iteration 288, loss = 3.83995653 Validation score: -124.142607 Iteration 289, loss = 3.81878523 Validation score: 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score: -113.642944 Iteration 306, loss = 3.48259250 Validation score: -113.061568 Iteration 307, loss = 3.46410026 Validation score: -112.483928 Iteration 308, loss = 3.44573938 Validation score: -111.909980 Iteration 309, loss = 3.42750823 Validation score: -111.339684 Iteration 310, loss = 3.40940524 Validation score: -110.772998 Iteration 311, loss = 3.39142883 Validation score: -110.209884 Iteration 312, loss = 3.37357746 Validation score: -109.650302 Iteration 313, loss = 3.35584963 Validation score: -109.094212 Iteration 314, loss = 3.33824386 Validation score: -108.541579 Iteration 315, loss = 3.32075868 Validation score: -107.992363 Iteration 316, loss = 3.30339267 Validation score: -107.446529 Iteration 317, loss = 3.28614442 Validation score: -106.904041 Iteration 318, loss = 3.26901256 Validation score: -106.364863 Iteration 319, loss = 3.25199572 Validation score: -105.828961 Iteration 320, loss = 3.23509258 Validation score: -105.296301 Iteration 321, loss = 3.21830181 Validation score: -104.766849 Iteration 322, loss = 3.20162215 Validation score: -104.240572 Iteration 323, loss = 3.18505232 Validation score: -103.717439 Iteration 324, loss = 3.16859108 Validation score: -103.197416 Iteration 325, loss = 3.15223721 Validation score: -102.680473 Iteration 326, loss = 3.13598952 Validation score: -102.166579 Iteration 327, loss = 3.11984681 Validation score: -101.655703 Iteration 328, loss = 3.10380794 Validation score: -101.147817 Iteration 329, loss = 3.08787176 Validation score: -100.642890 Iteration 330, loss = 3.07203716 Validation score: -100.140895 Iteration 331, loss = 3.05630303 Validation score: -99.641802 Iteration 332, loss = 3.04066829 Validation score: -99.145584 Iteration 333, loss = 3.02513188 Validation score: -98.652213 Iteration 334, loss = 3.00969276 Validation score: -98.161663 Iteration 335, loss = 2.99434988 Validation score: -97.673907 Iteration 336, loss = 2.97910226 Validation score: -97.188920 Iteration 337, loss = 2.96394888 Validation score: -96.706674 Iteration 338, loss = 2.94888878 Validation score: -96.227146 Iteration 339, loss = 2.93392099 Validation score: -95.750309 Iteration 340, loss = 2.91904457 Validation score: -95.276141 Iteration 341, loss = 2.90425859 Validation score: -94.804617 Iteration 342, loss = 2.88956214 Validation score: -94.335712 Iteration 343, loss = 2.87495431 Validation score: -93.869405 Iteration 344, loss = 2.86043422 Validation score: -93.405671 Iteration 345, loss = 2.84600101 Validation score: -92.944489 Iteration 346, loss = 2.83165381 Validation score: -92.485835 Iteration 347, loss = 2.81739179 Validation score: -92.029689 Iteration 348, loss = 2.80321412 Validation score: -91.576028 Iteration 349, loss = 2.78911998 Validation score: -91.124832 Iteration 350, loss = 2.77510858 Validation score: -90.676079 Iteration 351, loss = 2.76117912 Validation score: -90.229748 Iteration 352, loss = 2.74733082 Validation score: -89.785820 Iteration 353, loss = 2.73356293 Validation score: -89.344275 Iteration 354, loss = 2.71987470 Validation score: -88.905092 Iteration 355, loss = 2.70626537 Validation score: -88.468253 Iteration 356, loss = 2.69273424 Validation score: -88.033738 Iteration 357, loss = 2.67928057 Validation score: -87.601528 Iteration 358, loss = 2.66590366 Validation score: -87.171605 Iteration 359, loss = 2.65260282 Validation score: -86.743950 Iteration 360, loss = 2.63937736 Validation score: -86.318546 Iteration 361, loss = 2.62622662 Validation score: -85.895374 Iteration 362, loss = 2.61314993 Validation score: -85.474418 Iteration 363, loss = 2.60014662 Validation score: -85.055659 Iteration 364, loss = 2.58721608 Validation score: -84.639080 Iteration 365, loss = 2.57435765 Validation score: -84.224666 Iteration 366, loss = 2.56157071 Validation score: -83.812399 Iteration 367, loss = 2.54885466 Validation score: -83.402263 Iteration 368, loss = 2.53620888 Validation score: -82.994241 Iteration 369, loss = 2.52363277 Validation score: -82.588318 Iteration 370, loss = 2.51112576 Validation score: -82.184479 Iteration 371, loss = 2.49868727 Validation score: -81.782707 Iteration 372, loss = 2.48631671 Validation score: -81.382987 Iteration 373, loss = 2.47401353 Validation score: -80.985304 Iteration 374, loss = 2.46177718 Validation score: -80.589644 Iteration 375, loss = 2.44960711 Validation score: -80.195991 Iteration 376, loss = 2.43750277 Validation score: -79.804332 Iteration 377, loss = 2.42546365 Validation score: -79.414651 Iteration 378, loss = 2.41348921 Validation score: -79.026935 Iteration 379, loss = 2.40157894 Validation score: -78.641170 Iteration 380, loss = 2.38973234 Validation score: -78.257341 Iteration 381, loss = 2.37794889 Validation score: -77.875436 Iteration 382, loss = 2.36622811 Validation score: -77.495441 Iteration 383, loss = 2.35456950 Validation score: -77.117343 Iteration 384, loss = 2.34297259 Validation score: -76.741127 Iteration 385, loss = 2.33143691 Validation score: -76.366783 Iteration 386, loss = 2.31996197 Validation score: -75.994296 Iteration 387, loss = 2.30854733 Validation score: -75.623655 Iteration 388, loss = 2.29719252 Validation score: -75.254846 Iteration 389, loss = 2.28589709 Validation score: -74.887857 Iteration 390, loss = 2.27466061 Validation score: -74.522677 Iteration 391, loss = 2.26348263 Validation score: -74.159293 Iteration 392, loss = 2.25236271 Validation score: -73.797693 Iteration 393, loss = 2.24130045 Validation score: -73.437865 Iteration 394, loss = 2.23029540 Validation score: -73.079798 Iteration 395, loss = 2.21934716 Validation score: -72.723481 Iteration 396, loss = 2.20845531 Validation score: -72.368902 Iteration 397, loss = 2.19761946 Validation score: -72.016049 Iteration 398, loss = 2.18683919 Validation score: -71.664913 Iteration 399, loss = 2.17611412 Validation score: -71.315481 Iteration 400, loss = 2.16544386 Validation score: -70.967743 Iteration 401, loss = 2.15482801 Validation score: -70.621688 Iteration 402, loss = 2.14426620 Validation score: -70.277306 Iteration 403, loss = 2.13375805 Validation score: -69.934585 Iteration 404, loss = 2.12330318 Validation score: -69.593517 Iteration 405, loss = 2.11290125 Validation score: -69.254090 Iteration 406, loss = 2.10255187 Validation score: -68.916294 Iteration 407, loss = 2.09225469 Validation score: -68.580119 Iteration 408, loss = 2.08200936 Validation score: -68.245556 Iteration 409, loss = 2.07181552 Validation score: -67.912594 Iteration 410, loss = 2.06167284 Validation score: -67.581224 Iteration 411, loss = 2.05158097 Validation score: -67.251436 Iteration 412, loss = 2.04153956 Validation score: -66.923221 Iteration 413, loss = 2.03154829 Validation score: -66.596569 Iteration 414, loss = 2.02160683 Validation score: -66.271471 Iteration 415, loss = 2.01171485 Validation score: -65.947917 Iteration 416, loss = 2.00187203 Validation score: -65.625899 Iteration 417, loss = 1.99207804 Validation score: -65.305407 Iteration 418, loss = 1.98233257 Validation score: -64.986433 Iteration 419, loss = 1.97263532 Validation score: -64.668968 Iteration 420, loss = 1.96298596 Validation score: -64.353002 Iteration 421, loss = 1.95338421 Validation score: -64.038527 Iteration 422, loss = 1.94382974 Validation score: -63.725536 Iteration 423, loss = 1.93432227 Validation score: -63.414018 Iteration 424, loss = 1.92486150 Validation score: -63.103965 Iteration 425, loss = 1.91544713 Validation score: -62.795370 Iteration 426, loss = 1.90607888 Validation score: -62.488224 Iteration 427, loss = 1.89675647 Validation score: -62.182519 Iteration 428, loss = 1.88747960 Validation score: -61.878246 Iteration 429, loss = 1.87824800 Validation score: -61.575398 Iteration 430, loss = 1.86906138 Validation score: -61.273967 Iteration 431, loss = 1.85991949 Validation score: -60.973944 Iteration 432, loss = 1.85082204 Validation score: -60.675322 Iteration 433, loss = 1.84176876 Validation score: -60.378094 Iteration 434, loss = 1.83275939 Validation score: -60.082251 Iteration 435, loss = 1.82379366 Validation score: -59.787785 Iteration 436, loss = 1.81487132 Validation score: -59.494691 Iteration 437, loss = 1.80599211 Validation score: -59.202959 Iteration 438, loss = 1.79715576 Validation score: -58.912582 Iteration 439, loss = 1.78836203 Validation score: -58.623554 Iteration 440, loss = 1.77961067 Validation score: -58.335867 Iteration 441, loss = 1.77090143 Validation score: -58.049513 Iteration 442, loss = 1.76223405 Validation score: -57.764486 Iteration 443, loss = 1.75360831 Validation score: -57.480779 Iteration 444, loss = 1.74502395 Validation score: -57.198384 Iteration 445, loss = 1.73648074 Validation score: -56.917294 Iteration 446, loss = 1.72797844 Validation score: -56.637503 Iteration 447, loss = 1.71951681 Validation score: -56.359003 Iteration 448, loss = 1.71109564 Validation score: -56.081789 Iteration 449, loss = 1.70271467 Validation score: -55.805853 Iteration 450, loss = 1.69437369 Validation score: -55.531188 Iteration 451, loss = 1.68607248 Validation score: -55.257789 Iteration 452, loss = 1.67781080 Validation score: -54.985647 Iteration 453, loss = 1.66958843 Validation score: -54.714758 Iteration 454, loss = 1.66140516 Validation score: -54.445114 Iteration 455, loss = 1.65326077 Validation score: -54.176709 Iteration 456, loss = 1.64515504 Validation score: -53.909537 Iteration 457, loss = 1.63708775 Validation score: -53.643592 Iteration 458, loss = 1.62905871 Validation score: -53.378866 Iteration 459, loss = 1.62106768 Validation score: -53.115354 Iteration 460, loss = 1.61311448 Validation score: -52.853051 Iteration 461, loss = 1.60519888 Validation score: -52.591949 Iteration 462, loss = 1.59732070 Validation score: -52.332042 Iteration 463, loss = 1.58947971 Validation score: -52.073325 Iteration 464, loss = 1.58167573 Validation score: -51.815792 Iteration 465, loss = 1.57390855 Validation score: -51.559437 Iteration 466, loss = 1.56617797 Validation score: -51.304254 Iteration 467, loss = 1.55848380 Validation score: -51.050237 Iteration 468, loss = 1.55082585 Validation score: -50.797380 Iteration 469, loss = 1.54320392 Validation score: -50.545678 Iteration 470, loss = 1.53561781 Validation score: -50.295125 Iteration 471, loss = 1.52806735 Validation score: -50.045715 Iteration 472, loss = 1.52055234 Validation score: -49.797443 Iteration 473, loss = 1.51307260 Validation score: -49.550303 Iteration 474, loss = 1.50562793 Validation score: -49.304290 Iteration 475, loss = 1.49821817 Validation score: -49.059397 Iteration 476, loss = 1.49084311 Validation score: -48.815621 Iteration 477, loss = 1.48350260 Validation score: -48.572955 Iteration 478, loss = 1.47619643 Validation score: -48.331393 Iteration 479, loss = 1.46892445 Validation score: -48.090932 Iteration 480, loss = 1.46168646 Validation score: -47.851564 Iteration 481, loss = 1.45448231 Validation score: -47.613286 Iteration 482, loss = 1.44731180 Validation score: -47.376092 Iteration 483, loss = 1.44017478 Validation score: -47.139976 Iteration 484, loss = 1.43307106 Validation score: -46.904935 Iteration 485, loss = 1.42600049 Validation score: -46.670961 Iteration 486, loss = 1.41896288 Validation score: -46.438051 Iteration 487, loss = 1.41195809 Validation score: -46.206199 Iteration 488, loss = 1.40498593 Validation score: -45.975401 Iteration 489, loss = 1.39804624 Validation score: -45.745652 Iteration 490, loss = 1.39113887 Validation score: -45.516945 Iteration 491, loss = 1.38426364 Validation score: -45.289278 Iteration 492, loss = 1.37742041 Validation score: -45.062644 Iteration 493, loss = 1.37060900 Validation score: -44.837039 Iteration 494, loss = 1.36382926 Validation score: -44.612459 Iteration 495, loss = 1.35708104 Validation score: -44.388897 Iteration 496, loss = 1.35036417 Validation score: -44.166351 Iteration 497, loss = 1.34367851 Validation score: -43.944814 Iteration 498, loss = 1.33702389 Validation score: -43.724283 Iteration 499, loss = 1.33040017 Validation score: -43.504752 Iteration 500, loss = 1.32380720 Validation score: -43.286218 Iteration 501, loss = 1.31724481 Validation score: -43.068675 Iteration 502, loss = 1.31071287 Validation score: -42.852119 Iteration 503, loss = 1.30421123 Validation score: -42.636545 Iteration 504, loss = 1.29773973 Validation score: -42.421950 Iteration 505, loss = 1.29129824 Validation score: -42.208327 Iteration 506, loss = 1.28488660 Validation score: -41.995674 Iteration 507, loss = 1.27850467 Validation score: -41.783986 Iteration 508, loss = 1.27215231 Validation score: -41.573258 Iteration 509, loss = 1.26582938 Validation score: -41.363485 Iteration 510, loss = 1.25953574 Validation score: -41.154665 Iteration 511, loss = 1.25327123 Validation score: -40.946791 Iteration 512, loss = 1.24703574 Validation score: -40.739861 Iteration 513, loss = 1.24082911 Validation score: -40.533870 Iteration 514, loss = 1.23465121 Validation score: -40.328813 Iteration 515, loss = 1.22850190 Validation score: -40.124686 Iteration 516, loss = 1.22238104 Validation score: -39.921486 Iteration 517, loss = 1.21628851 Validation score: -39.719208 Iteration 518, loss = 1.21022417 Validation score: -39.517848 Iteration 519, loss = 1.20418788 Validation score: -39.317401 Iteration 520, loss = 1.19817952 Validation score: -39.117865 Iteration 521, loss = 1.19219894 Validation score: -38.919234 Iteration 522, loss = 1.18624603 Validation score: -38.721505 Iteration 523, loss = 1.18032065 Validation score: -38.524674 Iteration 524, loss = 1.17442267 Validation score: -38.328737 Iteration 525, loss = 1.16855197 Validation score: -38.133689 Iteration 526, loss = 1.16270841 Validation score: -37.939528 Iteration 527, loss = 1.15689187 Validation score: -37.746248 Iteration 528, loss = 1.15110223 Validation score: -37.553847 Iteration 529, loss = 1.14533936 Validation score: -37.362320 Iteration 530, loss = 1.13960314 Validation score: -37.171663 Iteration 531, loss = 1.13389344 Validation score: -36.981873 Iteration 532, loss = 1.12821014 Validation score: -36.792946 Iteration 533, loss = 1.12255312 Validation score: -36.604878 Iteration 534, loss = 1.11692226 Validation score: -36.417665 Iteration 535, loss = 1.11131744 Validation score: -36.231304 Iteration 536, loss = 1.10573854 Validation score: -36.045791 Iteration 537, loss = 1.10018544 Validation score: -35.861122 Iteration 538, loss = 1.09465802 Validation score: -35.677293 Iteration 539, loss = 1.08915616 Validation score: -35.494302 Iteration 540, loss = 1.08367976 Validation score: -35.312143 Iteration 541, loss = 1.07822869 Validation score: -35.130815 Iteration 542, loss = 1.07280283 Validation score: -34.950312 Iteration 543, loss = 1.06740208 Validation score: -34.770632 Iteration 544, loss = 1.06202632 Validation score: -34.591771 Iteration 545, loss = 1.05667543 Validation score: -34.413725 Iteration 546, loss = 1.05134931 Validation score: -34.236492 Iteration 547, loss = 1.04604784 Validation score: -34.060066 Iteration 548, loss = 1.04077091 Validation score: -33.884446 Iteration 549, loss = 1.03551841 Validation score: -33.709627 Iteration 550, loss = 1.03029024 Validation score: -33.535607 Iteration 551, loss = 1.02508627 Validation score: -33.362381 Iteration 552, loss = 1.01990641 Validation score: -33.189946 Iteration 553, loss = 1.01475054 Validation score: -33.018299 Iteration 554, loss = 1.00961856 Validation score: -32.847436 Iteration 555, loss = 1.00451036 Validation score: -32.677355 Iteration 556, loss = 0.99942583 Validation score: -32.508052 Iteration 557, loss = 0.99436487 Validation score: -32.339523 Iteration 558, loss = 0.98932738 Validation score: -32.171765 Iteration 559, loss = 0.98431325 Validation score: -32.004775 Iteration 560, loss = 0.97932237 Validation score: -31.838550 Iteration 561, loss = 0.97435465 Validation score: -31.673086 Iteration 562, loss = 0.96940997 Validation score: -31.508381 Iteration 563, loss = 0.96448825 Validation score: -31.344431 Iteration 564, loss = 0.95958937 Validation score: -31.181232 Iteration 565, loss = 0.95471324 Validation score: -31.018782 Iteration 566, loss = 0.94985975 Validation score: -30.857077 Iteration 567, loss = 0.94502881 Validation score: -30.696115 Iteration 568, loss = 0.94022031 Validation score: -30.535892 Iteration 569, loss = 0.93543416 Validation score: -30.376405 Iteration 570, loss = 0.93067026 Validation score: -30.217650 Iteration 571, loss = 0.92592852 Validation score: -30.059626 Iteration 572, loss = 0.92120882 Validation score: -29.902328 Iteration 573, loss = 0.91651109 Validation score: -29.745755 Iteration 574, loss = 0.91183521 Validation score: -29.589901 Iteration 575, loss = 0.90718111 Validation score: -29.434766 Iteration 576, loss = 0.90254867 Validation score: -29.280345 Iteration 577, loss = 0.89793781 Validation score: -29.126636 Iteration 578, loss = 0.89334843 Validation score: -28.973635 Iteration 579, loss = 0.88878043 Validation score: -28.821340 Iteration 580, loss = 0.88423374 Validation score: -28.669748 Iteration 581, loss = 0.87970824 Validation score: -28.518856 Iteration 582, loss = 0.87520386 Validation score: -28.368660 Iteration 583, loss = 0.87072049 Validation score: -28.219158 Iteration 584, loss = 0.86625806 Validation score: -28.070348 Iteration 585, loss = 0.86181645 Validation score: -27.922225 Iteration 586, loss = 0.85739560 Validation score: -27.774788 Iteration 587, loss = 0.85299540 Validation score: -27.628033 Iteration 588, loss = 0.84861576 Validation score: -27.481958 Iteration 589, loss = 0.84425661 Validation score: -27.336559 Iteration 590, loss = 0.83991784 Validation score: -27.191834 Iteration 591, loss = 0.83559937 Validation score: -27.047781 Iteration 592, loss = 0.83130112 Validation score: -26.904396 Iteration 593, loss = 0.82702299 Validation score: -26.761676 Iteration 594, loss = 0.82276490 Validation score: -26.619619 Iteration 595, loss = 0.81852677 Validation score: -26.478222 Iteration 596, loss = 0.81430850 Validation score: -26.337482 Iteration 597, loss = 0.81011002 Validation score: -26.197396 Iteration 598, loss = 0.80593123 Validation score: -26.057963 Iteration 599, loss = 0.80177205 Validation score: -25.919178 Iteration 600, loss = 0.79763240 Validation score: -25.781040 Iteration 601, loss = 0.79351219 Validation score: -25.643545 Iteration 602, loss = 0.78941134 Validation score: -25.506692 Iteration 603, loss = 0.78532977 Validation score: -25.370477 Iteration 604, loss = 0.78126740 Validation score: -25.234897 Iteration 605, loss = 0.77722413 Validation score: -25.099951 Iteration 606, loss = 0.77319990 Validation score: -24.965635 Iteration 607, loss = 0.76919462 Validation score: -24.831947 Iteration 608, loss = 0.76520820 Validation score: -24.698884 Iteration 609, loss = 0.76124057 Validation score: -24.566444 Iteration 610, loss = 0.75729165 Validation score: -24.434623 Iteration 611, loss = 0.75336135 Validation score: -24.303421 Iteration 612, loss = 0.74944960 Validation score: -24.172833 Iteration 613, loss = 0.74555632 Validation score: -24.042857 Iteration 614, loss = 0.74168143 Validation score: -23.913491 Iteration 615, loss = 0.73782485 Validation score: -23.784733 Iteration 616, loss = 0.73398650 Validation score: -23.656579 Iteration 617, loss = 0.73016630 Validation score: -23.529028 Iteration 618, loss = 0.72636419 Validation score: -23.402077 Iteration 619, loss = 0.72258007 Validation score: -23.275722 Iteration 620, loss = 0.71881388 Validation score: -23.149963 Iteration 621, loss = 0.71506553 Validation score: -23.024796 Iteration 622, loss = 0.71133496 Validation score: -22.900219 Iteration 623, loss = 0.70762208 Validation score: -22.776229 Iteration 624, loss = 0.70392682 Validation score: -22.652824 Iteration 625, loss = 0.70024911 Validation score: -22.530003 Iteration 626, loss = 0.69658886 Validation score: -22.407761 Iteration 627, loss = 0.69294602 Validation score: -22.286097 Iteration 628, loss = 0.68932050 Validation score: -22.165008 Iteration 629, loss = 0.68571222 Validation score: -22.044493 Iteration 630, loss = 0.68212113 Validation score: -21.924548 Iteration 631, loss = 0.67854713 Validation score: -21.805171 Iteration 632, loss = 0.67499017 Validation score: -21.686361 Iteration 633, loss = 0.67145016 Validation score: -21.568114 Iteration 634, loss = 0.66792704 Validation score: -21.450428 Iteration 635, loss = 0.66442073 Validation score: -21.333302 Iteration 636, loss = 0.66093117 Validation score: -21.216731 Iteration 637, loss = 0.65745828 Validation score: -21.100716 Iteration 638, loss = 0.65400198 Validation score: -20.985252 Iteration 639, loss = 0.65056222 Validation score: -20.870338 Iteration 640, loss = 0.64713892 Validation score: -20.755972 Iteration 641, loss = 0.64373201 Validation score: -20.642151 Iteration 642, loss = 0.64034143 Validation score: -20.528872 Iteration 643, loss = 0.63696709 Validation score: -20.416135 Iteration 644, loss = 0.63360894 Validation score: -20.303936 Iteration 645, loss = 0.63026690 Validation score: -20.192273 Iteration 646, loss = 0.62694090 Validation score: -20.081144 Iteration 647, loss = 0.62363089 Validation score: -19.970547 Iteration 648, loss = 0.62033679 Validation score: -19.860480 Iteration 649, loss = 0.61705852 Validation score: -19.750940 Iteration 650, loss = 0.61379604 Validation score: -19.641925 Iteration 651, loss = 0.61054926 Validation score: -19.533433 Iteration 652, loss = 0.60731813 Validation score: -19.425462 Iteration 653, loss = 0.60410257 Validation score: -19.318010 Iteration 654, loss = 0.60090252 Validation score: -19.211075 Iteration 655, loss = 0.59771792 Validation score: -19.104653 Iteration 656, loss = 0.59454869 Validation score: -18.998745 Iteration 657, loss = 0.59139478 Validation score: -18.893346 Iteration 658, loss = 0.58825611 Validation score: -18.788455 Iteration 659, loss = 0.58513263 Validation score: -18.684070 Iteration 660, loss = 0.58202427 Validation score: -18.580189 Iteration 661, loss = 0.57893097 Validation score: -18.476810 Iteration 662, loss = 0.57585266 Validation score: -18.373931 Iteration 663, loss = 0.57278927 Validation score: -18.271549 Iteration 664, loss = 0.56974075 Validation score: -18.169662 Iteration 665, loss = 0.56670703 Validation score: -18.068269 Iteration 666, loss = 0.56368805 Validation score: -17.967368 Iteration 667, loss = 0.56068375 Validation score: -17.866955 Iteration 668, loss = 0.55769406 Validation score: -17.767030 Iteration 669, loss = 0.55471892 Validation score: -17.667590 Iteration 670, loss = 0.55175827 Validation score: -17.568634 Iteration 671, loss = 0.54881205 Validation score: -17.470159 Iteration 672, loss = 0.54588020 Validation score: -17.372163 Iteration 673, loss = 0.54296265 Validation score: -17.274644 Iteration 674, loss = 0.54005935 Validation score: -17.177600 Iteration 675, loss = 0.53717023 Validation score: -17.081030 Iteration 676, loss = 0.53429524 Validation score: -16.984931 Iteration 677, loss = 0.53143432 Validation score: -16.889301 Iteration 678, loss = 0.52858740 Validation score: -16.794139 Iteration 679, loss = 0.52575442 Validation score: -16.699442 Iteration 680, loss = 0.52293533 Validation score: -16.605208 Iteration 681, loss = 0.52013007 Validation score: -16.511436 Iteration 682, loss = 0.51733857 Validation score: -16.418124 Iteration 683, loss = 0.51456078 Validation score: -16.325269 Iteration 684, loss = 0.51179665 Validation score: -16.232870 Iteration 685, loss = 0.50904611 Validation score: -16.140925 Iteration 686, loss = 0.50630910 Validation score: -16.049431 Iteration 687, loss = 0.50358557 Validation score: -15.958388 Iteration 688, loss = 0.50087546 Validation score: -15.867793 Iteration 689, loss = 0.49817872 Validation score: -15.777644 Iteration 690, loss = 0.49549527 Validation score: -15.687940 Iteration 691, loss = 0.49282508 Validation score: -15.598678 Iteration 692, loss = 0.49016808 Validation score: -15.509856 Iteration 693, loss = 0.48752422 Validation score: -15.421474 Iteration 694, loss = 0.48489343 Validation score: -15.333528 Iteration 695, loss = 0.48227567 Validation score: -15.246018 Iteration 696, loss = 0.47967088 Validation score: -15.158941 Iteration 697, loss = 0.47707900 Validation score: -15.072295 Iteration 698, loss = 0.47449998 Validation score: -14.986079 Iteration 699, loss = 0.47193376 Validation score: -14.900291 Iteration 700, loss = 0.46938029 Validation score: -14.814929 Iteration 701, loss = 0.46683952 Validation score: -14.729991 Iteration 702, loss = 0.46431138 Validation score: -14.645475 Iteration 703, loss = 0.46179583 Validation score: -14.561380 Iteration 704, loss = 0.45929280 Validation score: -14.477705 Iteration 705, loss = 0.45680226 Validation score: -14.394446 Iteration 706, loss = 0.45432414 Validation score: -14.311602 Iteration 707, loss = 0.45185839 Validation score: -14.229172 Iteration 708, loss = 0.44940495 Validation score: -14.147154 Iteration 709, loss = 0.44696378 Validation score: -14.065546 Iteration 710, loss = 0.44453483 Validation score: -13.984346 Iteration 711, loss = 0.44211803 Validation score: -13.903553 Iteration 712, loss = 0.43971334 Validation score: -13.823165 Iteration 713, loss = 0.43732070 Validation score: -13.743180 Iteration 714, loss = 0.43494007 Validation score: -13.663596 Iteration 715, loss = 0.43257138 Validation score: -13.584412 Iteration 716, loss = 0.43021460 Validation score: -13.505626 Iteration 717, loss = 0.42786967 Validation score: -13.427237 Iteration 718, loss = 0.42553653 Validation score: -13.349242 Iteration 719, loss = 0.42321514 Validation score: -13.271640 Iteration 720, loss = 0.42090545 Validation score: -13.194430 Iteration 721, loss = 0.41860740 Validation score: -13.117609 Iteration 722, loss = 0.41632094 Validation score: -13.041176 Iteration 723, loss = 0.41404603 Validation score: -12.965129 Iteration 724, loss = 0.41178262 Validation score: -12.889467 Iteration 725, loss = 0.40953065 Validation score: -12.814188 Iteration 726, loss = 0.40729007 Validation score: -12.739290 Iteration 727, loss = 0.40506085 Validation score: -12.664772 Iteration 728, loss = 0.40284291 Validation score: -12.590632 Iteration 729, loss = 0.40063623 Validation score: -12.516868 Iteration 730, loss = 0.39844075 Validation score: -12.443480 Iteration 731, loss = 0.39625642 Validation score: -12.370464 Iteration 732, loss = 0.39408319 Validation score: -12.297821 Iteration 733, loss = 0.39192101 Validation score: -12.225547 Iteration 734, loss = 0.38976984 Validation score: -12.153642 Iteration 735, loss = 0.38762963 Validation score: -12.082103 Iteration 736, loss = 0.38550032 Validation score: -12.010930 Iteration 737, loss = 0.38338188 Validation score: -11.940121 Iteration 738, loss = 0.38127426 Validation score: -11.869674 Iteration 739, loss = 0.37917740 Validation score: -11.799587 Iteration 740, loss = 0.37709127 Validation score: -11.729859 Iteration 741, loss = 0.37501581 Validation score: -11.660489 Iteration 742, loss = 0.37295098 Validation score: -11.591475 Iteration 743, loss = 0.37089673 Validation score: -11.522815 Iteration 744, loss = 0.36885301 Validation score: -11.454508 Iteration 745, loss = 0.36681979 Validation score: -11.386552 Iteration 746, loss = 0.36479701 Validation score: -11.318946 Iteration 747, loss = 0.36278462 Validation score: -11.251688 Iteration 748, loss = 0.36078259 Validation score: -11.184777 Iteration 749, loss = 0.35879086 Validation score: -11.118211 Iteration 750, loss = 0.35680939 Validation score: -11.051989 Iteration 751, loss = 0.35483814 Validation score: -10.986109 Iteration 752, loss = 0.35287707 Validation score: -10.920570 Iteration 753, loss = 0.35092611 Validation score: -10.855370 Iteration 754, loss = 0.34898524 Validation score: -10.790508 Iteration 755, loss = 0.34705441 Validation score: -10.725983 Iteration 756, loss = 0.34513357 Validation score: -10.661792 Iteration 757, loss = 0.34322268 Validation score: -10.597934 Iteration 758, loss = 0.34132170 Validation score: -10.534408 Iteration 759, loss = 0.33943057 Validation score: -10.471213 Iteration 760, loss = 0.33754927 Validation score: -10.408347 Iteration 761, loss = 0.33567774 Validation score: -10.345808 Iteration 762, loss = 0.33381594 Validation score: -10.283596 Iteration 763, loss = 0.33196383 Validation score: -10.221708 Iteration 764, loss = 0.33012136 Validation score: -10.160143 Iteration 765, loss = 0.32828850 Validation score: -10.098900 Iteration 766, loss = 0.32646520 Validation score: -10.037978 Iteration 767, loss = 0.32465141 Validation score: -9.977375 Iteration 768, loss = 0.32284710 Validation score: -9.917089 Iteration 769, loss = 0.32105223 Validation score: -9.857119 Iteration 770, loss = 0.31926674 Validation score: -9.797464 Iteration 771, loss = 0.31749061 Validation score: -9.738123 Iteration 772, loss = 0.31572378 Validation score: -9.679093 Iteration 773, loss = 0.31396622 Validation score: -9.620375 Iteration 774, loss = 0.31221788 Validation score: -9.561965 Iteration 775, loss = 0.31047873 Validation score: -9.503863 Iteration 776, loss = 0.30874872 Validation score: -9.446068 Iteration 777, loss = 0.30702781 Validation score: -9.388578 Iteration 778, loss = 0.30531596 Validation score: -9.331392 Iteration 779, loss = 0.30361314 Validation score: -9.274508 Iteration 780, loss = 0.30191929 Validation score: -9.217925 Iteration 781, loss = 0.30023439 Validation score: -9.161642 Iteration 782, loss = 0.29855838 Validation score: -9.105658 Iteration 783, loss = 0.29689123 Validation score: -9.049970 Iteration 784, loss = 0.29523291 Validation score: -8.994579 Iteration 785, loss = 0.29358336 Validation score: -8.939481 Iteration 786, loss = 0.29194255 Validation score: -8.884677 Iteration 787, loss = 0.29031045 Validation score: -8.830165 Iteration 788, loss = 0.28868701 Validation score: -8.775943 Iteration 789, loss = 0.28707219 Validation score: -8.722010 Iteration 790, loss = 0.28546596 Validation score: -8.668365 Iteration 791, loss = 0.28386827 Validation score: -8.615007 Iteration 792, loss = 0.28227909 Validation score: -8.561934 Iteration 793, loss = 0.28069837 Validation score: -8.509145 Iteration 794, loss = 0.27912609 Validation score: -8.456639 Iteration 795, loss = 0.27756220 Validation score: -8.404414 Iteration 796, loss = 0.27600666 Validation score: -8.352469 Iteration 797, loss = 0.27445944 Validation score: -8.300804 Iteration 798, loss = 0.27292049 Validation score: -8.249415 Iteration 799, loss = 0.27138979 Validation score: -8.198304 Iteration 800, loss = 0.26986729 Validation score: -8.147467 Iteration 801, loss = 0.26835295 Validation score: -8.096905 Iteration 802, loss = 0.26684674 Validation score: -8.046615 Iteration 803, loss = 0.26534863 Validation score: -7.996596 Iteration 804, loss = 0.26385857 Validation score: -7.946848 Iteration 805, loss = 0.26237652 Validation score: -7.897368 Iteration 806, loss = 0.26090246 Validation score: -7.848157 Iteration 807, loss = 0.25943634 Validation score: -7.799211 Iteration 808, loss = 0.25797813 Validation score: -7.750531 Iteration 809, loss = 0.25652779 Validation score: -7.702116 Iteration 810, loss = 0.25508529 Validation score: -7.653963 Iteration 811, loss = 0.25365058 Validation score: -7.606071 Iteration 812, loss = 0.25222364 Validation score: -7.558440 Iteration 813, loss = 0.25080443 Validation score: -7.511069 Iteration 814, loss = 0.24939291 Validation score: -7.463955 Iteration 815, loss = 0.24798905 Validation score: -7.417099 Iteration 816, loss = 0.24659281 Validation score: -7.370498 Iteration 817, loss = 0.24520415 Validation score: -7.324151 Iteration 818, loss = 0.24382305 Validation score: -7.278058 Iteration 819, loss = 0.24244947 Validation score: -7.232217 Iteration 820, loss = 0.24108336 Validation score: -7.186628 Iteration 821, loss = 0.23972471 Validation score: -7.141288 Iteration 822, loss = 0.23837346 Validation score: -7.096197 Iteration 823, loss = 0.23702960 Validation score: -7.051353 Iteration 824, loss = 0.23569308 Validation score: -7.006756 Iteration 825, loss = 0.23436387 Validation score: -6.962404 Iteration 826, loss = 0.23304193 Validation score: -6.918296 Iteration 827, loss = 0.23172724 Validation score: -6.874431 Iteration 828, loss = 0.23041976 Validation score: -6.830808 Iteration 829, loss = 0.22911945 Validation score: -6.787426 Iteration 830, loss = 0.22782628 Validation score: -6.744284 Iteration 831, loss = 0.22654022 Validation score: -6.701380 Iteration 832, loss = 0.22526124 Validation score: -6.658713 Iteration 833, loss = 0.22398929 Validation score: -6.616283 Iteration 834, loss = 0.22272436 Validation score: -6.574088 Iteration 835, loss = 0.22146640 Validation score: -6.532127 Iteration 836, loss = 0.22021539 Validation score: -6.490399 Iteration 837, loss = 0.21897128 Validation score: -6.448903 Iteration 838, loss = 0.21773406 Validation score: -6.407637 Iteration 839, loss = 0.21650368 Validation score: -6.366602 Iteration 840, loss = 0.21528011 Validation score: -6.325795 Iteration 841, loss = 0.21406333 Validation score: -6.285215 Iteration 842, loss = 0.21285329 Validation score: -6.244863 Iteration 843, loss = 0.21164998 Validation score: -6.204735 Iteration 844, loss = 0.21045334 Validation score: -6.164832 Iteration 845, loss = 0.20926337 Validation score: -6.125152 Iteration 846, loss = 0.20808001 Validation score: -6.085695 Iteration 847, loss = 0.20690325 Validation score: -6.046459 Iteration 848, loss = 0.20573305 Validation score: -6.007443 Iteration 849, loss = 0.20456938 Validation score: -5.968646 Iteration 850, loss = 0.20341220 Validation score: -5.930067 Iteration 851, loss = 0.20226150 Validation score: -5.891705 Iteration 852, loss = 0.20111722 Validation score: -5.853559 Iteration 853, loss = 0.19997936 Validation score: -5.815628 Iteration 854, loss = 0.19884787 Validation score: -5.777911 Iteration 855, loss = 0.19772273 Validation score: -5.740407 Iteration 856, loss = 0.19660390 Validation score: -5.703115 Iteration 857, loss = 0.19549135 Validation score: -5.666034 Iteration 858, loss = 0.19438506 Validation score: -5.629162 Iteration 859, loss = 0.19328499 Validation score: -5.592500 Iteration 860, loss = 0.19219112 Validation score: -5.556045 Iteration 861, loss = 0.19110341 Validation score: -5.519798 Iteration 862, loss = 0.19002184 Validation score: -5.483756 Iteration 863, loss = 0.18894638 Validation score: -5.447919 Iteration 864, loss = 0.18787699 Validation score: -5.412286 Iteration 865, loss = 0.18681365 Validation score: -5.376856 Iteration 866, loss = 0.18575632 Validation score: -5.341628 Iteration 867, loss = 0.18470499 Validation score: -5.306601 Iteration 868, loss = 0.18365961 Validation score: -5.271774 Iteration 869, loss = 0.18262017 Validation score: -5.237146 Iteration 870, loss = 0.18158663 Validation score: -5.202717 Iteration 871, loss = 0.18055897 Validation score: -5.168484 Iteration 872, loss = 0.17953714 Validation score: -5.134447 Iteration 873, loss = 0.17852114 Validation score: -5.100606 Iteration 874, loss = 0.17751093 Validation score: -5.066959 Iteration 875, loss = 0.17650647 Validation score: -5.033505 Iteration 876, loss = 0.17550775 Validation score: -5.000244 Iteration 877, loss = 0.17451474 Validation score: -4.967174 Iteration 878, loss = 0.17352740 Validation score: -4.934295 Iteration 879, loss = 0.17254571 Validation score: -4.901605 Iteration 880, loss = 0.17156965 Validation score: -4.869104 Iteration 881, loss = 0.17059917 Validation score: -4.836791 Iteration 882, loss = 0.16963427 Validation score: -4.804664 Iteration 883, loss = 0.16867490 Validation score: -4.772723 Iteration 884, loss = 0.16772105 Validation score: -4.740968 Iteration 885, loss = 0.16677269 Validation score: -4.709396 Iteration 886, loss = 0.16582978 Validation score: -4.678008 Iteration 887, loss = 0.16489230 Validation score: -4.646802 Iteration 888, loss = 0.16396023 Validation score: -4.615777 Iteration 889, loss = 0.16303354 Validation score: -4.584933 Iteration 890, loss = 0.16211220 Validation score: -4.554268 Iteration 891, loss = 0.16119619 Validation score: -4.523782 Iteration 892, loss = 0.16028547 Validation score: -4.493474 Iteration 893, loss = 0.15938003 Validation score: -4.463343 Iteration 894, loss = 0.15847983 Validation score: -4.433388 Iteration 895, loss = 0.15758486 Validation score: -4.403608 Iteration 896, loss = 0.15669508 Validation score: -4.374003 Iteration 897, loss = 0.15581047 Validation score: -4.344570 Iteration 898, loss = 0.15493101 Validation score: -4.315311 Iteration 899, loss = 0.15405666 Validation score: -4.286223 Iteration 900, loss = 0.15318741 Validation score: -4.257306 Iteration 901, loss = 0.15232322 Validation score: -4.228559 Iteration 902, loss = 0.15146408 Validation score: -4.199982 Iteration 903, loss = 0.15060995 Validation score: -4.171572 Iteration 904, loss = 0.14976081 Validation score: -4.143330 Iteration 905, loss = 0.14891664 Validation score: -4.115255 Iteration 906, loss = 0.14807742 Validation score: -4.087346 Iteration 907, loss = 0.14724311 Validation score: -4.059601 Iteration 908, loss = 0.14641369 Validation score: -4.032021 Iteration 909, loss = 0.14558914 Validation score: -4.004604 Iteration 910, loss = 0.14476944 Validation score: -3.977350 Iteration 911, loss = 0.14395455 Validation score: -3.950257 Iteration 912, loss = 0.14314446 Validation score: -3.923325 Iteration 913, loss = 0.14233914 Validation score: -3.896553 Iteration 914, loss = 0.14153857 Validation score: -3.869941 Iteration 915, loss = 0.14074272 Validation score: -3.843486 Iteration 916, loss = 0.13995157 Validation score: -3.817190 Iteration 917, loss = 0.13916509 Validation score: -3.791050 Iteration 918, loss = 0.13838327 Validation score: -3.765067 Iteration 919, loss = 0.13760607 Validation score: -3.739238 Iteration 920, loss = 0.13683348 Validation score: -3.713564 Iteration 921, loss = 0.13606547 Validation score: -3.688044 Iteration 922, loss = 0.13530202 Validation score: -3.662677 Iteration 923, loss = 0.13454310 Validation score: -3.637461 Iteration 924, loss = 0.13378869 Validation score: -3.612397 Iteration 925, loss = 0.13303877 Validation score: -3.587484 Iteration 926, loss = 0.13229332 Validation score: -3.562720 Iteration 927, loss = 0.13155231 Validation score: -3.538106 Iteration 928, loss = 0.13081572 Validation score: -3.513639 Iteration 929, loss = 0.13008353 Validation score: -3.489321 Iteration 930, loss = 0.12935571 Validation score: -3.465149 Iteration 931, loss = 0.12863225 Validation score: -3.441122 Iteration 932, loss = 0.12791311 Validation score: -3.417242 Iteration 933, loss = 0.12719829 Validation score: -3.393505 Iteration 934, loss = 0.12648775 Validation score: -3.369913 Iteration 935, loss = 0.12578147 Validation score: -3.346463 Iteration 936, loss = 0.12507943 Validation score: -3.323155 Iteration 937, loss = 0.12438162 Validation score: -3.299990 Iteration 938, loss = 0.12368800 Validation score: -3.276964 Iteration 939, loss = 0.12299856 Validation score: -3.254079 Iteration 940, loss = 0.12231327 Validation score: -3.231334 Iteration 941, loss = 0.12163212 Validation score: -3.208726 Iteration 942, loss = 0.12095507 Validation score: -3.186257 Iteration 943, loss = 0.12028212 Validation score: -3.163925 Iteration 944, loss = 0.11961324 Validation score: -3.141729 Iteration 945, loss = 0.11894841 Validation score: -3.119669 Iteration 946, loss = 0.11828760 Validation score: -3.097744 Iteration 947, loss = 0.11763080 Validation score: -3.075954 Iteration 948, loss = 0.11697798 Validation score: -3.054297 Iteration 949, loss = 0.11632913 Validation score: -3.032773 Iteration 950, loss = 0.11568422 Validation score: -3.011381 Iteration 951, loss = 0.11504323 Validation score: -2.990121 Iteration 952, loss = 0.11440615 Validation score: -2.968991 Iteration 953, loss = 0.11377295 Validation score: -2.947992 Iteration 954, loss = 0.11314361 Validation score: -2.927122 Iteration 955, loss = 0.11251811 Validation score: -2.906381 Iteration 956, loss = 0.11189643 Validation score: -2.885768 Iteration 957, loss = 0.11127856 Validation score: -2.865282 Iteration 958, loss = 0.11066446 Validation score: -2.844923 Iteration 959, loss = 0.11005413 Validation score: -2.824690 Iteration 960, loss = 0.10944753 Validation score: -2.804583 Iteration 961, loss = 0.10884466 Validation score: -2.784600 Iteration 962, loss = 0.10824549 Validation score: -2.764742 Iteration 963, loss = 0.10765000 Validation score: -2.745007 Iteration 964, loss = 0.10705818 Validation score: -2.725394 Iteration 965, loss = 0.10647000 Validation score: -2.705904 Iteration 966, loss = 0.10588544 Validation score: -2.686535 Iteration 967, loss = 0.10530448 Validation score: -2.667287 Iteration 968, loss = 0.10472712 Validation score: -2.648159 Iteration 969, loss = 0.10415331 Validation score: -2.629151 Iteration 970, loss = 0.10358306 Validation score: -2.610261 Iteration 971, loss = 0.10301633 Validation score: -2.591490 Iteration 972, loss = 0.10245311 Validation score: -2.572836 Iteration 973, loss = 0.10189339 Validation score: -2.554299 Iteration 974, loss = 0.10133713 Validation score: -2.535879 Iteration 975, loss = 0.10078433 Validation score: -2.517574 Iteration 976, loss = 0.10023497 Validation score: -2.499385 Iteration 977, loss = 0.09968902 Validation score: -2.481310 Iteration 978, loss = 0.09914646 Validation score: -2.463348 Iteration 979, loss = 0.09860729 Validation score: -2.445500 Iteration 980, loss = 0.09807148 Validation score: -2.427765 Iteration 981, loss = 0.09753902 Validation score: -2.410141 Iteration 982, loss = 0.09700988 Validation score: -2.392629 Iteration 983, loss = 0.09648404 Validation score: -2.375228 Iteration 984, loss = 0.09596150 Validation score: -2.357937 Iteration 985, loss = 0.09544223 Validation score: -2.340756 Iteration 986, loss = 0.09492621 Validation score: -2.323683 Iteration 987, loss = 0.09441343 Validation score: -2.306719 Iteration 988, loss = 0.09390386 Validation score: -2.289863 Iteration 989, loss = 0.09339750 Validation score: -2.273114 Iteration 990, loss = 0.09289432 Validation score: -2.256472 Iteration 991, loss = 0.09239431 Validation score: -2.239936 Iteration 992, loss = 0.09189745 Validation score: -2.223505 Iteration 993, loss = 0.09140372 Validation score: -2.207179 Iteration 994, loss = 0.09091311 Validation score: -2.190957 Iteration 995, loss = 0.09042559 Validation score: -2.174839 Iteration 996, loss = 0.08994116 Validation score: -2.158825 Iteration 997, loss = 0.08945979 Validation score: -2.142913 Iteration 998, loss = 0.08898146 Validation score: -2.127103 Iteration 999, loss = 0.08850617 Validation score: -2.111394 Iteration 1000, loss = 0.08803389 Validation score: -2.095786 Iteration 1, loss = 16.76295501 Validation score: -5382.287885 Iteration 2, loss = 16.70260073 Validation score: -5362.941656 Iteration 3, loss = 16.64232205 Validation score: -5343.619555 Iteration 4, loss = 16.58212318 Validation score: -5324.327086 Iteration 5, loss = 16.52200659 Validation score: -5305.070865 Iteration 6, loss = 16.46197185 Validation score: -5285.857870 Iteration 7, loss = 16.40201459 Validation score: -5266.693442 Iteration 8, loss = 16.34212679 Validation score: -5247.579380 Iteration 9, loss = 16.28229930 Validation score: -5228.514237 Iteration 10, loss = 16.22252486 Validation score: -5209.495258 Iteration 11, loss = 16.16279939 Validation score: -5190.519975 Iteration 12, loss = 16.10312162 Validation score: -5171.586857 Iteration 13, loss = 16.04349216 Validation score: -5152.695371 Iteration 14, loss = 15.98391267 Validation score: -5133.845822 Iteration 15, loss = 15.92438537 Validation score: -5115.039160 Iteration 16, loss = 15.86491275 Validation score: -5096.276815 Iteration 17, loss = 15.80549735 Validation score: -5077.560569 Iteration 18, loss = 15.74614173 Validation score: -5058.892466 Iteration 19, loss = 15.68684840 Validation score: -5040.274730 Iteration 20, loss = 15.62761976 Validation score: -5021.709719 Iteration 21, loss = 15.56845812 Validation score: -5003.199874 Iteration 22, loss = 15.50936567 Validation score: -4984.747676 Iteration 23, loss = 15.45034447 Validation score: -4966.355619 Iteration 24, loss = 15.39139646 Validation score: -4948.026160 Iteration 25, loss = 15.33252340 Validation score: -4929.761693 Iteration 26, loss = 15.27372693 Validation score: -4911.564494 Iteration 27, loss = 15.21500852 Validation score: -4893.436680 Iteration 28, loss = 15.15636948 Validation score: -4875.380151 Iteration 29, loss = 15.09781097 Validation score: -4857.396533 Iteration 30, loss = 15.03933399 Validation score: -4839.487125 Iteration 31, loss = 14.98093945 Validation score: -4821.652855 Iteration 32, loss = 14.92262817 Validation score: -4803.894267 Iteration 33, loss = 14.86440092 Validation score: -4786.211525 Iteration 34, loss = 14.80625851 Validation score: -4768.604453 Iteration 35, loss = 14.74820178 Validation score: -4751.072600 Iteration 36, loss = 14.69023172 Validation score: -4733.615309 Iteration 37, loss = 14.63234945 Validation score: -4716.231793 Iteration 38, loss = 14.57455625 Validation score: -4698.921199 Iteration 39, loss = 14.51685360 Validation score: -4681.682653 Iteration 40, loss = 14.45924316 Validation score: -4664.515296 Iteration 41, loss = 14.40172679 Validation score: -4647.418306 Iteration 42, loss = 14.34430653 Validation score: -4630.390905 Iteration 43, loss = 14.28698459 Validation score: -4613.432365 Iteration 44, loss = 14.22976336 Validation score: -4596.542005 Iteration 45, loss = 14.17264542 Validation score: -4579.719195 Iteration 46, loss = 14.11563347 Validation score: -4562.963346 Iteration 47, loss = 14.05873040 Validation score: -4546.273914 Iteration 48, loss = 14.00193921 Validation score: -4529.650389 Iteration 49, loss = 13.94526304 Validation score: -4513.092300 Iteration 50, loss = 13.88870516 Validation score: -4496.599203 Iteration 51, loss = 13.83226893 Validation score: -4480.170685 Iteration 52, loss = 13.77595777 Validation score: -4463.806355 Iteration 53, loss = 13.71977521 Validation score: -4447.505842 Iteration 54, loss = 13.66372480 Validation score: -4431.268792 Iteration 55, loss = 13.60781009 Validation score: -4415.094858 Iteration 56, loss = 13.55203468 Validation score: -4398.983702 Iteration 57, loss = 13.49640208 Validation score: -4382.934986 Iteration 58, loss = 13.44091580 Validation score: -4366.948369 Iteration 59, loss = 13.38557921 Validation score: -4351.023503 Iteration 60, loss = 13.33039562 Validation score: -4335.160028 Iteration 61, loss = 13.27536816 Validation score: -4319.357569 Iteration 62, loss = 13.22049980 Validation score: -4303.615734 Iteration 63, loss = 13.16579332 Validation score: -4287.934107 Iteration 64, loss = 13.11125125 Validation score: -4272.312252 Iteration 65, loss = 13.05687588 Validation score: -4256.749705 Iteration 66, loss = 13.00266923 Validation score: -4241.245976 Iteration 67, loss = 12.94863298 Validation score: -4225.800548 Iteration 68, loss = 12.89476851 Validation score: -4210.412877 Iteration 69, loss = 12.84107686 Validation score: -4195.082389 Iteration 70, loss = 12.78755867 Validation score: -4179.808485 Iteration 71, loss = 12.73421425 Validation score: -4164.590540 Iteration 72, loss = 12.68104349 Validation score: -4149.427902 Iteration 73, loss = 12.62804589 Validation score: -4134.319898 Iteration 74, loss = 12.57522058 Validation score: -4119.265830 Iteration 75, loss = 12.52256627 Validation score: -4104.264979 Iteration 76, loss = 12.47008127 Validation score: -4089.316607 Iteration 77, loss = 12.41776354 Validation score: -4074.419953 Iteration 78, loss = 12.36561062 Validation score: -4059.574233 Iteration 79, loss = 12.31361972 Validation score: -4044.778642 Iteration 80, loss = 12.26178768 Validation score: -4030.032346 Iteration 81, loss = 12.21011101 Validation score: -4015.334481 Iteration 82, loss = 12.15858592 Validation score: -4000.684146 Iteration 83, loss = 12.10720829 Validation score: -3986.080401 Iteration 84, loss = 12.05597375 Validation score: -3971.522253 Iteration 85, loss = 12.00487766 Validation score: -3957.008657 Iteration 86, loss = 11.95391515 Validation score: -3942.538499 Iteration 87, loss = 11.90308111 Validation score: -3928.110595 Iteration 88, loss = 11.85237027 Validation score: -3913.723681 Iteration 89, loss = 11.80177717 Validation score: -3899.376402 Iteration 90, loss = 11.75129620 Validation score: -3885.067310 Iteration 91, loss = 11.70092164 Validation score: -3870.794855 Iteration 92, loss = 11.65064767 Validation score: -3856.557381 Iteration 93, loss = 11.60046839 Validation score: -3842.353122 Iteration 94, loss = 11.55037787 Validation score: -3828.180201 Iteration 95, loss = 11.50037013 Validation score: -3814.036628 Iteration 96, loss = 11.45043925 Validation score: -3799.920302 Iteration 97, loss = 11.40057931 Validation score: -3785.829016 Iteration 98, loss = 11.35078449 Validation score: -3771.760457 Iteration 99, loss = 11.30104903 Validation score: -3757.712213 Iteration 100, loss = 11.25136735 Validation score: -3743.681787 Iteration 101, loss = 11.20173397 Validation score: -3729.666598 Iteration 102, loss = 11.15214363 Validation score: -3715.663997 Iteration 103, loss = 11.10259128 Validation score: -3701.671281 Iteration 104, loss = 11.05307210 Validation score: -3687.685703 Iteration 105, loss = 11.00358154 Validation score: -3673.704494 Iteration 106, loss = 10.95411535 Validation score: -3659.724879 Iteration 107, loss = 10.90466961 Validation score: -3645.744095 Iteration 108, loss = 10.85524075 Validation score: -3631.759416 Iteration 109, loss = 10.80582558 Validation score: -3617.768175 Iteration 110, loss = 10.75642135 Validation score: -3603.767789 Iteration 111, loss = 10.70702573 Validation score: -3589.755783 Iteration 112, loss = 10.65763689 Validation score: -3575.729821 Iteration 113, loss = 10.60825352 Validation score: -3561.687732 Iteration 114, loss = 10.55887486 Validation score: -3547.627537 Iteration 115, loss = 10.50950071 Validation score: -3533.547478 Iteration 116, loss = 10.46013149 Validation score: -3519.446046 Iteration 117, loss = 10.41076828 Validation score: -3505.322008 Iteration 118, loss = 10.36141278 Validation score: -3491.174432 Iteration 119, loss = 10.31206740 Validation score: -3477.002709 Iteration 120, loss = 10.26273523 Validation score: -3462.806578 Iteration 121, loss = 10.21342006 Validation score: -3448.586140 Iteration 122, loss = 10.16412639 Validation score: -3434.341878 Iteration 123, loss = 10.11485941 Validation score: -3420.074664 Iteration 124, loss = 10.06562501 Validation score: -3405.785773 Iteration 125, loss = 10.01642974 Validation score: -3391.476882 Iteration 126, loss = 9.96728080 Validation score: -3377.150073 Iteration 127, loss = 9.91818602 Validation score: -3362.807826 Iteration 128, loss = 9.86915381 Validation score: -3348.453012 Iteration 129, loss = 9.82019311 Validation score: -3334.088877 Iteration 130, loss = 9.77131337 Validation score: -3319.719021 Iteration 131, loss = 9.72252446 Validation score: -3305.347379 Iteration 132, loss = 9.67383666 Validation score: -3290.978190 Iteration 133, loss = 9.62526056 Validation score: -3276.615963 Iteration 134, loss = 9.57680700 Validation score: -3262.265444 Iteration 135, loss = 9.52848703 Validation score: -3247.931576 Iteration 136, loss = 9.48031181 Validation score: -3233.619453 Iteration 137, loss = 9.43229255 Validation score: -3219.334283 Iteration 138, loss = 9.38444043 Validation score: -3205.081335 Iteration 139, loss = 9.33676655 Validation score: -3190.865896 Iteration 140, loss = 9.28928183 Validation score: -3176.693224 Iteration 141, loss = 9.24199696 Validation score: -3162.568502 Iteration 142, loss = 9.19492233 Validation score: -3148.496795 Iteration 143, loss = 9.14806797 Validation score: -3134.483003 Iteration 144, loss = 9.10144348 Validation score: -3120.531829 Iteration 145, loss = 9.05505800 Validation score: -3106.647736 Iteration 146, loss = 9.00892012 Validation score: -3092.834915 Iteration 147, loss = 8.96303790 Validation score: -3079.097261 Iteration 148, loss = 8.91741876 Validation score: -3065.438343 Iteration 149, loss = 8.87206953 Validation score: -3051.861387 Iteration 150, loss = 8.82699636 Validation score: -3038.369261 Iteration 151, loss = 8.78220474 Validation score: -3024.964461 Iteration 152, loss = 8.73769948 Validation score: -3011.649108 Iteration 153, loss = 8.69348472 Validation score: -2998.424943 Iteration 154, loss = 8.64956391 Validation score: -2985.293332 Iteration 155, loss = 8.60593984 Validation score: -2972.255267 Iteration 156, loss = 8.56261465 Validation score: -2959.311379 Iteration 157, loss = 8.51958983 Validation score: -2946.461948 Iteration 158, loss = 8.47686627 Validation score: -2933.706919 Iteration 159, loss = 8.43444426 Validation score: -2921.045916 Iteration 160, loss = 8.39232356 Validation score: -2908.478264 Iteration 161, loss = 8.35050339 Validation score: -2896.003007 Iteration 162, loss = 8.30898247 Validation score: -2883.618930 Iteration 163, loss = 8.26775909 Validation score: -2871.324584 Iteration 164, loss = 8.22683112 Validation score: -2859.118302 Iteration 165, loss = 8.18619603 Validation score: -2846.998229 Iteration 166, loss = 8.14585097 Validation score: -2834.962341 Iteration 167, loss = 8.10579279 Validation score: -2823.008467 Iteration 168, loss = 8.06601803 Validation score: -2811.134312 Iteration 169, loss = 8.02652306 Validation score: -2799.337481 Iteration 170, loss = 7.98730399 Validation score: -2787.615494 Iteration 171, loss = 7.94835680 Validation score: -2775.965808 Iteration 172, loss = 7.90967732 Validation score: -2764.385838 Iteration 173, loss = 7.87126129 Validation score: -2752.872971 Iteration 174, loss = 7.83310436 Validation score: -2741.424581 Iteration 175, loss = 7.79520211 Validation score: -2730.038050 Iteration 176, loss = 7.75755014 Validation score: -2718.710776 Iteration 177, loss = 7.72014399 Validation score: -2707.440187 Iteration 178, loss = 7.68297926 Validation score: -2696.223757 Iteration 179, loss = 7.64605154 Validation score: -2685.059008 Iteration 180, loss = 7.60935651 Validation score: -2673.943528 Iteration 181, loss = 7.57288989 Validation score: -2662.874972 Iteration 182, loss = 7.53664748 Validation score: -2651.851074 Iteration 183, loss = 7.50062519 Validation score: -2640.869651 Iteration 184, loss = 7.46481900 Validation score: -2629.928610 Iteration 185, loss = 7.42922503 Validation score: -2619.025947 Iteration 186, loss = 7.39383949 Validation score: -2608.159760 Iteration 187, loss = 7.35865874 Validation score: -2597.328243 Iteration 188, loss = 7.32367924 Validation score: -2586.529691 Iteration 189, loss = 7.28889761 Validation score: -2575.762506 Iteration 190, loss = 7.25431059 Validation score: -2565.025189 Iteration 191, loss = 7.21991507 Validation score: -2554.316348 Iteration 192, loss = 7.18570808 Validation score: -2543.634694 Iteration 193, loss = 7.15168677 Validation score: -2532.979043 Iteration 194, loss = 7.11784846 Validation score: -2522.348311 Iteration 195, loss = 7.08419060 Validation score: -2511.741517 Iteration 196, loss = 7.05071076 Validation score: -2501.157779 Iteration 197, loss = 7.01740669 Validation score: -2490.596310 Iteration 198, loss = 6.98427622 Validation score: -2480.056423 Iteration 199, loss = 6.95131735 Validation score: -2469.537518 Iteration 200, loss = 6.91852821 Validation score: -2459.039089 Iteration 201, loss = 6.88590703 Validation score: -2448.560717 Iteration 202, loss = 6.85345218 Validation score: -2438.102064 Iteration 203, loss = 6.82116214 Validation score: -2427.662878 Iteration 204, loss = 6.78903549 Validation score: -2417.242980 Iteration 205, loss = 6.75707094 Validation score: -2406.842270 Iteration 206, loss = 6.72526729 Validation score: -2396.460716 Iteration 207, loss = 6.69362342 Validation score: -2386.098357 Iteration 208, loss = 6.66213833 Validation score: -2375.755293 Iteration 209, loss = 6.63081109 Validation score: -2365.431688 Iteration 210, loss = 6.59964084 Validation score: -2355.127761 Iteration 211, loss = 6.56862681 Validation score: -2344.843788 Iteration 212, loss = 6.53776829 Validation score: -2334.580091 Iteration 213, loss = 6.50706463 Validation score: -2324.337044 Iteration 214, loss = 6.47651525 Validation score: -2314.115060 Iteration 215, loss = 6.44611959 Validation score: -2303.914593 Iteration 216, loss = 6.41587717 Validation score: -2293.736135 Iteration 217, loss = 6.38578753 Validation score: -2283.580209 Iteration 218, loss = 6.35585026 Validation score: -2273.447368 Iteration 219, loss = 6.32606494 Validation score: -2263.338194 Iteration 220, loss = 6.29643123 Validation score: -2253.253287 Iteration 221, loss = 6.26694876 Validation score: -2243.193272 Iteration 222, loss = 6.23761722 Validation score: -2233.158787 Iteration 223, loss = 6.20843627 Validation score: -2223.150487 Iteration 224, loss = 6.17940559 Validation score: -2213.169036 Iteration 225, loss = 6.15052489 Validation score: -2203.215106 Iteration 226, loss = 6.12179384 Validation score: -2193.289377 Iteration 227, loss = 6.09321213 Validation score: -2183.392529 Iteration 228, loss = 6.06477944 Validation score: -2173.525244 Iteration 229, loss = 6.03649543 Validation score: -2163.688204 Iteration 230, loss = 6.00835978 Validation score: -2153.882083 Iteration 231, loss = 5.98037211 Validation score: -2144.107552 Iteration 232, loss = 5.95253208 Validation score: -2134.365274 Iteration 233, loss = 5.92483928 Validation score: -2124.655900 Iteration 234, loss = 5.89729333 Validation score: -2114.980072 Iteration 235, loss = 5.86989380 Validation score: -2105.338418 Iteration 236, loss = 5.84264025 Validation score: -2095.731552 Iteration 237, loss = 5.81553223 Validation score: -2086.160072 Iteration 238, loss = 5.78856926 Validation score: -2076.624558 Iteration 239, loss = 5.76175084 Validation score: -2067.125574 Iteration 240, loss = 5.73507646 Validation score: -2057.663665 Iteration 241, loss = 5.70854558 Validation score: -2048.239355 Iteration 242, loss = 5.68215765 Validation score: -2038.853150 Iteration 243, loss = 5.65591209 Validation score: -2029.505533 Iteration 244, loss = 5.62980832 Validation score: -2020.196966 Iteration 245, loss = 5.60384571 Validation score: -2010.927890 Iteration 246, loss = 5.57802365 Validation score: -2001.698725 Iteration 247, loss = 5.55234149 Validation score: -1992.509868 Iteration 248, loss = 5.52679858 Validation score: -1983.361691 Iteration 249, loss = 5.50139424 Validation score: -1974.254549 Iteration 250, loss = 5.47612778 Validation score: -1965.188771 Iteration 251, loss = 5.45099850 Validation score: -1956.164665 Iteration 252, loss = 5.42600570 Validation score: -1947.182516 Iteration 253, loss = 5.40114865 Validation score: -1938.242590 Iteration 254, loss = 5.37642662 Validation score: -1929.345129 Iteration 255, loss = 5.35183886 Validation score: -1920.490355 Iteration 256, loss = 5.32738462 Validation score: -1911.678468 Iteration 257, loss = 5.30306314 Validation score: -1902.909649 Iteration 258, loss = 5.27887367 Validation score: -1894.184059 Iteration 259, loss = 5.25481542 Validation score: -1885.501839 Iteration 260, loss = 5.23088761 Validation score: -1876.863111 Iteration 261, loss = 5.20708947 Validation score: -1868.267979 Iteration 262, loss = 5.18342021 Validation score: -1859.716529 Iteration 263, loss = 5.15987904 Validation score: -1851.208828 Iteration 264, loss = 5.13646516 Validation score: -1842.744928 Iteration 265, loss = 5.11317778 Validation score: -1834.324865 Iteration 266, loss = 5.09001610 Validation score: -1825.948657 Iteration 267, loss = 5.06697932 Validation score: -1817.616308 Iteration 268, loss = 5.04406664 Validation score: -1809.327807 Iteration 269, loss = 5.02127727 Validation score: -1801.083131 Iteration 270, loss = 4.99861041 Validation score: -1792.882239 Iteration 271, loss = 4.97606524 Validation score: -1784.725081 Iteration 272, loss = 4.95364099 Validation score: -1776.611592 Iteration 273, loss = 4.93133684 Validation score: -1768.541697 Iteration 274, loss = 4.90915201 Validation score: -1760.515308 Iteration 275, loss = 4.88708570 Validation score: -1752.532326 Iteration 276, loss = 4.86513712 Validation score: -1744.592643 Iteration 277, loss = 4.84330548 Validation score: -1736.696141 Iteration 278, loss = 4.82158999 Validation score: -1728.842690 Iteration 279, loss = 4.79998987 Validation score: -1721.032153 Iteration 280, loss = 4.77850434 Validation score: -1713.264385 Iteration 281, loss = 4.75713262 Validation score: -1705.539232 Iteration 282, loss = 4.73587393 Validation score: -1697.856532 Iteration 283, loss = 4.71472751 Validation score: -1690.216116 Iteration 284, loss = 4.69369259 Validation score: -1682.617810 Iteration 285, loss = 4.67276840 Validation score: -1675.061430 Iteration 286, loss = 4.65195419 Validation score: -1667.546789 Iteration 287, loss = 4.63124920 Validation score: -1660.073694 Iteration 288, loss = 4.61065267 Validation score: -1652.641944 Iteration 289, loss = 4.59016387 Validation score: -1645.251335 Iteration 290, loss = 4.56978204 Validation score: -1637.901660 Iteration 291, loss = 4.54950645 Validation score: -1630.592705 Iteration 292, loss = 4.52933636 Validation score: -1623.324252 Iteration 293, loss = 4.50927105 Validation score: -1616.096081 Iteration 294, loss = 4.48930978 Validation score: -1608.907968 Iteration 295, loss = 4.46945185 Validation score: -1601.759684 Iteration 296, loss = 4.44969652 Validation score: -1594.651000 Iteration 297, loss = 4.43004309 Validation score: -1587.581682 Iteration 298, loss = 4.41049085 Validation score: -1580.551494 Iteration 299, loss = 4.39103911 Validation score: -1573.560200 Iteration 300, loss = 4.37168715 Validation score: -1566.607558 Iteration 301, loss = 4.35243429 Validation score: -1559.693328 Iteration 302, loss = 4.33327984 Validation score: -1552.817265 Iteration 303, loss = 4.31422312 Validation score: -1545.979126 Iteration 304, loss = 4.29526345 Validation score: -1539.178665 Iteration 305, loss = 4.27640015 Validation score: -1532.415635 Iteration 306, loss = 4.25763256 Validation score: -1525.689788 Iteration 307, loss = 4.23896000 Validation score: -1519.000876 Iteration 308, loss = 4.22038183 Validation score: -1512.348650 Iteration 309, loss = 4.20189738 Validation score: -1505.732860 Iteration 310, loss = 4.18350601 Validation score: -1499.153257 Iteration 311, loss = 4.16520707 Validation score: -1492.609590 Iteration 312, loss = 4.14699992 Validation score: -1486.101611 Iteration 313, loss = 4.12888392 Validation score: -1479.629068 Iteration 314, loss = 4.11085845 Validation score: -1473.191714 Iteration 315, loss = 4.09292287 Validation score: -1466.789297 Iteration 316, loss = 4.07507657 Validation score: -1460.421571 Iteration 317, loss = 4.05731893 Validation score: -1454.088285 Iteration 318, loss = 4.03964933 Validation score: -1447.789192 Iteration 319, loss = 4.02206718 Validation score: -1441.524046 Iteration 320, loss = 4.00457187 Validation score: -1435.292599 Iteration 321, loss = 3.98716279 Validation score: -1429.094607 Iteration 322, loss = 3.96983936 Validation score: -1422.929824 Iteration 323, loss = 3.95260099 Validation score: -1416.798006 Iteration 324, loss = 3.93544709 Validation score: -1410.698912 Iteration 325, loss = 3.91837708 Validation score: -1404.632299 Iteration 326, loss = 3.90139040 Validation score: -1398.597928 Iteration 327, loss = 3.88448646 Validation score: -1392.595558 Iteration 328, loss = 3.86766471 Validation score: -1386.624952 Iteration 329, loss = 3.85092457 Validation score: -1380.685872 Iteration 330, loss = 3.83426551 Validation score: -1374.778084 Iteration 331, loss = 3.81768695 Validation score: -1368.901353 Iteration 332, loss = 3.80118837 Validation score: -1363.055447 Iteration 333, loss = 3.78476920 Validation score: -1357.240134 Iteration 334, loss = 3.76842891 Validation score: -1351.455184 Iteration 335, loss = 3.75216698 Validation score: -1345.700369 Iteration 336, loss = 3.73598285 Validation score: -1339.975463 Iteration 337, loss = 3.71987602 Validation score: -1334.280239 Iteration 338, loss = 3.70384596 Validation score: -1328.614474 Iteration 339, loss = 3.68789215 Validation score: -1322.977947 Iteration 340, loss = 3.67201408 Validation score: -1317.370435 Iteration 341, loss = 3.65621123 Validation score: -1311.791721 Iteration 342, loss = 3.64048311 Validation score: -1306.241587 Iteration 343, loss = 3.62482921 Validation score: -1300.719817 Iteration 344, loss = 3.60924903 Validation score: -1295.226197 Iteration 345, loss = 3.59374209 Validation score: -1289.760514 Iteration 346, loss = 3.57830789 Validation score: -1284.322559 Iteration 347, loss = 3.56294594 Validation score: -1278.912121 Iteration 348, loss = 3.54765578 Validation score: -1273.528993 Iteration 349, loss = 3.53243691 Validation score: -1268.172969 Iteration 350, loss = 3.51728888 Validation score: -1262.843846 Iteration 351, loss = 3.50221120 Validation score: -1257.541421 Iteration 352, loss = 3.48720341 Validation score: -1252.265493 Iteration 353, loss = 3.47226506 Validation score: -1247.015863 Iteration 354, loss = 3.45739568 Validation score: -1241.792334 Iteration 355, loss = 3.44259482 Validation score: -1236.594710 Iteration 356, loss = 3.42786203 Validation score: -1231.422796 Iteration 357, loss = 3.41319686 Validation score: -1226.276402 Iteration 358, loss = 3.39859887 Validation score: -1221.155335 Iteration 359, loss = 3.38406763 Validation score: -1216.059407 Iteration 360, loss = 3.36960269 Validation score: -1210.988431 Iteration 361, loss = 3.35520362 Validation score: -1205.942220 Iteration 362, loss = 3.34087000 Validation score: -1200.920592 Iteration 363, loss = 3.32660140 Validation score: -1195.923362 Iteration 364, loss = 3.31239740 Validation score: -1190.950351 Iteration 365, loss = 3.29825758 Validation score: -1186.001379 Iteration 366, loss = 3.28418153 Validation score: -1181.076269 Iteration 367, loss = 3.27016884 Validation score: -1176.174845 Iteration 368, loss = 3.25621909 Validation score: -1171.296933 Iteration 369, loss = 3.24233188 Validation score: -1166.442358 Iteration 370, loss = 3.22850682 Validation score: -1161.610952 Iteration 371, loss = 3.21474351 Validation score: -1156.802543 Iteration 372, loss = 3.20104154 Validation score: -1152.016963 Iteration 373, loss = 3.18740054 Validation score: -1147.254047 Iteration 374, loss = 3.17382010 Validation score: -1142.513629 Iteration 375, loss = 3.16029986 Validation score: -1137.795546 Iteration 376, loss = 3.14683942 Validation score: -1133.099635 Iteration 377, loss = 3.13343840 Validation score: -1128.425737 Iteration 378, loss = 3.12009644 Validation score: -1123.773692 Iteration 379, loss = 3.10681316 Validation score: -1119.143342 Iteration 380, loss = 3.09358818 Validation score: -1114.534533 Iteration 381, loss = 3.08042115 Validation score: -1109.947109 Iteration 382, loss = 3.06731171 Validation score: -1105.380917 Iteration 383, loss = 3.05425948 Validation score: -1100.835805 Iteration 384, loss = 3.04126411 Validation score: -1096.311624 Iteration 385, loss = 3.02832526 Validation score: -1091.808224 Iteration 386, loss = 3.01544256 Validation score: -1087.325457 Iteration 387, loss = 3.00261568 Validation score: -1082.863179 Iteration 388, loss = 2.98984425 Validation score: -1078.421244 Iteration 389, loss = 2.97712795 Validation score: -1073.999508 Iteration 390, loss = 2.96446643 Validation score: -1069.597831 Iteration 391, loss = 2.95185936 Validation score: -1065.216070 Iteration 392, loss = 2.93930639 Validation score: -1060.854088 Iteration 393, loss = 2.92680720 Validation score: -1056.511745 Iteration 394, loss = 2.91436146 Validation score: -1052.188906 Iteration 395, loss = 2.90196885 Validation score: -1047.885435 Iteration 396, loss = 2.88962903 Validation score: -1043.601197 Iteration 397, loss = 2.87734170 Validation score: -1039.336060 Iteration 398, loss = 2.86510652 Validation score: -1035.089892 Iteration 399, loss = 2.85292319 Validation score: -1030.862564 Iteration 400, loss = 2.84079140 Validation score: -1026.653945 Iteration 401, loss = 2.82871082 Validation score: 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Validation score: -957.850700 Iteration 418, loss = 2.63088954 Validation score: -953.958126 Iteration 419, loss = 2.61968075 Validation score: -950.082029 Iteration 420, loss = 2.60851775 Validation score: -946.222302 Iteration 421, loss = 2.59740027 Validation score: -942.378841 Iteration 422, loss = 2.58632807 Validation score: -938.551541 Iteration 423, loss = 2.57530089 Validation score: -934.740297 Iteration 424, loss = 2.56431846 Validation score: -930.945007 Iteration 425, loss = 2.55338053 Validation score: -927.165571 Iteration 426, loss = 2.54248686 Validation score: -923.401886 Iteration 427, loss = 2.53163719 Validation score: -919.653853 Iteration 428, loss = 2.52083128 Validation score: -915.921374 Iteration 429, loss = 2.51006888 Validation score: -912.204351 Iteration 430, loss = 2.49934974 Validation score: -908.502687 Iteration 431, loss = 2.48867364 Validation score: -904.816286 Iteration 432, loss = 2.47804032 Validation score: -901.145054 Iteration 433, loss = 2.46744956 Validation score: -897.488895 Iteration 434, loss = 2.45690111 Validation score: -893.847717 Iteration 435, loss = 2.44639475 Validation score: -890.221428 Iteration 436, loss = 2.43593024 Validation score: -886.609936 Iteration 437, loss = 2.42550736 Validation score: -883.013151 Iteration 438, loss = 2.41512588 Validation score: -879.430983 Iteration 439, loss = 2.40478557 Validation score: -875.863343 Iteration 440, loss = 2.39448621 Validation score: -872.310144 Iteration 441, loss = 2.38422759 Validation score: -868.771299 Iteration 442, loss = 2.37400948 Validation score: -865.246720 Iteration 443, loss = 2.36383166 Validation score: -861.736324 Iteration 444, loss = 2.35369393 Validation score: -858.240026 Iteration 445, loss = 2.34359607 Validation score: -854.757741 Iteration 446, loss = 2.33353786 Validation score: -851.289387 Iteration 447, loss = 2.32351910 Validation score: -847.834881 Iteration 448, loss = 2.31353958 Validation score: -844.394144 Iteration 449, loss = 2.30359910 Validation score: -840.967093 Iteration 450, loss = 2.29369745 Validation score: -837.553650 Iteration 451, loss = 2.28383443 Validation score: -834.153736 Iteration 452, loss = 2.27400984 Validation score: -830.767271 Iteration 453, loss = 2.26422348 Validation score: -827.394180 Iteration 454, loss = 2.25447516 Validation score: -824.034386 Iteration 455, loss = 2.24476468 Validation score: -820.687812 Iteration 456, loss = 2.23509185 Validation score: -817.354383 Iteration 457, loss = 2.22545647 Validation score: -814.034026 Iteration 458, loss = 2.21585837 Validation score: -810.726666 Iteration 459, loss = 2.20629734 Validation score: -807.432231 Iteration 460, loss = 2.19677321 Validation score: -804.150648 Iteration 461, loss = 2.18728579 Validation score: -800.881846 Iteration 462, loss = 2.17783490 Validation score: -797.625755 Iteration 463, loss = 2.16842035 Validation score: -794.382304 Iteration 464, loss = 2.15904198 Validation score: -791.151424 Iteration 465, loss = 2.14969959 Validation score: -787.933046 Iteration 466, loss = 2.14039302 Validation score: -784.727102 Iteration 467, loss = 2.13112209 Validation score: -781.533525 Iteration 468, loss = 2.12188663 Validation score: -778.352249 Iteration 469, loss = 2.11268647 Validation score: -775.183208 Iteration 470, loss = 2.10352144 Validation score: -772.026335 Iteration 471, loss = 2.09439136 Validation score: -768.881567 Iteration 472, loss = 2.08529609 Validation score: -765.748840 Iteration 473, loss = 2.07623544 Validation score: -762.628090 Iteration 474, loss = 2.06720926 Validation score: -759.519254 Iteration 475, loss = 2.05821738 Validation score: -756.422271 Iteration 476, loss = 2.04925966 Validation score: -753.337079 Iteration 477, loss = 2.04033591 Validation score: -750.263617 Iteration 478, loss = 2.03144600 Validation score: -747.201826 Iteration 479, loss = 2.02258977 Validation score: -744.151644 Iteration 480, loss = 2.01376706 Validation score: 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score: -694.020037 Iteration 497, loss = 1.86876745 Validation score: -691.169312 Iteration 498, loss = 1.86052341 Validation score: -688.329174 Iteration 499, loss = 1.85231024 Validation score: -685.499572 Iteration 500, loss = 1.84412780 Validation score: -682.680461 Iteration 501, loss = 1.83597596 Validation score: -679.871791 Iteration 502, loss = 1.82785462 Validation score: -677.073516 Iteration 503, loss = 1.81976363 Validation score: -674.285589 Iteration 504, loss = 1.81170288 Validation score: -671.507965 Iteration 505, loss = 1.80367226 Validation score: -668.740596 Iteration 506, loss = 1.79567163 Validation score: -665.983439 Iteration 507, loss = 1.78770088 Validation score: -663.236447 Iteration 508, loss = 1.77975989 Validation score: -660.499578 Iteration 509, loss = 1.77184855 Validation score: -657.772786 Iteration 510, loss = 1.76396674 Validation score: -655.056030 Iteration 511, loss = 1.75611434 Validation score: -652.349264 Iteration 512, loss = 1.74829125 Validation score: -649.652448 Iteration 513, loss = 1.74049735 Validation score: -646.965538 Iteration 514, loss = 1.73273253 Validation score: -644.288493 Iteration 515, loss = 1.72499668 Validation score: -641.621272 Iteration 516, loss = 1.71728969 Validation score: -638.963834 Iteration 517, loss = 1.70961146 Validation score: -636.316138 Iteration 518, loss = 1.70196187 Validation score: -633.678144 Iteration 519, loss = 1.69434082 Validation score: -631.049813 Iteration 520, loss = 1.68674821 Validation score: -628.431104 Iteration 521, loss = 1.67918393 Validation score: -625.821980 Iteration 522, loss = 1.67164788 Validation score: -623.222402 Iteration 523, loss = 1.66413996 Validation score: -620.632331 Iteration 524, loss = 1.65666006 Validation score: -618.051729 Iteration 525, loss = 1.64920809 Validation score: -615.480560 Iteration 526, loss = 1.64178395 Validation score: -612.918786 Iteration 527, loss = 1.63438753 Validation score: -610.366370 Iteration 528, loss = 1.62701874 Validation score: -607.823276 Iteration 529, loss = 1.61967749 Validation score: -605.289468 Iteration 530, loss = 1.61236367 Validation score: -602.764911 Iteration 531, loss = 1.60507720 Validation score: -600.249568 Iteration 532, loss = 1.59781797 Validation score: -597.743405 Iteration 533, loss = 1.59058590 Validation score: -595.246388 Iteration 534, loss = 1.58338089 Validation score: -592.758481 Iteration 535, loss = 1.57620286 Validation score: -590.279651 Iteration 536, loss = 1.56905170 Validation score: -587.809864 Iteration 537, loss = 1.56192734 Validation score: -585.349087 Iteration 538, loss = 1.55482967 Validation score: -582.897286 Iteration 539, loss = 1.54775862 Validation score: -580.454429 Iteration 540, loss = 1.54071409 Validation score: -578.020483 Iteration 541, loss = 1.53369599 Validation score: -575.595416 Iteration 542, loss = 1.52670425 Validation score: -573.179196 Iteration 543, loss = 1.51973877 Validation score: -570.771792 Iteration 544, loss = 1.51279947 Validation score: -568.373171 Iteration 545, loss = 1.50588627 Validation score: -565.983303 Iteration 546, loss = 1.49899907 Validation score: -563.602157 Iteration 547, loss = 1.49213781 Validation score: -561.229703 Iteration 548, loss = 1.48530239 Validation score: -558.865910 Iteration 549, loss = 1.47849273 Validation score: -556.510747 Iteration 550, loss = 1.47170876 Validation score: -554.164186 Iteration 551, loss = 1.46495038 Validation score: -551.826197 Iteration 552, loss = 1.45821753 Validation score: -549.496750 Iteration 553, loss = 1.45151012 Validation score: -547.175816 Iteration 554, loss = 1.44482808 Validation score: -544.863367 Iteration 555, loss = 1.43817132 Validation score: -542.559373 Iteration 556, loss = 1.43153976 Validation score: -540.263807 Iteration 557, loss = 1.42493334 Validation score: -537.976641 Iteration 558, loss = 1.41835197 Validation score: -535.697845 Iteration 559, loss = 1.41179558 Validation score: -533.427394 Iteration 560, loss = 1.40526409 Validation score: -531.165258 Iteration 561, loss = 1.39875743 Validation score: -528.911412 Iteration 562, loss = 1.39227551 Validation score: -526.665827 Iteration 563, loss = 1.38581828 Validation score: -524.428477 Iteration 564, loss = 1.37938565 Validation score: -522.199335 Iteration 565, loss = 1.37297755 Validation score: -519.978375 Iteration 566, loss = 1.36659391 Validation score: -517.765571 Iteration 567, loss = 1.36023466 Validation score: -515.560896 Iteration 568, loss = 1.35389972 Validation score: -513.364324 Iteration 569, loss = 1.34758902 Validation score: -511.175829 Iteration 570, loss = 1.34130250 Validation score: -508.995387 Iteration 571, loss = 1.33504008 Validation score: -506.822972 Iteration 572, loss = 1.32880168 Validation score: -504.658558 Iteration 573, loss = 1.32258725 Validation score: -502.502120 Iteration 574, loss = 1.31639672 Validation score: -500.353633 Iteration 575, loss = 1.31023000 Validation score: 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score: -465.022546 Iteration 592, loss = 1.20897552 Validation score: -463.013097 Iteration 593, loss = 1.20322619 Validation score: -461.011154 Iteration 594, loss = 1.19749944 Validation score: -459.016694 Iteration 595, loss = 1.19179520 Validation score: -457.029696 Iteration 596, loss = 1.18611340 Validation score: -455.050136 Iteration 597, loss = 1.18045399 Validation score: -453.077994 Iteration 598, loss = 1.17481690 Validation score: -451.113248 Iteration 599, loss = 1.16920207 Validation score: -449.155875 Iteration 600, loss = 1.16360944 Validation score: -447.205854 Iteration 601, loss = 1.15803895 Validation score: -445.263163 Iteration 602, loss = 1.15249052 Validation score: -443.327782 Iteration 603, loss = 1.14696411 Validation score: -441.399689 Iteration 604, loss = 1.14145966 Validation score: -439.478862 Iteration 605, loss = 1.13597709 Validation score: -437.565280 Iteration 606, loss = 1.13051635 Validation score: -435.658923 Iteration 607, loss = 1.12507738 Validation score: -433.759768 Iteration 608, loss = 1.11966012 Validation score: -431.867796 Iteration 609, loss = 1.11426451 Validation score: -429.982985 Iteration 610, loss = 1.10889048 Validation score: -428.105315 Iteration 611, loss = 1.10353798 Validation score: -426.234765 Iteration 612, loss = 1.09820695 Validation score: -424.371314 Iteration 613, loss = 1.09289733 Validation score: -422.514942 Iteration 614, loss = 1.08760906 Validation score: -420.665627 Iteration 615, loss = 1.08234207 Validation score: -418.823351 Iteration 616, loss = 1.07709632 Validation score: -416.988091 Iteration 617, loss = 1.07187173 Validation score: -415.159829 Iteration 618, loss = 1.06666825 Validation score: -413.338544 Iteration 619, loss = 1.06148583 Validation score: -411.524215 Iteration 620, loss = 1.05632440 Validation score: -409.716823 Iteration 621, loss = 1.05118390 Validation score: -407.916347 Iteration 622, loss = 1.04606428 Validation score: -406.122767 Iteration 623, loss = 1.04096547 Validation score: -404.336064 Iteration 624, loss = 1.03588743 Validation score: -402.556218 Iteration 625, loss = 1.03083008 Validation score: -400.783208 Iteration 626, loss = 1.02579338 Validation score: -399.017015 Iteration 627, loss = 1.02077726 Validation score: -397.257620 Iteration 628, loss = 1.01578166 Validation score: -395.505002 Iteration 629, loss = 1.01080653 Validation score: -393.759142 Iteration 630, loss = 1.00585181 Validation score: -392.020020 Iteration 631, loss = 1.00091745 Validation score: -390.287617 Iteration 632, loss = 0.99600338 Validation score: -388.561913 Iteration 633, loss = 0.99110954 Validation score: -386.842889 Iteration 634, loss = 0.98623588 Validation score: -385.130526 Iteration 635, loss = 0.98138235 Validation score: -383.424804 Iteration 636, loss = 0.97654888 Validation score: -381.725703 Iteration 637, loss = 0.97173541 Validation score: -380.033205 Iteration 638, loss = 0.96694189 Validation score: -378.347290 Iteration 639, loss = 0.96216827 Validation score: -376.667939 Iteration 640, loss = 0.95741448 Validation score: -374.995134 Iteration 641, loss = 0.95268047 Validation score: -373.328854 Iteration 642, loss = 0.94796618 Validation score: -371.669080 Iteration 643, loss = 0.94327156 Validation score: -370.015795 Iteration 644, loss = 0.93859654 Validation score: -368.368978 Iteration 645, loss = 0.93394107 Validation score: -366.728610 Iteration 646, loss = 0.92930510 Validation score: -365.094674 Iteration 647, loss = 0.92468856 Validation score: -363.467149 Iteration 648, loss = 0.92009141 Validation score: -361.846018 Iteration 649, loss = 0.91551357 Validation score: -360.231260 Iteration 650, loss = 0.91095501 Validation score: -358.622858 Iteration 651, loss = 0.90641565 Validation score: -357.020793 Iteration 652, loss = 0.90189545 Validation score: -355.425045 Iteration 653, loss = 0.89739435 Validation score: -353.835597 Iteration 654, loss = 0.89291229 Validation score: -352.252429 Iteration 655, loss = 0.88844922 Validation score: -350.675523 Iteration 656, loss = 0.88400507 Validation score: -349.104861 Iteration 657, loss = 0.87957980 Validation score: -347.540423 Iteration 658, loss = 0.87517334 Validation score: -345.982191 Iteration 659, loss = 0.87078565 Validation score: -344.430147 Iteration 660, loss = 0.86641666 Validation score: -342.884271 Iteration 661, loss = 0.86206632 Validation score: -341.344547 Iteration 662, loss = 0.85773457 Validation score: -339.810954 Iteration 663, loss = 0.85342136 Validation score: -338.283476 Iteration 664, loss = 0.84912663 Validation score: -336.762093 Iteration 665, loss = 0.84485033 Validation score: -335.246787 Iteration 666, loss = 0.84059239 Validation score: -333.737539 Iteration 667, loss = 0.83635277 Validation score: -332.234332 Iteration 668, loss = 0.83213141 Validation score: -330.737147 Iteration 669, loss = 0.82792825 Validation score: -329.245966 Iteration 670, loss = 0.82374324 Validation score: 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score: -304.796917 Iteration 687, loss = 0.75532098 Validation score: -303.410713 Iteration 688, loss = 0.75145317 Validation score: -302.030170 Iteration 689, loss = 0.74760246 Validation score: -300.655272 Iteration 690, loss = 0.74376880 Validation score: -299.286000 Iteration 691, loss = 0.73995213 Validation score: -297.922337 Iteration 692, loss = 0.73615240 Validation score: -296.564264 Iteration 693, loss = 0.73236954 Validation score: -295.211765 Iteration 694, loss = 0.72860352 Validation score: -293.864821 Iteration 695, loss = 0.72485427 Validation score: -292.523416 Iteration 696, loss = 0.72112174 Validation score: -291.187530 Iteration 697, loss = 0.71740587 Validation score: -289.857148 Iteration 698, loss = 0.71370661 Validation score: -288.532250 Iteration 699, loss = 0.71002391 Validation score: -287.212821 Iteration 700, loss = 0.70635771 Validation score: -285.898841 Iteration 701, loss = 0.70270796 Validation score: -284.590295 Iteration 702, loss = 0.69907460 Validation score: -283.287163 Iteration 703, loss = 0.69545759 Validation score: -281.989430 Iteration 704, loss = 0.69185686 Validation score: -280.697077 Iteration 705, loss = 0.68827236 Validation score: -279.410087 Iteration 706, loss = 0.68470404 Validation score: -278.128442 Iteration 707, loss = 0.68115184 Validation score: -276.852127 Iteration 708, loss = 0.67761572 Validation score: -275.581122 Iteration 709, loss = 0.67409561 Validation score: -274.315411 Iteration 710, loss = 0.67059147 Validation score: -273.054977 Iteration 711, loss = 0.66710324 Validation score: -271.799802 Iteration 712, loss = 0.66363086 Validation score: -270.549869 Iteration 713, loss = 0.66017429 Validation score: -269.305161 Iteration 714, loss = 0.65673347 Validation score: -268.065661 Iteration 715, loss = 0.65330834 Validation score: -266.831352 Iteration 716, loss = 0.64989886 Validation score: -265.602216 Iteration 717, loss = 0.64650497 Validation score: -264.378237 Iteration 718, loss = 0.64312662 Validation score: -263.159397 Iteration 719, loss = 0.63976375 Validation score: -261.945680 Iteration 720, loss = 0.63641631 Validation score: -260.737068 Iteration 721, loss = 0.63308425 Validation score: -259.533545 Iteration 722, loss = 0.62976752 Validation score: -258.335093 Iteration 723, loss = 0.62646606 Validation score: -257.141696 Iteration 724, loss = 0.62317982 Validation score: -255.953337 Iteration 725, loss = 0.61990875 Validation score: -254.769998 Iteration 726, loss = 0.61665280 Validation score: -253.591664 Iteration 727, loss = 0.61341191 Validation score: -252.418316 Iteration 728, loss = 0.61018602 Validation score: -251.249939 Iteration 729, loss = 0.60697510 Validation score: -250.086516 Iteration 730, loss = 0.60377908 Validation score: -248.928030 Iteration 731, loss = 0.60059792 Validation score: -247.774464 Iteration 732, loss = 0.59743156 Validation score: -246.625802 Iteration 733, loss = 0.59427995 Validation score: -245.482027 Iteration 734, loss = 0.59114303 Validation score: -244.343121 Iteration 735, loss = 0.58802076 Validation score: -243.209070 Iteration 736, loss = 0.58491309 Validation score: -242.079856 Iteration 737, loss = 0.58181996 Validation score: -240.955463 Iteration 738, loss = 0.57874132 Validation score: -239.835873 Iteration 739, loss = 0.57567711 Validation score: -238.721072 Iteration 740, loss = 0.57262730 Validation score: -237.611041 Iteration 741, loss = 0.56959182 Validation score: -236.505765 Iteration 742, loss = 0.56657063 Validation score: -235.405228 Iteration 743, loss = 0.56356367 Validation score: -234.309413 Iteration 744, loss = 0.56057089 Validation score: -233.218304 Iteration 745, loss = 0.55759225 Validation score: -232.131884 Iteration 746, loss = 0.55462768 Validation score: -231.050137 Iteration 747, loss = 0.55167715 Validation score: -229.973047 Iteration 748, loss = 0.54874059 Validation score: -228.900597 Iteration 749, loss = 0.54581796 Validation score: -227.832773 Iteration 750, loss = 0.54290921 Validation score: -226.769556 Iteration 751, loss = 0.54001428 Validation score: -225.710932 Iteration 752, loss = 0.53713314 Validation score: -224.656884 Iteration 753, loss = 0.53426571 Validation score: -223.607397 Iteration 754, loss = 0.53141197 Validation score: -222.562453 Iteration 755, loss = 0.52857184 Validation score: -221.522037 Iteration 756, loss = 0.52574530 Validation score: -220.486133 Iteration 757, loss = 0.52293228 Validation score: -219.454726 Iteration 758, loss = 0.52013273 Validation score: -218.427799 Iteration 759, loss = 0.51734661 Validation score: -217.405336 Iteration 760, loss = 0.51457386 Validation score: -216.387322 Iteration 761, loss = 0.51181444 Validation score: -215.373740 Iteration 762, loss = 0.50906830 Validation score: -214.364576 Iteration 763, loss = 0.50633538 Validation score: -213.359813 Iteration 764, loss = 0.50361564 Validation score: -212.359435 Iteration 765, loss = 0.50090903 Validation score: -211.363427 Iteration 766, loss = 0.49821550 Validation score: -210.371773 Iteration 767, loss = 0.49553499 Validation score: -209.384457 Iteration 768, loss = 0.49286747 Validation score: -208.401465 Iteration 769, loss = 0.49021288 Validation score: -207.422780 Iteration 770, loss = 0.48757117 Validation score: -206.448387 Iteration 771, loss = 0.48494230 Validation score: -205.478270 Iteration 772, loss = 0.48232621 Validation score: -204.512414 Iteration 773, loss = 0.47972286 Validation score: -203.550804 Iteration 774, loss = 0.47713219 Validation score: -202.593423 Iteration 775, loss = 0.47455417 Validation score: -201.640258 Iteration 776, loss = 0.47198874 Validation score: -200.691292 Iteration 777, loss = 0.46943585 Validation score: -199.746510 Iteration 778, loss = 0.46689546 Validation score: -198.805897 Iteration 779, loss = 0.46436751 Validation score: -197.869437 Iteration 780, loss = 0.46185197 Validation score: -196.937116 Iteration 781, loss = 0.45934877 Validation score: -196.008918 Iteration 782, loss = 0.45685789 Validation score: -195.084828 Iteration 783, loss = 0.45437925 Validation score: -194.164832 Iteration 784, loss = 0.45191283 Validation score: -193.248913 Iteration 785, loss = 0.44945857 Validation score: -192.337058 Iteration 786, loss = 0.44701642 Validation score: -191.429250 Iteration 787, loss = 0.44458635 Validation score: -190.525475 Iteration 788, loss = 0.44216829 Validation score: -189.625719 Iteration 789, loss = 0.43976220 Validation score: -188.729966 Iteration 790, loss = 0.43736805 Validation score: -187.838201 Iteration 791, loss = 0.43498577 Validation score: -186.950409 Iteration 792, loss = 0.43261533 Validation score: -186.066577 Iteration 793, loss = 0.43025667 Validation score: -185.186688 Iteration 794, loss = 0.42790975 Validation score: -184.310729 Iteration 795, loss = 0.42557453 Validation score: -183.438685 Iteration 796, loss = 0.42325096 Validation score: -182.570540 Iteration 797, loss = 0.42093898 Validation score: -181.706281 Iteration 798, loss = 0.41863857 Validation score: -180.845892 Iteration 799, loss = 0.41634966 Validation score: -179.989360 Iteration 800, loss = 0.41407222 Validation score: -179.136670 Iteration 801, loss = 0.41180620 Validation score: -178.287806 Iteration 802, loss = 0.40955155 Validation score: -177.442756 Iteration 803, loss = 0.40730822 Validation score: -176.601504 Iteration 804, loss = 0.40507618 Validation score: -175.764036 Iteration 805, loss = 0.40285538 Validation score: -174.930338 Iteration 806, loss = 0.40064577 Validation score: -174.100396 Iteration 807, loss = 0.39844731 Validation score: -173.274194 Iteration 808, loss = 0.39625994 Validation score: -172.451720 Iteration 809, loss = 0.39408364 Validation score: -171.632958 Iteration 810, loss = 0.39191835 Validation score: -170.817895 Iteration 811, loss = 0.38976402 Validation score: -170.006517 Iteration 812, loss = 0.38762062 Validation score: -169.198809 Iteration 813, loss = 0.38548810 Validation score: -168.394757 Iteration 814, loss = 0.38336642 Validation score: -167.594348 Iteration 815, loss = 0.38125552 Validation score: -166.797567 Iteration 816, loss = 0.37915537 Validation score: -166.004401 Iteration 817, loss = 0.37706593 Validation score: -165.214835 Iteration 818, loss = 0.37498714 Validation score: -164.428856 Iteration 819, loss = 0.37291897 Validation score: -163.646450 Iteration 820, loss = 0.37086137 Validation score: -162.867602 Iteration 821, loss = 0.36881430 Validation score: -162.092301 Iteration 822, loss = 0.36677772 Validation score: -161.320530 Iteration 823, loss = 0.36475157 Validation score: -160.552278 Iteration 824, loss = 0.36273583 Validation score: -159.787530 Iteration 825, loss = 0.36073044 Validation score: -159.026273 Iteration 826, loss = 0.35873537 Validation score: -158.268493 Iteration 827, loss = 0.35675056 Validation score: -157.514176 Iteration 828, loss = 0.35477598 Validation score: -156.763309 Iteration 829, loss = 0.35281159 Validation score: -156.015879 Iteration 830, loss = 0.35085734 Validation score: -155.271872 Iteration 831, loss = 0.34891319 Validation score: -154.531275 Iteration 832, loss = 0.34697910 Validation score: -153.794074 Iteration 833, loss = 0.34505503 Validation score: -153.060257 Iteration 834, loss = 0.34314093 Validation score: -152.329809 Iteration 835, loss = 0.34123676 Validation score: -151.602717 Iteration 836, loss = 0.33934248 Validation score: -150.878969 Iteration 837, loss = 0.33745805 Validation score: -150.158551 Iteration 838, loss = 0.33558343 Validation score: -149.441450 Iteration 839, loss = 0.33371857 Validation score: -148.727653 Iteration 840, loss = 0.33186344 Validation score: -148.017147 Iteration 841, loss = 0.33001799 Validation score: -147.309919 Iteration 842, loss = 0.32818219 Validation score: -146.605955 Iteration 843, loss = 0.32635598 Validation score: -145.905243 Iteration 844, loss = 0.32453934 Validation score: -145.207770 Iteration 845, loss = 0.32273222 Validation score: -144.513524 Iteration 846, loss = 0.32093457 Validation score: -143.822490 Iteration 847, loss = 0.31914637 Validation score: -143.134657 Iteration 848, loss = 0.31736756 Validation score: -142.450011 Iteration 849, loss = 0.31559812 Validation score: -141.768540 Iteration 850, loss = 0.31383799 Validation score: -141.090232 Iteration 851, loss = 0.31208714 Validation score: -140.415073 Iteration 852, loss = 0.31034552 Validation score: -139.743050 Iteration 853, loss = 0.30861311 Validation score: -139.074153 Iteration 854, loss = 0.30688986 Validation score: -138.408366 Iteration 855, loss = 0.30517572 Validation score: -137.745679 Iteration 856, loss = 0.30347066 Validation score: -137.086079 Iteration 857, loss = 0.30177465 Validation score: -136.429553 Iteration 858, loss = 0.30008764 Validation score: -135.776089 Iteration 859, loss = 0.29840959 Validation score: -135.125674 Iteration 860, loss = 0.29674046 Validation score: -134.478297 Iteration 861, loss = 0.29508022 Validation score: -133.833944 Iteration 862, loss = 0.29342882 Validation score: -133.192604 Iteration 863, loss = 0.29178623 Validation score: -132.554264 Iteration 864, loss = 0.29015241 Validation score: -131.918912 Iteration 865, loss = 0.28852732 Validation score: -131.286537 Iteration 866, loss = 0.28691092 Validation score: -130.657125 Iteration 867, loss = 0.28530318 Validation score: -130.030665 Iteration 868, loss = 0.28370405 Validation score: -129.407145 Iteration 869, loss = 0.28211350 Validation score: -128.786553 Iteration 870, loss = 0.28053149 Validation score: -128.168876 Iteration 871, loss = 0.27895798 Validation score: -127.554103 Iteration 872, loss = 0.27739294 Validation score: -126.942222 Iteration 873, loss = 0.27583633 Validation score: -126.333222 Iteration 874, loss = 0.27428810 Validation score: -125.727089 Iteration 875, loss = 0.27274823 Validation score: -125.123813 Iteration 876, loss = 0.27121668 Validation score: -124.523381 Iteration 877, loss = 0.26969340 Validation score: -123.925783 Iteration 878, loss = 0.26817837 Validation score: -123.331006 Iteration 879, loss = 0.26667154 Validation score: -122.739038 Iteration 880, loss = 0.26517288 Validation score: -122.149869 Iteration 881, loss = 0.26368235 Validation score: -121.563485 Iteration 882, loss = 0.26219992 Validation score: -120.979877 Iteration 883, loss = 0.26072555 Validation score: -120.399032 Iteration 884, loss = 0.25925920 Validation score: -119.820940 Iteration 885, loss = 0.25780084 Validation score: -119.245587 Iteration 886, loss = 0.25635042 Validation score: -118.672964 Iteration 887, loss = 0.25490793 Validation score: -118.103058 Iteration 888, loss = 0.25347331 Validation score: -117.535859 Iteration 889, loss = 0.25204654 Validation score: -116.971355 Iteration 890, loss = 0.25062758 Validation score: -116.409535 Iteration 891, loss = 0.24921639 Validation score: -115.850387 Iteration 892, loss = 0.24781294 Validation score: -115.293901 Iteration 893, loss = 0.24641719 Validation score: -114.740066 Iteration 894, loss = 0.24502911 Validation score: -114.188869 Iteration 895, loss = 0.24364867 Validation score: -113.640301 Iteration 896, loss = 0.24227582 Validation score: -113.094349 Iteration 897, loss = 0.24091053 Validation score: -112.551004 Iteration 898, loss = 0.23955278 Validation score: -112.010254 Iteration 899, loss = 0.23820251 Validation score: -111.472088 Iteration 900, loss = 0.23685971 Validation score: -110.936495 Iteration 901, loss = 0.23552434 Validation score: -110.403465 Iteration 902, loss = 0.23419635 Validation score: -109.872986 Iteration 903, loss = 0.23287573 Validation score: -109.345048 Iteration 904, loss = 0.23156243 Validation score: -108.819641 Iteration 905, loss = 0.23025641 Validation score: -108.296752 Iteration 906, loss = 0.22895766 Validation score: -107.776372 Iteration 907, loss = 0.22766613 Validation score: -107.258490 Iteration 908, loss = 0.22638178 Validation score: -106.743095 Iteration 909, loss = 0.22510460 Validation score: -106.230178 Iteration 910, loss = 0.22383453 Validation score: -105.719726 Iteration 911, loss = 0.22257156 Validation score: -105.211730 Iteration 912, loss = 0.22131565 Validation score: -104.706179 Iteration 913, loss = 0.22006675 Validation score: -104.203064 Iteration 914, loss = 0.21882485 Validation score: -103.702372 Iteration 915, loss = 0.21758991 Validation score: -103.204094 Iteration 916, loss = 0.21636189 Validation score: -102.708221 Iteration 917, loss = 0.21514077 Validation score: -102.214740 Iteration 918, loss = 0.21392651 Validation score: -101.723643 Iteration 919, loss = 0.21271908 Validation score: -101.234918 Iteration 920, loss = 0.21151845 Validation score: -100.748556 Iteration 921, loss = 0.21032458 Validation score: -100.264547 Iteration 922, loss = 0.20913744 Validation score: -99.782879 Iteration 923, loss = 0.20795701 Validation score: -99.303545 Iteration 924, loss = 0.20678324 Validation score: -98.826532 Iteration 925, loss = 0.20561612 Validation score: -98.351831 Iteration 926, loss = 0.20445560 Validation score: -97.879433 Iteration 927, loss = 0.20330166 Validation score: -97.409327 Iteration 928, loss = 0.20215426 Validation score: -96.941503 Iteration 929, loss = 0.20101338 Validation score: -96.475951 Iteration 930, loss = 0.19987897 Validation score: -96.012662 Iteration 931, loss = 0.19875102 Validation score: -95.551626 Iteration 932, loss = 0.19762950 Validation score: -95.092832 Iteration 933, loss = 0.19651436 Validation score: -94.636272 Iteration 934, loss = 0.19540558 Validation score: -94.181935 Iteration 935, loss = 0.19430313 Validation score: -93.729811 Iteration 936, loss = 0.19320698 Validation score: -93.279892 Iteration 937, loss = 0.19211709 Validation score: -92.832167 Iteration 938, loss = 0.19103345 Validation score: -92.386627 Iteration 939, loss = 0.18995601 Validation score: -91.943262 Iteration 940, loss = 0.18888476 Validation score: -91.502063 Iteration 941, loss = 0.18781965 Validation score: -91.063021 Iteration 942, loss = 0.18676066 Validation score: -90.626125 Iteration 943, loss = 0.18570777 Validation score: -90.191366 Iteration 944, loss = 0.18466093 Validation score: -89.758735 Iteration 945, loss = 0.18362012 Validation score: -89.328223 Iteration 946, loss = 0.18258532 Validation score: -88.899820 Iteration 947, loss = 0.18155648 Validation score: -88.473518 Iteration 948, loss = 0.18053360 Validation score: -88.049306 Iteration 949, loss = 0.17951662 Validation score: -87.627175 Iteration 950, loss = 0.17850553 Validation score: -87.207117 Iteration 951, loss = 0.17750030 Validation score: -86.789122 Iteration 952, loss = 0.17650090 Validation score: -86.373181 Iteration 953, loss = 0.17550730 Validation score: -85.959285 Iteration 954, loss = 0.17451947 Validation score: -85.547424 Iteration 955, loss = 0.17353738 Validation score: -85.137591 Iteration 956, loss = 0.17256101 Validation score: -84.729775 Iteration 957, loss = 0.17159032 Validation score: -84.323968 Iteration 958, loss = 0.17062530 Validation score: -83.920161 Iteration 959, loss = 0.16966590 Validation score: -83.518345 Iteration 960, loss = 0.16871211 Validation score: -83.118512 Iteration 961, loss = 0.16776390 Validation score: -82.720651 Iteration 962, loss = 0.16682123 Validation score: -82.324755 Iteration 963, loss = 0.16588409 Validation score: -81.930815 Iteration 964, loss = 0.16495244 Validation score: -81.538821 Iteration 965, loss = 0.16402625 Validation score: -81.148766 Iteration 966, loss = 0.16310551 Validation score: -80.760641 Iteration 967, loss = 0.16219017 Validation score: -80.374436 Iteration 968, loss = 0.16128022 Validation score: -79.990144 Iteration 969, loss = 0.16037563 Validation score: -79.607755 Iteration 970, loss = 0.15947638 Validation score: -79.227262 Iteration 971, loss = 0.15858242 Validation score: -78.848655 Iteration 972, loss = 0.15769375 Validation score: -78.471926 Iteration 973, loss = 0.15681033 Validation score: -78.097067 Iteration 974, loss = 0.15593213 Validation score: -77.724069 Iteration 975, loss = 0.15505914 Validation score: -77.352924 Iteration 976, loss = 0.15419131 Validation score: -76.983624 Iteration 977, loss = 0.15332864 Validation score: -76.616159 Iteration 978, loss = 0.15247109 Validation score: -76.250523 Iteration 979, loss = 0.15161863 Validation score: -75.886706 Iteration 980, loss = 0.15077124 Validation score: -75.524700 Iteration 981, loss = 0.14992890 Validation score: -75.164498 Iteration 982, loss = 0.14909158 Validation score: -74.806090 Iteration 983, loss = 0.14825925 Validation score: -74.449469 Iteration 984, loss = 0.14743188 Validation score: -74.094627 Iteration 985, loss = 0.14660947 Validation score: -73.741555 Iteration 986, loss = 0.14579197 Validation score: -73.390246 Iteration 987, loss = 0.14497936 Validation score: -73.040691 Iteration 988, loss = 0.14417162 Validation score: -72.692883 Iteration 989, loss = 0.14336872 Validation score: -72.346813 Iteration 990, loss = 0.14257065 Validation score: -72.002474 Iteration 991, loss = 0.14177736 Validation score: -71.659857 Iteration 992, loss = 0.14098885 Validation score: -71.318955 Iteration 993, loss = 0.14020508 Validation score: -70.979760 Iteration 994, loss = 0.13942603 Validation score: -70.642264 Iteration 995, loss = 0.13865168 Validation score: -70.306460 Iteration 996, loss = 0.13788200 Validation score: -69.972339 Iteration 997, loss = 0.13711697 Validation score: -69.639893 Iteration 998, loss = 0.13635657 Validation score: -69.309116 Iteration 999, loss = 0.13560076 Validation score: -68.979999 Iteration 1000, loss = 0.13484953 Validation score: -68.652535 Iteration 1, loss = 24.14450213 Validation score: -2828.911230 Iteration 2, loss = 24.07801022 Validation score: -2823.161800 Iteration 3, loss = 24.01176186 Validation score: -2817.420642 Iteration 4, loss = 23.94576530 Validation score: -2811.687102 Iteration 5, loss = 23.88002802 Validation score: -2805.960345 Iteration 6, loss = 23.81455652 Validation score: -2800.239311 Iteration 7, loss = 23.74935594 Validation score: -2794.522682 Iteration 8, loss = 23.68442968 Validation score: -2788.808924 Iteration 9, loss = 23.61977899 Validation score: -2783.096439 Iteration 10, loss = 23.55540285 Validation score: -2777.383811 Iteration 11, loss = 23.49129837 Validation score: -2771.670045 Iteration 12, loss = 23.42746174 Validation score: -2765.954675 Iteration 13, loss = 23.36388916 Validation score: -2760.237721 Iteration 14, loss = 23.30057764 Validation score: -2754.519538 Iteration 15, loss = 23.23752526 Validation score: -2748.800635 Iteration 16, loss = 23.17473114 Validation score: -2743.081524 Iteration 17, loss = 23.11219516 Validation score: -2737.362637 Iteration 18, loss = 23.04991765 Validation score: -2731.644290 Iteration 19, loss = 22.98789912 Validation score: -2725.926685 Iteration 20, loss = 22.92614006 Validation score: -2720.209921 Iteration 21, loss = 22.86464081 Validation score: -2714.494013 Iteration 22, loss = 22.80340149 Validation score: -2708.778909 Iteration 23, loss = 22.74242195 Validation score: -2703.064501 Iteration 24, loss = 22.68170171 Validation score: -2697.350641 Iteration 25, loss = 22.62124003 Validation score: -2691.637147 Iteration 26, loss = 22.56103579 Validation score: -2685.923806 Iteration 27, loss = 22.50108760 Validation score: -2680.210389 Iteration 28, loss = 22.44139371 Validation score: -2674.496645 Iteration 29, loss = 22.38195209 Validation score: -2668.782311 Iteration 30, loss = 22.32276039 Validation score: -2663.067113 Iteration 31, loss = 22.26381596 Validation score: -2657.350769 Iteration 32, loss = 22.20511588 Validation score: -2651.632991 Iteration 33, loss = 22.14665693 Validation score: -2645.913488 Iteration 34, loss = 22.08843567 Validation score: -2640.191966 Iteration 35, loss = 22.03044838 Validation score: -2634.468136 Iteration 36, loss = 21.97269113 Validation score: -2628.741708 Iteration 37, loss = 21.91515977 Validation score: -2623.012402 Iteration 38, loss = 21.85784994 Validation score: -2617.279943 Iteration 39, loss = 21.80075712 Validation score: -2611.544067 Iteration 40, loss = 21.74387661 Validation score: -2605.804526 Iteration 41, loss = 21.68720357 Validation score: -2600.061083 Iteration 42, loss = 21.63073305 Validation score: -2594.313520 Iteration 43, loss = 21.57445996 Validation score: -2588.561641 Iteration 44, loss = 21.51837916 Validation score: -2582.805270 Iteration 45, loss = 21.46248540 Validation score: -2577.044253 Iteration 46, loss = 21.40677342 Validation score: -2571.278464 Iteration 47, loss = 21.35123790 Validation score: -2565.507802 Iteration 48, loss = 21.29587350 Validation score: -2559.732194 Iteration 49, loss = 21.24067490 Validation score: -2553.951595 Iteration 50, loss = 21.18563679 Validation score: -2548.165988 Iteration 51, loss = 21.13075387 Validation score: -2542.375385 Iteration 52, loss = 21.07602089 Validation score: -2536.579823 Iteration 53, loss = 21.02143267 Validation score: -2530.779370 Iteration 54, loss = 20.96698406 Validation score: -2524.974116 Iteration 55, loss = 20.91267001 Validation score: -2519.164177 Iteration 56, loss = 20.85848553 Validation score: -2513.349691 Iteration 57, loss = 20.80442571 Validation score: -2507.530816 Iteration 58, loss = 20.75048573 Validation score: -2501.707730 Iteration 59, loss = 20.69666086 Validation score: -2495.880626 Iteration 60, loss = 20.64294646 Validation score: -2490.049713 Iteration 61, loss = 20.58933799 Validation score: -2484.215212 Iteration 62, loss = 20.53583099 Validation score: -2478.377355 Iteration 63, loss = 20.48242111 Validation score: -2472.536381 Iteration 64, loss = 20.42910408 Validation score: -2466.692539 Iteration 65, loss = 20.37587572 Validation score: -2460.846081 Iteration 66, loss = 20.32273197 Validation score: -2454.997264 Iteration 67, loss = 20.26966883 Validation score: -2449.146347 Iteration 68, loss = 20.21668241 Validation score: -2443.293590 Iteration 69, loss = 20.16376891 Validation score: -2437.439256 Iteration 70, loss = 20.11092462 Validation score: -2431.583605 Iteration 71, loss = 20.05814593 Validation score: -2425.726898 Iteration 72, loss = 20.00542930 Validation score: -2419.869395 Iteration 73, loss = 19.95277132 Validation score: -2414.011354 Iteration 74, loss = 19.90016863 Validation score: -2408.153029 Iteration 75, loss = 19.84761802 Validation score: -2402.294677 Iteration 76, loss = 19.79511633 Validation score: -2396.436548 Iteration 77, loss = 19.74266053 Validation score: -2390.578896 Iteration 78, loss = 19.69024768 Validation score: -2384.721968 Iteration 79, loss = 19.63787495 Validation score: -2378.866015 Iteration 80, loss = 19.58553962 Validation score: -2373.011285 Iteration 81, loss = 19.53323910 Validation score: -2367.158025 Iteration 82, loss = 19.48097089 Validation score: -2361.306486 Iteration 83, loss = 19.42873262 Validation score: -2355.456917 Iteration 84, loss = 19.37652206 Validation score: -2349.609569 Iteration 85, loss = 19.32433710 Validation score: -2343.764697 Iteration 86, loss = 19.27217576 Validation score: -2337.922558 Iteration 87, loss = 19.22003622 Validation score: -2332.083412 Iteration 88, loss = 19.16791680 Validation score: -2326.247525 Iteration 89, loss = 19.11581597 Validation score: -2320.415166 Iteration 90, loss = 19.06373235 Validation score: -2314.586612 Iteration 91, loss = 19.01166475 Validation score: -2308.762144 Iteration 92, loss = 18.95961213 Validation score: -2302.942051 Iteration 93, loss = 18.90757365 Validation score: -2297.126630 Iteration 94, loss = 18.85554862 Validation score: -2291.316186 Iteration 95, loss = 18.80353658 Validation score: -2285.511030 Iteration 96, loss = 18.75153724 Validation score: -2279.711486 Iteration 97, loss = 18.69955054 Validation score: -2273.917884 Iteration 98, loss = 18.64757659 Validation score: -2268.130566 Iteration 99, loss = 18.59561575 Validation score: -2262.349884 Iteration 100, loss = 18.54366859 Validation score: -2256.576198 Iteration 101, loss = 18.49173590 Validation score: -2250.809881 Iteration 102, loss = 18.43981873 Validation score: -2245.051315 Iteration 103, loss = 18.38791832 Validation score: -2239.300896 Iteration 104, loss = 18.33603619 Validation score: -2233.559026 Iteration 105, loss = 18.28417408 Validation score: -2227.826122 Iteration 106, loss = 18.23233400 Validation score: -2222.102608 Iteration 107, loss = 18.18051818 Validation score: -2216.388922 Iteration 108, loss = 18.12872912 Validation score: -2210.685510 Iteration 109, loss = 18.07696957 Validation score: -2204.992828 Iteration 110, loss = 18.02524253 Validation score: -2199.311343 Iteration 111, loss = 17.97355123 Validation score: -2193.641530 Iteration 112, loss = 17.92189918 Validation score: -2187.983873 Iteration 113, loss = 17.87029011 Validation score: -2182.338863 Iteration 114, loss = 17.81872800 Validation score: -2176.707000 Iteration 115, loss = 17.76721706 Validation score: -2171.088792 Iteration 116, loss = 17.71576173 Validation score: -2165.484748 Iteration 117, loss = 17.66436666 Validation score: -2159.895389 Iteration 118, loss = 17.61303673 Validation score: -2154.321235 Iteration 119, loss = 17.56177700 Validation score: -2148.762811 Iteration 120, loss = 17.51059274 Validation score: -2143.220646 Iteration 121, loss = 17.45948937 Validation score: -2137.695270 Iteration 122, loss = 17.40847250 Validation score: -2132.187212 Iteration 123, loss = 17.35754787 Validation score: -2126.697000 Iteration 124, loss = 17.30672136 Validation score: -2121.225164 Iteration 125, loss = 17.25599898 Validation score: -2115.772226 Iteration 126, loss = 17.20538680 Validation score: -2110.338706 Iteration 127, loss = 17.15489102 Validation score: -2104.925120 Iteration 128, loss = 17.10451785 Validation score: -2099.531974 Iteration 129, loss = 17.05427358 Validation score: -2094.159769 Iteration 130, loss = 17.00416450 Validation score: -2088.808996 Iteration 131, loss = 16.95419690 Validation score: -2083.480132 Iteration 132, loss = 16.90437707 Validation score: -2078.173648 Iteration 133, loss = 16.85471123 Validation score: -2072.889996 Iteration 134, loss = 16.80520556 Validation score: -2067.629618 Iteration 135, loss = 16.75586613 Validation score: -2062.392938 Iteration 136, loss = 16.70669893 Validation score: -2057.180364 Iteration 137, loss = 16.65770982 Validation score: -2051.992286 Iteration 138, loss = 16.60890449 Validation score: -2046.829074 Iteration 139, loss = 16.56028851 Validation score: -2041.691079 Iteration 140, loss = 16.51186723 Validation score: -2036.578631 Iteration 141, loss = 16.46364582 Validation score: -2031.492036 Iteration 142, loss = 16.41562922 Validation score: -2026.431579 Iteration 143, loss = 16.36782216 Validation score: -2021.397521 Iteration 144, loss = 16.32022912 Validation score: -2016.390098 Iteration 145, loss = 16.27285430 Validation score: -2011.409521 Iteration 146, loss = 16.22570165 Validation score: -2006.455976 Iteration 147, loss = 16.17877486 Validation score: -2001.529621 Iteration 148, loss = 16.13207729 Validation score: -1996.630591 Iteration 149, loss = 16.08561206 Validation score: -1991.758991 Iteration 150, loss = 16.03938195 Validation score: -1986.914902 Iteration 151, loss = 15.99338945 Validation score: -1982.098375 Iteration 152, loss = 15.94763677 Validation score: -1977.309438 Iteration 153, loss = 15.90212577 Validation score: -1972.548089 Iteration 154, loss = 15.85685806 Validation score: -1967.814301 Iteration 155, loss = 15.81183492 Validation score: -1963.108022 Iteration 156, loss = 15.76705733 Validation score: -1958.429173 Iteration 157, loss = 15.72252599 Validation score: -1953.777650 Iteration 158, loss = 15.67824131 Validation score: -1949.153324 Iteration 159, loss = 15.63420343 Validation score: -1944.556045 Iteration 160, loss = 15.59041221 Validation score: -1939.985635 Iteration 161, loss = 15.54686726 Validation score: -1935.441899 Iteration 162, loss = 15.50356793 Validation score: -1930.924618 Iteration 163, loss = 15.46051335 Validation score: -1926.433553 Iteration 164, loss = 15.41770240 Validation score: -1921.968446 Iteration 165, loss = 15.37513376 Validation score: -1917.529021 Iteration 166, loss = 15.33280591 Validation score: -1913.114984 Iteration 167, loss = 15.29071715 Validation score: -1908.726026 Iteration 168, loss = 15.24886557 Validation score: -1904.361824 Iteration 169, loss = 15.20724914 Validation score: -1900.022039 Iteration 170, loss = 15.16586566 Validation score: -1895.706323 Iteration 171, loss = 15.12471279 Validation score: -1891.414313 Iteration 172, loss = 15.08378809 Validation score: -1887.145641 Iteration 173, loss = 15.04308898 Validation score: -1882.899925 Iteration 174, loss = 15.00261281 Validation score: -1878.676779 Iteration 175, loss = 14.96235684 Validation score: -1874.475809 Iteration 176, loss = 14.92231824 Validation score: -1870.296618 Iteration 177, loss = 14.88249414 Validation score: -1866.138803 Iteration 178, loss = 14.84288159 Validation score: -1862.001958 Iteration 179, loss = 14.80347764 Validation score: -1857.885675 Iteration 180, loss = 14.76427927 Validation score: -1853.789546 Iteration 181, loss = 14.72528345 Validation score: -1849.713162 Iteration 182, loss = 14.68648713 Validation score: -1845.656116 Iteration 183, loss = 14.64788728 Validation score: -1841.618001 Iteration 184, loss = 14.60948083 Validation score: -1837.598414 Iteration 185, loss = 14.57126473 Validation score: -1833.596954 Iteration 186, loss = 14.53323596 Validation score: -1829.613224 Iteration 187, loss = 14.49539149 Validation score: -1825.646834 Iteration 188, loss = 14.45772833 Validation score: -1821.697395 Iteration 189, loss = 14.42024351 Validation score: -1817.764527 Iteration 190, loss = 14.38293409 Validation score: -1813.847855 Iteration 191, loss = 14.34579717 Validation score: -1809.947010 Iteration 192, loss = 14.30882988 Validation score: -1806.061630 Iteration 193, loss = 14.27202940 Validation score: -1802.191361 Iteration 194, loss = 14.23539293 Validation score: -1798.335857 Iteration 195, loss = 14.19891774 Validation score: -1794.494778 Iteration 196, loss = 14.16260114 Validation score: -1790.667794 Iteration 197, loss = 14.12644047 Validation score: -1786.854582 Iteration 198, loss = 14.09043315 Validation score: -1783.054827 Iteration 199, loss = 14.05457661 Validation score: -1779.268224 Iteration 200, loss = 14.01886838 Validation score: -1775.494475 Iteration 201, loss = 13.98330599 Validation score: -1771.733292 Iteration 202, loss = 13.94788706 Validation score: -1767.984394 Iteration 203, loss = 13.91260925 Validation score: -1764.247509 Iteration 204, loss = 13.87747027 Validation score: -1760.522374 Iteration 205, loss = 13.84246788 Validation score: -1756.808734 Iteration 206, loss = 13.80759991 Validation score: -1753.106343 Iteration 207, loss = 13.77286421 Validation score: -1749.414960 Iteration 208, loss = 13.73825871 Validation score: -1745.734357 Iteration 209, loss = 13.70378138 Validation score: -1742.064311 Iteration 210, loss = 13.66943025 Validation score: -1738.404606 Iteration 211, loss = 13.63520339 Validation score: -1734.755035 Iteration 212, loss = 13.60109892 Validation score: -1731.115398 Iteration 213, loss = 13.56711501 Validation score: -1727.485502 Iteration 214, loss = 13.53324988 Validation score: -1723.865162 Iteration 215, loss = 13.49950180 Validation score: -1720.254198 Iteration 216, loss = 13.46586909 Validation score: -1716.652436 Iteration 217, loss = 13.43235009 Validation score: -1713.059711 Iteration 218, loss = 13.39894322 Validation score: -1709.475863 Iteration 219, loss = 13.36564691 Validation score: -1705.900735 Iteration 220, loss = 13.33245966 Validation score: -1702.334179 Iteration 221, loss = 13.29938000 Validation score: -1698.776052 Iteration 222, loss = 13.26640649 Validation score: -1695.226213 Iteration 223, loss = 13.23353773 Validation score: -1691.684530 Iteration 224, loss = 13.20077239 Validation score: -1688.150872 Iteration 225, loss = 13.16810913 Validation score: -1684.625114 Iteration 226, loss = 13.13554667 Validation score: -1681.107136 Iteration 227, loss = 13.10308376 Validation score: -1677.596819 Iteration 228, loss = 13.07071919 Validation score: -1674.094051 Iteration 229, loss = 13.03845178 Validation score: -1670.598722 Iteration 230, loss = 13.00628035 Validation score: -1667.110723 Iteration 231, loss = 12.97420380 Validation score: -1663.629952 Iteration 232, loss = 12.94222103 Validation score: -1660.156307 Iteration 233, loss = 12.91033096 Validation score: -1656.689690 Iteration 234, loss = 12.87853254 Validation score: -1653.230004 Iteration 235, loss = 12.84682477 Validation score: -1649.777156 Iteration 236, loss = 12.81520665 Validation score: -1646.331052 Iteration 237, loss = 12.78367719 Validation score: -1642.891604 Iteration 238, loss = 12.75223545 Validation score: -1639.458722 Iteration 239, loss = 12.72088050 Validation score: -1636.032319 Iteration 240, loss = 12.68961143 Validation score: -1632.612310 Iteration 241, loss = 12.65842733 Validation score: -1629.198610 Iteration 242, loss = 12.62732735 Validation score: -1625.791135 Iteration 243, loss = 12.59631060 Validation score: -1622.389804 Iteration 244, loss = 12.56537627 Validation score: -1618.994533 Iteration 245, loss = 12.53452350 Validation score: -1615.605242 Iteration 246, loss = 12.50375149 Validation score: -1612.221850 Iteration 247, loss = 12.47305944 Validation score: -1608.844277 Iteration 248, loss = 12.44244656 Validation score: -1605.472443 Iteration 249, loss = 12.41191206 Validation score: -1602.106268 Iteration 250, loss = 12.38145519 Validation score: -1598.745672 Iteration 251, loss = 12.35107518 Validation score: -1595.390575 Iteration 252, loss = 12.32077128 Validation score: -1592.040899 Iteration 253, loss = 12.29054277 Validation score: -1588.696563 Iteration 254, loss = 12.26038890 Validation score: -1585.357487 Iteration 255, loss = 12.23030895 Validation score: -1582.023591 Iteration 256, loss = 12.20030222 Validation score: -1578.694795 Iteration 257, loss = 12.17036799 Validation score: -1575.371017 Iteration 258, loss = 12.14050556 Validation score: -1572.052176 Iteration 259, loss = 12.11071424 Validation score: -1568.738192 Iteration 260, loss = 12.08099333 Validation score: -1565.428981 Iteration 261, loss = 12.05134216 Validation score: -1562.124461 Iteration 262, loss = 12.02176003 Validation score: -1558.824549 Iteration 263, loss = 11.99224629 Validation score: -1555.529161 Iteration 264, loss = 11.96280025 Validation score: -1552.238214 Iteration 265, loss = 11.93342125 Validation score: -1548.951622 Iteration 266, loss = 11.90410863 Validation score: -1545.669302 Iteration 267, loss = 11.87486173 Validation score: -1542.391166 Iteration 268, loss = 11.84567991 Validation score: -1539.117128 Iteration 269, loss = 11.81656250 Validation score: -1535.847104 Iteration 270, loss = 11.78750887 Validation score: -1532.581004 Iteration 271, loss = 11.75851836 Validation score: -1529.318742 Iteration 272, loss = 11.72959035 Validation score: -1526.060229 Iteration 273, loss = 11.70072420 Validation score: -1522.805378 Iteration 274, loss = 11.67191927 Validation score: -1519.554099 Iteration 275, loss = 11.64317494 Validation score: -1516.306304 Iteration 276, loss = 11.61449058 Validation score: -1513.061903 Iteration 277, loss = 11.58586558 Validation score: -1509.820807 Iteration 278, loss = 11.55729931 Validation score: -1506.582926 Iteration 279, loss = 11.52879117 Validation score: -1503.348171 Iteration 280, loss = 11.50034054 Validation score: -1500.116451 Iteration 281, loss = 11.47194683 Validation score: -1496.887676 Iteration 282, loss = 11.44360943 Validation score: -1493.661757 Iteration 283, loss = 11.41532775 Validation score: -1490.438603 Iteration 284, loss = 11.38710120 Validation score: -1487.218126 Iteration 285, loss = 11.35892919 Validation score: -1484.000234 Iteration 286, loss = 11.33081114 Validation score: -1480.784841 Iteration 287, loss = 11.30274648 Validation score: -1477.571855 Iteration 288, loss = 11.27473463 Validation score: -1474.361190 Iteration 289, loss = 11.24677503 Validation score: -1471.152756 Iteration 290, loss = 11.21886712 Validation score: -1467.946467 Iteration 291, loss = 11.19101034 Validation score: -1464.742236 Iteration 292, loss = 11.16320416 Validation score: -1461.539976 Iteration 293, loss = 11.13544802 Validation score: -1458.339602 Iteration 294, loss = 11.10774140 Validation score: -1455.141030 Iteration 295, loss = 11.08008376 Validation score: -1451.944176 Iteration 296, loss = 11.05247459 Validation score: -1448.748958 Iteration 297, loss = 11.02491336 Validation score: -1445.555293 Iteration 298, loss = 10.99739958 Validation score: -1442.363102 Iteration 299, loss = 10.96993274 Validation score: -1439.172304 Iteration 300, loss = 10.94251234 Validation score: -1435.982823 Iteration 301, loss = 10.91513791 Validation score: -1432.794582 Iteration 302, loss = 10.88780897 Validation score: -1429.607505 Iteration 303, loss = 10.86052505 Validation score: -1426.421520 Iteration 304, loss = 10.83328569 Validation score: -1423.236553 Iteration 305, loss = 10.80609043 Validation score: -1420.052536 Iteration 306, loss = 10.77893885 Validation score: -1416.869399 Iteration 307, loss = 10.75183049 Validation score: -1413.687077 Iteration 308, loss = 10.72476495 Validation score: -1410.505503 Iteration 309, loss = 10.69774180 Validation score: -1407.324617 Iteration 310, loss = 10.67076064 Validation score: -1404.144357 Iteration 311, loss = 10.64382107 Validation score: -1400.964665 Iteration 312, loss = 10.61692272 Validation score: -1397.785485 Iteration 313, loss = 10.59006521 Validation score: -1394.606764 Iteration 314, loss = 10.56324818 Validation score: -1391.428450 Iteration 315, loss = 10.53647127 Validation score: -1388.250495 Iteration 316, loss = 10.50973414 Validation score: -1385.072852 Iteration 317, loss = 10.48303647 Validation score: -1381.895479 Iteration 318, loss = 10.45637793 Validation score: -1378.718335 Iteration 319, loss = 10.42975823 Validation score: -1375.541382 Iteration 320, loss = 10.40317708 Validation score: -1372.364586 Iteration 321, loss = 10.37663418 Validation score: -1369.187914 Iteration 322, loss = 10.35012928 Validation score: -1366.011340 Iteration 323, loss = 10.32366213 Validation score: -1362.834836 Iteration 324, loss = 10.29723248 Validation score: -1359.658382 Iteration 325, loss = 10.27084011 Validation score: -1356.481958 Iteration 326, loss = 10.24448481 Validation score: -1353.305550 Iteration 327, loss = 10.21816638 Validation score: -1350.129146 Iteration 328, loss = 10.19188464 Validation score: -1346.952738 Iteration 329, loss = 10.16563942 Validation score: -1343.776321 Iteration 330, loss = 10.13943058 Validation score: -1340.599896 Iteration 331, loss = 10.11325799 Validation score: -1337.423467 Iteration 332, loss = 10.08712151 Validation score: -1334.247039 Iteration 333, loss = 10.06102106 Validation score: -1331.070626 Iteration 334, loss = 10.03495654 Validation score: -1327.894242 Iteration 335, loss = 10.00892790 Validation score: -1324.717907 Iteration 336, loss = 9.98293508 Validation score: -1321.541646 Iteration 337, loss = 9.95697804 Validation score: -1318.365486 Iteration 338, loss = 9.93105679 Validation score: -1315.189462 Iteration 339, loss = 9.90517132 Validation score: -1312.013609 Iteration 340, loss = 9.87932165 Validation score: -1308.837971 Iteration 341, loss = 9.85350783 Validation score: -1305.662593 Iteration 342, loss = 9.82772992 Validation score: -1302.487527 Iteration 343, loss = 9.80198801 Validation score: -1299.312828 Iteration 344, loss = 9.77628219 Validation score: -1296.138557 Iteration 345, loss = 9.75061259 Validation score: -1292.964780 Iteration 346, loss = 9.72497934 Validation score: -1289.791567 Iteration 347, loss = 9.69938260 Validation score: -1286.618994 Iteration 348, loss = 9.67382257 Validation score: -1283.447140 Iteration 349, loss = 9.64829943 Validation score: -1280.276091 Iteration 350, loss = 9.62281341 Validation score: -1277.105936 Iteration 351, loss = 9.59736475 Validation score: -1273.936772 Iteration 352, loss = 9.57195372 Validation score: -1270.768699 Iteration 353, loss = 9.54658058 Validation score: -1267.601821 Iteration 354, loss = 9.52124565 Validation score: -1264.436249 Iteration 355, loss = 9.49594923 Validation score: -1261.272099 Iteration 356, loss = 9.47069168 Validation score: -1258.109490 Iteration 357, loss = 9.44547335 Validation score: -1254.948548 Iteration 358, loss = 9.42029460 Validation score: -1251.789403 Iteration 359, loss = 9.39515585 Validation score: -1248.632191 Iteration 360, loss = 9.37005750 Validation score: -1245.477050 Iteration 361, loss = 9.34499998 Validation score: -1242.324127 Iteration 362, loss = 9.31998374 Validation score: -1239.173570 Iteration 363, loss = 9.29500924 Validation score: -1236.025533 Iteration 364, loss = 9.27007695 Validation score: -1232.880176 Iteration 365, loss = 9.24518738 Validation score: -1229.737660 Iteration 366, loss = 9.22034102 Validation score: -1226.598153 Iteration 367, loss = 9.19553840 Validation score: -1223.461827 Iteration 368, loss = 9.17078006 Validation score: -1220.328857 Iteration 369, loss = 9.14606653 Validation score: -1217.199422 Iteration 370, loss = 9.12139837 Validation score: -1214.073706 Iteration 371, loss = 9.09677616 Validation score: -1210.951893 Iteration 372, loss = 9.07220046 Validation score: -1207.834176 Iteration 373, loss = 9.04767187 Validation score: -1204.720745 Iteration 374, loss = 9.02319097 Validation score: -1201.611798 Iteration 375, loss = 8.99875837 Validation score: -1198.507532 Iteration 376, loss = 8.97437466 Validation score: -1195.408148 Iteration 377, loss = 8.95004047 Validation score: -1192.313849 Iteration 378, loss = 8.92575641 Validation score: -1189.224840 Iteration 379, loss = 8.90152309 Validation score: -1186.141328 Iteration 380, loss = 8.87734113 Validation score: -1183.063520 Iteration 381, loss = 8.85321116 Validation score: -1179.991625 Iteration 382, loss = 8.82913380 Validation score: -1176.925852 Iteration 383, loss = 8.80510966 Validation score: -1173.866412 Iteration 384, loss = 8.78113938 Validation score: -1170.813514 Iteration 385, loss = 8.75722356 Validation score: -1167.767368 Iteration 386, loss = 8.73336281 Validation score: -1164.728182 Iteration 387, loss = 8.70955776 Validation score: -1161.696167 Iteration 388, loss = 8.68580900 Validation score: -1158.671527 Iteration 389, loss = 8.66211714 Validation score: -1155.654468 Iteration 390, loss = 8.63848276 Validation score: -1152.645195 Iteration 391, loss = 8.61490646 Validation score: -1149.643907 Iteration 392, loss = 8.59138881 Validation score: -1146.650802 Iteration 393, loss = 8.56793037 Validation score: -1143.666077 Iteration 394, loss = 8.54453172 Validation score: -1140.689924 Iteration 395, loss = 8.52119339 Validation score: -1137.722530 Iteration 396, loss = 8.49791593 Validation score: -1134.764080 Iteration 397, loss = 8.47469987 Validation score: -1131.814755 Iteration 398, loss = 8.45154570 Validation score: -1128.874729 Iteration 399, loss = 8.42845395 Validation score: -1125.944174 Iteration 400, loss = 8.40542510 Validation score: -1123.023255 Iteration 401, loss = 8.38245961 Validation score: -1120.112132 Iteration 402, loss = 8.35955796 Validation score: -1117.210959 Iteration 403, loss = 8.33672058 Validation score: -1114.319887 Iteration 404, loss = 8.31394791 Validation score: -1111.439056 Iteration 405, loss = 8.29124036 Validation score: -1108.568603 Iteration 406, loss = 8.26859832 Validation score: -1105.708659 Iteration 407, loss = 8.24602218 Validation score: -1102.859346 Iteration 408, loss = 8.22351229 Validation score: -1100.020781 Iteration 409, loss = 8.20106901 Validation score: -1097.193074 Iteration 410, loss = 8.17869266 Validation score: -1094.376328 Iteration 411, loss = 8.15638355 Validation score: -1091.570638 Iteration 412, loss = 8.13414197 Validation score: -1088.776093 Iteration 413, loss = 8.11196820 Validation score: -1085.992774 Iteration 414, loss = 8.08986248 Validation score: -1083.220757 Iteration 415, loss = 8.06782505 Validation score: -1080.460108 Iteration 416, loss = 8.04585613 Validation score: -1077.710888 Iteration 417, loss = 8.02395591 Validation score: -1074.973150 Iteration 418, loss = 8.00212456 Validation score: -1072.246941 Iteration 419, loss = 7.98036226 Validation score: -1069.532300 Iteration 420, loss = 7.95866912 Validation score: 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7.62102549 Validation score: -1025.161070 Iteration 437, loss = 7.60051127 Validation score: -1022.654433 Iteration 438, loss = 7.58006558 Validation score: -1020.159014 Iteration 439, loss = 7.55968824 Validation score: -1017.674750 Iteration 440, loss = 7.53937905 Validation score: -1015.201574 Iteration 441, loss = 7.51913778 Validation score: -1012.739420 Iteration 442, loss = 7.49896422 Validation score: -1010.288215 Iteration 443, loss = 7.47885813 Validation score: -1007.847888 Iteration 444, loss = 7.45881925 Validation score: -1005.418362 Iteration 445, loss = 7.43884733 Validation score: -1002.999561 Iteration 446, loss = 7.41894209 Validation score: -1000.591406 Iteration 447, loss = 7.39910325 Validation score: -998.193817 Iteration 448, loss = 7.37933052 Validation score: -995.806711 Iteration 449, loss = 7.35962360 Validation score: -993.430007 Iteration 450, loss = 7.33998218 Validation score: -991.063618 Iteration 451, loss = 7.32040595 Validation score: -988.707462 Iteration 452, loss = 7.30089457 Validation score: -986.361451 Iteration 453, loss = 7.28144772 Validation score: -984.025500 Iteration 454, loss = 7.26206505 Validation score: -981.699521 Iteration 455, loss = 7.24274623 Validation score: -979.383428 Iteration 456, loss = 7.22349089 Validation score: -977.077131 Iteration 457, loss = 7.20429868 Validation score: -974.780545 Iteration 458, loss = 7.18516923 Validation score: -972.493581 Iteration 459, loss = 7.16610217 Validation score: -970.216150 Iteration 460, loss = 7.14709714 Validation score: -967.948166 Iteration 461, loss = 7.12815374 Validation score: -965.689540 Iteration 462, loss = 7.10927160 Validation score: -963.440186 Iteration 463, loss = 7.09045032 Validation score: -961.200017 Iteration 464, loss = 7.07168951 Validation score: -958.968945 Iteration 465, loss = 7.05298878 Validation score: -956.746885 Iteration 466, loss = 7.03434773 Validation score: -954.533752 Iteration 467, loss = 7.01576594 Validation score: 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score: -918.196618 Iteration 484, loss = 6.70853656 Validation score: -916.130339 Iteration 485, loss = 6.69094891 Validation score: -914.071502 Iteration 486, loss = 6.67341226 Validation score: -912.020039 Iteration 487, loss = 6.65592614 Validation score: -909.975881 Iteration 488, loss = 6.63849009 Validation score: -907.938959 Iteration 489, loss = 6.62110363 Validation score: -905.909208 Iteration 490, loss = 6.60376627 Validation score: -903.886561 Iteration 491, loss = 6.58647755 Validation score: -901.870953 Iteration 492, loss = 6.56923696 Validation score: -899.862320 Iteration 493, loss = 6.55204403 Validation score: -897.860597 Iteration 494, loss = 6.53489825 Validation score: -895.865723 Iteration 495, loss = 6.51779911 Validation score: -893.877636 Iteration 496, loss = 6.50074613 Validation score: -891.896274 Iteration 497, loss = 6.48373877 Validation score: -889.921578 Iteration 498, loss = 6.46677652 Validation score: -887.953487 Iteration 499, loss = 6.44985886 Validation score: -885.991944 Iteration 500, loss = 6.43298526 Validation score: -884.036889 Iteration 501, loss = 6.41615517 Validation score: -882.088266 Iteration 502, loss = 6.39936806 Validation score: -880.146019 Iteration 503, loss = 6.38262336 Validation score: -878.210090 Iteration 504, loss = 6.36592052 Validation score: -876.280427 Iteration 505, loss = 6.34925896 Validation score: -874.356973 Iteration 506, loss = 6.33263812 Validation score: -872.439676 Iteration 507, loss = 6.31605740 Validation score: -870.528481 Iteration 508, loss = 6.29951621 Validation score: -868.623338 Iteration 509, loss = 6.28301395 Validation score: -866.724193 Iteration 510, loss = 6.26655000 Validation score: -864.830996 Iteration 511, loss = 6.25012373 Validation score: -862.943696 Iteration 512, loss = 6.23373451 Validation score: -861.062244 Iteration 513, loss = 6.21738170 Validation score: -859.186589 Iteration 514, loss = 6.20106463 Validation score: -857.316683 Iteration 515, loss = 6.18478264 Validation score: -855.452478 Iteration 516, loss = 6.16853505 Validation score: -853.593926 Iteration 517, loss = 6.15232116 Validation score: -851.740980 Iteration 518, loss = 6.13614028 Validation score: -849.893593 Iteration 519, loss = 6.11999168 Validation score: -848.051719 Iteration 520, loss = 6.10387464 Validation score: -846.215312 Iteration 521, loss = 6.08778841 Validation score: -844.384327 Iteration 522, loss = 6.07173225 Validation score: -842.558719 Iteration 523, loss = 6.05570538 Validation score: -840.738445 Iteration 524, loss = 6.03970703 Validation score: -838.923459 Iteration 525, loss = 6.02373641 Validation score: -837.113719 Iteration 526, loss = 6.00779271 Validation score: -835.309182 Iteration 527, loss = 5.99187513 Validation score: -833.509805 Iteration 528, loss = 5.97598284 Validation score: -831.715546 Iteration 529, loss = 5.96011500 Validation score: -829.926362 Iteration 530, loss = 5.94427077 Validation score: -828.142213 Iteration 531, loss = 5.92844930 Validation score: -826.363056 Iteration 532, loss = 5.91264974 Validation score: -824.588852 Iteration 533, loss = 5.89687120 Validation score: -822.819560 Iteration 534, loss = 5.88111283 Validation score: -821.055139 Iteration 535, loss = 5.86537375 Validation score: -819.295549 Iteration 536, loss = 5.84965308 Validation score: -817.540751 Iteration 537, loss = 5.83394994 Validation score: -815.790705 Iteration 538, loss = 5.81826347 Validation score: -814.045372 Iteration 539, loss = 5.80259279 Validation score: -812.304713 Iteration 540, loss = 5.78693704 Validation score: -810.568688 Iteration 541, loss = 5.77129537 Validation score: -808.837261 Iteration 542, loss = 5.75566692 Validation score: -807.110391 Iteration 543, loss = 5.74005087 Validation score: -805.388040 Iteration 544, loss = 5.72444642 Validation score: -803.670171 Iteration 545, loss = 5.70885276 Validation score: -801.956745 Iteration 546, loss = 5.69326912 Validation score: -800.247725 Iteration 547, loss = 5.67769477 Validation score: -798.543071 Iteration 548, loss = 5.66212898 Validation score: -796.842747 Iteration 549, loss = 5.64657107 Validation score: -795.146714 Iteration 550, loss = 5.63102039 Validation score: -793.454935 Iteration 551, loss = 5.61547632 Validation score: -791.767371 Iteration 552, loss = 5.59993829 Validation score: -790.083986 Iteration 553, loss = 5.58440575 Validation score: -788.404740 Iteration 554, loss = 5.56887821 Validation score: -786.729596 Iteration 555, loss = 5.55335522 Validation score: -785.058515 Iteration 556, loss = 5.53783636 Validation score: -783.391460 Iteration 557, loss = 5.52232128 Validation score: -781.728391 Iteration 558, loss = 5.50680964 Validation score: -780.069271 Iteration 559, loss = 5.49130117 Validation score: -778.414060 Iteration 560, loss = 5.47579563 Validation score: -776.762719 Iteration 561, loss = 5.46029283 Validation score: -775.115209 Iteration 562, loss = 5.44479259 Validation score: 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score: -747.653344 Iteration 579, loss = 5.18163586 Validation score: -746.067503 Iteration 580, loss = 5.16617492 Validation score: -744.484637 Iteration 581, loss = 5.15071550 Validation score: -742.904695 Iteration 582, loss = 5.13525737 Validation score: -741.327620 Iteration 583, loss = 5.11980027 Validation score: -739.753357 Iteration 584, loss = 5.10434392 Validation score: -738.181848 Iteration 585, loss = 5.08888802 Validation score: -736.613034 Iteration 586, loss = 5.07343223 Validation score: -735.046854 Iteration 587, loss = 5.05797618 Validation score: -733.483247 Iteration 588, loss = 5.04251949 Validation score: -731.922149 Iteration 589, loss = 5.02706177 Validation score: -730.363495 Iteration 590, loss = 5.01160259 Validation score: -728.807219 Iteration 591, loss = 4.99614154 Validation score: -727.253251 Iteration 592, loss = 4.98067820 Validation score: -725.701521 Iteration 593, loss = 4.96521213 Validation score: -724.151959 Iteration 594, loss = 4.94974293 Validation score: -722.604489 Iteration 595, loss = 4.93427018 Validation score: -721.059035 Iteration 596, loss = 4.91879351 Validation score: -719.515521 Iteration 597, loss = 4.90331254 Validation score: -717.973866 Iteration 598, loss = 4.88782696 Validation score: -716.433987 Iteration 599, loss = 4.87233646 Validation score: -714.895802 Iteration 600, loss = 4.85684079 Validation score: -713.359223 Iteration 601, loss = 4.84133975 Validation score: -711.824162 Iteration 602, loss = 4.82583320 Validation score: -710.290528 Iteration 603, loss = 4.81032106 Validation score: -708.758226 Iteration 604, loss = 4.79480331 Validation score: -707.227162 Iteration 605, loss = 4.77928000 Validation score: -705.697235 Iteration 606, loss = 4.76375129 Validation score: -704.168346 Iteration 607, loss = 4.74821739 Validation score: -702.640389 Iteration 608, loss = 4.73267862 Validation score: -701.113257 Iteration 609, loss = 4.71713539 Validation score: -699.586840 Iteration 610, loss = 4.70158821 Validation score: -698.061025 Iteration 611, loss = 4.68603769 Validation score: -696.535696 Iteration 612, loss = 4.67048454 Validation score: -695.010732 Iteration 613, loss = 4.65492958 Validation score: -693.486011 Iteration 614, loss = 4.63937374 Validation score: -691.961404 Iteration 615, loss = 4.62381804 Validation score: -690.436783 Iteration 616, loss = 4.60826361 Validation score: -688.912012 Iteration 617, loss = 4.59271168 Validation score: -687.386952 Iteration 618, loss = 4.57716356 Validation score: -685.861462 Iteration 619, loss = 4.56162067 Validation score: -684.335393 Iteration 620, loss = 4.54608450 Validation score: -682.808593 Iteration 621, loss = 4.53055658 Validation score: -681.280908 Iteration 622, loss = 4.51503854 Validation score: -679.752174 Iteration 623, loss = 4.49953203 Validation score: -678.222226 Iteration 624, loss = 4.48403875 Validation score: -676.690891 Iteration 625, loss = 4.46856041 Validation score: -675.157992 Iteration 626, loss = 4.45309872 Validation score: -673.623345 Iteration 627, loss = 4.43765540 Validation score: -672.086762 Iteration 628, loss = 4.42223212 Validation score: -670.548045 Iteration 629, loss = 4.40683053 Validation score: -669.006993 Iteration 630, loss = 4.39145222 Validation score: -667.463397 Iteration 631, loss = 4.37609872 Validation score: -665.917040 Iteration 632, loss = 4.36077147 Validation score: -664.367699 Iteration 633, loss = 4.34547185 Validation score: -662.815142 Iteration 634, loss = 4.33020110 Validation score: -661.259130 Iteration 635, loss = 4.31496039 Validation score: -659.699415 Iteration 636, loss = 4.29975075 Validation score: -658.135742 Iteration 637, loss = 4.28457311 Validation score: -656.567846 Iteration 638, loss = 4.26942826 Validation score: -654.995452 Iteration 639, loss = 4.25431689 Validation score: -653.418278 Iteration 640, loss = 4.23923955 Validation score: -651.836030 Iteration 641, loss = 4.22419667 Validation score: -650.248406 Iteration 642, loss = 4.20918855 Validation score: -648.655094 Iteration 643, loss = 4.19421540 Validation score: -647.055769 Iteration 644, loss = 4.17927727 Validation score: -645.450097 Iteration 645, loss = 4.16437414 Validation score: -643.837733 Iteration 646, loss = 4.14950588 Validation score: -642.218321 Iteration 647, loss = 4.13467223 Validation score: -640.591493 Iteration 648, loss = 4.11987288 Validation score: -638.956869 Iteration 649, loss = 4.10510740 Validation score: -637.314057 Iteration 650, loss = 4.09037529 Validation score: -635.662654 Iteration 651, loss = 4.07567598 Validation score: -634.002243 Iteration 652, loss = 4.06100882 Validation score: -632.332397 Iteration 653, loss = 4.04637309 Validation score: -630.652673 Iteration 654, loss = 4.03176804 Validation score: -628.962617 Iteration 655, loss = 4.01719283 Validation score: -627.261761 Iteration 656, loss = 4.00264658 Validation score: -625.549627 Iteration 657, loss = 3.98812839 Validation score: 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score: -594.190679 Iteration 674, loss = 3.74457569 Validation score: -592.179254 Iteration 675, loss = 3.73037476 Validation score: -590.145201 Iteration 676, loss = 3.71618025 Validation score: -588.087846 Iteration 677, loss = 3.70199095 Validation score: -586.006516 Iteration 678, loss = 3.68780570 Validation score: -583.900537 Iteration 679, loss = 3.67362332 Validation score: -581.769242 Iteration 680, loss = 3.65944265 Validation score: -579.611968 Iteration 681, loss = 3.64526253 Validation score: -577.428057 Iteration 682, loss = 3.63108181 Validation score: -575.216865 Iteration 683, loss = 3.61689938 Validation score: -572.977757 Iteration 684, loss = 3.60271411 Validation score: -570.710111 Iteration 685, loss = 3.58852490 Validation score: -568.413325 Iteration 686, loss = 3.57433067 Validation score: -566.086814 Iteration 687, loss = 3.56013034 Validation score: -563.730016 Iteration 688, loss = 3.54592287 Validation score: -561.342393 Iteration 689, loss = 3.53170721 Validation score: -558.923435 Iteration 690, loss = 3.51748237 Validation score: -556.472662 Iteration 691, loss = 3.50324735 Validation score: -553.989628 Iteration 692, loss = 3.48900120 Validation score: -551.473925 Iteration 693, loss = 3.47474296 Validation score: -548.925181 Iteration 694, loss = 3.46047175 Validation score: -546.343073 Iteration 695, loss = 3.44618668 Validation score: -543.727318 Iteration 696, loss = 3.43188692 Validation score: -541.077689 Iteration 697, loss = 3.41757168 Validation score: -538.394008 Iteration 698, loss = 3.40324020 Validation score: -535.676154 Iteration 699, loss = 3.38889178 Validation score: -532.924069 Iteration 700, loss = 3.37452578 Validation score: -530.137756 Iteration 701, loss = 3.36014159 Validation score: -527.317286 Iteration 702, loss = 3.34573869 Validation score: -524.462799 Iteration 703, loss = 3.33131663 Validation score: -521.574510 Iteration 704, loss = 3.31687501 Validation score: -518.652711 Iteration 705, loss = 3.30241354 Validation score: -515.697773 Iteration 706, loss = 3.28793198 Validation score: -512.710150 Iteration 707, loss = 3.27343022 Validation score: -509.690382 Iteration 708, loss = 3.25890823 Validation score: -506.639096 Iteration 709, loss = 3.24436609 Validation score: -503.557009 Iteration 710, loss = 3.22980398 Validation score: -500.444930 Iteration 711, loss = 3.21522220 Validation score: -497.303762 Iteration 712, loss = 3.20062117 Validation score: -494.134500 Iteration 713, loss = 3.18600145 Validation score: -490.938235 Iteration 714, loss = 3.17136370 Validation score: -487.716150 Iteration 715, loss = 3.15670872 Validation score: -484.469523 Iteration 716, loss = 3.14203747 Validation score: -481.199725 Iteration 717, loss = 3.12735100 Validation score: -477.908214 Iteration 718, loss = 3.11265054 Validation score: -474.596537 Iteration 719, loss = 3.09793740 Validation score: -471.266326 Iteration 720, loss = 3.08321308 Validation score: -467.919290 Iteration 721, loss = 3.06847915 Validation score: -464.557216 Iteration 722, loss = 3.05373734 Validation score: -461.181960 Iteration 723, loss = 3.03898947 Validation score: -457.795443 Iteration 724, loss = 3.02423748 Validation score: -454.399644 Iteration 725, loss = 3.00948339 Validation score: -450.996593 Iteration 726, loss = 2.99472932 Validation score: -447.588367 Iteration 727, loss = 2.97997744 Validation score: -444.177079 Iteration 728, loss = 2.96523000 Validation score: -440.764876 Iteration 729, loss = 2.95048929 Validation score: -437.353927 Iteration 730, loss = 2.93575762 Validation score: -433.946420 Iteration 731, loss = 2.92103734 Validation score: -430.544552 Iteration 732, loss = 2.90633079 Validation score: -427.150528 Iteration 733, loss = 2.89164033 Validation score: -423.766551 Iteration 734, loss = 2.87696831 Validation score: -420.394816 Iteration 735, loss = 2.86231705 Validation score: -417.037510 Iteration 736, loss = 2.84768887 Validation score: -413.696804 Iteration 737, loss = 2.83308607 Validation score: -410.374848 Iteration 738, loss = 2.81851097 Validation score: -407.073769 Iteration 739, loss = 2.80396587 Validation score: -403.795671 Iteration 740, loss = 2.78945309 Validation score: -400.542622 Iteration 741, loss = 2.77497502 Validation score: -397.316661 Iteration 742, loss = 2.76053409 Validation score: -394.119786 Iteration 743, loss = 2.74613284 Validation score: -390.953955 Iteration 744, loss = 2.73177391 Validation score: -387.821079 Iteration 745, loss = 2.71746014 Validation score: -384.723015 Iteration 746, loss = 2.70319450 Validation score: -381.661562 Iteration 747, loss = 2.68898023 Validation score: -378.638452 Iteration 748, loss = 2.67482079 Validation score: -375.655342 Iteration 749, loss = 2.66071990 Validation score: -372.713806 Iteration 750, loss = 2.64668158 Validation score: -369.815322 Iteration 751, loss = 2.63271012 Validation score: -366.961263 Iteration 752, loss = 2.61881009 Validation score: 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score: -325.880546 Iteration 769, loss = 2.39823688 Validation score: -323.894431 Iteration 770, loss = 2.38640946 Validation score: -321.950852 Iteration 771, loss = 2.37471991 Validation score: -320.048481 Iteration 772, loss = 2.36316714 Validation score: -318.185952 Iteration 773, loss = 2.35174960 Validation score: -316.361867 Iteration 774, loss = 2.34046536 Validation score: -314.574819 Iteration 775, loss = 2.32931212 Validation score: -312.823394 Iteration 776, loss = 2.31828729 Validation score: -311.106188 Iteration 777, loss = 2.30738804 Validation score: -309.421812 Iteration 778, loss = 2.29661135 Validation score: -307.768902 Iteration 779, loss = 2.28595407 Validation score: -306.146125 Iteration 780, loss = 2.27541294 Validation score: -304.552182 Iteration 781, loss = 2.26498465 Validation score: -302.985817 Iteration 782, loss = 2.25466586 Validation score: -301.445816 Iteration 783, loss = 2.24445323 Validation score: -299.931010 Iteration 784, loss = 2.23434347 Validation score: -298.440279 Iteration 785, loss = 2.22433332 Validation score: -296.972551 Iteration 786, loss = 2.21441962 Validation score: -295.526802 Iteration 787, loss = 2.20459926 Validation score: -294.102058 Iteration 788, loss = 2.19486924 Validation score: -292.697389 Iteration 789, loss = 2.18522667 Validation score: -291.311917 Iteration 790, loss = 2.17566875 Validation score: -289.944806 Iteration 791, loss = 2.16619280 Validation score: -288.595265 Iteration 792, loss = 2.15679626 Validation score: -287.262547 Iteration 793, loss = 2.14747667 Validation score: -285.945944 Iteration 794, loss = 2.13823169 Validation score: -284.644789 Iteration 795, loss = 2.12905907 Validation score: -283.358450 Iteration 796, loss = 2.11995671 Validation score: -282.086332 Iteration 797, loss = 2.11092257 Validation score: -280.827875 Iteration 798, loss = 2.10195473 Validation score: -279.582547 Iteration 799, loss = 2.09305137 Validation score: -278.349852 Iteration 800, loss = 2.08421075 Validation score: -277.129316 Iteration 801, loss = 2.07543123 Validation score: -275.920498 Iteration 802, loss = 2.06671125 Validation score: -274.722977 Iteration 803, loss = 2.05804934 Validation score: -273.536360 Iteration 804, loss = 2.04944407 Validation score: -272.360273 Iteration 805, loss = 2.04089413 Validation score: -271.194365 Iteration 806, loss = 2.03239824 Validation score: -270.038306 Iteration 807, loss = 2.02395520 Validation score: -268.891780 Iteration 808, loss = 2.01556388 Validation score: -267.754494 Iteration 809, loss = 2.00722318 Validation score: -266.626166 Iteration 810, loss = 1.99893207 Validation score: -265.506533 Iteration 811, loss = 1.99068958 Validation score: -264.395345 Iteration 812, loss = 1.98249476 Validation score: -263.292364 Iteration 813, loss = 1.97434673 Validation score: -262.197368 Iteration 814, loss = 1.96624464 Validation score: -261.110143 Iteration 815, loss = 1.95818768 Validation score: -260.030489 Iteration 816, loss = 1.95017507 Validation score: -258.958214 Iteration 817, loss = 1.94220608 Validation score: -257.893138 Iteration 818, loss = 1.93428000 Validation score: -256.835087 Iteration 819, loss = 1.92639615 Validation score: -255.783898 Iteration 820, loss = 1.91855388 Validation score: -254.739416 Iteration 821, loss = 1.91075258 Validation score: -253.701492 Iteration 822, loss = 1.90299165 Validation score: -252.669986 Iteration 823, loss = 1.89527051 Validation score: -251.644761 Iteration 824, loss = 1.88758862 Validation score: -250.625691 Iteration 825, loss = 1.87994545 Validation score: -249.612653 Iteration 826, loss = 1.87234048 Validation score: -248.605529 Iteration 827, loss = 1.86477323 Validation score: -247.604208 Iteration 828, loss = 1.85724323 Validation score: -246.608582 Iteration 829, loss = 1.84975001 Validation score: -245.618550 Iteration 830, loss = 1.84229314 Validation score: -244.634012 Iteration 831, loss = 1.83487219 Validation score: -243.654875 Iteration 832, loss = 1.82748674 Validation score: -242.681048 Iteration 833, loss = 1.82013640 Validation score: -241.712444 Iteration 834, loss = 1.81282078 Validation score: -240.748980 Iteration 835, loss = 1.80553949 Validation score: -239.790577 Iteration 836, loss = 1.79829219 Validation score: -238.837156 Iteration 837, loss = 1.79107851 Validation score: -237.888643 Iteration 838, loss = 1.78389811 Validation score: -236.944967 Iteration 839, loss = 1.77675065 Validation score: -236.006059 Iteration 840, loss = 1.76963581 Validation score: -235.071852 Iteration 841, loss = 1.76255327 Validation score: -234.142282 Iteration 842, loss = 1.75550272 Validation score: -233.217286 Iteration 843, loss = 1.74848386 Validation score: -232.296804 Iteration 844, loss = 1.74149639 Validation score: -231.380779 Iteration 845, loss = 1.73454002 Validation score: -230.469154 Iteration 846, loss = 1.72761448 Validation score: -229.561875 Iteration 847, loss = 1.72071949 Validation score: -228.658888 Iteration 848, loss = 1.71385478 Validation score: -227.760142 Iteration 849, loss = 1.70702009 Validation score: -226.865588 Iteration 850, loss = 1.70021515 Validation score: -225.975177 Iteration 851, loss = 1.69343972 Validation score: -225.088862 Iteration 852, loss = 1.68669356 Validation score: -224.206598 Iteration 853, loss = 1.67997641 Validation score: -223.328340 Iteration 854, loss = 1.67328804 Validation score: -222.454045 Iteration 855, loss = 1.66662822 Validation score: -221.583671 Iteration 856, loss = 1.65999672 Validation score: -220.717177 Iteration 857, loss = 1.65339330 Validation score: -219.854523 Iteration 858, loss = 1.64681777 Validation score: -218.995671 Iteration 859, loss = 1.64026988 Validation score: -218.140581 Iteration 860, loss = 1.63374944 Validation score: -217.289218 Iteration 861, loss = 1.62725623 Validation score: -216.441545 Iteration 862, loss = 1.62079004 Validation score: -215.597527 Iteration 863, loss = 1.61435068 Validation score: -214.757128 Iteration 864, loss = 1.60793794 Validation score: -213.920316 Iteration 865, loss = 1.60155162 Validation score: -213.087058 Iteration 866, loss = 1.59519153 Validation score: -212.257320 Iteration 867, loss = 1.58885749 Validation score: -211.431072 Iteration 868, loss = 1.58254930 Validation score: -210.608283 Iteration 869, loss = 1.57626677 Validation score: -209.788922 Iteration 870, loss = 1.57000973 Validation score: -208.972959 Iteration 871, loss = 1.56377799 Validation score: -208.160366 Iteration 872, loss = 1.55757138 Validation score: -207.351114 Iteration 873, loss = 1.55138972 Validation score: -206.545175 Iteration 874, loss = 1.54523284 Validation score: -205.742522 Iteration 875, loss = 1.53910057 Validation score: -204.943127 Iteration 876, loss = 1.53299273 Validation score: -204.146965 Iteration 877, loss = 1.52690917 Validation score: -203.354009 Iteration 878, loss = 1.52084972 Validation score: -202.564233 Iteration 879, loss = 1.51481422 Validation score: -201.777614 Iteration 880, loss = 1.50880250 Validation score: -200.994126 Iteration 881, loss = 1.50281441 Validation score: -200.213745 Iteration 882, loss = 1.49684980 Validation score: -199.436447 Iteration 883, loss = 1.49090850 Validation score: -198.662210 Iteration 884, loss = 1.48499037 Validation score: -197.891009 Iteration 885, loss = 1.47909526 Validation score: -197.122823 Iteration 886, loss = 1.47322302 Validation score: -196.357630 Iteration 887, loss = 1.46737350 Validation score: -195.595406 Iteration 888, loss = 1.46154655 Validation score: -194.836132 Iteration 889, loss = 1.45574204 Validation score: -194.079785 Iteration 890, loss = 1.44995981 Validation score: -193.326346 Iteration 891, loss = 1.44419974 Validation score: -192.575792 Iteration 892, loss = 1.43846167 Validation score: -191.828105 Iteration 893, loss = 1.43274548 Validation score: -191.083263 Iteration 894, loss = 1.42705103 Validation score: -190.341249 Iteration 895, loss = 1.42137818 Validation score: -189.602041 Iteration 896, loss = 1.41572680 Validation score: -188.865621 Iteration 897, loss = 1.41009676 Validation score: -188.131971 Iteration 898, loss = 1.40448793 Validation score: -187.401072 Iteration 899, loss = 1.39890018 Validation score: -186.672905 Iteration 900, loss = 1.39333338 Validation score: -185.947452 Iteration 901, loss = 1.38778741 Validation score: -185.224696 Iteration 902, loss = 1.38226215 Validation score: -184.504619 Iteration 903, loss = 1.37675746 Validation score: -183.787204 Iteration 904, loss = 1.37127323 Validation score: -183.072433 Iteration 905, loss = 1.36580934 Validation score: -182.360290 Iteration 906, loss = 1.36036566 Validation score: -181.650759 Iteration 907, loss = 1.35494209 Validation score: -180.943822 Iteration 908, loss = 1.34953849 Validation score: -180.239464 Iteration 909, loss = 1.34415476 Validation score: -179.537669 Iteration 910, loss = 1.33879078 Validation score: -178.838420 Iteration 911, loss = 1.33344644 Validation score: -178.141703 Iteration 912, loss = 1.32812163 Validation score: -177.447502 Iteration 913, loss = 1.32281622 Validation score: -176.755801 Iteration 914, loss = 1.31753012 Validation score: -176.066585 Iteration 915, loss = 1.31226321 Validation score: -175.379841 Iteration 916, loss = 1.30701539 Validation score: -174.695552 Iteration 917, loss = 1.30178655 Validation score: -174.013705 Iteration 918, loss = 1.29657658 Validation score: -173.334285 Iteration 919, loss = 1.29138538 Validation score: -172.657278 Iteration 920, loss = 1.28621284 Validation score: -171.982671 Iteration 921, loss = 1.28105886 Validation score: -171.310449 Iteration 922, loss = 1.27592334 Validation score: -170.640598 Iteration 923, loss = 1.27080618 Validation score: -169.973106 Iteration 924, loss = 1.26570727 Validation score: -169.307958 Iteration 925, loss = 1.26062653 Validation score: -168.645142 Iteration 926, loss = 1.25556384 Validation score: -167.984645 Iteration 927, loss = 1.25051912 Validation score: -167.326454 Iteration 928, loss = 1.24549226 Validation score: -166.670555 Iteration 929, loss = 1.24048317 Validation score: -166.016937 Iteration 930, loss = 1.23549177 Validation score: -165.365586 Iteration 931, loss = 1.23051794 Validation score: -164.716492 Iteration 932, loss = 1.22556161 Validation score: -164.069640 Iteration 933, loss = 1.22062267 Validation score: -163.425020 Iteration 934, loss = 1.21570105 Validation score: -162.782620 Iteration 935, loss = 1.21079664 Validation score: -162.142427 Iteration 936, loss = 1.20590936 Validation score: -161.504430 Iteration 937, loss = 1.20103912 Validation score: -160.868617 Iteration 938, loss = 1.19618583 Validation score: -160.234977 Iteration 939, loss = 1.19134941 Validation score: -159.603500 Iteration 940, loss = 1.18652977 Validation score: -158.974172 Iteration 941, loss = 1.18172683 Validation score: -158.346985 Iteration 942, loss = 1.17694049 Validation score: -157.721926 Iteration 943, loss = 1.17217069 Validation score: -157.098984 Iteration 944, loss = 1.16741732 Validation score: -156.478150 Iteration 945, loss = 1.16268033 Validation score: -155.859412 Iteration 946, loss = 1.15795961 Validation score: -155.242760 Iteration 947, loss = 1.15325509 Validation score: -154.628184 Iteration 948, loss = 1.14856670 Validation score: -154.015673 Iteration 949, loss = 1.14389435 Validation score: -153.405218 Iteration 950, loss = 1.13923796 Validation score: -152.796807 Iteration 951, loss = 1.13459746 Validation score: -152.190432 Iteration 952, loss = 1.12997278 Validation score: -151.586083 Iteration 953, loss = 1.12536382 Validation score: -150.983749 Iteration 954, loss = 1.12077053 Validation score: -150.383421 Iteration 955, loss = 1.11619282 Validation score: -149.785090 Iteration 956, loss = 1.11163063 Validation score: -149.188746 Iteration 957, loss = 1.10708387 Validation score: -148.594379 Iteration 958, loss = 1.10255248 Validation score: -148.001981 Iteration 959, loss = 1.09803638 Validation score: -147.411543 Iteration 960, loss = 1.09353550 Validation score: -146.823055 Iteration 961, loss = 1.08904978 Validation score: -146.236508 Iteration 962, loss = 1.08457914 Validation score: -145.651894 Iteration 963, loss = 1.08012352 Validation score: -145.069203 Iteration 964, loss = 1.07568284 Validation score: -144.488428 Iteration 965, loss = 1.07125704 Validation score: -143.909559 Iteration 966, loss = 1.06684605 Validation score: -143.332588 Iteration 967, loss = 1.06244981 Validation score: -142.757507 Iteration 968, loss = 1.05806825 Validation score: -142.184307 Iteration 969, loss = 1.05370130 Validation score: -141.612980 Iteration 970, loss = 1.04934890 Validation score: -141.043517 Iteration 971, loss = 1.04501099 Validation score: -140.475912 Iteration 972, loss = 1.04068750 Validation score: -139.910155 Iteration 973, loss = 1.03637837 Validation score: -139.346240 Iteration 974, loss = 1.03208354 Validation score: -138.784157 Iteration 975, loss = 1.02780295 Validation score: -138.223900 Iteration 976, loss = 1.02353653 Validation score: -137.665460 Iteration 977, loss = 1.01928424 Validation score: -137.108830 Iteration 978, loss = 1.01504599 Validation score: -136.554003 Iteration 979, loss = 1.01082175 Validation score: -136.000971 Iteration 980, loss = 1.00661145 Validation score: -135.449727 Iteration 981, loss = 1.00241503 Validation score: -134.900263 Iteration 982, loss = 0.99823243 Validation score: -134.352573 Iteration 983, loss = 0.99406361 Validation score: -133.806649 Iteration 984, loss = 0.98990849 Validation score: -133.262484 Iteration 985, loss = 0.98576704 Validation score: -132.720071 Iteration 986, loss = 0.98163919 Validation score: -132.179403 Iteration 987, loss = 0.97752488 Validation score: -131.640474 Iteration 988, loss = 0.97342407 Validation score: -131.103277 Iteration 989, loss = 0.96933671 Validation score: -130.567804 Iteration 990, loss = 0.96526273 Validation score: -130.034050 Iteration 991, loss = 0.96120209 Validation score: -129.502008 Iteration 992, loss = 0.95715474 Validation score: -128.971671 Iteration 993, loss = 0.95312062 Validation score: -128.443034 Iteration 994, loss = 0.94909968 Validation score: -127.916088 Iteration 995, loss = 0.94509188 Validation score: -127.390830 Iteration 996, loss = 0.94109717 Validation score: -126.867251 Iteration 997, loss = 0.93711549 Validation score: -126.345346 Iteration 998, loss = 0.93314681 Validation score: -125.825110 Iteration 999, loss = 0.92919106 Validation score: -125.306535 Iteration 1000, loss = 0.92524821 Validation score: -124.789616 Iteration 1, loss = 12.56920384 Validation score: -220.696652 Iteration 2, loss = 12.53323069 Validation score: -220.063008 Iteration 3, loss = 12.49734657 Validation score: -219.427108 Iteration 4, loss = 12.46152384 Validation score: -218.788498 Iteration 5, loss = 12.42576123 Validation score: -218.146246 Iteration 6, loss = 12.39005906 Validation score: -217.500284 Iteration 7, loss = 12.35441797 Validation score: -216.851321 Iteration 8, loss = 12.31883897 Validation score: -216.200127 Iteration 9, loss = 12.28332329 Validation score: -215.547268 Iteration 10, loss = 12.24787223 Validation score: -214.893124 Iteration 11, loss = 12.21248703 Validation score: -214.237951 Iteration 12, loss = 12.17716889 Validation score: -213.581931 Iteration 13, loss = 12.14191892 Validation score: -212.925196 Iteration 14, loss = 12.10673813 Validation score: -212.267849 Iteration 15, loss = 12.07162745 Validation score: -211.609973 Iteration 16, loss = 12.03658770 Validation score: -210.951636 Iteration 17, loss = 12.00161959 Validation score: -210.292896 Iteration 18, loss = 11.96672374 Validation score: -209.633806 Iteration 19, loss = 11.93190065 Validation score: -208.974412 Iteration 20, loss = 11.89715071 Validation score: -208.314761 Iteration 21, loss = 11.86247421 Validation score: -207.654894 Iteration 22, loss = 11.82787132 Validation score: -206.994856 Iteration 23, loss = 11.79334210 Validation score: -206.334691 Iteration 24, loss = 11.75888655 Validation score: -205.674445 Iteration 25, loss = 11.72450452 Validation score: -205.014168 Iteration 26, loss = 11.69019581 Validation score: -204.353912 Iteration 27, loss = 11.65596010 Validation score: -203.693733 Iteration 28, loss = 11.62179702 Validation score: -203.033689 Iteration 29, loss = 11.58770611 Validation score: -202.373841 Iteration 30, loss = 11.55368684 Validation score: -201.714254 Iteration 31, loss = 11.51973861 Validation score: -201.054992 Iteration 32, loss = 11.48586075 Validation score: -200.396121 Iteration 33, loss = 11.45205253 Validation score: -199.737707 Iteration 34, loss = 11.41831314 Validation score: -199.079815 Iteration 35, loss = 11.38464171 Validation score: -198.422509 Iteration 36, loss = 11.35103730 Validation score: -197.765849 Iteration 37, loss = 11.31749890 Validation score: -197.109896 Iteration 38, loss = 11.28402541 Validation score: -196.454705 Iteration 39, loss = 11.25061567 Validation score: -195.800329 Iteration 40, loss = 11.21726841 Validation score: -195.146817 Iteration 41, loss = 11.18398232 Validation score: -194.494215 Iteration 42, loss = 11.15075597 Validation score: -193.842565 Iteration 43, loss = 11.11758789 Validation score: -193.191903 Iteration 44, loss = 11.08447647 Validation score: -192.542263 Iteration 45, loss = 11.05142008 Validation score: -191.893672 Iteration 46, loss = 11.01841696 Validation score: -191.246156 Iteration 47, loss = 10.98546530 Validation score: -190.599731 Iteration 48, loss = 10.95256319 Validation score: -189.954411 Iteration 49, loss = 10.91970867 Validation score: -189.310205 Iteration 50, loss = 10.88689970 Validation score: -188.667113 Iteration 51, loss = 10.85413415 Validation score: -188.025133 Iteration 52, loss = 10.82140985 Validation score: -187.384255 Iteration 53, loss = 10.78872455 Validation score: 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score: -176.621837 Iteration 70, loss = 10.23662052 Validation score: -175.993145 Iteration 71, loss = 10.20419832 Validation score: -175.364475 Iteration 72, loss = 10.17176396 Validation score: -174.735748 Iteration 73, loss = 10.13931440 Validation score: -174.106887 Iteration 74, loss = 10.10684657 Validation score: -173.477817 Iteration 75, loss = 10.07435739 Validation score: -172.848464 Iteration 76, loss = 10.04184373 Validation score: -172.218757 Iteration 77, loss = 10.00930244 Validation score: -171.588627 Iteration 78, loss = 9.97673035 Validation score: -170.958009 Iteration 79, loss = 9.94412425 Validation score: -170.326839 Iteration 80, loss = 9.91148093 Validation score: -169.695057 Iteration 81, loss = 9.87879713 Validation score: -169.062608 Iteration 82, loss = 9.84606960 Validation score: -168.429438 Iteration 83, loss = 9.81329504 Validation score: -167.795497 Iteration 84, loss = 9.78047016 Validation score: -167.160741 Iteration 85, loss = 9.74759164 Validation score: -166.525125 Iteration 86, loss = 9.71465617 Validation score: -165.888613 Iteration 87, loss = 9.68166040 Validation score: -165.251170 Iteration 88, loss = 9.64860101 Validation score: -164.612763 Iteration 89, loss = 9.61547465 Validation score: -163.973367 Iteration 90, loss = 9.58227800 Validation score: -163.332955 Iteration 91, loss = 9.54900771 Validation score: -162.691509 Iteration 92, loss = 9.51566047 Validation score: -162.049009 Iteration 93, loss = 9.48223298 Validation score: -161.405443 Iteration 94, loss = 9.44872194 Validation score: -160.760799 Iteration 95, loss = 9.41512409 Validation score: -160.115069 Iteration 96, loss = 9.38143621 Validation score: -159.468248 Iteration 97, loss = 9.34765507 Validation score: -158.820332 Iteration 98, loss = 9.31377754 Validation score: -158.171321 Iteration 99, loss = 9.27980048 Validation score: -157.521218 Iteration 100, loss = 9.24572083 Validation score: -156.870026 Iteration 101, loss = 9.21153559 Validation score: -156.217752 Iteration 102, loss = 9.17724180 Validation score: -155.564403 Iteration 103, loss = 9.14283659 Validation score: -154.909989 Iteration 104, loss = 9.10831715 Validation score: -154.254522 Iteration 105, loss = 9.07368075 Validation score: -153.598012 Iteration 106, loss = 9.03892477 Validation score: -152.940474 Iteration 107, loss = 9.00404665 Validation score: -152.281923 Iteration 108, loss = 8.96904396 Validation score: -151.622373 Iteration 109, loss = 8.93391435 Validation score: -150.961841 Iteration 110, loss = 8.89865560 Validation score: -150.300344 Iteration 111, loss = 8.86326559 Validation score: -149.637898 Iteration 112, loss = 8.82774233 Validation score: -148.974522 Iteration 113, loss = 8.79208397 Validation score: -148.310233 Iteration 114, loss = 8.75628878 Validation score: -147.645050 Iteration 115, loss = 8.72035517 Validation score: -146.978992 Iteration 116, loss = 8.68428171 Validation score: -146.312077 Iteration 117, loss = 8.64806710 Validation score: -145.644325 Iteration 118, loss = 8.61171020 Validation score: -144.975754 Iteration 119, loss = 8.57521005 Validation score: -144.306386 Iteration 120, loss = 8.53856584 Validation score: -143.636239 Iteration 121, loss = 8.50177692 Validation score: -142.965334 Iteration 122, loss = 8.46484285 Validation score: -142.293692 Iteration 123, loss = 8.42776334 Validation score: -141.621333 Iteration 124, loss = 8.39053829 Validation score: -140.948281 Iteration 125, loss = 8.35316780 Validation score: -140.274557 Iteration 126, loss = 8.31565216 Validation score: -139.600186 Iteration 127, loss = 8.27799186 Validation score: -138.925192 Iteration 128, loss = 8.24018759 Validation score: -138.249601 Iteration 129, loss = 8.20224024 Validation score: -137.573441 Iteration 130, loss = 8.16415092 Validation score: -136.896741 Iteration 131, loss = 8.12592095 Validation score: -136.219532 Iteration 132, loss = 8.08755188 Validation score: -135.541847 Iteration 133, loss = 8.04904547 Validation score: -134.863720 Iteration 134, loss = 8.01040370 Validation score: -134.185191 Iteration 135, loss = 7.97162880 Validation score: -133.506298 Iteration 136, loss = 7.93272320 Validation score: -132.827084 Iteration 137, loss = 7.89368960 Validation score: -132.147596 Iteration 138, loss = 7.85453091 Validation score: -131.467882 Iteration 139, loss = 7.81525030 Validation score: -130.787993 Iteration 140, loss = 7.77585116 Validation score: -130.107983 Iteration 141, loss = 7.73633713 Validation score: -129.427910 Iteration 142, loss = 7.69671211 Validation score: -128.747834 Iteration 143, loss = 7.65698023 Validation score: -128.067818 Iteration 144, loss = 7.61714587 Validation score: -127.387928 Iteration 145, loss = 7.57721363 Validation score: -126.708230 Iteration 146, loss = 7.53718838 Validation score: -126.028796 Iteration 147, loss = 7.49707522 Validation score: -125.349696 Iteration 148, loss = 7.45687946 Validation score: -124.671005 Iteration 149, loss = 7.41660667 Validation score: -123.992796 Iteration 150, loss = 7.37626261 Validation score: -123.315146 Iteration 151, loss = 7.33585328 Validation score: -122.638131 Iteration 152, loss = 7.29538486 Validation score: -121.961828 Iteration 153, loss = 7.25486373 Validation score: -121.286312 Iteration 154, loss = 7.21429644 Validation score: -120.611661 Iteration 155, loss = 7.17368973 Validation score: -119.937950 Iteration 156, loss = 7.13305047 Validation score: -119.265255 Iteration 157, loss = 7.09238568 Validation score: -118.593650 Iteration 158, loss = 7.05170250 Validation score: -117.923207 Iteration 159, loss = 7.01100818 Validation score: -117.254000 Iteration 160, loss = 6.97031004 Validation score: -116.586097 Iteration 161, loss = 6.92961549 Validation score: -115.919570 Iteration 162, loss = 6.88893199 Validation score: -115.254484 Iteration 163, loss = 6.84826704 Validation score: -114.590907 Iteration 164, loss = 6.80762815 Validation score: -113.928902 Iteration 165, loss = 6.76702283 Validation score: -113.268533 Iteration 166, loss = 6.72645859 Validation score: -112.609860 Iteration 167, loss = 6.68594290 Validation score: -111.952945 Iteration 168, loss = 6.64548316 Validation score: -111.297845 Iteration 169, loss = 6.60508675 Validation score: -110.644617 Iteration 170, loss = 6.56476092 Validation score: -109.993318 Iteration 171, loss = 6.52451287 Validation score: -109.344001 Iteration 172, loss = 6.48434966 Validation score: -108.696721 Iteration 173, loss = 6.44427826 Validation score: -108.051529 Iteration 174, loss = 6.40430549 Validation score: -107.408476 Iteration 175, loss = 6.36443802 Validation score: -106.767612 Iteration 176, loss = 6.32468240 Validation score: -106.128987 Iteration 177, loss = 6.28504500 Validation score: -105.492648 Iteration 178, loss = 6.24553201 Validation score: -104.858643 Iteration 179, loss = 6.20614948 Validation score: -104.227019 Iteration 180, loss = 6.16690326 Validation score: -103.597821 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Iteration 197, loss = 5.52532097 Validation score: -93.312893 Iteration 198, loss = 5.48931176 Validation score: -92.734213 Iteration 199, loss = 5.45351398 Validation score: -92.158657 Iteration 200, loss = 5.41792979 Validation score: -91.586252 Iteration 201, loss = 5.38256116 Validation score: -91.017022 Iteration 202, loss = 5.34740990 Validation score: -90.450989 Iteration 203, loss = 5.31247769 Validation score: -89.888174 Iteration 204, loss = 5.27776602 Validation score: -89.328597 Iteration 205, loss = 5.24327625 Validation score: -88.772275 Iteration 206, loss = 5.20900958 Validation score: -88.219225 Iteration 207, loss = 5.17496708 Validation score: -87.669461 Iteration 208, loss = 5.14114966 Validation score: -87.122995 Iteration 209, loss = 5.10755808 Validation score: -86.579840 Iteration 210, loss = 5.07419299 Validation score: -86.040004 Iteration 211, loss = 5.04105488 Validation score: -85.503494 Iteration 212, loss = 5.00814411 Validation score: -84.970318 Iteration 213, loss = 4.97546091 Validation score: -84.440478 Iteration 214, loss = 4.94300539 Validation score: -83.913979 Iteration 215, loss = 4.91077751 Validation score: -83.390819 Iteration 216, loss = 4.87877714 Validation score: -82.870999 Iteration 217, loss = 4.84700399 Validation score: -82.354516 Iteration 218, loss = 4.81545769 Validation score: -81.841366 Iteration 219, loss = 4.78413772 Validation score: -81.331543 Iteration 220, loss = 4.75304348 Validation score: -80.825039 Iteration 221, loss = 4.72217424 Validation score: -80.321846 Iteration 222, loss = 4.69152916 Validation score: -79.821953 Iteration 223, loss = 4.66110731 Validation score: -79.325349 Iteration 224, loss = 4.63090766 Validation score: -78.832020 Iteration 225, loss = 4.60092907 Validation score: -78.341951 Iteration 226, loss = 4.57117032 Validation score: -77.855126 Iteration 227, loss = 4.54163009 Validation score: -77.371529 Iteration 228, loss = 4.51230699 Validation score: -76.891139 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Iteration 245, loss = 4.04533541 Validation score: -69.192337 Iteration 246, loss = 4.01960496 Validation score: -68.765392 Iteration 247, loss = 3.99405352 Validation score: -68.341131 Iteration 248, loss = 3.96867875 Validation score: -67.919521 Iteration 249, loss = 3.94347825 Validation score: -67.500529 Iteration 250, loss = 3.91844965 Validation score: -67.084120 Iteration 251, loss = 3.89359055 Validation score: -66.670261 Iteration 252, loss = 3.86889856 Validation score: -66.258919 Iteration 253, loss = 3.84437126 Validation score: -65.850059 Iteration 254, loss = 3.82000625 Validation score: -65.443647 Iteration 255, loss = 3.79580115 Validation score: -65.039650 Iteration 256, loss = 3.77175356 Validation score: -64.638033 Iteration 257, loss = 3.74786110 Validation score: -64.238764 Iteration 258, loss = 3.72412139 Validation score: -63.841807 Iteration 259, loss = 3.70053208 Validation score: -63.447131 Iteration 260, loss = 3.67709082 Validation score: -63.054700 Iteration 261, loss = 3.65379528 Validation score: -62.664484 Iteration 262, loss = 3.63064316 Validation score: -62.276448 Iteration 263, loss = 3.60763217 Validation score: -61.890560 Iteration 264, loss = 3.58476005 Validation score: -61.506789 Iteration 265, loss = 3.56202458 Validation score: -61.125102 Iteration 266, loss = 3.53942353 Validation score: -60.745469 Iteration 267, loss = 3.51695474 Validation score: -60.367858 Iteration 268, loss = 3.49461606 Validation score: -59.992239 Iteration 269, loss = 3.47240538 Validation score: -59.618583 Iteration 270, loss = 3.45032063 Validation score: -59.246859 Iteration 271, loss = 3.42835977 Validation score: -58.877040 Iteration 272, loss = 3.40652080 Validation score: -58.509098 Iteration 273, loss = 3.38480177 Validation score: -58.143004 Iteration 274, loss = 3.36320077 Validation score: -57.778733 Iteration 275, loss = 3.34171593 Validation score: -57.416257 Iteration 276, loss = 3.32034542 Validation score: -57.055553 Iteration 277, loss = 3.29908747 Validation score: -56.696594 Iteration 278, loss = 3.27794036 Validation score: -56.339358 Iteration 279, loss = 3.25690240 Validation score: -55.983820 Iteration 280, loss = 3.23597199 Validation score: -55.629960 Iteration 281, loss = 3.21514754 Validation score: -55.277755 Iteration 282, loss = 3.19442754 Validation score: -54.927185 Iteration 283, loss = 3.17381052 Validation score: -54.578230 Iteration 284, loss = 3.15329508 Validation score: -54.230872 Iteration 285, loss = 3.13287988 Validation score: -53.885092 Iteration 286, loss = 3.11256361 Validation score: -53.540873 Iteration 287, loss = 3.09234504 Validation score: -53.198199 Iteration 288, loss = 3.07222300 Validation score: -52.857055 Iteration 289, loss = 3.05219637 Validation score: -52.517427 Iteration 290, loss = 3.03226409 Validation score: -52.179300 Iteration 291, loss = 3.01242517 Validation score: -51.842664 Iteration 292, loss = 2.99267865 Validation score: -51.507505 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Iteration 357, loss = 1.89732643 Validation score: -32.843926 Iteration 358, loss = 1.88345759 Validation score: -32.607045 Iteration 359, loss = 1.86968101 Validation score: -32.371720 Iteration 360, loss = 1.85599652 Validation score: -32.137948 Iteration 361, loss = 1.84240393 Validation score: -31.905724 Iteration 362, loss = 1.82890304 Validation score: -31.675046 Iteration 363, loss = 1.81549362 Validation score: -31.445909 Iteration 364, loss = 1.80217545 Validation score: -31.218309 Iteration 365, loss = 1.78894827 Validation score: -30.992242 Iteration 366, loss = 1.77581181 Validation score: -30.767702 Iteration 367, loss = 1.76276578 Validation score: -30.544686 Iteration 368, loss = 1.74980989 Validation score: -30.323187 Iteration 369, loss = 1.73694384 Validation score: -30.103201 Iteration 370, loss = 1.72416729 Validation score: -29.884721 Iteration 371, loss = 1.71147990 Validation score: -29.667742 Iteration 372, loss = 1.69888134 Validation score: -29.452259 Iteration 373, loss = 1.68637123 Validation score: -29.238263 Iteration 374, loss = 1.67394921 Validation score: -29.025750 Iteration 375, loss = 1.66161488 Validation score: -28.814713 Iteration 376, loss = 1.64936786 Validation score: -28.605144 Iteration 377, loss = 1.63720775 Validation score: -28.397037 Iteration 378, loss = 1.62513413 Validation score: -28.190386 Iteration 379, loss = 1.61314657 Validation score: -27.985182 Iteration 380, loss = 1.60124465 Validation score: -27.781419 Iteration 381, loss = 1.58942793 Validation score: -27.579089 Iteration 382, loss = 1.57769597 Validation score: -27.378184 Iteration 383, loss = 1.56604830 Validation score: -27.178697 Iteration 384, loss = 1.55448448 Validation score: -26.980620 Iteration 385, loss = 1.54300404 Validation score: -26.783946 Iteration 386, loss = 1.53160650 Validation score: -26.588666 Iteration 387, loss = 1.52029140 Validation score: -26.394772 Iteration 388, loss = 1.50905824 Validation score: -26.202257 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Iteration 485, loss = 0.73282094 Validation score: -12.810888 Iteration 486, loss = 0.72734915 Validation score: -12.715652 Iteration 487, loss = 0.72191709 Validation score: -12.621092 Iteration 488, loss = 0.71652445 Validation score: -12.527202 Iteration 489, loss = 0.71117095 Validation score: -12.433977 Iteration 490, loss = 0.70585631 Validation score: -12.341414 Iteration 491, loss = 0.70058023 Validation score: -12.249506 Iteration 492, loss = 0.69534245 Validation score: -12.158250 Iteration 493, loss = 0.69014268 Validation score: -12.067640 Iteration 494, loss = 0.68498064 Validation score: -11.977673 Iteration 495, loss = 0.67985607 Validation score: -11.888343 Iteration 496, loss = 0.67476868 Validation score: -11.799646 Iteration 497, loss = 0.66971821 Validation score: -11.711577 Iteration 498, loss = 0.66470440 Validation score: -11.624133 Iteration 499, loss = 0.65972697 Validation score: -11.537308 Iteration 500, loss = 0.65478566 Validation score: -11.451098 Iteration 501, loss = 0.64988021 Validation score: -11.365498 Iteration 502, loss = 0.64501037 Validation score: -11.280505 Iteration 503, loss = 0.64017588 Validation score: -11.196115 Iteration 504, loss = 0.63537648 Validation score: -11.112322 Iteration 505, loss = 0.63061192 Validation score: -11.029123 Iteration 506, loss = 0.62588195 Validation score: -10.946513 Iteration 507, loss = 0.62118633 Validation score: -10.864488 Iteration 508, loss = 0.61652480 Validation score: -10.783045 Iteration 509, loss = 0.61189712 Validation score: -10.702179 Iteration 510, loss = 0.60730305 Validation score: -10.621885 Iteration 511, loss = 0.60274235 Validation score: -10.542161 Iteration 512, loss = 0.59821478 Validation score: -10.463002 Iteration 513, loss = 0.59372010 Validation score: -10.384403 Iteration 514, loss = 0.58925808 Validation score: -10.306362 Iteration 515, loss = 0.58482850 Validation score: -10.228874 Iteration 516, loss = 0.58043110 Validation score: -10.151935 Iteration 517, loss = 0.57606568 Validation score: -10.075542 Iteration 518, loss = 0.57173199 Validation score: -9.999691 Iteration 519, loss = 0.56742983 Validation score: -9.924377 Iteration 520, loss = 0.56315895 Validation score: -9.849597 Iteration 521, loss = 0.55891914 Validation score: -9.775348 Iteration 522, loss = 0.55471018 Validation score: -9.701626 Iteration 523, loss = 0.55053186 Validation score: -9.628426 Iteration 524, loss = 0.54638395 Validation score: -9.555746 Iteration 525, loss = 0.54226624 Validation score: -9.483582 Iteration 526, loss = 0.53817851 Validation score: -9.411930 Iteration 527, loss = 0.53412056 Validation score: -9.340787 Iteration 528, loss = 0.53009218 Validation score: -9.270149 Iteration 529, loss = 0.52609316 Validation score: -9.200013 Iteration 530, loss = 0.52212329 Validation score: -9.130374 Iteration 531, loss = 0.51818236 Validation score: -9.061231 Iteration 532, loss = 0.51427018 Validation score: -8.992579 Iteration 533, loss = 0.51038653 Validation score: -8.924415 Iteration 534, loss = 0.50653123 Validation score: -8.856735 Iteration 535, loss = 0.50270407 Validation score: -8.789537 Iteration 536, loss = 0.49890486 Validation score: -8.722816 Iteration 537, loss = 0.49513339 Validation score: -8.656570 Iteration 538, loss = 0.49138948 Validation score: -8.590796 Iteration 539, loss = 0.48767293 Validation score: -8.525489 Iteration 540, loss = 0.48398356 Validation score: -8.460648 Iteration 541, loss = 0.48032116 Validation score: -8.396268 Iteration 542, loss = 0.47668556 Validation score: -8.332347 Iteration 543, loss = 0.47307656 Validation score: -8.268881 Iteration 544, loss = 0.46949398 Validation score: -8.205868 Iteration 545, loss = 0.46593764 Validation score: -8.143303 Iteration 546, loss = 0.46240735 Validation score: -8.081185 Iteration 547, loss = 0.45890294 Validation score: -8.019510 Iteration 548, loss = 0.45542421 Validation score: -7.958274 Iteration 549, loss = 0.45197100 Validation score: -7.897476 Iteration 550, loss = 0.44854313 Validation score: -7.837112 Iteration 551, loss = 0.44514042 Validation score: -7.777179 Iteration 552, loss = 0.44176269 Validation score: -7.717674 Iteration 553, loss = 0.43840977 Validation score: -7.658594 Iteration 554, loss = 0.43508149 Validation score: -7.599936 Iteration 555, loss = 0.43177768 Validation score: -7.541698 Iteration 556, loss = 0.42849817 Validation score: -7.483876 Iteration 557, loss = 0.42524279 Validation score: -7.426468 Iteration 558, loss = 0.42201138 Validation score: -7.369471 Iteration 559, loss = 0.41880376 Validation score: -7.312883 Iteration 560, loss = 0.41561977 Validation score: -7.256699 Iteration 561, loss = 0.41245925 Validation score: -7.200918 Iteration 562, loss = 0.40932204 Validation score: -7.145537 Iteration 563, loss = 0.40620797 Validation score: -7.090553 Iteration 564, loss = 0.40311689 Validation score: -7.035963 Iteration 565, loss = 0.40004864 Validation score: -6.981765 Iteration 566, loss = 0.39700305 Validation score: -6.927956 Iteration 567, loss = 0.39397998 Validation score: -6.874534 Iteration 568, loss = 0.39097926 Validation score: -6.821495 Iteration 569, loss = 0.38800075 Validation score: -6.768837 Iteration 570, loss = 0.38504428 Validation score: -6.716558 Iteration 571, loss = 0.38210971 Validation score: -6.664656 Iteration 572, loss = 0.37919689 Validation score: -6.613126 Iteration 573, loss = 0.37630566 Validation score: -6.561968 Iteration 574, loss = 0.37343588 Validation score: -6.511178 Iteration 575, loss = 0.37058739 Validation score: -6.460754 Iteration 576, loss = 0.36776006 Validation score: -6.410694 Iteration 577, loss = 0.36495373 Validation score: -6.360994 Iteration 578, loss = 0.36216827 Validation score: -6.311653 Iteration 579, loss = 0.35940352 Validation score: -6.262668 Iteration 580, loss = 0.35665935 Validation score: -6.214037 Iteration 581, loss = 0.35393561 Validation score: -6.165758 Iteration 582, loss = 0.35123216 Validation score: -6.117827 Iteration 583, loss = 0.34854886 Validation score: -6.070243 Iteration 584, loss = 0.34588558 Validation score: -6.023003 Iteration 585, loss = 0.34324217 Validation score: -5.976105 Iteration 586, loss = 0.34061850 Validation score: -5.929546 Iteration 587, loss = 0.33801443 Validation score: -5.883325 Iteration 588, loss = 0.33542983 Validation score: -5.837439 Iteration 589, loss = 0.33286456 Validation score: -5.791886 Iteration 590, loss = 0.33031849 Validation score: -5.746663 Iteration 591, loss = 0.32779149 Validation score: -5.701768 Iteration 592, loss = 0.32528343 Validation score: -5.657200 Iteration 593, loss = 0.32279417 Validation score: -5.612955 Iteration 594, loss = 0.32032359 Validation score: -5.569032 Iteration 595, loss = 0.31787155 Validation score: -5.525428 Iteration 596, loss = 0.31543794 Validation score: -5.482142 Iteration 597, loss = 0.31302261 Validation score: -5.439171 Iteration 598, loss = 0.31062546 Validation score: -5.396513 Iteration 599, loss = 0.30824634 Validation score: -5.354165 Iteration 600, loss = 0.30588514 Validation score: -5.312127 Iteration 601, loss = 0.30354174 Validation score: -5.270395 Iteration 602, loss = 0.30121601 Validation score: -5.228968 Iteration 603, loss = 0.29890782 Validation score: -5.187844 Iteration 604, loss = 0.29661706 Validation score: -5.147020 Iteration 605, loss = 0.29434361 Validation score: -5.106495 Iteration 606, loss = 0.29208735 Validation score: -5.066266 Iteration 607, loss = 0.28984816 Validation score: -5.026331 Iteration 608, loss = 0.28762592 Validation score: -4.986689 Iteration 609, loss = 0.28542051 Validation score: -4.947338 Iteration 610, loss = 0.28323182 Validation score: -4.908275 Iteration 611, loss = 0.28105974 Validation score: -4.869498 Iteration 612, loss = 0.27890414 Validation score: -4.831006 Iteration 613, loss = 0.27676492 Validation score: -4.792797 Iteration 614, loss = 0.27464196 Validation score: -4.754869 Iteration 615, loss = 0.27253515 Validation score: -4.717219 Iteration 616, loss = 0.27044437 Validation score: -4.679847 Iteration 617, loss = 0.26836952 Validation score: -4.642750 Iteration 618, loss = 0.26631049 Validation score: -4.605925 Iteration 619, loss = 0.26426716 Validation score: -4.569373 Iteration 620, loss = 0.26223943 Validation score: -4.533090 Iteration 621, loss = 0.26022719 Validation score: -4.497074 Iteration 622, loss = 0.25823033 Validation score: -4.461324 Iteration 623, loss = 0.25624875 Validation score: -4.425839 Iteration 624, loss = 0.25428234 Validation score: -4.390616 Iteration 625, loss = 0.25233099 Validation score: -4.355653 Iteration 626, loss = 0.25039460 Validation score: -4.320949 Iteration 627, loss = 0.24847307 Validation score: -4.286502 Iteration 628, loss = 0.24656629 Validation score: -4.252310 Iteration 629, loss = 0.24467417 Validation score: -4.218372 Iteration 630, loss = 0.24279659 Validation score: -4.184685 Iteration 631, loss = 0.24093346 Validation score: -4.151249 Iteration 632, loss = 0.23908467 Validation score: -4.118061 Iteration 633, loss = 0.23725013 Validation score: -4.085119 Iteration 634, loss = 0.23542975 Validation score: -4.052422 Iteration 635, loss = 0.23362341 Validation score: -4.019969 Iteration 636, loss = 0.23183102 Validation score: -3.987758 Iteration 637, loss = 0.23005249 Validation score: -3.955786 Iteration 638, loss = 0.22828771 Validation score: -3.924053 Iteration 639, loss = 0.22653660 Validation score: -3.892556 Iteration 640, loss = 0.22479906 Validation score: -3.861295 Iteration 641, loss = 0.22307498 Validation score: -3.830267 Iteration 642, loss = 0.22136429 Validation score: -3.799471 Iteration 643, loss = 0.21966688 Validation score: -3.768905 Iteration 644, loss = 0.21798266 Validation score: -3.738568 Iteration 645, loss = 0.21631154 Validation score: -3.708458 Iteration 646, loss = 0.21465343 Validation score: -3.678574 Iteration 647, loss = 0.21300823 Validation score: -3.648914 Iteration 648, loss = 0.21137586 Validation score: -3.619476 Iteration 649, loss = 0.20975623 Validation score: -3.590259 Iteration 650, loss = 0.20814924 Validation score: -3.561262 Iteration 651, loss = 0.20655481 Validation score: -3.532483 Iteration 652, loss = 0.20497285 Validation score: -3.503920 Iteration 653, loss = 0.20340328 Validation score: -3.475573 Iteration 654, loss = 0.20184600 Validation score: -3.447438 Iteration 655, loss = 0.20030092 Validation score: -3.419516 Iteration 656, loss = 0.19876797 Validation score: -3.391805 Iteration 657, loss = 0.19724706 Validation score: -3.364302 Iteration 658, loss = 0.19573810 Validation score: -3.337007 Iteration 659, loss = 0.19424101 Validation score: -3.309919 Iteration 660, loss = 0.19275571 Validation score: -3.283035 Iteration 661, loss = 0.19128210 Validation score: -3.256355 Iteration 662, loss = 0.18982012 Validation score: -3.229877 Iteration 663, loss = 0.18836967 Validation score: -3.203599 Iteration 664, loss = 0.18693067 Validation score: -3.177521 Iteration 665, loss = 0.18550305 Validation score: -3.151640 Iteration 666, loss = 0.18408673 Validation score: -3.125956 Iteration 667, loss = 0.18268162 Validation score: -3.100467 Iteration 668, loss = 0.18128764 Validation score: -3.075172 Iteration 669, loss = 0.17990471 Validation score: -3.050070 Iteration 670, loss = 0.17853277 Validation score: -3.025158 Iteration 671, loss = 0.17717172 Validation score: -3.000436 Iteration 672, loss = 0.17582149 Validation score: -2.975903 Iteration 673, loss = 0.17448201 Validation score: -2.951557 Iteration 674, loss = 0.17315319 Validation score: -2.927396 Iteration 675, loss = 0.17183497 Validation score: -2.903420 Iteration 676, loss = 0.17052726 Validation score: -2.879628 Iteration 677, loss = 0.16923000 Validation score: -2.856017 Iteration 678, loss = 0.16794310 Validation score: -2.832587 Iteration 679, loss = 0.16666649 Validation score: -2.809337 Iteration 680, loss = 0.16540010 Validation score: -2.786264 Iteration 681, loss = 0.16414386 Validation score: -2.763369 Iteration 682, loss = 0.16289769 Validation score: -2.740650 Iteration 683, loss = 0.16166152 Validation score: -2.718104 Iteration 684, loss = 0.16043529 Validation score: -2.695733 Iteration 685, loss = 0.15921890 Validation score: -2.673533 Iteration 686, loss = 0.15801231 Validation score: -2.651504 Iteration 687, loss = 0.15681544 Validation score: -2.629645 Iteration 688, loss = 0.15562821 Validation score: -2.607954 Iteration 689, loss = 0.15445056 Validation score: -2.586431 Iteration 690, loss = 0.15328241 Validation score: -2.565073 Iteration 691, loss = 0.15212371 Validation score: -2.543881 Iteration 692, loss = 0.15097438 Validation score: -2.522852 Iteration 693, loss = 0.14983436 Validation score: -2.501986 Iteration 694, loss = 0.14870357 Validation score: -2.481281 Iteration 695, loss = 0.14758195 Validation score: -2.460737 Iteration 696, loss = 0.14646944 Validation score: -2.440352 Iteration 697, loss = 0.14536596 Validation score: -2.420125 Iteration 698, loss = 0.14427146 Validation score: -2.400055 Iteration 699, loss = 0.14318586 Validation score: -2.380141 Iteration 700, loss = 0.14210911 Validation score: -2.360382 Iteration 701, loss = 0.14104113 Validation score: -2.340776 Iteration 702, loss = 0.13998187 Validation score: -2.321323 Iteration 703, loss = 0.13893127 Validation score: -2.302021 Iteration 704, loss = 0.13788925 Validation score: -2.282870 Iteration 705, loss = 0.13685575 Validation score: -2.263868 Iteration 706, loss = 0.13583072 Validation score: -2.245015 Iteration 707, loss = 0.13481409 Validation score: -2.226308 Iteration 708, loss = 0.13380580 Validation score: -2.207748 Iteration 709, loss = 0.13280579 Validation score: -2.189333 Iteration 710, loss = 0.13181400 Validation score: -2.171062 Iteration 711, loss = 0.13083037 Validation score: -2.152935 Iteration 712, loss = 0.12985484 Validation score: -2.134949 Iteration 713, loss = 0.12888734 Validation score: -2.117104 Iteration 714, loss = 0.12792783 Validation score: -2.099399 Iteration 715, loss = 0.12697624 Validation score: -2.081834 Iteration 716, loss = 0.12603251 Validation score: -2.064406 Iteration 717, loss = 0.12509658 Validation score: -2.047116 Iteration 718, loss = 0.12416841 Validation score: -2.029961 Iteration 719, loss = 0.12324792 Validation score: -2.012942 Iteration 720, loss = 0.12233507 Validation score: -1.996056 Iteration 721, loss = 0.12142979 Validation score: -1.979304 Iteration 722, loss = 0.12053204 Validation score: -1.962684 Iteration 723, loss = 0.11964175 Validation score: -1.946196 Iteration 724, loss = 0.11875888 Validation score: -1.929837 Iteration 725, loss = 0.11788335 Validation score: -1.913608 Iteration 726, loss = 0.11701513 Validation score: -1.897508 Iteration 727, loss = 0.11615416 Validation score: -1.881535 Iteration 728, loss = 0.11530038 Validation score: -1.865688 Iteration 729, loss = 0.11445373 Validation score: -1.849967 Iteration 730, loss = 0.11361418 Validation score: -1.834371 Iteration 731, loss = 0.11278165 Validation score: -1.818899 Iteration 732, loss = 0.11195611 Validation score: -1.803550 Iteration 733, loss = 0.11113749 Validation score: -1.788323 Iteration 734, loss = 0.11032575 Validation score: -1.773217 Iteration 735, loss = 0.10952084 Validation score: -1.758231 Iteration 736, loss = 0.10872270 Validation score: -1.743365 Iteration 737, loss = 0.10793128 Validation score: -1.728617 Iteration 738, loss = 0.10714654 Validation score: -1.713987 Iteration 739, loss = 0.10636841 Validation score: -1.699474 Iteration 740, loss = 0.10559686 Validation score: -1.685077 Iteration 741, loss = 0.10483184 Validation score: -1.670795 Iteration 742, loss = 0.10407328 Validation score: -1.656627 Iteration 743, loss = 0.10332116 Validation score: -1.642572 Iteration 744, loss = 0.10257541 Validation score: -1.628631 Iteration 745, loss = 0.10183598 Validation score: -1.614801 Iteration 746, loss = 0.10110284 Validation score: -1.601082 Iteration 747, loss = 0.10037593 Validation score: -1.587473 Iteration 748, loss = 0.09965521 Validation score: -1.573974 Iteration 749, loss = 0.09894062 Validation score: -1.560583 Iteration 750, loss = 0.09823213 Validation score: -1.547300 Iteration 751, loss = 0.09752969 Validation score: -1.534123 Iteration 752, loss = 0.09683324 Validation score: -1.521054 Iteration 753, loss = 0.09614275 Validation score: -1.508089 Iteration 754, loss = 0.09545816 Validation score: -1.495229 Iteration 755, loss = 0.09477944 Validation score: -1.482473 Iteration 756, loss = 0.09410654 Validation score: -1.469820 Iteration 757, loss = 0.09343942 Validation score: -1.457269 Iteration 758, loss = 0.09277802 Validation score: -1.444820 Iteration 759, loss = 0.09212231 Validation score: -1.432471 Iteration 760, loss = 0.09147224 Validation score: -1.420223 Iteration 761, loss = 0.09082778 Validation score: -1.408074 Iteration 762, loss = 0.09018886 Validation score: -1.396023 Iteration 763, loss = 0.08955547 Validation score: -1.384071 Iteration 764, loss = 0.08892754 Validation score: -1.372215 Iteration 765, loss = 0.08830504 Validation score: -1.360456 Iteration 766, loss = 0.08768793 Validation score: -1.348792 Iteration 767, loss = 0.08707617 Validation score: -1.337224 Iteration 768, loss = 0.08646970 Validation score: -1.325750 Iteration 769, loss = 0.08586851 Validation score: -1.314369 Iteration 770, loss = 0.08527253 Validation score: -1.303081 Iteration 771, loss = 0.08468174 Validation score: -1.291885 Iteration 772, loss = 0.08409609 Validation score: -1.280781 Iteration 773, loss = 0.08351553 Validation score: -1.269767 Iteration 774, loss = 0.08294005 Validation score: -1.258844 Iteration 775, loss = 0.08236958 Validation score: -1.248010 Iteration 776, loss = 0.08180410 Validation score: -1.237264 Iteration 777, loss = 0.08124356 Validation score: -1.226607 Iteration 778, loss = 0.08068793 Validation score: -1.216037 Iteration 779, loss = 0.08013716 Validation score: -1.205554 Iteration 780, loss = 0.07959123 Validation score: -1.195157 Iteration 781, loss = 0.07905009 Validation score: -1.184845 Iteration 782, loss = 0.07851370 Validation score: -1.174618 Iteration 783, loss = 0.07798202 Validation score: -1.164476 Iteration 784, loss = 0.07745503 Validation score: -1.154416 Iteration 785, loss = 0.07693268 Validation score: -1.144440 Iteration 786, loss = 0.07641494 Validation score: -1.134546 Iteration 787, loss = 0.07590176 Validation score: -1.124734 Iteration 788, loss = 0.07539312 Validation score: -1.115002 Iteration 789, loss = 0.07488898 Validation score: -1.105351 Iteration 790, loss = 0.07438930 Validation score: -1.095780 Iteration 791, loss = 0.07389405 Validation score: -1.086288 Iteration 792, loss = 0.07340319 Validation score: -1.076874 Iteration 793, loss = 0.07291669 Validation score: -1.067539 Iteration 794, loss = 0.07243451 Validation score: -1.058281 Iteration 795, loss = 0.07195662 Validation score: -1.049099 Iteration 796, loss = 0.07148298 Validation score: -1.039994 Iteration 797, loss = 0.07101356 Validation score: -1.030964 Iteration 798, loss = 0.07054833 Validation score: -1.022010 Iteration 799, loss = 0.07008726 Validation score: -1.013130 Iteration 800, loss = 0.06963030 Validation score: -1.004324 Iteration 801, loss = 0.06917743 Validation score: -0.995591 Iteration 802, loss = 0.06872861 Validation score: -0.986930 Iteration 803, loss = 0.06828382 Validation score: -0.978342 Iteration 804, loss = 0.06784302 Validation score: -0.969826 Iteration 805, loss = 0.06740617 Validation score: -0.961381 Iteration 806, loss = 0.06697325 Validation score: -0.953006 Iteration 807, loss = 0.06654422 Validation score: -0.944701 Iteration 808, loss = 0.06611906 Validation score: -0.936466 Iteration 809, loss = 0.06569773 Validation score: -0.928300 Iteration 810, loss = 0.06528020 Validation score: -0.920202 Iteration 811, loss = 0.06486643 Validation score: -0.912171 Iteration 812, loss = 0.06445641 Validation score: -0.904209 Iteration 813, loss = 0.06405010 Validation score: -0.896312 Iteration 814, loss = 0.06364747 Validation score: -0.888483 Iteration 815, loss = 0.06324848 Validation score: -0.880719 Iteration 816, loss = 0.06285311 Validation score: -0.873020 Iteration 817, loss = 0.06246134 Validation score: -0.865386 Iteration 818, loss = 0.06207312 Validation score: -0.857816 Iteration 819, loss = 0.06168844 Validation score: -0.850310 Iteration 820, loss = 0.06130726 Validation score: -0.842867 Iteration 821, loss = 0.06092956 Validation score: -0.835487 Iteration 822, loss = 0.06055530 Validation score: -0.828169 Iteration 823, loss = 0.06018446 Validation score: -0.820913 Iteration 824, loss = 0.05981700 Validation score: -0.813718 Iteration 825, loss = 0.05945291 Validation score: -0.806584 Iteration 826, loss = 0.05909216 Validation score: -0.799510 Iteration 827, loss = 0.05873471 Validation score: -0.792496 Iteration 828, loss = 0.05838054 Validation score: -0.785541 Iteration 829, loss = 0.05802962 Validation score: -0.778646 Iteration 830, loss = 0.05768193 Validation score: -0.771809 Iteration 831, loss = 0.05733744 Validation score: -0.765029 Iteration 832, loss = 0.05699612 Validation score: -0.758308 Iteration 833, loss = 0.05665794 Validation score: -0.751643 Iteration 834, loss = 0.05632289 Validation score: -0.745035 Iteration 835, loss = 0.05599093 Validation score: -0.738483 Iteration 836, loss = 0.05566204 Validation score: -0.731987 Iteration 837, loss = 0.05533620 Validation score: -0.725546 Iteration 838, loss = 0.05501337 Validation score: -0.719160 Iteration 839, loss = 0.05469353 Validation score: -0.712828 Iteration 840, loss = 0.05437666 Validation score: -0.706551 Iteration 841, loss = 0.05406274 Validation score: -0.700327 Iteration 842, loss = 0.05375173 Validation score: -0.694156 Iteration 843, loss = 0.05344362 Validation score: -0.688037 Iteration 844, loss = 0.05313838 Validation score: -0.681971 Iteration 845, loss = 0.05283598 Validation score: -0.675957 Iteration 846, loss = 0.05253641 Validation score: -0.669994 Iteration 847, loss = 0.05223963 Validation score: -0.664083 Iteration 848, loss = 0.05194563 Validation score: -0.658222 Iteration 849, loss = 0.05165437 Validation score: -0.652411 Iteration 850, loss = 0.05136585 Validation score: -0.646650 Iteration 851, loss = 0.05108003 Validation score: -0.640938 Iteration 852, loss = 0.05079690 Validation score: -0.635275 Iteration 853, loss = 0.05051642 Validation score: -0.629661 Iteration 854, loss = 0.05023858 Validation score: -0.624095 Iteration 855, loss = 0.04996335 Validation score: -0.618577 Iteration 856, loss = 0.04969072 Validation score: -0.613107 Iteration 857, loss = 0.04942066 Validation score: -0.607683 Iteration 858, loss = 0.04915314 Validation score: -0.602307 Iteration 859, loss = 0.04888816 Validation score: -0.596976 Iteration 860, loss = 0.04862567 Validation score: -0.591692 Iteration 861, loss = 0.04836567 Validation score: -0.586453 Iteration 862, loss = 0.04810814 Validation score: -0.581259 Iteration 863, loss = 0.04785305 Validation score: -0.576110 Iteration 864, loss = 0.04760037 Validation score: -0.571006 Iteration 865, loss = 0.04735010 Validation score: -0.565945 Iteration 866, loss = 0.04710220 Validation score: -0.560929 Iteration 867, loss = 0.04685667 Validation score: -0.555955 Iteration 868, loss = 0.04661347 Validation score: -0.551025 Iteration 869, loss = 0.04637260 Validation score: -0.546138 Iteration 870, loss = 0.04613402 Validation score: -0.541293 Iteration 871, loss = 0.04589772 Validation score: -0.536489 Iteration 872, loss = 0.04566367 Validation score: -0.531728 Iteration 873, loss = 0.04543187 Validation score: -0.527008 Iteration 874, loss = 0.04520229 Validation score: -0.522329 Iteration 875, loss = 0.04497491 Validation score: -0.517690 Iteration 876, loss = 0.04474971 Validation score: -0.513092 Iteration 877, loss = 0.04452668 Validation score: -0.508533 Iteration 878, loss = 0.04430578 Validation score: -0.504015 Iteration 879, loss = 0.04408702 Validation score: -0.499535 Iteration 880, loss = 0.04387036 Validation score: -0.495095 Iteration 881, loss = 0.04365579 Validation score: -0.490693 Iteration 882, loss = 0.04344329 Validation score: -0.486330 Iteration 883, loss = 0.04323284 Validation score: -0.482005 Iteration 884, loss = 0.04302442 Validation score: -0.477717 Iteration 885, loss = 0.04281803 Validation score: -0.473467 Iteration 886, loss = 0.04261363 Validation score: -0.469254 Iteration 887, loss = 0.04241121 Validation score: -0.465078 Iteration 888, loss = 0.04221075 Validation score: -0.460938 Iteration 889, loss = 0.04201225 Validation score: -0.456834 Iteration 890, loss = 0.04181567 Validation score: -0.452767 Iteration 891, loss = 0.04162100 Validation score: -0.448735 Iteration 892, loss = 0.04142823 Validation score: -0.444738 Iteration 893, loss = 0.04123734 Validation score: -0.440776 Iteration 894, loss = 0.04104831 Validation score: -0.436849 Iteration 895, loss = 0.04086113 Validation score: -0.432956 Iteration 896, loss = 0.04067578 Validation score: -0.429098 Iteration 897, loss = 0.04049224 Validation score: -0.425273 Iteration 898, loss = 0.04031049 Validation score: -0.421482 Iteration 899, loss = 0.04013053 Validation score: -0.417724 Iteration 900, loss = 0.03995233 Validation score: -0.414000 Iteration 901, loss = 0.03977588 Validation score: -0.410308 Iteration 902, loss = 0.03960117 Validation score: -0.406648 Iteration 903, loss = 0.03942817 Validation score: -0.403021 Iteration 904, loss = 0.03925688 Validation score: -0.399425 Iteration 905, loss = 0.03908727 Validation score: -0.395861 Iteration 906, loss = 0.03891934 Validation score: -0.392329 Iteration 907, loss = 0.03875307 Validation score: -0.388827 Iteration 908, loss = 0.03858843 Validation score: -0.385357 Iteration 909, loss = 0.03842543 Validation score: -0.381917 Iteration 910, loss = 0.03826404 Validation score: -0.378508 Iteration 911, loss = 0.03810425 Validation score: -0.375128 Iteration 912, loss = 0.03794604 Validation score: -0.371779 Iteration 913, loss = 0.03778940 Validation score: -0.368459 Iteration 914, loss = 0.03763432 Validation score: -0.365168 Iteration 915, loss = 0.03748078 Validation score: -0.361906 Iteration 916, loss = 0.03732877 Validation score: -0.358674 Iteration 917, loss = 0.03717827 Validation score: -0.355469 Iteration 918, loss = 0.03702927 Validation score: -0.352294 Iteration 919, loss = 0.03688176 Validation score: -0.349146 Iteration 920, loss = 0.03673572 Validation score: -0.346026 Iteration 921, loss = 0.03659114 Validation score: -0.342934 Iteration 922, loss = 0.03644801 Validation score: -0.339869 Iteration 923, loss = 0.03630631 Validation score: -0.336831 Iteration 924, loss = 0.03616603 Validation score: -0.333821 Iteration 925, loss = 0.03602716 Validation score: -0.330837 Iteration 926, loss = 0.03588968 Validation score: -0.327879 Iteration 927, loss = 0.03575358 Validation score: -0.324948 Iteration 928, loss = 0.03561885 Validation score: -0.322043 Iteration 929, loss = 0.03548548 Validation score: -0.319163 Iteration 930, loss = 0.03535345 Validation score: -0.316310 Iteration 931, loss = 0.03522276 Validation score: -0.313481 Iteration 932, loss = 0.03509338 Validation score: -0.310678 Iteration 933, loss = 0.03496531 Validation score: -0.307899 Iteration 934, loss = 0.03483853 Validation score: -0.305146 Iteration 935, loss = 0.03471304 Validation score: -0.302417 Iteration 936, loss = 0.03458881 Validation score: -0.299712 Iteration 937, loss = 0.03446585 Validation score: -0.297031 Iteration 938, loss = 0.03434413 Validation score: -0.294374 Iteration 939, loss = 0.03422366 Validation score: -0.291741 Iteration 940, loss = 0.03410440 Validation score: -0.289131 Iteration 941, loss = 0.03398636 Validation score: -0.286545 Iteration 942, loss = 0.03386952 Validation score: -0.283982 Iteration 943, loss = 0.03375387 Validation score: -0.281441 Iteration 944, loss = 0.03363940 Validation score: -0.278923 Iteration 945, loss = 0.03352609 Validation score: -0.276428 Iteration 946, loss = 0.03341395 Validation score: -0.273955 Iteration 947, loss = 0.03330295 Validation score: -0.271504 Iteration 948, loss = 0.03319309 Validation score: -0.269075 Iteration 949, loss = 0.03308435 Validation score: -0.266667 Iteration 950, loss = 0.03297673 Validation score: -0.264282 Iteration 951, loss = 0.03287021 Validation score: -0.261917 Iteration 952, loss = 0.03276478 Validation score: -0.259574 Iteration 953, loss = 0.03266044 Validation score: -0.257251 Iteration 954, loss = 0.03255718 Validation score: -0.254950 Iteration 955, loss = 0.03245497 Validation score: -0.252669 Iteration 956, loss = 0.03235382 Validation score: -0.250408 Iteration 957, loss = 0.03225371 Validation score: -0.248168 Iteration 958, loss = 0.03215463 Validation score: -0.245947 Iteration 959, loss = 0.03205658 Validation score: -0.243747 Iteration 960, loss = 0.03195954 Validation score: -0.241566 Iteration 961, loss = 0.03186351 Validation score: -0.239405 Iteration 962, loss = 0.03176847 Validation score: -0.237264 Iteration 963, loss = 0.03167441 Validation score: -0.235141 Iteration 964, loss = 0.03158133 Validation score: -0.233038 Iteration 965, loss = 0.03148922 Validation score: -0.230953 Iteration 966, loss = 0.03139806 Validation score: -0.228887 Iteration 967, loss = 0.03130785 Validation score: -0.226840 Iteration 968, loss = 0.03121859 Validation score: -0.224811 Iteration 969, loss = 0.03113025 Validation score: -0.222800 Iteration 970, loss = 0.03104283 Validation score: -0.220807 Iteration 971, loss = 0.03095632 Validation score: -0.218833 Iteration 972, loss = 0.03087072 Validation score: -0.216876 Iteration 973, loss = 0.03078601 Validation score: -0.214936 Iteration 974, loss = 0.03070218 Validation score: -0.213014 Iteration 975, loss = 0.03061924 Validation score: -0.211109 Iteration 976, loss = 0.03053716 Validation score: -0.209222 Iteration 977, loss = 0.03045594 Validation score: -0.207351 Iteration 978, loss = 0.03037558 Validation score: -0.205497 Iteration 979, loss = 0.03029606 Validation score: -0.203660 Iteration 980, loss = 0.03021737 Validation score: -0.201840 Iteration 981, loss = 0.03013952 Validation score: -0.200035 Iteration 982, loss = 0.03006248 Validation score: -0.198247 Iteration 983, loss = 0.02998625 Validation score: -0.196476 Iteration 984, loss = 0.02991083 Validation score: -0.194720 Iteration 985, loss = 0.02983620 Validation score: -0.192980 Iteration 986, loss = 0.02976237 Validation score: -0.191255 Iteration 987, loss = 0.02968931 Validation score: -0.189546 Iteration 988, loss = 0.02961702 Validation score: -0.187853 Iteration 989, loss = 0.02954550 Validation score: -0.186174 Iteration 990, loss = 0.02947474 Validation score: -0.184511 Iteration 991, loss = 0.02940473 Validation score: -0.182863 Iteration 992, loss = 0.02933546 Validation score: -0.181230 Iteration 993, loss = 0.02926692 Validation score: -0.179611 Iteration 994, loss = 0.02919912 Validation score: -0.178007 Iteration 995, loss = 0.02913203 Validation score: -0.176418 Iteration 996, loss = 0.02906566 Validation score: -0.174843 Iteration 997, loss = 0.02900000 Validation score: -0.173282 Iteration 998, loss = 0.02893503 Validation score: -0.171735 Iteration 999, loss = 0.02887076 Validation score: -0.170202 Iteration 1000, loss = 0.02880718 Validation score: -0.168683 Iteration 1, loss = 18.78371742 Validation score: -1191.095167 Iteration 2, loss = 18.74999425 Validation score: -1189.140499 Iteration 3, loss = 18.71644941 Validation score: -1186.869558 Iteration 4, loss = 18.68310076 Validation score: -1184.578402 Iteration 5, loss = 18.64951951 Validation score: -1182.287664 Iteration 6, loss = 18.61605571 Validation score: -1179.997572 Iteration 7, loss = 18.58276215 Validation score: -1177.708581 Iteration 8, loss = 18.54957210 Validation score: -1175.529440 Iteration 9, loss = 18.51648687 Validation score: -1173.389898 Iteration 10, loss = 18.48303258 Validation score: -1171.249105 Iteration 11, loss = 18.44954582 Validation score: -1169.107032 Iteration 12, loss = 18.41614648 Validation score: -1166.964085 Iteration 13, loss = 18.38284019 Validation score: -1164.820672 Iteration 14, loss = 18.34963219 Validation score: -1162.677141 Iteration 15, loss = 18.31653195 Validation score: -1160.533799 Iteration 16, loss = 18.28353599 Validation score: -1158.390894 Iteration 17, loss = 18.25064663 Validation score: -1156.248623 Iteration 18, loss = 18.21786564 Validation score: -1154.107144 Iteration 19, loss = 18.18556960 Validation score: -1151.969883 Iteration 20, loss = 18.15342456 Validation score: -1149.836429 Iteration 21, loss = 18.12140614 Validation score: -1147.706431 Iteration 22, loss = 18.08951210 Validation score: -1145.579584 Iteration 23, loss = 18.05774027 Validation score: -1143.455618 Iteration 24, loss = 18.02610462 Validation score: -1141.334121 Iteration 25, loss = 17.99460395 Validation score: -1139.214714 Iteration 26, loss = 17.96323184 Validation score: -1137.097241 Iteration 27, loss = 17.93199618 Validation score: -1134.980862 Iteration 28, loss = 17.90146641 Validation score: -1132.776040 Iteration 29, loss = 17.87106358 Validation score: -1130.476854 Iteration 30, loss = 17.84078378 Validation score: -1128.181706 Iteration 31, loss = 17.81062013 Validation score: -1125.890323 Iteration 32, loss = 17.78056866 Validation score: -1123.602446 Iteration 33, loss = 17.74989247 Validation score: -1121.311579 Iteration 34, loss = 17.71920091 Validation score: -1119.018466 Iteration 35, loss = 17.68817007 Validation score: -1116.718507 Iteration 36, loss = 17.65669881 Validation score: -1114.412689 Iteration 37, loss = 17.62521916 Validation score: -1112.102066 Iteration 38, loss = 17.59374655 Validation score: -1109.787788 Iteration 39, loss = 17.56229320 Validation score: -1107.470479 Iteration 40, loss = 17.53086692 Validation score: -1105.150728 Iteration 41, loss = 17.49921323 Validation score: -1102.824051 Iteration 42, loss = 17.46688859 Validation score: -1100.491545 Iteration 43, loss = 17.43453958 Validation score: -1098.154135 Iteration 44, loss = 17.40247127 Validation score: -1095.812547 Iteration 45, loss = 17.37085283 Validation score: -1093.476012 Iteration 46, loss = 17.33992407 Validation score: -1091.144090 Iteration 47, loss = 17.30906190 Validation score: -1088.816349 Iteration 48, loss = 17.27819609 Validation score: -1086.490193 Iteration 49, loss = 17.24687268 Validation score: -1084.165658 Iteration 50, loss = 17.21519173 Validation score: -1081.839719 Iteration 51, loss = 17.18305616 Validation score: -1079.512726 Iteration 52, loss = 17.15025691 Validation score: -1077.179052 Iteration 53, loss = 17.11726056 Validation score: -1074.839631 Iteration 54, loss = 17.08443333 Validation score: -1072.495323 Iteration 55, loss = 17.05156703 Validation score: -1070.146837 Iteration 56, loss = 17.01867628 Validation score: -1067.794751 Iteration 57, loss = 16.98555139 Validation score: -1065.432774 Iteration 58, loss = 16.95162535 Validation score: -1063.062162 Iteration 59, loss = 16.91763696 Validation score: -1060.683970 Iteration 60, loss = 16.88366781 Validation score: -1058.301486 Iteration 61, loss = 16.84989826 Validation score: -1055.915254 Iteration 62, loss = 16.81611275 Validation score: -1053.526058 Iteration 63, loss = 16.78253101 Validation score: -1051.134212 Iteration 64, loss = 16.74895919 Validation score: -1048.739959 Iteration 65, loss = 16.71550010 Validation score: -1046.344657 Iteration 66, loss = 16.68214646 Validation score: -1043.948500 Iteration 67, loss = 16.64881368 Validation score: -1041.551609 Iteration 68, loss = 16.61550442 Validation score: -1039.154042 Iteration 69, loss = 16.58222053 Validation score: -1036.755802 Iteration 70, loss = 16.54896312 Validation score: -1034.356851 Iteration 71, loss = 16.51573273 Validation score: -1031.957113 Iteration 72, loss = 16.48217508 Validation score: -1029.550748 Iteration 73, loss = 16.44788512 Validation score: -1027.138334 Iteration 74, loss = 16.41355049 Validation score: -1024.720348 Iteration 75, loss = 16.37908867 Validation score: -1022.294195 Iteration 76, loss = 16.34416529 Validation score: -1019.854467 Iteration 77, loss = 16.30785234 Validation score: -1017.399104 Iteration 78, loss = 16.27010066 Validation score: -1014.921984 Iteration 79, loss = 16.23123718 Validation score: -1012.429844 Iteration 80, loss = 16.19203484 Validation score: -1009.923828 Iteration 81, loss = 16.15258967 Validation score: -1007.405409 Iteration 82, loss = 16.11293480 Validation score: -1004.874209 Iteration 83, loss = 16.07310210 Validation score: -1002.332446 Iteration 84, loss = 16.03346938 Validation score: -999.789922 Iteration 85, loss = 15.99423804 Validation score: -997.246532 Iteration 86, loss = 15.95382473 Validation score: -994.694738 Iteration 87, loss = 15.91274827 Validation score: -992.135348 Iteration 88, loss = 15.87149634 Validation score: -989.569050 Iteration 89, loss = 15.83009676 Validation score: -986.996425 Iteration 90, loss = 15.78751873 Validation score: -984.413015 Iteration 91, loss = 15.74418469 Validation score: -981.819901 Iteration 92, loss = 15.70030899 Validation score: -979.213153 Iteration 93, loss = 15.65487837 Validation score: -976.594249 Iteration 94, loss = 15.60919093 Validation score: -973.964448 Iteration 95, loss = 15.56328753 Validation score: -971.327565 Iteration 96, loss = 15.51698753 Validation score: -968.681936 Iteration 97, loss = 15.47051315 Validation score: -966.028454 Iteration 98, loss = 15.42401241 Validation score: -963.368039 Iteration 99, loss = 15.37738420 Validation score: -960.703932 Iteration 100, loss = 15.33036637 Validation score: -958.034505 Iteration 101, loss = 15.28322087 Validation score: -955.360352 Iteration 102, loss = 15.23598051 Validation score: -952.681950 Iteration 103, loss = 15.18865964 Validation score: -949.999675 Iteration 104, loss = 15.14126998 Validation score: -947.313820 Iteration 105, loss = 15.09382099 Validation score: -944.624603 Iteration 106, loss = 15.04632020 Validation score: -941.932182 Iteration 107, loss = 14.99877350 Validation score: -939.236661 Iteration 108, loss = 14.95094606 Validation score: -936.539960 Iteration 109, loss = 14.90293529 Validation score: -933.839660 Iteration 110, loss = 14.85470405 Validation score: -931.135890 Iteration 111, loss = 14.80640043 Validation score: -928.428727 Iteration 112, loss = 14.75840575 Validation score: -925.720204 Iteration 113, loss = 14.71077363 Validation score: -923.012187 Iteration 114, loss = 14.66370743 Validation score: -920.304057 Iteration 115, loss = 14.61736367 Validation score: -917.595191 Iteration 116, loss = 14.57154921 Validation score: -914.978679 Iteration 117, loss = 14.52774851 Validation score: -912.530004 Iteration 118, loss = 14.48509159 Validation score: -910.081538 Iteration 119, loss = 14.44362983 Validation score: -907.636132 Iteration 120, loss = 14.40407687 Validation score: -905.204547 Iteration 121, loss = 14.36556336 Validation score: -902.784752 Iteration 122, loss = 14.32720902 Validation score: -900.374895 Iteration 123, loss = 14.28931400 Validation score: -897.976186 Iteration 124, loss = 14.25173228 Validation score: -895.590808 Iteration 125, loss = 14.21475591 Validation score: -893.227004 Iteration 126, loss = 14.17867812 Validation score: -890.882345 Iteration 127, loss = 14.14269822 Validation score: -888.568356 Iteration 128, loss = 14.10680000 Validation score: -886.427880 Iteration 129, loss = 14.07105044 Validation score: -884.295943 Iteration 130, loss = 14.03553255 Validation score: -882.171285 Iteration 131, loss = 14.00009745 Validation score: -880.052979 Iteration 132, loss = 13.96471042 Validation score: -877.939920 Iteration 133, loss = 13.92934181 Validation score: -875.831098 Iteration 134, loss = 13.89398105 Validation score: -873.725583 Iteration 135, loss = 13.85861838 Validation score: -871.622526 Iteration 136, loss = 13.82324480 Validation score: -869.521148 Iteration 137, loss = 13.78785198 Validation score: -867.420736 Iteration 138, loss = 13.75243221 Validation score: -865.320635 Iteration 139, loss = 13.71697833 Validation score: -863.220246 Iteration 140, loss = 13.68148371 Validation score: -861.119017 Iteration 141, loss = 13.64598775 Validation score: -859.018921 Iteration 142, loss = 13.61058864 Validation score: -856.946244 Iteration 143, loss = 13.57514014 Validation score: -854.896157 Iteration 144, loss = 13.53963667 Validation score: -852.843514 Iteration 145, loss = 13.50407301 Validation score: -850.774929 Iteration 146, loss = 13.46844426 Validation score: -848.638059 Iteration 147, loss = 13.43274588 Validation score: -846.496233 Iteration 148, loss = 13.39697357 Validation score: -844.349200 Iteration 149, loss = 13.36112332 Validation score: -842.196724 Iteration 150, loss = 13.32519136 Validation score: -840.038586 Iteration 151, loss = 13.28917412 Validation score: -837.874584 Iteration 152, loss = 13.25306825 Validation score: -835.704529 Iteration 153, loss = 13.21687057 Validation score: -833.528242 Iteration 154, loss = 13.18057809 Validation score: -831.345560 Iteration 155, loss = 13.14418796 Validation score: -829.156329 Iteration 156, loss = 13.10769746 Validation score: -826.960405 Iteration 157, loss = 13.07110404 Validation score: -824.757654 Iteration 158, loss = 13.03440525 Validation score: -822.520750 Iteration 159, loss = 12.99759873 Validation score: -820.274210 Iteration 160, loss = 12.96068227 Validation score: -818.020104 Iteration 161, loss = 12.92365372 Validation score: -815.758324 Iteration 162, loss = 12.88651103 Validation score: -813.488769 Iteration 163, loss = 12.84925224 Validation score: -811.211343 Iteration 164, loss = 12.81190458 Validation score: -808.930075 Iteration 165, loss = 12.77466017 Validation score: -806.644474 Iteration 166, loss = 12.73730161 Validation score: -804.354096 Iteration 167, loss = 12.69982639 Validation score: -802.058541 Iteration 168, loss = 12.66223218 Validation score: -799.757446 Iteration 169, loss = 12.62453612 Validation score: -797.448470 Iteration 170, loss = 12.58689592 Validation score: -795.131444 Iteration 171, loss = 12.54914465 Validation score: -792.806220 Iteration 172, loss = 12.51127924 Validation score: -790.472668 Iteration 173, loss = 12.47329683 Validation score: -788.130672 Iteration 174, loss = 12.43519474 Validation score: -785.780129 Iteration 175, loss = 12.39697046 Validation score: -783.420952 Iteration 176, loss = 12.35862163 Validation score: -781.053061 Iteration 177, loss = 12.32014602 Validation score: -778.676387 Iteration 178, loss = 12.28154154 Validation score: -776.290871 Iteration 179, loss = 12.24280619 Validation score: -773.896460 Iteration 180, loss = 12.20393812 Validation score: -771.493110 Iteration 181, loss = 12.16493552 Validation score: -769.080780 Iteration 182, loss = 12.12579671 Validation score: -766.659440 Iteration 183, loss = 12.08652007 Validation score: -764.229059 Iteration 184, loss = 12.04710406 Validation score: -761.789617 Iteration 185, loss = 12.00754722 Validation score: -759.341093 Iteration 186, loss = 11.96784813 Validation score: -756.883472 Iteration 187, loss = 11.92800543 Validation score: -754.416744 Iteration 188, loss = 11.88801784 Validation score: -751.957392 Iteration 189, loss = 11.84788410 Validation score: -749.543686 Iteration 190, loss = 11.80760300 Validation score: -747.120390 Iteration 191, loss = 11.76717339 Validation score: -744.687539 Iteration 192, loss = 11.72662539 Validation score: -742.245831 Iteration 193, loss = 11.68603114 Validation score: -739.795241 Iteration 194, loss = 11.64529531 Validation score: -737.335751 Iteration 195, loss = 11.60441596 Validation score: -734.867343 Iteration 196, loss = 11.56339131 Validation score: -732.390008 Iteration 197, loss = 11.52221966 Validation score: -729.903740 Iteration 198, loss = 11.48089941 Validation score: -727.408534 Iteration 199, loss = 11.43942907 Validation score: -724.904393 Iteration 200, loss = 11.39780722 Validation score: -722.391320 Iteration 201, loss = 11.35603250 Validation score: -719.869322 Iteration 202, loss = 11.31410366 Validation score: -717.338409 Iteration 203, loss = 11.27201947 Validation score: -714.798595 Iteration 204, loss = 11.22977879 Validation score: -712.249895 Iteration 205, loss = 11.18738052 Validation score: -709.692327 Iteration 206, loss = 11.14482361 Validation score: -707.125911 Iteration 207, loss = 11.10210706 Validation score: -704.550670 Iteration 208, loss = 11.05922992 Validation score: 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10.34850213 Validation score: -659.602021 Iteration 225, loss = 10.30255506 Validation score: -656.880611 Iteration 226, loss = 10.25642849 Validation score: -654.150081 Iteration 227, loss = 10.21012230 Validation score: -651.410425 Iteration 228, loss = 10.16363636 Validation score: -648.661649 Iteration 229, loss = 10.11697055 Validation score: -645.903765 Iteration 230, loss = 10.07012477 Validation score: -643.136793 Iteration 231, loss = 10.02309890 Validation score: -640.360760 Iteration 232, loss = 9.97589286 Validation score: -637.575701 Iteration 233, loss = 9.92850659 Validation score: -634.781656 Iteration 234, loss = 9.88094004 Validation score: -631.978670 Iteration 235, loss = 9.83319318 Validation score: -629.166794 Iteration 236, loss = 9.78526601 Validation score: -626.346085 Iteration 237, loss = 9.73715857 Validation score: -623.516603 Iteration 238, loss = 9.68887090 Validation score: -620.678413 Iteration 239, loss = 9.64034671 Validation score: -617.845465 Iteration 240, loss = 9.59161898 Validation score: -615.016594 Iteration 241, loss = 9.54269533 Validation score: -612.190765 Iteration 242, loss = 9.49357756 Validation score: -609.367058 Iteration 243, loss = 9.44426731 Validation score: -606.544655 Iteration 244, loss = 9.39476608 Validation score: -603.722833 Iteration 245, loss = 9.34507526 Validation score: -600.900949 Iteration 246, loss = 9.29519612 Validation score: -598.078432 Iteration 247, loss = 9.24512988 Validation score: -595.254781 Iteration 248, loss = 9.19487771 Validation score: -592.429552 Iteration 249, loss = 9.14444071 Validation score: -589.602355 Iteration 250, loss = 9.09381997 Validation score: -586.772849 Iteration 251, loss = 9.04301659 Validation score: -583.940736 Iteration 252, loss = 8.99203163 Validation score: -581.105758 Iteration 253, loss = 8.94086617 Validation score: -578.267691 Iteration 254, loss = 8.88952131 Validation score: -575.426344 Iteration 255, loss = 8.83799816 Validation score: -572.581555 Iteration 256, loss = 8.78629787 Validation score: -569.733189 Iteration 257, loss = 8.73442162 Validation score: -566.881132 Iteration 258, loss = 8.68237063 Validation score: -564.025295 Iteration 259, loss = 8.63014617 Validation score: -561.165607 Iteration 260, loss = 8.57774956 Validation score: -558.302015 Iteration 261, loss = 8.52518216 Validation score: -555.434482 Iteration 262, loss = 8.47244541 Validation score: -552.562986 Iteration 263, loss = 8.41954080 Validation score: -549.687518 Iteration 264, loss = 8.36646988 Validation score: -546.808084 Iteration 265, loss = 8.31323428 Validation score: -543.924697 Iteration 266, loss = 8.25976748 Validation score: -541.049328 Iteration 267, loss = 8.20599160 Validation score: -538.180006 Iteration 268, loss = 8.15202679 Validation score: -535.315115 Iteration 269, loss = 8.09787826 Validation score: -532.453324 Iteration 270, loss = 8.04355085 Validation score: -529.593532 Iteration 271, loss = 7.98904908 Validation score: -526.734825 Iteration 272, loss = 7.93437724 Validation score: -523.876444 Iteration 273, loss = 7.87953940 Validation score: -521.017762 Iteration 274, loss = 7.82453950 Validation score: -518.158256 Iteration 275, loss = 7.76938138 Validation score: -515.297499 Iteration 276, loss = 7.71406876 Validation score: -512.435141 Iteration 277, loss = 7.65860534 Validation score: -509.570898 Iteration 278, loss = 7.60299475 Validation score: -506.704545 Iteration 279, loss = 7.54724062 Validation score: -503.835906 Iteration 280, loss = 7.49134658 Validation score: -500.964847 Iteration 281, loss = 7.43531627 Validation score: -498.091274 Iteration 282, loss = 7.37915335 Validation score: -495.215122 Iteration 283, loss = 7.32285746 Validation score: -492.336997 Iteration 284, loss = 7.26642295 Validation score: -489.457415 Iteration 285, loss = 7.20985801 Validation score: -486.576320 Iteration 286, loss = 7.15316883 Validation score: -483.693681 Iteration 287, loss = 7.09635976 Validation score: -480.809492 Iteration 288, loss = 7.03950006 Validation score: -477.925240 Iteration 289, loss = 6.98265257 Validation score: -475.040829 Iteration 290, loss = 6.92570525 Validation score: -472.183080 Iteration 291, loss = 6.86864243 Validation score: -469.343096 Iteration 292, loss = 6.81156815 Validation score: -466.504802 Iteration 293, loss = 6.75437507 Validation score: -463.669244 Iteration 294, loss = 6.69700072 Validation score: -460.836141 Iteration 295, loss = 6.63952136 Validation score: -458.005263 Iteration 296, loss = 6.58194346 Validation score: -455.176419 Iteration 297, loss = 6.52427335 Validation score: -452.207871 Iteration 298, loss = 6.46651732 Validation score: -449.098947 Iteration 299, loss = 6.40868157 Validation score: -445.988533 Iteration 300, loss = 6.35077227 Validation score: -442.876721 Iteration 301, loss = 6.29279557 Validation score: -439.763616 Iteration 302, loss = 6.23475762 Validation score: -436.649329 Iteration 303, loss = 6.17666455 Validation score: -433.533984 Iteration 304, loss = 6.11852253 Validation score: -430.417714 Iteration 305, loss = 6.06041889 Validation score: -427.301144 Iteration 306, loss = 6.00233083 Validation score: -424.184358 Iteration 307, loss = 5.94421904 Validation score: -421.067454 Iteration 308, loss = 5.88608898 Validation score: -417.950543 Iteration 309, loss = 5.82794626 Validation score: -414.833749 Iteration 310, loss = 5.76980287 Validation score: -411.717110 Iteration 311, loss = 5.71170518 Validation score: -408.600791 Iteration 312, loss = 5.65362470 Validation score: -405.485263 Iteration 313, loss = 5.59556905 Validation score: -402.370684 Iteration 314, loss = 5.53752524 Validation score: -399.257222 Iteration 315, loss = 5.47950023 Validation score: -396.145049 Iteration 316, loss = 5.42150104 Validation score: -393.034348 Iteration 317, loss = 5.36353474 Validation score: -389.925307 Iteration 318, loss = 5.30560845 Validation score: -386.818119 Iteration 319, loss = 5.24772933 Validation score: -383.712986 Iteration 320, loss = 5.18990461 Validation score: -380.610112 Iteration 321, loss = 5.13214155 Validation score: -377.509707 Iteration 322, loss = 5.07444748 Validation score: -374.411987 Iteration 323, loss = 5.01682978 Validation score: -371.317172 Iteration 324, loss = 4.95929588 Validation score: -368.225483 Iteration 325, loss = 4.90185326 Validation score: -365.137149 Iteration 326, loss = 4.84450945 Validation score: -362.052400 Iteration 327, loss = 4.78727202 Validation score: -358.971471 Iteration 328, loss = 4.73014860 Validation score: -355.894597 Iteration 329, loss = 4.67314686 Validation score: -352.822020 Iteration 330, loss = 4.61627451 Validation score: -349.753981 Iteration 331, loss = 4.55954102 Validation score: -346.690826 Iteration 332, loss = 4.50297316 Validation score: -343.632784 Iteration 333, loss = 4.44655678 Validation score: -340.580091 Iteration 334, loss = 4.39029984 Validation score: -337.532982 Iteration 335, loss = 4.33421028 Validation score: -334.491700 Iteration 336, loss = 4.27829609 Validation score: -331.456486 Iteration 337, loss = 4.22256527 Validation score: -328.427588 Iteration 338, loss = 4.16702583 Validation score: -325.405255 Iteration 339, loss = 4.11168578 Validation score: -322.389737 Iteration 340, loss = 4.05655317 Validation score: -319.381286 Iteration 341, loss = 4.00163601 Validation score: -316.380159 Iteration 342, loss = 3.94694234 Validation score: -313.386611 Iteration 343, loss = 3.89248018 Validation score: -310.400899 Iteration 344, loss = 3.83825756 Validation score: -307.423282 Iteration 345, loss = 3.78428249 Validation score: -304.454020 Iteration 346, loss = 3.73056295 Validation score: -301.493373 Iteration 347, loss = 3.67710692 Validation score: -298.541602 Iteration 348, loss = 3.62392233 Validation score: -295.598970 Iteration 349, loss = 3.57102203 Validation score: -292.665644 Iteration 350, loss = 3.51841133 Validation score: -289.741899 Iteration 351, loss = 3.46609364 Validation score: -286.828007 Iteration 352, loss = 3.41407698 Validation score: -283.924241 Iteration 353, loss = 3.36236933 Validation score: -281.030871 Iteration 354, loss = 3.31097851 Validation score: -278.148166 Iteration 355, loss = 3.25991180 Validation score: -275.276392 Iteration 356, loss = 3.20918297 Validation score: -272.415907 Iteration 357, loss = 3.15870681 Validation score: -269.577675 Iteration 358, loss = 3.10852807 Validation score: -266.760957 Iteration 359, loss = 3.05867674 Validation score: -263.965085 Iteration 360, loss = 3.00914845 Validation score: -261.189488 Iteration 361, loss = 2.95994247 Validation score: -258.433577 Iteration 362, loss = 2.91106229 Validation score: -255.696911 Iteration 363, loss = 2.86248712 Validation score: -252.966366 Iteration 364, loss = 2.81422284 Validation score: -250.233636 Iteration 365, loss = 2.76605666 Validation score: -247.514085 Iteration 366, loss = 2.71785121 Validation score: -244.805756 Iteration 367, loss = 2.66943857 Validation score: -242.103172 Iteration 368, loss = 2.62101002 Validation score: -239.405855 Iteration 369, loss = 2.57267149 Validation score: -236.690826 Iteration 370, loss = 2.52429823 Validation score: -233.954342 Iteration 371, loss = 2.47580792 Validation score: -231.201868 Iteration 372, loss = 2.42736977 Validation score: -228.398216 Iteration 373, loss = 2.37899992 Validation score: -225.584064 Iteration 374, loss = 2.33068930 Validation score: -222.759201 Iteration 375, loss = 2.28221352 Validation score: -219.924073 Iteration 376, loss = 2.23382099 Validation score: -217.079292 Iteration 377, loss = 2.18553687 Validation score: -214.225698 Iteration 378, loss = 2.13738172 Validation score: -211.364138 Iteration 379, loss = 2.08938127 Validation score: -208.495552 Iteration 380, loss = 2.04156265 Validation score: -205.620959 Iteration 381, loss = 1.99395414 Validation score: -202.741452 Iteration 382, loss = 1.94658487 Validation score: -199.858179 Iteration 383, loss = 1.89948469 Validation score: -196.972337 Iteration 384, loss = 1.85268390 Validation score: -194.085168 Iteration 385, loss = 1.80621314 Validation score: -191.197944 Iteration 386, loss = 1.76010457 Validation score: -188.311882 Iteration 387, loss = 1.71438788 Validation score: -185.428309 Iteration 388, loss = 1.66909320 Validation score: -182.548568 Iteration 389, loss = 1.62427111 Validation score: -179.675170 Iteration 390, loss = 1.57990884 Validation score: -176.798706 Iteration 391, loss = 1.53590165 Validation score: -173.921718 Iteration 392, loss = 1.49239646 Validation score: -171.046607 Iteration 393, loss = 1.44942646 Validation score: -168.078293 Iteration 394, loss = 1.40702348 Validation score: -165.090162 Iteration 395, loss = 1.36521804 Validation score: -162.114560 Iteration 396, loss = 1.32403926 Validation score: -159.153522 Iteration 397, loss = 1.28351502 Validation score: -156.208943 Iteration 398, loss = 1.24367165 Validation score: -153.282691 Iteration 399, loss = 1.20453360 Validation score: -150.376548 Iteration 400, loss = 1.16612423 Validation score: -147.492220 Iteration 401, loss = 1.12846540 Validation score: -144.631337 Iteration 402, loss = 1.09157745 Validation score: -141.795457 Iteration 403, loss = 1.05547927 Validation score: -138.986092 Iteration 404, loss = 1.02018796 Validation score: -136.204655 Iteration 405, loss = 0.98571899 Validation score: -133.452496 Iteration 406, loss = 0.95208626 Validation score: -130.730898 Iteration 407, loss = 0.91930206 Validation score: -128.041080 Iteration 408, loss = 0.88737701 Validation score: -125.384202 Iteration 409, loss = 0.85632008 Validation score: -122.761359 Iteration 410, loss = 0.82613855 Validation score: -120.173585 Iteration 411, loss = 0.79683804 Validation score: -117.621855 Iteration 412, loss = 0.76842253 Validation score: -115.107079 Iteration 413, loss = 0.74089430 Validation score: -112.630113 Iteration 414, loss = 0.71425403 Validation score: -110.191747 Iteration 415, loss = 0.68850074 Validation score: -107.792715 Iteration 416, loss = 0.66363185 Validation score: -105.433692 Iteration 417, loss = 0.63964321 Validation score: -103.115292 Iteration 418, loss = 0.61652912 Validation score: -100.838072 Iteration 419, loss = 0.59428235 Validation score: -98.602530 Iteration 420, loss = 0.57289423 Validation score: -96.409108 Iteration 421, loss = 0.55235463 Validation score: -94.258188 Iteration 422, loss = 0.53265207 Validation score: -92.150098 Iteration 423, loss = 0.51377375 Validation score: -90.085109 Iteration 424, loss = 0.49570560 Validation score: -88.063438 Iteration 425, loss = 0.47843237 Validation score: -86.085245 Iteration 426, loss = 0.46193768 Validation score: -84.150638 Iteration 427, loss = 0.44620410 Validation score: -82.259674 Iteration 428, loss = 0.43121321 Validation score: -80.412354 Iteration 429, loss = 0.41694571 Validation score: -78.608633 Iteration 430, loss = 0.40338150 Validation score: -76.848412 Iteration 431, loss = 0.39049972 Validation score: -75.131548 Iteration 432, loss = 0.37827889 Validation score: -73.457848 Iteration 433, loss = 0.36669698 Validation score: -71.827075 Iteration 434, loss = 0.35573148 Validation score: -70.238947 Iteration 435, loss = 0.34528624 Validation score: -68.694747 Iteration 436, loss = 0.33528712 Validation score: -67.193821 Iteration 437, loss = 0.32579938 Validation score: -65.735524 Iteration 438, loss = 0.31680545 Validation score: -64.319215 Iteration 439, loss = 0.30828724 Validation score: -62.944249 Iteration 440, loss = 0.30022621 Validation score: -61.609983 Iteration 441, loss = 0.29260349 Validation score: -60.315765 Iteration 442, loss = 0.28540004 Validation score: -59.060937 Iteration 443, loss = 0.27859667 Validation score: -57.844833 Iteration 444, loss = 0.27217421 Validation score: -56.666776 Iteration 445, loss = 0.26611356 Validation score: -55.526080 Iteration 446, loss = 0.26039580 Validation score: -54.422047 Iteration 447, loss = 0.25501990 Validation score: -53.353975 Iteration 448, loss = 0.24996469 Validation score: -52.321142 Iteration 449, loss = 0.24519834 Validation score: -51.322816 Iteration 450, loss = 0.24070300 Validation score: -50.358252 Iteration 451, loss = 0.23646137 Validation score: -49.426698 Iteration 452, loss = 0.23245681 Validation score: -48.527391 Iteration 453, loss = 0.22867329 Validation score: -47.659562 Iteration 454, loss = 0.22509551 Validation score: -46.822435 Iteration 455, loss = 0.22170883 Validation score: -45.974722 Iteration 456, loss = 0.21849938 Validation score: -45.136694 Iteration 457, loss = 0.21545398 Validation score: -44.328867 Iteration 458, loss = 0.21256022 Validation score: -43.550501 Iteration 459, loss = 0.20980639 Validation score: -42.800845 Iteration 460, loss = 0.20718154 Validation score: -42.079137 Iteration 461, loss = 0.20467542 Validation score: -41.384608 Iteration 462, loss = 0.20227848 Validation score: -40.716483 Iteration 463, loss = 0.19998187 Validation score: -40.073986 Iteration 464, loss = 0.19777738 Validation score: -39.456334 Iteration 465, loss = 0.19565745 Validation score: -38.862750 Iteration 466, loss = 0.19361514 Validation score: -38.292456 Iteration 467, loss = 0.19164407 Validation score: -37.744677 Iteration 468, loss = 0.18973842 Validation score: -37.218646 Iteration 469, loss = 0.18789291 Validation score: -36.713600 Iteration 470, loss = 0.18610273 Validation score: -36.228786 Iteration 471, loss = 0.18436351 Validation score: -35.763460 Iteration 472, loss = 0.18261431 Validation score: -35.317926 Iteration 473, loss = 0.18080090 Validation score: -34.891316 Iteration 474, loss = 0.17901257 Validation score: -34.482786 Iteration 475, loss = 0.17724906 Validation score: -34.091517 Iteration 476, loss = 0.17551012 Validation score: -33.716717 Iteration 477, loss = 0.17379553 Validation score: -33.357619 Iteration 478, loss = 0.17210510 Validation score: -33.013481 Iteration 479, loss = 0.17043865 Validation score: -32.683588 Iteration 480, loss = 0.16879604 Validation score: -32.367251 Iteration 481, loss = 0.16717711 Validation score: -32.063807 Iteration 482, loss = 0.16558175 Validation score: -31.772618 Iteration 483, loss = 0.16400983 Validation score: -31.493071 Iteration 484, loss = 0.16246122 Validation score: -31.224579 Iteration 485, loss = 0.16093582 Validation score: -30.966578 Iteration 486, loss = 0.15943350 Validation score: -30.718529 Iteration 487, loss = 0.15795412 Validation score: -30.479917 Iteration 488, loss = 0.15649757 Validation score: -30.250248 Iteration 489, loss = 0.15506369 Validation score: -30.029054 Iteration 490, loss = 0.15365233 Validation score: -29.815884 Iteration 491, loss = 0.15226333 Validation score: -29.610314 Iteration 492, loss = 0.15089651 Validation score: -29.411935 Iteration 493, loss = 0.14955168 Validation score: -29.079367 Iteration 494, loss = 0.14822863 Validation score: -28.744005 Iteration 495, loss = 0.14692715 Validation score: -28.417204 Iteration 496, loss = 0.14564701 Validation score: -28.098611 Iteration 497, loss = 0.14438796 Validation score: -27.787892 Iteration 498, loss = 0.14314976 Validation score: -27.484729 Iteration 499, loss = 0.14193213 Validation score: -27.188818 Iteration 500, loss = 0.14073481 Validation score: -26.899871 Iteration 501, loss = 0.13955750 Validation score: -26.617615 Iteration 502, loss = 0.13839992 Validation score: -26.341790 Iteration 503, loss = 0.13726176 Validation score: -26.072150 Iteration 504, loss = 0.13614271 Validation score: -25.808461 Iteration 505, loss = 0.13504246 Validation score: -25.550501 Iteration 506, loss = 0.13396070 Validation score: -25.298063 Iteration 507, loss = 0.13289710 Validation score: -25.050946 Iteration 508, loss = 0.13185135 Validation score: -24.808963 Iteration 509, loss = 0.13082310 Validation score: -24.571937 Iteration 510, loss = 0.12981205 Validation score: -24.339700 Iteration 511, loss = 0.12881786 Validation score: -24.112092 Iteration 512, loss = 0.12784021 Validation score: -23.888963 Iteration 513, loss = 0.12687878 Validation score: -23.670172 Iteration 514, loss = 0.12593325 Validation score: -23.455584 Iteration 515, loss = 0.12500329 Validation score: -23.245072 Iteration 516, loss = 0.12408860 Validation score: -23.038517 Iteration 517, loss = 0.12318886 Validation score: -22.835804 Iteration 518, loss = 0.12230377 Validation score: -22.636827 Iteration 519, loss = 0.12143303 Validation score: -22.441483 Iteration 520, loss = 0.12057633 Validation score: -22.249677 Iteration 521, loss = 0.11973340 Validation score: -22.061318 Iteration 522, loss = 0.11890393 Validation score: -21.876319 Iteration 523, loss = 0.11808766 Validation score: -21.694598 Iteration 524, loss = 0.11728430 Validation score: -21.516078 Iteration 525, loss = 0.11649358 Validation score: -21.340685 Iteration 526, loss = 0.11571524 Validation score: -21.168348 Iteration 527, loss = 0.11494903 Validation score: -20.999001 Iteration 528, loss = 0.11419468 Validation score: -20.832579 Iteration 529, loss = 0.11345196 Validation score: -20.669022 Iteration 530, loss = 0.11272062 Validation score: -20.508272 Iteration 531, loss = 0.11200042 Validation score: -20.350273 Iteration 532, loss = 0.11129114 Validation score: -20.194971 Iteration 533, loss = 0.11059255 Validation score: -20.042316 Iteration 534, loss = 0.10990443 Validation score: -19.892257 Iteration 535, loss = 0.10922656 Validation score: -19.744748 Iteration 536, loss = 0.10855875 Validation score: -19.599742 Iteration 537, loss = 0.10790078 Validation score: -19.457196 Iteration 538, loss = 0.10725245 Validation score: -19.317066 Iteration 539, loss = 0.10661357 Validation score: -19.179311 Iteration 540, loss = 0.10598395 Validation score: -19.043890 Iteration 541, loss = 0.10536341 Validation score: -18.910765 Iteration 542, loss = 0.10475176 Validation score: -18.779897 Iteration 543, loss = 0.10414883 Validation score: -18.651249 Iteration 544, loss = 0.10355444 Validation score: -18.524784 Iteration 545, loss = 0.10296843 Validation score: -18.400467 Iteration 546, loss = 0.10239063 Validation score: -18.278262 Iteration 547, loss = 0.10182088 Validation score: -18.158137 Iteration 548, loss = 0.10125902 Validation score: -18.040056 Iteration 549, loss = 0.10070491 Validation score: -17.923988 Iteration 550, loss = 0.10015838 Validation score: -17.809899 Iteration 551, loss = 0.09961930 Validation score: -17.697758 Iteration 552, loss = 0.09908752 Validation score: -17.587533 Iteration 553, loss = 0.09856290 Validation score: -17.479193 Iteration 554, loss = 0.09804531 Validation score: -17.372708 Iteration 555, loss = 0.09753460 Validation score: -17.268047 Iteration 556, loss = 0.09703066 Validation score: -17.165181 Iteration 557, loss = 0.09653334 Validation score: -17.064080 Iteration 558, loss = 0.09604254 Validation score: -16.964715 Iteration 559, loss = 0.09555811 Validation score: -16.867056 Iteration 560, loss = 0.09507995 Validation score: -16.771077 Iteration 561, loss = 0.09460793 Validation score: -16.676747 Iteration 562, loss = 0.09414195 Validation score: -16.584041 Iteration 563, loss = 0.09368188 Validation score: -16.492929 Iteration 564, loss = 0.09322763 Validation score: -16.403386 Iteration 565, loss = 0.09277907 Validation score: -16.315383 Iteration 566, loss = 0.09233612 Validation score: -16.228895 Iteration 567, loss = 0.09189865 Validation score: -16.143894 Iteration 568, loss = 0.09146658 Validation score: -16.060355 Iteration 569, loss = 0.09103980 Validation score: -15.978252 Iteration 570, loss = 0.09061822 Validation score: -15.897560 Iteration 571, loss = 0.09020174 Validation score: -15.818253 Iteration 572, loss = 0.08979028 Validation score: -15.740306 Iteration 573, loss = 0.08938373 Validation score: -15.663696 Iteration 574, loss = 0.08898201 Validation score: -15.588397 Iteration 575, loss = 0.08858503 Validation score: -15.514385 Iteration 576, loss = 0.08819271 Validation score: -15.441638 Iteration 577, loss = 0.08780497 Validation score: -15.370131 Iteration 578, loss = 0.08742172 Validation score: -15.299842 Iteration 579, loss = 0.08703450 Validation score: -15.230855 Iteration 580, loss = 0.08659864 Validation score: -15.163178 Iteration 581, loss = 0.08616271 Validation score: -15.096812 Iteration 582, loss = 0.08572750 Validation score: -15.031759 Iteration 583, loss = 0.08529369 Validation score: -14.968016 Iteration 584, loss = 0.08486189 Validation score: -14.905578 Iteration 585, loss = 0.08443263 Validation score: -14.844441 Iteration 586, loss = 0.08400637 Validation score: -14.784594 Iteration 587, loss = 0.08358349 Validation score: -14.726027 Iteration 588, loss = 0.08316433 Validation score: -14.668730 Iteration 589, loss = 0.08274918 Validation score: -14.612688 Iteration 590, loss = 0.08233828 Validation score: -14.557887 Iteration 591, loss = 0.08193182 Validation score: -14.504311 Iteration 592, loss = 0.08152997 Validation score: -14.451944 Iteration 593, loss = 0.08113285 Validation score: -14.400768 Iteration 594, loss = 0.08074057 Validation score: -14.350764 Iteration 595, loss = 0.08035321 Validation score: -14.301914 Iteration 596, loss = 0.07997080 Validation score: -14.254197 Iteration 597, loss = 0.07959340 Validation score: -14.207594 Iteration 598, loss = 0.07922101 Validation score: -14.162083 Iteration 599, loss = 0.07885364 Validation score: -14.117645 Iteration 600, loss = 0.07849126 Validation score: -14.074257 Iteration 601, loss = 0.07813386 Validation score: -14.031899 Iteration 602, loss = 0.07778140 Validation score: -13.990549 Iteration 603, loss = 0.07743384 Validation score: -13.950186 Iteration 604, loss = 0.07709112 Validation score: -13.910787 Iteration 605, loss = 0.07675318 Validation score: -13.872332 Iteration 606, loss = 0.07641997 Validation score: -13.834799 Iteration 607, loss = 0.07609141 Validation score: -13.798167 Iteration 608, loss = 0.07576743 Validation score: -13.762414 Iteration 609, loss = 0.07544795 Validation score: -13.727520 Iteration 610, loss = 0.07513291 Validation score: -13.693464 Iteration 611, loss = 0.07482222 Validation score: -13.660226 Iteration 612, loss = 0.07451580 Validation score: -13.627785 Iteration 613, loss = 0.07421356 Validation score: -13.596121 Iteration 614, loss = 0.07391420 Validation score: -13.565206 Iteration 615, loss = 0.07361870 Validation score: -13.535020 Iteration 616, loss = 0.07332704 Validation score: -13.505542 Iteration 617, loss = 0.07303917 Validation score: -13.476755 Iteration 618, loss = 0.07275501 Validation score: -13.448638 Iteration 619, loss = 0.07247449 Validation score: -13.421173 Iteration 620, loss = 0.07219754 Validation score: -13.394344 Iteration 621, loss = 0.07192410 Validation score: -13.368131 Iteration 622, loss = 0.07165410 Validation score: -13.342517 Iteration 623, loss = 0.07138747 Validation score: -13.317488 Iteration 624, loss = 0.07112413 Validation score: -13.293024 Iteration 625, loss = 0.07086402 Validation score: -13.269113 Iteration 626, loss = 0.07060708 Validation score: -13.245737 Iteration 627, loss = 0.07035323 Validation score: -13.222882 Iteration 628, loss = 0.07010242 Validation score: -13.200534 Iteration 629, loss = 0.06985457 Validation score: -13.178678 Iteration 630, loss = 0.06960962 Validation score: -13.157301 Iteration 631, loss = 0.06936751 Validation score: -13.136390 Iteration 632, loss = 0.06912818 Validation score: -13.115932 Iteration 633, loss = 0.06889157 Validation score: -13.095914 Iteration 634, loss = 0.06865761 Validation score: -13.076325 Iteration 635, loss = 0.06842626 Validation score: -13.057152 Iteration 636, loss = 0.06819745 Validation score: -13.038385 Iteration 637, loss = 0.06797113 Validation score: -13.020013 Iteration 638, loss = 0.06774724 Validation score: -13.002024 Iteration 639, loss = 0.06752573 Validation score: -12.984409 Iteration 640, loss = 0.06730656 Validation score: -12.967157 Iteration 641, loss = 0.06708966 Validation score: -12.950259 Iteration 642, loss = 0.06687238 Validation score: -12.933514 Iteration 643, loss = 0.06665468 Validation score: -12.916947 Iteration 644, loss = 0.06643891 Validation score: -12.900579 Iteration 645, loss = 0.06622511 Validation score: -12.884431 Iteration 646, loss = 0.06601328 Validation score: -12.868520 Iteration 647, loss = 0.06580345 Validation score: -12.852858 Iteration 648, loss = 0.06559563 Validation score: -12.837459 Iteration 649, loss = 0.06538981 Validation score: -12.822331 Iteration 650, loss = 0.06518599 Validation score: -12.807484 Iteration 651, loss = 0.06498417 Validation score: -12.792923 Iteration 652, loss = 0.06478433 Validation score: -12.778653 Iteration 653, loss = 0.06458645 Validation score: -12.764679 Iteration 654, loss = 0.06439052 Validation score: -12.751002 Iteration 655, loss = 0.06419652 Validation score: -12.737623 Iteration 656, loss = 0.06400443 Validation score: -12.724544 Iteration 657, loss = 0.06381421 Validation score: -12.711763 Iteration 658, loss = 0.06362585 Validation score: -12.699279 Iteration 659, loss = 0.06343931 Validation score: -12.687091 Iteration 660, loss = 0.06325457 Validation score: -12.675195 Iteration 661, loss = 0.06307159 Validation score: -12.663589 Iteration 662, loss = 0.06289036 Validation score: -12.652270 Iteration 663, loss = 0.06271083 Validation score: -12.641233 Iteration 664, loss = 0.06253298 Validation score: -12.630473 Iteration 665, loss = 0.06235678 Validation score: -12.619988 Iteration 666, loss = 0.06218220 Validation score: -12.609771 Iteration 667, loss = 0.06200920 Validation score: -12.599817 Iteration 668, loss = 0.06183776 Validation score: -12.590122 Iteration 669, loss = 0.06166785 Validation score: -12.580681 Iteration 670, loss = 0.06149943 Validation score: -12.571487 Iteration 671, loss = 0.06133249 Validation score: -12.562535 Iteration 672, loss = 0.06116698 Validation score: -12.553820 Iteration 673, loss = 0.06100288 Validation score: -12.545336 Iteration 674, loss = 0.06084017 Validation score: -12.537077 Iteration 675, loss = 0.06067882 Validation score: -12.529038 Iteration 676, loss = 0.06051879 Validation score: -12.521213 Iteration 677, loss = 0.06036006 Validation score: -12.513597 Iteration 678, loss = 0.06020262 Validation score: -12.506184 Iteration 679, loss = 0.06004642 Validation score: -12.498968 Iteration 680, loss = 0.05989145 Validation score: -12.491944 Iteration 681, loss = 0.05973769 Validation score: -12.485108 Iteration 682, loss = 0.05958511 Validation score: -12.478452 Iteration 683, loss = 0.05943368 Validation score: -12.471974 Iteration 684, loss = 0.05928339 Validation score: -12.465666 Iteration 685, loss = 0.05913421 Validation score: -12.459524 Iteration 686, loss = 0.05898612 Validation score: -12.453544 Iteration 687, loss = 0.05883911 Validation score: -12.447721 Iteration 688, loss = 0.05869314 Validation score: -12.442049 Iteration 689, loss = 0.05854821 Validation score: -12.436525 Iteration 690, loss = 0.05840429 Validation score: -12.431143 Iteration 691, loss = 0.05826137 Validation score: -12.425899 Iteration 692, loss = 0.05811942 Validation score: -12.420790 Iteration 693, loss = 0.05797843 Validation score: -12.415811 Iteration 694, loss = 0.05783838 Validation score: -12.410957 Iteration 695, loss = 0.05769926 Validation score: -12.406215 Iteration 696, loss = 0.05756105 Validation score: -12.401563 Iteration 697, loss = 0.05742372 Validation score: -12.396874 Iteration 698, loss = 0.05728720 Validation score: -12.391677 Iteration 699, loss = 0.05715058 Validation score: -12.384535 Iteration 700, loss = 0.05701151 Validation score: -12.374206 Iteration 701, loss = 0.05686649 Validation score: -12.359341 Iteration 702, loss = 0.05671714 Validation score: -12.338645 Iteration 703, loss = 0.05656294 Validation score: -12.311652 Iteration 704, loss = 0.05641461 Validation score: -12.279763 Iteration 705, loss = 0.05626610 Validation score: -12.243789 Iteration 706, loss = 0.05611718 Validation score: -12.204957 Iteration 707, loss = 0.05596799 Validation score: -12.164790 Iteration 708, loss = 0.05581849 Validation score: -12.124916 Iteration 709, loss = 0.05566843 Validation score: -12.086903 Iteration 710, loss = 0.05551740 Validation score: -12.052213 Iteration 711, loss = 0.05536489 Validation score: -12.022210 Iteration 712, loss = 0.05520848 Validation score: -11.997954 Iteration 713, loss = 0.05504783 Validation score: -11.980381 Iteration 714, loss = 0.05488358 Validation score: -11.970000 Iteration 715, loss = 0.05471561 Validation score: -11.966856 Iteration 716, loss = 0.05454407 Validation score: -11.970546 Iteration 717, loss = 0.05436945 Validation score: -11.980211 Iteration 718, loss = 0.05419248 Validation score: -11.994424 Iteration 719, loss = 0.05401402 Validation score: -12.010999 Iteration 720, loss = 0.05384364 Validation score: -12.002972 Iteration 721, loss = 0.05367344 Validation score: -11.977467 Validation score did not improve more than tol=0.000000 for 5 consecutive epochs. Stopping. Iteration 1, loss = 19.97374545 Validation score: -1805.960413 Iteration 2, loss = 19.85855586 Validation score: -1794.368299 Iteration 3, loss = 19.74316935 Validation score: -1782.865762 Iteration 4, loss = 19.62861838 Validation score: -1771.454111 Iteration 5, loss = 19.51491924 Validation score: -1760.134250 Iteration 6, loss = 19.40359083 Validation score: -1748.931739 Iteration 7, loss = 19.29387430 Validation score: -1737.831025 Iteration 8, loss = 19.18581721 Validation score: -1726.827262 Iteration 9, loss = 19.07856399 Validation score: -1715.909817 Iteration 10, loss = 18.97145710 Validation score: -1705.079961 Iteration 11, loss = 18.86519910 Validation score: -1694.338865 Iteration 12, loss = 18.75979153 Validation score: -1683.687464 Iteration 13, loss = 18.65523557 Validation score: -1673.126449 Iteration 14, loss = 18.55153184 Validation score: -1662.656295 Iteration 15, loss = 18.44868035 Validation score: -1652.277283 Iteration 16, loss = 18.34668043 Validation score: -1641.989523 Iteration 17, loss = 18.24546018 Validation score: -1631.792975 Iteration 18, loss = 18.14501685 Validation score: -1621.687602 Iteration 19, loss = 18.04542083 Validation score: -1611.673066 Iteration 20, loss = 17.94665908 Validation score: -1601.748927 Iteration 21, loss = 17.84879746 Validation score: -1591.912153 Iteration 22, loss = 17.75187175 Validation score: -1582.163804 Iteration 23, loss = 17.65565654 Validation score: -1572.503425 Iteration 24, loss = 17.56024087 Validation score: -1562.930352 Iteration 25, loss = 17.46562116 Validation score: -1553.361767 Iteration 26, loss = 17.37179164 Validation score: -1543.235529 Iteration 27, loss = 17.27770632 Validation score: -1533.184350 Iteration 28, loss = 17.18386890 Validation score: -1523.209816 Iteration 29, loss = 17.09065117 Validation score: -1513.313413 Iteration 30, loss = 16.99807827 Validation score: -1503.496194 Iteration 31, loss = 16.90616582 Validation score: -1493.758781 Iteration 32, loss = 16.81458870 Validation score: -1484.095429 Iteration 33, loss = 16.72333030 Validation score: -1474.506937 Iteration 34, loss = 16.63163925 Validation score: -1464.972791 Iteration 35, loss = 16.53989286 Validation score: -1455.496139 Iteration 36, loss = 16.44868560 Validation score: -1446.079460 Iteration 37, loss = 16.35803740 Validation score: -1436.724668 Iteration 38, loss = 16.26796325 Validation score: -1427.433193 Iteration 39, loss = 16.17847423 Validation score: -1418.206064 Iteration 40, loss = 16.08957803 Validation score: -1409.043940 Iteration 41, loss = 16.00127925 Validation score: -1399.947174 Iteration 42, loss = 15.91358025 Validation score: -1390.915861 Iteration 43, loss = 15.82582976 Validation score: -1381.905563 Iteration 44, loss = 15.73703385 Validation score: -1372.921313 Iteration 45, loss = 15.64837131 Validation score: -1363.961548 Iteration 46, loss = 15.55957514 Validation score: -1355.031161 Iteration 47, loss = 15.47114475 Validation score: -1346.134223 Iteration 48, loss = 15.38314295 Validation score: -1337.292093 Iteration 49, loss = 15.29642209 Validation score: -1328.505338 Iteration 50, loss = 15.21013900 Validation score: -1319.774227 Iteration 51, loss = 15.12361646 Validation score: -1311.086969 Iteration 52, loss = 15.03726227 Validation score: -1302.444988 Iteration 53, loss = 14.95129691 Validation score: -1293.849332 Iteration 54, loss = 14.86579352 Validation score: -1285.311278 Iteration 55, loss = 14.78183884 Validation score: -1276.829807 Iteration 56, loss = 14.69832566 Validation score: -1268.403816 Iteration 57, loss = 14.61524726 Validation score: -1260.032135 Iteration 58, loss = 14.53259571 Validation score: -1251.713544 Iteration 59, loss = 14.45036202 Validation score: -1243.446783 Iteration 60, loss = 14.36853637 Validation score: -1235.230567 Iteration 61, loss = 14.28710825 Validation score: -1227.063589 Iteration 62, loss = 14.20602801 Validation score: -1218.938428 Iteration 63, loss = 14.12490126 Validation score: -1210.854476 Iteration 64, loss = 14.04410310 Validation score: -1202.810794 Iteration 65, loss = 13.96283090 Validation score: -1194.798775 Iteration 66, loss = 13.88175454 Validation score: -1186.818748 Iteration 67, loss = 13.80091537 Validation score: -1178.870867 Iteration 68, loss = 13.72031283 Validation score: -1170.955137 Iteration 69, loss = 13.63994492 Validation score: -1163.071429 Iteration 70, loss = 13.55980847 Validation score: -1155.219503 Iteration 71, loss = 13.47989924 Validation score: -1147.399019 Iteration 72, loss = 13.40021214 Validation score: -1139.609551 Iteration 73, loss = 13.32074130 Validation score: -1131.850602 Iteration 74, loss = 13.24114334 Validation score: -1124.115650 Iteration 75, loss = 13.16156150 Validation score: -1116.404808 Iteration 76, loss = 13.08213115 Validation score: -1108.718066 Iteration 77, loss = 13.00284917 Validation score: -1101.055302 Iteration 78, loss = 12.92371159 Validation score: -1093.416298 Iteration 79, loss = 12.84361877 Validation score: -1085.758651 Iteration 80, loss = 12.76305614 Validation score: -1078.086757 Iteration 81, loss = 12.68242268 Validation score: -1070.404787 Iteration 82, loss = 12.60122416 Validation score: -1062.725271 Iteration 83, loss = 12.51983474 Validation score: -1055.050137 Iteration 84, loss = 12.43838775 Validation score: -1047.372860 Iteration 85, loss = 12.35690014 Validation score: -1039.666109 Iteration 86, loss = 12.27538561 Validation score: -1031.966880 Iteration 87, loss = 12.19385509 Validation score: -1024.276166 Iteration 88, loss = 12.11231714 Validation score: -1016.594778 Iteration 89, loss = 12.03077831 Validation score: -1008.923371 Iteration 90, loss = 11.94924342 Validation score: -1001.262461 Iteration 91, loss = 11.86764473 Validation score: -993.580224 Iteration 92, loss = 11.78540535 Validation score: -985.826395 Iteration 93, loss = 11.70309455 Validation score: -978.071632 Iteration 94, loss = 11.62072953 Validation score: -970.319008 Iteration 95, loss = 11.53832468 Validation score: -962.571116 Iteration 96, loss = 11.45589194 Validation score: -954.830133 Iteration 97, loss = 11.37339204 Validation score: -947.095869 Iteration 98, loss = 11.28992608 Validation score: -939.340345 Iteration 99, loss = 11.20583892 Validation score: -931.570060 Iteration 100, loss = 11.12154420 Validation score: -923.790466 Iteration 101, loss = 11.03753280 Validation score: -916.004712 Iteration 102, loss = 10.95363514 Validation score: -908.217876 Iteration 103, loss = 10.86949744 Validation score: -900.433349 Iteration 104, loss = 10.78529015 Validation score: -892.653979 Iteration 105, loss = 10.70103237 Validation score: -884.882153 Iteration 106, loss = 10.61674006 Validation score: -877.119863 Iteration 107, loss = 10.53284821 Validation score: -869.367470 Iteration 108, loss = 10.44901616 Validation score: -861.626382 Iteration 109, loss = 10.36520541 Validation score: -853.897773 Iteration 110, loss = 10.28133218 Validation score: -846.180675 Iteration 111, loss = 10.19745793 Validation score: -838.476131 Iteration 112, loss = 10.11360319 Validation score: -830.785019 Iteration 113, loss = 10.02974170 Validation score: -823.106456 Iteration 114, loss = 9.94607298 Validation score: -815.439105 Iteration 115, loss = 9.86256877 Validation score: -807.783859 Iteration 116, loss = 9.77916365 Validation score: -800.141922 Iteration 117, loss = 9.69583323 Validation score: -792.513983 Iteration 118, loss = 9.61253788 Validation score: -784.900638 Iteration 119, loss = 9.52927774 Validation score: -777.302409 Iteration 120, loss = 9.44605299 Validation score: -769.719761 Iteration 121, loss = 9.36286385 Validation score: -762.153112 Iteration 122, loss = 9.27974019 Validation score: -754.619018 Iteration 123, loss = 9.19765813 Validation score: -747.115215 Iteration 124, loss = 9.11560931 Validation score: -739.639727 Iteration 125, loss = 9.03361419 Validation score: -732.192244 Iteration 126, loss = 8.95187344 Validation score: -724.771068 Iteration 127, loss = 8.87032086 Validation score: -717.376395 Iteration 128, loss = 8.78906473 Validation score: -710.008778 Iteration 129, loss = 8.70798946 Validation score: -702.666664 Iteration 130, loss = 8.62694623 Validation score: -695.348732 Iteration 131, loss = 8.54654051 Validation score: -688.066079 Iteration 132, loss = 8.46646361 Validation score: -680.816066 Iteration 133, loss = 8.38642780 Validation score: -673.567853 Iteration 134, loss = 8.30642581 Validation score: -666.353658 Iteration 135, loss = 8.22645194 Validation score: -659.163971 Iteration 136, loss = 8.14646206 Validation score: -651.996264 Iteration 137, loss = 8.06644924 Validation score: -644.849563 Iteration 138, loss = 7.98644757 Validation score: -637.723091 Iteration 139, loss = 7.90645683 Validation score: -630.616242 Iteration 140, loss = 7.82647775 Validation score: -623.528568 Iteration 141, loss = 7.74651194 Validation score: -616.459760 Iteration 142, loss = 7.66656183 Validation score: -609.409637 Iteration 143, loss = 7.58663060 Validation score: -602.378133 Iteration 144, loss = 7.50669643 Validation score: -595.364603 Iteration 145, loss = 7.42676913 Validation score: -588.369236 Iteration 146, loss = 7.34686791 Validation score: -581.392302 Iteration 147, loss = 7.26703120 Validation score: -574.435226 Iteration 148, loss = 7.18732537 Validation score: -567.498270 Iteration 149, loss = 7.10766857 Validation score: -560.581768 Iteration 150, loss = 7.02821082 Validation score: -553.683206 Iteration 151, loss = 6.94902009 Validation score: -546.803331 Iteration 152, loss = 6.86990405 Validation score: -539.941268 Iteration 153, loss = 6.79077345 Validation score: -533.098023 Iteration 154, loss = 6.71173193 Validation score: -526.274608 Iteration 155, loss = 6.63281911 Validation score: -519.468353 Iteration 156, loss = 6.55399856 Validation score: -512.676555 Iteration 157, loss = 6.47525693 Validation score: -505.901279 Iteration 158, loss = 6.39662153 Validation score: -499.144471 Iteration 159, loss = 6.31810529 Validation score: -492.407973 Iteration 160, loss = 6.23972113 Validation score: -485.693535 Iteration 161, loss = 6.16148201 Validation score: -479.002824 Iteration 162, loss = 6.08340093 Validation score: -472.337433 Iteration 163, loss = 6.00556241 Validation score: -465.700163 Iteration 164, loss = 5.92795931 Validation score: -459.092294 Iteration 165, loss = 5.85055594 Validation score: -452.515074 Iteration 166, loss = 5.77336452 Validation score: -445.969718 Iteration 167, loss = 5.69639747 Validation score: -439.457416 Iteration 168, loss = 5.61966738 Validation score: -432.979331 Iteration 169, loss = 5.54318701 Validation score: -426.536604 Iteration 170, loss = 5.46696927 Validation score: -420.130352 Iteration 171, loss = 5.39102722 Validation score: -413.761673 Iteration 172, loss = 5.31537403 Validation score: -407.431643 Iteration 173, loss = 5.24002301 Validation score: -401.141320 Iteration 174, loss = 5.16498754 Validation score: -394.891740 Iteration 175, loss = 5.09028113 Validation score: -388.683923 Iteration 176, loss = 5.01591734 Validation score: -382.518870 Iteration 177, loss = 4.94190980 Validation score: -376.555997 Iteration 178, loss = 4.86818784 Validation score: -370.892209 Iteration 179, loss = 4.79482166 Validation score: -365.255205 Iteration 180, loss = 4.72177644 Validation score: -359.637924 Iteration 181, loss = 4.64895538 Validation score: -354.042781 Iteration 182, loss = 4.57652403 Validation score: -348.472028 Iteration 183, loss = 4.50450074 Validation score: -342.927774 Iteration 184, loss = 4.43290340 Validation score: -337.411994 Iteration 185, loss = 4.36174939 Validation score: -331.926547 Iteration 186, loss = 4.29105568 Validation score: -326.473183 Iteration 187, loss = 4.22083884 Validation score: -321.053552 Iteration 188, loss = 4.15111506 Validation score: -315.669216 Iteration 189, loss = 4.08190014 Validation score: -310.321652 Iteration 190, loss = 4.01320955 Validation score: -305.012262 Iteration 191, loss = 3.94505843 Validation score: -299.742378 Iteration 192, loss = 3.87746157 Validation score: -294.513266 Iteration 193, loss = 3.81026326 Validation score: -289.321118 Iteration 194, loss = 3.74355822 Validation score: -284.168001 Iteration 195, loss = 3.67743819 Validation score: -279.055818 Iteration 196, loss = 3.61192110 Validation score: -273.986321 Iteration 197, loss = 3.54702401 Validation score: -268.961129 Iteration 198, loss = 3.48260964 Validation score: -263.979191 Iteration 199, loss = 3.41857035 Validation score: -259.042329 Iteration 200, loss = 3.35521898 Validation score: -254.149579 Iteration 201, loss = 3.29275221 Validation score: -249.302905 Iteration 202, loss = 3.23097937 Validation score: -244.504117 Iteration 203, loss = 3.16991934 Validation score: -239.754883 Iteration 204, loss = 3.10940090 Validation score: -235.052092 Iteration 205, loss = 3.04934878 Validation score: -230.397894 Iteration 206, loss = 2.99002952 Validation score: -225.794230 Iteration 207, loss = 2.93146464 Validation score: -221.262920 Iteration 208, loss = 2.87367366 Validation score: -216.785567 Iteration 209, loss = 2.81669466 Validation score: -212.362081 Iteration 210, loss = 2.76053711 Validation score: -207.993801 Iteration 211, loss = 2.70520441 Validation score: -203.681923 Iteration 212, loss = 2.65070925 Validation score: -199.427509 Iteration 213, loss = 2.59706288 Validation score: -195.231498 Iteration 214, loss = 2.54427523 Validation score: -191.094715 Iteration 215, loss = 2.49235498 Validation score: -187.017877 Iteration 216, loss = 2.44125774 Validation score: -182.997197 Iteration 217, loss = 2.39063767 Validation score: -179.030733 Iteration 218, loss = 2.34063395 Validation score: -175.120138 Iteration 219, loss = 2.29148532 Validation score: -171.266837 Iteration 220, loss = 2.24320592 Validation score: -167.443301 Iteration 221, loss = 2.19580758 Validation score: -163.666792 Iteration 222, loss = 2.14929995 Validation score: -159.953829 Iteration 223, loss = 2.10369076 Validation score: -156.305071 Iteration 224, loss = 2.05898280 Validation score: -152.721038 Iteration 225, loss = 2.01518187 Validation score: -149.202098 Iteration 226, loss = 1.97229068 Validation score: -145.748492 Iteration 227, loss = 1.93031042 Validation score: -142.360346 Iteration 228, loss = 1.88924095 Validation score: -139.037684 Iteration 229, loss = 1.84908090 Validation score: -135.780434 Iteration 230, loss = 1.80982773 Validation score: -132.588436 Iteration 231, loss = 1.77144083 Validation score: -129.461727 Iteration 232, loss = 1.73363988 Validation score: -126.400092 Iteration 233, loss = 1.69672077 Validation score: -123.403243 Iteration 234, loss = 1.66068499 Validation score: -120.470821 Iteration 235, loss = 1.62553214 Validation score: -117.602400 Iteration 236, loss = 1.59126005 Validation score: -114.797496 Iteration 237, loss = 1.55786492 Validation score: -112.055570 Iteration 238, loss = 1.52534147 Validation score: -109.376031 Iteration 239, loss = 1.49368303 Validation score: -106.758245 Iteration 240, loss = 1.46288166 Validation score: -104.201532 Iteration 241, loss = 1.43268274 Validation score: -101.701808 Iteration 242, loss = 1.40316173 Validation score: -99.259030 Iteration 243, loss = 1.37444902 Validation score: -96.873031 Iteration 244, loss = 1.34654174 Validation score: -94.543500 Iteration 245, loss = 1.31946448 Validation score: -92.270075 Iteration 246, loss = 1.29317676 Validation score: -90.052302 Iteration 247, loss = 1.26766843 Validation score: -87.889647 Iteration 248, loss = 1.24292818 Validation score: -85.781502 Iteration 249, loss = 1.21894362 Validation score: -83.727198 Iteration 250, loss = 1.19570144 Validation score: -81.726010 Iteration 251, loss = 1.17311693 Validation score: -79.776329 Iteration 252, loss = 1.15105565 Validation score: -77.877526 Iteration 253, loss = 1.12967861 Validation score: -76.028912 Iteration 254, loss = 1.10897344 Validation score: -74.229743 Iteration 255, loss = 1.08892688 Validation score: -72.479230 Iteration 256, loss = 1.06936601 Validation score: -70.775818 Iteration 257, loss = 1.05026396 Validation score: -69.118106 Iteration 258, loss = 1.03163605 Validation score: -67.505521 Iteration 259, loss = 1.01358139 Validation score: -65.937421 Iteration 260, loss = 0.99608139 Validation score: -64.413088 Iteration 261, loss = 0.97909394 Validation score: -62.931769 Iteration 262, loss = 0.96264458 Validation score: -61.492668 Iteration 263, loss = 0.94672163 Validation score: -60.094959 Iteration 264, loss = 0.93131268 Validation score: -58.737785 Iteration 265, loss = 0.91640470 Validation score: -57.420269 Iteration 266, loss = 0.90198416 Validation score: -56.141520 Iteration 267, loss = 0.88803715 Validation score: -54.900630 Iteration 268, loss = 0.87454947 Validation score: -53.696687 Iteration 269, loss = 0.86150675 Validation score: -52.528775 Iteration 270, loss = 0.84889447 Validation score: -51.395974 Iteration 271, loss = 0.83669810 Validation score: -50.297371 Iteration 272, loss = 0.82490313 Validation score: -49.232053 Iteration 273, loss = 0.81349512 Validation score: -48.199117 Iteration 274, loss = 0.80245979 Validation score: -47.197669 Iteration 275, loss = 0.79178302 Validation score: -46.226825 Iteration 276, loss = 0.78145092 Validation score: -45.285714 Iteration 277, loss = 0.77144985 Validation score: -44.373478 Iteration 278, loss = 0.76176648 Validation score: -43.489275 Iteration 279, loss = 0.75238776 Validation score: -42.632279 Iteration 280, loss = 0.74330100 Validation score: -41.801679 Iteration 281, loss = 0.73449384 Validation score: -40.996684 Iteration 282, loss = 0.72595431 Validation score: -40.216517 Iteration 283, loss = 0.71767080 Validation score: -39.460423 Iteration 284, loss = 0.70963210 Validation score: -38.727664 Iteration 285, loss = 0.70182739 Validation score: -38.017518 Iteration 286, loss = 0.69422451 Validation score: -37.329205 Iteration 287, loss = 0.68682090 Validation score: -36.662052 Iteration 288, loss = 0.67961831 Validation score: -36.015406 Iteration 289, loss = 0.67260561 Validation score: -35.388333 Iteration 290, loss = 0.66573731 Validation score: -34.780267 Iteration 291, loss = 0.65904187 Validation score: -34.190655 Iteration 292, loss = 0.65232630 Validation score: -33.619841 Iteration 293, loss = 0.64555433 Validation score: -33.067245 Iteration 294, loss = 0.63889107 Validation score: -32.521449 Iteration 295, loss = 0.63233705 Validation score: -31.989989 Iteration 296, loss = 0.62589226 Validation score: -31.475028 Iteration 297, loss = 0.61954387 Validation score: -30.975553 Iteration 298, loss = 0.61328646 Validation score: -30.491166 Iteration 299, loss = 0.60713264 Validation score: -30.021479 Iteration 300, loss = 0.60105668 Validation score: -29.565995 Iteration 301, loss = 0.59503070 Validation score: -29.124355 Iteration 302, loss = 0.58909915 Validation score: -28.677574 Iteration 303, loss = 0.58326111 Validation score: -28.238539 Iteration 304, loss = 0.57747488 Validation score: -27.812114 Iteration 305, loss = 0.57177484 Validation score: -27.398048 Iteration 306, loss = 0.56616033 Validation score: -26.996087 Iteration 307, loss = 0.56063053 Validation score: -26.605967 Iteration 308, loss = 0.55512638 Validation score: -26.225770 Iteration 309, loss = 0.54958230 Validation score: -25.855456 Iteration 310, loss = 0.54410575 Validation score: -25.494962 Iteration 311, loss = 0.53869767 Validation score: -25.144202 Iteration 312, loss = 0.53335873 Validation score: -24.803071 Iteration 313, loss = 0.52808930 Validation score: -24.471449 Iteration 314, loss = 0.52288953 Validation score: -24.149200 Iteration 315, loss = 0.51775938 Validation score: -23.836175 Iteration 316, loss = 0.51269860 Validation score: -23.532217 Iteration 317, loss = 0.50770685 Validation score: -23.237159 Iteration 318, loss = 0.50276001 Validation score: -22.950054 Iteration 319, loss = 0.49782652 Validation score: -22.670816 Iteration 320, loss = 0.49295266 Validation score: -22.399343 Iteration 321, loss = 0.48813889 Validation score: -22.135524 Iteration 322, loss = 0.48338550 Validation score: -21.879236 Iteration 323, loss = 0.47869260 Validation score: -21.630347 Iteration 324, loss = 0.47406017 Validation score: -21.388720 Iteration 325, loss = 0.46948807 Validation score: -21.154212 Iteration 326, loss = 0.46497604 Validation score: -20.926675 Iteration 327, loss = 0.46052376 Validation score: -20.705958 Iteration 328, loss = 0.45610337 Validation score: -20.490745 Iteration 329, loss = 0.45162597 Validation score: -20.281024 Iteration 330, loss = 0.44719198 Validation score: -20.076768 Iteration 331, loss = 0.44280326 Validation score: -19.877937 Iteration 332, loss = 0.43846138 Validation score: -19.684478 Iteration 333, loss = 0.43416761 Validation score: -19.496329 Iteration 334, loss = 0.42992302 Validation score: -19.313420 Iteration 335, loss = 0.42572843 Validation score: -19.135673 Iteration 336, loss = 0.42158448 Validation score: -18.963004 Iteration 337, loss = 0.41749164 Validation score: -18.795326 Iteration 338, loss = 0.41345025 Validation score: -18.632546 Iteration 339, loss = 0.40946050 Validation score: -18.474569 Iteration 340, loss = 0.40552245 Validation score: -18.321298 Iteration 341, loss = 0.40163609 Validation score: -18.172633 Iteration 342, loss = 0.39780131 Validation score: -18.028475 Iteration 343, loss = 0.39399630 Validation score: -17.887853 Iteration 344, loss = 0.39013904 Validation score: -17.750810 Iteration 345, loss = 0.38632263 Validation score: -17.617373 Iteration 346, loss = 0.38254848 Validation score: -17.487556 Iteration 347, loss = 0.37881777 Validation score: -17.361359 Iteration 348, loss = 0.37513148 Validation score: -17.186106 Iteration 349, loss = 0.37149036 Validation score: -16.929514 Iteration 350, loss = 0.36789503 Validation score: -16.678380 Iteration 351, loss = 0.36422317 Validation score: -16.426249 Iteration 352, loss = 0.36054801 Validation score: -16.173833 Iteration 353, loss = 0.35689210 Validation score: -15.921767 Iteration 354, loss = 0.35325899 Validation score: -15.670615 Iteration 355, loss = 0.34965180 Validation score: -15.420880 Iteration 356, loss = 0.34607327 Validation score: -15.173006 Iteration 357, loss = 0.34252327 Validation score: -14.927172 Iteration 358, loss = 0.33895886 Validation score: -14.683753 Iteration 359, loss = 0.33542670 Validation score: -14.443076 Iteration 360, loss = 0.33192889 Validation score: -14.205430 Iteration 361, loss = 0.32846728 Validation score: -13.971064 Iteration 362, loss = 0.32504340 Validation score: -13.740194 Iteration 363, loss = 0.32157547 Validation score: -13.512458 Iteration 364, loss = 0.31811622 Validation score: -13.288080 Iteration 365, loss = 0.31468954 Validation score: -13.067255 Iteration 366, loss = 0.31129770 Validation score: -12.850146 Iteration 367, loss = 0.30794267 Validation score: -12.636893 Iteration 368, loss = 0.30462609 Validation score: -12.427613 Iteration 369, loss = 0.30134934 Validation score: -12.222401 Iteration 370, loss = 0.29811356 Validation score: -12.021335 Iteration 371, loss = 0.29491968 Validation score: -11.824473 Iteration 372, loss = 0.29176842 Validation score: -11.631863 Iteration 373, loss = 0.28866036 Validation score: -11.443535 Iteration 374, loss = 0.28559591 Validation score: -11.259509 Iteration 375, loss = 0.28257534 Validation score: -11.079795 Iteration 376, loss = 0.27959883 Validation score: -10.904391 Iteration 377, loss = 0.27666643 Validation score: -10.733289 Iteration 378, loss = 0.27377812 Validation score: -10.566472 Iteration 379, loss = 0.27091368 Validation score: -10.402317 Iteration 380, loss = 0.26806503 Validation score: -10.241014 Iteration 381, loss = 0.26525518 Validation score: -10.082726 Iteration 382, loss = 0.26248445 Validation score: -9.927595 Iteration 383, loss = 0.25975308 Validation score: -9.775739 Iteration 384, loss = 0.25706117 Validation score: -9.627260 Iteration 385, loss = 0.25440877 Validation score: -9.482238 Iteration 386, loss = 0.25179584 Validation score: -9.340741 Iteration 387, loss = 0.24922225 Validation score: -9.202818 Iteration 388, loss = 0.24668785 Validation score: -9.068509 Iteration 389, loss = 0.24419240 Validation score: -8.937838 Iteration 390, loss = 0.24173563 Validation score: -8.810821 Iteration 391, loss = 0.23931722 Validation score: -8.687462 Iteration 392, loss = 0.23693684 Validation score: -8.567758 Iteration 393, loss = 0.23459409 Validation score: -8.451696 Iteration 394, loss = 0.23228859 Validation score: -8.339256 Iteration 395, loss = 0.23001989 Validation score: -8.230413 Iteration 396, loss = 0.22778757 Validation score: -8.125135 Iteration 397, loss = 0.22559115 Validation score: -8.023384 Iteration 398, loss = 0.22343017 Validation score: -7.925121 Iteration 399, loss = 0.22130415 Validation score: -7.830298 Iteration 400, loss = 0.21921260 Validation score: -7.738867 Iteration 401, loss = 0.21715502 Validation score: -7.650776 Iteration 402, loss = 0.21513092 Validation score: -7.565969 Iteration 403, loss = 0.21313981 Validation score: -7.484391 Iteration 404, loss = 0.21118117 Validation score: -7.405981 Iteration 405, loss = 0.20925451 Validation score: -7.330680 Iteration 406, loss = 0.20735933 Validation score: -7.258424 Iteration 407, loss = 0.20549513 Validation score: -7.189152 Iteration 408, loss = 0.20366142 Validation score: -7.122799 Iteration 409, loss = 0.20185770 Validation score: -7.059300 Iteration 410, loss = 0.20008350 Validation score: -6.998591 Iteration 411, loss = 0.19833833 Validation score: -6.940607 Iteration 412, loss = 0.19662172 Validation score: -6.885282 Iteration 413, loss = 0.19493318 Validation score: -6.832551 Iteration 414, loss = 0.19327225 Validation score: -6.782351 Iteration 415, loss = 0.19163848 Validation score: -6.734615 Iteration 416, loss = 0.19003141 Validation score: -6.689280 Iteration 417, loss = 0.18845058 Validation score: -6.646283 Iteration 418, loss = 0.18689556 Validation score: -6.605560 Iteration 419, loss = 0.18536591 Validation score: -6.567050 Iteration 420, loss = 0.18386120 Validation score: -6.530692 Iteration 421, loss = 0.18238100 Validation score: -6.496424 Iteration 422, loss = 0.18092489 Validation score: -6.464187 Iteration 423, loss = 0.17949246 Validation score: -6.433923 Iteration 424, loss = 0.17808331 Validation score: -6.405574 Iteration 425, loss = 0.17669704 Validation score: -6.379083 Iteration 426, loss = 0.17533324 Validation score: -6.354394 Iteration 427, loss = 0.17399154 Validation score: -6.331453 Iteration 428, loss = 0.17267155 Validation score: -6.310207 Iteration 429, loss = 0.17130677 Validation score: -6.287061 Iteration 430, loss = 0.16989682 Validation score: -6.262435 Iteration 431, loss = 0.16848429 Validation score: -6.236715 Iteration 432, loss = 0.16707172 Validation score: -6.210254 Iteration 433, loss = 0.16566142 Validation score: -6.183373 Iteration 434, loss = 0.16422043 Validation score: -6.154660 Iteration 435, loss = 0.16270149 Validation score: -6.124649 Iteration 436, loss = 0.16117488 Validation score: -6.093826 Iteration 437, loss = 0.15964435 Validation score: -6.062629 Iteration 438, loss = 0.15811326 Validation score: -6.031458 Iteration 439, loss = 0.15658461 Validation score: -6.000667 Iteration 440, loss = 0.15502419 Validation score: -5.970887 Iteration 441, loss = 0.15345041 Validation score: -5.942405 Iteration 442, loss = 0.15188317 Validation score: -5.915472 Iteration 443, loss = 0.15032495 Validation score: -5.890303 Iteration 444, loss = 0.14877792 Validation score: -5.867079 Iteration 445, loss = 0.14724393 Validation score: -5.845957 Iteration 446, loss = 0.14572455 Validation score: -5.827061 Iteration 447, loss = 0.14422111 Validation score: -5.810493 Iteration 448, loss = 0.14273470 Validation score: -5.796332 Iteration 449, loss = 0.14126625 Validation score: -5.784638 Iteration 450, loss = 0.13980431 Validation score: -5.775092 Iteration 451, loss = 0.13833254 Validation score: -5.767820 Iteration 452, loss = 0.13687844 Validation score: -5.762917 Iteration 453, loss = 0.13544288 Validation score: -5.760459 Iteration 454, loss = 0.13402655 Validation score: -5.760495 Iteration 455, loss = 0.13262995 Validation score: -5.763059 Iteration 456, loss = 0.13125436 Validation score: -5.768230 Iteration 457, loss = 0.12990636 Validation score: -5.776038 Iteration 458, loss = 0.12858026 Validation score: -5.786493 Iteration 459, loss = 0.12727597 Validation score: -5.799589 Validation score did not improve more than tol=0.000000 for 5 consecutive epochs. Stopping. Iteration 1, loss = 17.91911663 Validation score: -2603.718441 Iteration 2, loss = 17.86336319 Validation score: -2593.022782 Iteration 3, loss = 17.80713276 Validation score: -2582.287138 Iteration 4, loss = 17.75072843 Validation score: -2571.311317 Iteration 5, loss = 17.69405027 Validation score: -2560.195358 Iteration 6, loss = 17.63650738 Validation score: -2548.933546 Iteration 7, loss = 17.57829607 Validation score: -2538.389900 Iteration 8, loss = 17.51971795 Validation score: -2527.845664 Iteration 9, loss = 17.46078530 Validation score: -2517.253073 Iteration 10, loss = 17.40159969 Validation score: -2506.599863 Iteration 11, loss = 17.34191707 Validation score: -2495.885416 Iteration 12, loss = 17.28185322 Validation score: -2485.108973 Iteration 13, loss = 17.22140645 Validation score: -2474.269699 Iteration 14, loss = 17.16108166 Validation score: -2463.386727 Iteration 15, loss = 17.10050943 Validation score: -2452.456791 Iteration 16, loss = 17.03956656 Validation score: -2441.476953 Iteration 17, loss = 16.97829095 Validation score: -2430.461961 Iteration 18, loss = 16.91669946 Validation score: -2419.405984 Iteration 19, loss = 16.85468278 Validation score: -2408.298061 Iteration 20, loss = 16.79102122 Validation score: -2397.089724 Iteration 21, loss = 16.72635963 Validation score: -2385.793694 Iteration 22, loss = 16.66118366 Validation score: -2374.406849 Iteration 23, loss = 16.59575498 Validation score: -2362.932754 Iteration 24, loss = 16.52995789 Validation score: -2351.367444 Iteration 25, loss = 16.46383056 Validation score: -2339.713141 Iteration 26, loss = 16.39724210 Validation score: -2327.971620 Iteration 27, loss = 16.33019637 Validation score: -2316.144327 Iteration 28, loss = 16.26256519 Validation score: -2304.220253 Iteration 29, loss = 16.19436193 Validation score: -2292.201747 Iteration 30, loss = 16.12568282 Validation score: -2280.090851 Iteration 31, loss = 16.05604378 Validation score: -2267.879774 Iteration 32, loss = 15.98569851 Validation score: -2255.571369 Iteration 33, loss = 15.91481931 Validation score: -2243.167971 Iteration 34, loss = 15.84339162 Validation score: -2230.663045 Iteration 35, loss = 15.77171817 Validation score: -2218.059331 Iteration 36, loss = 15.69955733 Validation score: -2205.359238 Iteration 37, loss = 15.62691327 Validation score: -2192.564900 Iteration 38, loss = 15.55378964 Validation score: -2179.678215 Iteration 39, loss = 15.48018953 Validation score: -2166.701037 Iteration 40, loss = 15.40611347 Validation score: -2153.634910 Iteration 41, loss = 15.33156542 Validation score: -2140.481234 Iteration 42, loss = 15.25628171 Validation score: -2127.212842 Iteration 43, loss = 15.17825244 Validation score: -2113.788325 Iteration 44, loss = 15.09925912 Validation score: -2100.218261 Iteration 45, loss = 15.01922509 Validation score: -2086.486968 Iteration 46, loss = 14.93809199 Validation score: -2072.609520 Iteration 47, loss = 14.85624561 Validation score: -2058.595086 Iteration 48, loss = 14.77312925 Validation score: -2044.436304 Iteration 49, loss = 14.68786975 Validation score: -2030.082498 Iteration 50, loss = 14.60070843 Validation score: -2015.563729 Iteration 51, loss = 14.51281104 Validation score: -2000.896986 Iteration 52, loss = 14.42420174 Validation score: -1986.096819 Iteration 53, loss = 14.33487639 Validation score: -1971.174630 Iteration 54, loss = 14.24498902 Validation score: -1956.141181 Iteration 55, loss = 14.15457642 Validation score: -1941.004000 Iteration 56, loss = 14.06358006 Validation score: -1925.769544 Iteration 57, loss = 13.97202876 Validation score: -1910.443437 Iteration 58, loss = 13.88004233 Validation score: -1895.025636 Iteration 59, loss = 13.78769976 Validation score: -1879.521167 Iteration 60, loss = 13.69483545 Validation score: -1863.921987 Iteration 61, loss = 13.60136939 Validation score: -1848.234268 Iteration 62, loss = 13.50743856 Validation score: -1832.463359 Iteration 63, loss = 13.41304353 Validation score: -1816.606649 Iteration 64, loss = 13.31784805 Validation score: -1800.673092 Iteration 65, loss = 13.22234217 Validation score: -1784.666888 Iteration 66, loss = 13.12614898 Validation score: -1768.581877 Iteration 67, loss = 13.02946536 Validation score: -1752.422597 Iteration 68, loss = 12.93235813 Validation score: -1736.193255 Iteration 69, loss = 12.83484205 Validation score: -1719.897774 Iteration 70, loss = 12.73693090 Validation score: -1703.539833 Iteration 71, loss = 12.63835563 Validation score: -1687.122585 Iteration 72, loss = 12.53934856 Validation score: -1670.649469 Iteration 73, loss = 12.44060555 Validation score: -1654.127086 Iteration 74, loss = 12.34172361 Validation score: -1637.557906 Iteration 75, loss = 12.24215487 Validation score: -1620.926302 Iteration 76, loss = 12.14169771 Validation score: -1604.236279 Iteration 77, loss = 12.04084354 Validation score: -1587.491674 Iteration 78, loss = 11.93921446 Validation score: -1570.688402 Iteration 79, loss = 11.83711387 Validation score: -1553.831415 Iteration 80, loss = 11.73332583 Validation score: -1536.909723 Iteration 81, loss = 11.62727218 Validation score: -1519.904294 Iteration 82, loss = 11.51963287 Validation score: -1502.817245 Iteration 83, loss = 11.41133576 Validation score: -1485.658296 Iteration 84, loss = 11.30231164 Validation score: -1468.442907 Iteration 85, loss = 11.19185607 Validation score: -1451.171807 Iteration 86, loss = 11.08064365 Validation score: -1433.852352 Iteration 87, loss = 10.96885550 Validation score: -1416.491239 Iteration 88, loss = 10.85656948 Validation score: -1399.094867 Iteration 89, loss = 10.74352465 Validation score: -1381.639875 Iteration 90, loss = 10.62976970 Validation score: -1364.117192 Iteration 91, loss = 10.51563600 Validation score: -1346.556540 Iteration 92, loss = 10.40097728 Validation score: -1328.910791 Iteration 93, loss = 10.28505109 Validation score: -1311.252677 Iteration 94, loss = 10.16847621 Validation score: -1293.587000 Iteration 95, loss = 10.05172831 Validation score: -1275.924140 Iteration 96, loss = 9.93511214 Validation score: -1258.267525 Iteration 97, loss = 9.81824564 Validation score: -1240.620636 Iteration 98, loss = 9.70109199 Validation score: -1222.985608 Iteration 99, loss = 9.58143786 Validation score: -1205.376590 Iteration 100, loss = 9.46086555 Validation score: -1187.796303 Iteration 101, loss = 9.33997362 Validation score: -1170.247449 Iteration 102, loss = 9.21882556 Validation score: -1152.732737 Iteration 103, loss = 9.09837501 Validation score: -1135.249387 Iteration 104, loss = 8.97796063 Validation score: -1117.808193 Iteration 105, loss = 8.85775121 Validation score: -1100.410954 Iteration 106, loss = 8.73713371 Validation score: -1083.055776 Iteration 107, loss = 8.61597470 Validation score: -1065.745438 Iteration 108, loss = 8.49390039 Validation score: -1048.261393 Iteration 109, loss = 8.37110700 Validation score: -1029.797412 Iteration 110, loss = 8.24726895 Validation score: -1011.375581 Iteration 111, loss = 8.12231562 Validation score: -992.098198 Iteration 112, loss = 7.99693952 Validation score: -972.335786 Iteration 113, loss = 7.87174667 Validation score: -952.635393 Iteration 114, loss = 7.74685506 Validation score: -933.022706 Iteration 115, loss = 7.62217125 Validation score: -913.505950 Iteration 116, loss = 7.49718146 Validation score: -894.081557 Iteration 117, loss = 7.37197371 Validation score: -874.755961 Iteration 118, loss = 7.24702032 Validation score: -855.538025 Iteration 119, loss = 7.12240131 Validation score: -836.435928 Iteration 120, loss = 6.99817232 Validation score: -817.457277 Iteration 121, loss = 6.87438533 Validation score: -798.609204 Iteration 122, loss = 6.75087932 Validation score: -779.892242 Iteration 123, loss = 6.62725538 Validation score: -761.313509 Iteration 124, loss = 6.50369549 Validation score: -743.046772 Iteration 125, loss = 6.38021994 Validation score: -725.045030 Iteration 126, loss = 6.25731131 Validation score: -707.350584 Iteration 127, loss = 6.13498869 Validation score: -689.801149 Iteration 128, loss = 6.01319805 Validation score: -672.457080 Iteration 129, loss = 5.89214211 Validation score: -655.455970 Iteration 130, loss = 5.77187699 Validation score: -638.610618 Iteration 131, loss = 5.65245596 Validation score: -621.926971 Iteration 132, loss = 5.53379284 Validation score: -605.410544 Iteration 133, loss = 5.41623367 Validation score: -589.057240 Iteration 134, loss = 5.29964988 Validation score: -572.873431 Iteration 135, loss = 5.18407479 Validation score: -556.865290 Iteration 136, loss = 5.06955426 Validation score: -541.038810 Iteration 137, loss = 4.95613238 Validation score: -525.399808 Iteration 138, loss = 4.84385161 Validation score: -509.953924 Iteration 139, loss = 4.73275289 Validation score: -494.706626 Iteration 140, loss = 4.62278508 Validation score: -479.621577 Iteration 141, loss = 4.51369013 Validation score: -464.712216 Iteration 142, loss = 4.40580015 Validation score: -449.990526 Iteration 143, loss = 4.29916401 Validation score: -435.467057 Iteration 144, loss = 4.19383588 Validation score: -421.151168 Iteration 145, loss = 4.08986579 Validation score: -407.051214 Iteration 146, loss = 3.98730017 Validation score: -393.174685 Iteration 147, loss = 3.88626066 Validation score: -379.527986 Iteration 148, loss = 3.78682642 Validation score: -366.117118 Iteration 149, loss = 3.68891128 Validation score: -352.947486 Iteration 150, loss = 3.59255033 Validation score: -340.023949 Iteration 151, loss = 3.49777637 Validation score: -327.350867 Iteration 152, loss = 3.40457185 Validation score: -314.925061 Iteration 153, loss = 3.31284105 Validation score: -302.751192 Iteration 154, loss = 3.22275902 Validation score: -290.833367 Iteration 155, loss = 3.13435413 Validation score: -279.175175 Iteration 156, loss = 3.04765236 Validation score: -267.779721 Iteration 157, loss = 2.96267742 Validation score: -256.649658 Iteration 158, loss = 2.87948438 Validation score: -245.787017 Iteration 159, loss = 2.79806240 Validation score: -235.193623 Iteration 160, loss = 2.71842270 Validation score: -224.870915 Iteration 161, loss = 2.64053458 Validation score: -214.821954 Iteration 162, loss = 2.56441630 Validation score: -205.047019 Iteration 163, loss = 2.49011195 Validation score: -195.546105 Iteration 164, loss = 2.41763189 Validation score: -186.318929 Iteration 165, loss = 2.34698410 Validation score: -177.364929 Iteration 166, loss = 2.27817427 Validation score: -168.683275 Iteration 167, loss = 2.21120573 Validation score: -160.272866 Iteration 168, loss = 2.14607950 Validation score: -152.132333 Iteration 169, loss = 2.08279428 Validation score: -144.260042 Iteration 170, loss = 2.02134647 Validation score: -136.654098 Iteration 171, loss = 1.96173016 Validation score: -129.312345 Iteration 172, loss = 1.90393715 Validation score: -122.232371 Iteration 173, loss = 1.84795701 Validation score: -115.411511 Iteration 174, loss = 1.79377706 Validation score: -108.846853 Iteration 175, loss = 1.74138242 Validation score: -102.535241 Iteration 176, loss = 1.69075605 Validation score: -96.473282 Iteration 177, loss = 1.64187879 Validation score: -90.657353 Iteration 178, loss = 1.59472944 Validation score: -85.083607 Iteration 179, loss = 1.54927836 Validation score: -79.747539 Iteration 180, loss = 1.50541866 Validation score: -74.645015 Iteration 181, loss = 1.46321130 Validation score: -69.771685 Iteration 182, loss = 1.42262895 Validation score: -65.122993 Iteration 183, loss = 1.38364237 Validation score: -60.694193 Iteration 184, loss = 1.34622055 Validation score: -56.480360 Iteration 185, loss = 1.31033080 Validation score: -52.476404 Iteration 186, loss = 1.27593886 Validation score: -48.677087 Iteration 187, loss = 1.24300907 Validation score: -45.077034 Iteration 188, loss = 1.21150446 Validation score: -41.670752 Iteration 189, loss = 1.18138691 Validation score: -38.452643 Iteration 190, loss = 1.15261727 Validation score: -35.417017 Iteration 191, loss = 1.12515551 Validation score: -32.558116 Iteration 192, loss = 1.09896088 Validation score: -29.870119 Iteration 193, loss = 1.07399200 Validation score: -27.347168 Iteration 194, loss = 1.05020706 Validation score: -24.983375 Iteration 195, loss = 1.02756393 Validation score: -22.772844 Iteration 196, loss = 1.00602029 Validation score: -20.709682 Iteration 197, loss = 0.98553380 Validation score: -18.788017 Iteration 198, loss = 0.96606220 Validation score: -17.002011 Iteration 199, loss = 0.94756348 Validation score: -15.345873 Iteration 200, loss = 0.92999593 Validation score: -13.813874 Iteration 201, loss = 0.91331834 Validation score: -12.400360 Iteration 202, loss = 0.89749007 Validation score: -11.099763 Iteration 203, loss = 0.88247115 Validation score: -9.906611 Iteration 204, loss = 0.86822237 Validation score: -8.815542 Iteration 205, loss = 0.85470541 Validation score: -7.821313 Iteration 206, loss = 0.84188289 Validation score: -6.918804 Iteration 207, loss = 0.82971841 Validation score: -6.103032 Iteration 208, loss = 0.81817668 Validation score: -5.369156 Iteration 209, loss = 0.80722352 Validation score: -4.712479 Iteration 210, loss = 0.79682593 Validation score: -4.128461 Iteration 211, loss = 0.78695213 Validation score: -3.612715 Iteration 212, loss = 0.77757157 Validation score: -3.161016 Iteration 213, loss = 0.76865494 Validation score: -2.769301 Iteration 214, loss = 0.76017424 Validation score: -2.433671 Iteration 215, loss = 0.75210270 Validation score: -2.150390 Iteration 216, loss = 0.74441486 Validation score: -1.915889 Iteration 217, loss = 0.73708650 Validation score: -1.726762 Iteration 218, loss = 0.73009467 Validation score: -1.579767 Iteration 219, loss = 0.72341764 Validation score: -1.471820 Iteration 220, loss = 0.71703489 Validation score: -1.399998 Iteration 221, loss = 0.71092705 Validation score: -1.361531 Iteration 222, loss = 0.70507594 Validation score: -1.353802 Iteration 223, loss = 0.69946446 Validation score: -1.374340 Iteration 224, loss = 0.69407657 Validation score: -1.420821 Iteration 225, loss = 0.68889727 Validation score: -1.491054 Iteration 226, loss = 0.68391256 Validation score: -1.582989 Iteration 227, loss = 0.67910934 Validation score: -1.694699 Iteration 228, loss = 0.67447546 Validation score: -1.824385 Validation score did not improve more than tol=0.000000 for 5 consecutive epochs. Stopping. Iteration 1, loss = 15.89518041 Validation score: -2598.752800 Iteration 2, loss = 15.84433200 Validation score: -2591.997259 Iteration 3, loss = 15.79336095 Validation score: -2585.233531 Iteration 4, loss = 15.74223759 Validation score: -2578.467159 Iteration 5, loss = 15.69089611 Validation score: -2571.696371 Iteration 6, loss = 15.63976769 Validation score: -2564.925112 Iteration 7, loss = 15.58889862 Validation score: -2558.579665 Iteration 8, loss = 15.53802007 Validation score: -2552.396609 Iteration 9, loss = 15.48712453 Validation score: -2545.894185 Iteration 10, loss = 15.43620717 Validation score: -2539.194969 Iteration 11, loss = 15.38480873 Validation score: -2532.479427 Iteration 12, loss = 15.33336732 Validation score: -2525.747901 Iteration 13, loss = 15.28240707 Validation score: -2519.003933 Iteration 14, loss = 15.23168680 Validation score: -2512.247139 Iteration 15, loss = 15.18095661 Validation score: -2505.477189 Iteration 16, loss = 15.13023766 Validation score: -2498.638450 Iteration 17, loss = 15.07951575 Validation score: -2491.763160 Iteration 18, loss = 15.02876443 Validation score: -2484.861219 Iteration 19, loss = 14.97798028 Validation score: -2477.937375 Iteration 20, loss = 14.92747610 Validation score: -2470.997885 Iteration 21, loss = 14.87742573 Validation score: -2464.043780 Iteration 22, loss = 14.82752031 Validation score: -2457.075670 Iteration 23, loss = 14.77759661 Validation score: -2450.093902 Iteration 24, loss = 14.72764753 Validation score: -2443.098667 Iteration 25, loss = 14.67870480 Validation score: -2436.092393 Iteration 26, loss = 14.62978348 Validation score: -2429.074773 Iteration 27, loss = 14.58134018 Validation score: -2422.047243 Iteration 28, loss = 14.53346217 Validation score: -2415.012551 Iteration 29, loss = 14.48570971 Validation score: -2407.969787 Iteration 30, loss = 14.43833031 Validation score: -2400.934734 Iteration 31, loss = 14.39096548 Validation score: -2393.896234 Iteration 32, loss = 14.34300891 Validation score: -2386.851969 Iteration 33, loss = 14.29530586 Validation score: -2379.802509 Iteration 34, loss = 14.24795678 Validation score: -2372.746490 Iteration 35, loss = 14.20082375 Validation score: -2365.684378 Iteration 36, loss = 14.15405151 Validation score: -2358.615809 Iteration 37, loss = 14.10718646 Validation score: -2351.538168 Iteration 38, loss = 14.06028683 Validation score: -2344.449198 Iteration 39, loss = 14.01428749 Validation score: -2337.339446 Iteration 40, loss = 13.96903488 Validation score: -2330.216209 Iteration 41, loss = 13.92398207 Validation score: -2323.066011 Iteration 42, loss = 13.87843000 Validation score: -2315.888714 Iteration 43, loss = 13.83283866 Validation score: -2308.684565 Iteration 44, loss = 13.78731191 Validation score: -2301.454878 Iteration 45, loss = 13.74239217 Validation score: -2294.199531 Iteration 46, loss = 13.69745332 Validation score: -2286.921009 Iteration 47, loss = 13.65296080 Validation score: -2279.618847 Iteration 48, loss = 13.60843796 Validation score: -2272.292574 Iteration 49, loss = 13.56331268 Validation score: -2264.921490 Iteration 50, loss = 13.51697923 Validation score: -2257.503284 Iteration 51, loss = 13.47016496 Validation score: -2250.040261 Iteration 52, loss = 13.42306484 Validation score: -2242.530326 Iteration 53, loss = 13.37495387 Validation score: -2234.982988 Iteration 54, loss = 13.32746767 Validation score: -2227.411778 Iteration 55, loss = 13.28017286 Validation score: -2219.815945 Iteration 56, loss = 13.23282187 Validation score: -2212.205392 Iteration 57, loss = 13.18558109 Validation score: -2204.578176 Iteration 58, loss = 13.13821496 Validation score: -2196.932478 Iteration 59, loss = 13.09072466 Validation score: -2189.270250 Iteration 60, loss = 13.04356857 Validation score: -2181.639451 Iteration 61, loss = 12.99750251 Validation score: -2174.008406 Iteration 62, loss = 12.95193092 Validation score: -2166.373156 Iteration 63, loss = 12.90672459 Validation score: -2158.739212 Iteration 64, loss = 12.86145394 Validation score: -2151.091654 Iteration 65, loss = 12.81525041 Validation score: -2143.428254 Iteration 66, loss = 12.76888611 Validation score: -2135.746908 Iteration 67, loss = 12.72215076 Validation score: -2128.041489 Iteration 68, loss = 12.67528590 Validation score: -2120.319210 Iteration 69, loss = 12.62851773 Validation score: -2112.577218 Iteration 70, loss = 12.58157102 Validation score: -2104.812762 Iteration 71, loss = 12.53444318 Validation score: -2097.023314 Iteration 72, loss = 12.48713137 Validation score: -2089.206517 Iteration 73, loss = 12.43963249 Validation score: -2081.360149 Iteration 74, loss = 12.39194328 Validation score: -2073.482111 Iteration 75, loss = 12.34390784 Validation score: -2065.560326 Iteration 76, loss = 12.29632686 Validation score: -2057.600892 Iteration 77, loss = 12.24802894 Validation score: -2050.076235 Iteration 78, loss = 12.19899383 Validation score: -2042.731201 Iteration 79, loss = 12.14980063 Validation score: -2035.571378 Iteration 80, loss = 12.09968831 Validation score: -2028.946231 Iteration 81, loss = 12.04911564 Validation score: -2022.294127 Iteration 82, loss = 11.99801240 Validation score: -2015.611549 Iteration 83, loss = 11.94606105 Validation score: -2008.887687 Iteration 84, loss = 11.89396871 Validation score: -2002.123340 Iteration 85, loss = 11.84168046 Validation score: -1995.317661 Iteration 86, loss = 11.78909323 Validation score: -1988.469873 Iteration 87, loss = 11.73594127 Validation score: -1981.384720 Iteration 88, loss = 11.68258716 Validation score: -1974.198449 Iteration 89, loss = 11.62963054 Validation score: -1966.977944 Iteration 90, loss = 11.57643022 Validation score: -1959.721573 Iteration 91, loss = 11.52298820 Validation score: -1952.427865 Iteration 92, loss = 11.46930548 Validation score: -1945.095499 Iteration 93, loss = 11.41538229 Validation score: -1937.723289 Iteration 94, loss = 11.36133099 Validation score: -1930.324041 Iteration 95, loss = 11.30769190 Validation score: -1922.900915 Iteration 96, loss = 11.25292858 Validation score: -1915.450585 Iteration 97, loss = 11.19762982 Validation score: -1907.971972 Iteration 98, loss = 11.14179960 Validation score: -1900.461567 Iteration 99, loss = 11.08564306 Validation score: -1892.916190 Iteration 100, loss = 11.02897038 Validation score: -1885.330488 Iteration 101, loss = 10.97135032 Validation score: -1877.705151 Iteration 102, loss = 10.91405341 Validation score: -1870.039319 Iteration 103, loss = 10.85597963 Validation score: -1862.330724 Iteration 104, loss = 10.79743972 Validation score: -1854.576779 Iteration 105, loss = 10.73854868 Validation score: -1846.775205 Iteration 106, loss = 10.67936886 Validation score: -1838.915538 Iteration 107, loss = 10.61988695 Validation score: -1830.942377 Iteration 108, loss = 10.56008346 Validation score: -1822.868370 Iteration 109, loss = 10.49996536 Validation score: -1814.729873 Iteration 110, loss = 10.43980255 Validation score: -1806.530059 Iteration 111, loss = 10.38017351 Validation score: -1798.272828 Iteration 112, loss = 10.32043387 Validation score: -1789.956837 Iteration 113, loss = 10.26033430 Validation score: -1781.581622 Iteration 114, loss = 10.19998159 Validation score: -1773.146827 Iteration 115, loss = 10.13937189 Validation score: -1764.652190 Iteration 116, loss = 10.07837200 Validation score: -1756.101925 Iteration 117, loss = 10.01765912 Validation score: -1747.495354 Iteration 118, loss = 9.95757694 Validation score: -1738.848725 Iteration 119, loss = 9.89749016 Validation score: -1730.161266 Iteration 120, loss = 9.83716405 Validation score: -1721.432357 Iteration 121, loss = 9.77659589 Validation score: -1712.257529 Iteration 122, loss = 9.71590470 Validation score: -1703.013617 Iteration 123, loss = 9.65554078 Validation score: -1693.725845 Iteration 124, loss = 9.59522155 Validation score: -1684.397650 Iteration 125, loss = 9.53509926 Validation score: -1675.040134 Iteration 126, loss = 9.47482987 Validation score: -1665.651394 Iteration 127, loss = 9.41410208 Validation score: -1656.230718 Iteration 128, loss = 9.35383460 Validation score: -1646.782392 Iteration 129, loss = 9.29331219 Validation score: -1637.303125 Iteration 130, loss = 9.23253003 Validation score: -1627.790986 Iteration 131, loss = 9.17150705 Validation score: -1618.227369 Iteration 132, loss = 9.10983329 Validation score: -1608.344946 Iteration 133, loss = 9.04783139 Validation score: -1598.403264 Iteration 134, loss = 8.98575841 Validation score: -1588.390493 Iteration 135, loss = 8.92321226 Validation score: -1578.308469 Iteration 136, loss = 8.86019343 Validation score: -1568.159996 Iteration 137, loss = 8.79671034 Validation score: -1557.944644 Iteration 138, loss = 8.73258712 Validation score: -1547.665143 Iteration 139, loss = 8.66812095 Validation score: -1537.324071 Iteration 140, loss = 8.60332273 Validation score: -1526.897214 Iteration 141, loss = 8.53815101 Validation score: -1516.396214 Iteration 142, loss = 8.47208413 Validation score: -1505.829088 Iteration 143, loss = 8.40548767 Validation score: -1495.210554 Iteration 144, loss = 8.33830267 Validation score: -1484.542206 Iteration 145, loss = 8.27074527 Validation score: -1473.825310 Iteration 146, loss = 8.20239852 Validation score: -1463.082668 Iteration 147, loss = 8.13329730 Validation score: -1452.591833 Iteration 148, loss = 8.06356707 Validation score: -1442.040857 Iteration 149, loss = 7.99342677 Validation score: -1431.431766 Iteration 150, loss = 7.92280483 Validation score: -1420.764111 Iteration 151, loss = 7.85142163 Validation score: -1410.039925 Iteration 152, loss = 7.77856102 Validation score: -1399.256276 Iteration 153, loss = 7.70519019 Validation score: -1388.415822 Iteration 154, loss = 7.63157851 Validation score: -1377.524981 Iteration 155, loss = 7.55790598 Validation score: -1366.585839 Iteration 156, loss = 7.48402718 Validation score: -1355.605483 Iteration 157, loss = 7.40984843 Validation score: -1344.575808 Iteration 158, loss = 7.33542381 Validation score: -1333.498530 Iteration 159, loss = 7.26022873 Validation score: -1322.374912 Iteration 160, loss = 7.18476181 Validation score: -1311.207305 Iteration 161, loss = 7.10892913 Validation score: -1299.993087 Iteration 162, loss = 7.03283740 Validation score: -1288.734650 Iteration 163, loss = 6.95655195 Validation score: -1277.434726 Iteration 164, loss = 6.87951524 Validation score: -1266.090555 Iteration 165, loss = 6.80204327 Validation score: -1254.699187 Iteration 166, loss = 6.72412402 Validation score: -1243.261606 Iteration 167, loss = 6.64584166 Validation score: -1231.780482 Iteration 168, loss = 6.56739705 Validation score: -1220.285451 Iteration 169, loss = 6.48875815 Validation score: -1208.831679 Iteration 170, loss = 6.40952959 Validation score: -1197.337985 Iteration 171, loss = 6.32995332 Validation score: -1185.807450 Iteration 172, loss = 6.25027382 Validation score: -1174.243695 Iteration 173, loss = 6.17051362 Validation score: -1162.650365 Iteration 174, loss = 6.09043832 Validation score: -1151.013610 Iteration 175, loss = 6.00895367 Validation score: -1139.335774 Iteration 176, loss = 5.92729777 Validation score: -1127.621664 Iteration 177, loss = 5.84553406 Validation score: -1115.875612 Iteration 178, loss = 5.76349103 Validation score: -1104.096306 Iteration 179, loss = 5.68095029 Validation score: -1092.285563 Iteration 180, loss = 5.59817174 Validation score: -1080.447430 Iteration 181, loss = 5.51539061 Validation score: -1068.585678 Iteration 182, loss = 5.43261283 Validation score: -1056.701638 Iteration 183, loss = 5.34964859 Validation score: -1044.798860 Iteration 184, loss = 5.26678194 Validation score: -1032.880743 Iteration 185, loss = 5.18378097 Validation score: -1020.947907 Iteration 186, loss = 5.10069226 Validation score: -1008.905669 Iteration 187, loss = 5.01758488 Validation score: -996.572924 Iteration 188, loss = 4.93440672 Validation score: -984.222344 Iteration 189, loss = 4.85131800 Validation score: -971.858415 Iteration 190, loss = 4.76828054 Validation score: -959.482469 Iteration 191, loss = 4.68512625 Validation score: -947.095334 Iteration 192, loss = 4.60172521 Validation score: -934.698288 Iteration 193, loss = 4.51856920 Validation score: -922.296421 Iteration 194, loss = 4.43555875 Validation score: -909.890285 Iteration 195, loss = 4.35260753 Validation score: -897.484527 Iteration 196, loss = 4.26999932 Validation score: -885.083568 Iteration 197, loss = 4.18787005 Validation score: -872.694155 Iteration 198, loss = 4.10586573 Validation score: -860.320311 Iteration 199, loss = 4.02430144 Validation score: -847.965967 Iteration 200, loss = 3.94321021 Validation score: -835.634986 Iteration 201, loss = 3.86224065 Validation score: -823.327134 Iteration 202, loss = 3.78174629 Validation score: -811.046691 Iteration 203, loss = 3.70178122 Validation score: -798.791041 Iteration 204, loss = 3.62174315 Validation score: -786.565071 Iteration 205, loss = 3.54226707 Validation score: -774.373516 Iteration 206, loss = 3.46339103 Validation score: -762.220989 Iteration 207, loss = 3.38473265 Validation score: -750.105905 Iteration 208, loss = 3.30645926 Validation score: -738.033473 Iteration 209, loss = 3.22884522 Validation score: -726.008699 Iteration 210, loss = 3.15192876 Validation score: -714.036412 Iteration 211, loss = 3.07573142 Validation score: -702.120016 Iteration 212, loss = 3.00029160 Validation score: -690.262541 Iteration 213, loss = 2.92564552 Validation score: -678.467123 Iteration 214, loss = 2.85182319 Validation score: -666.737001 Iteration 215, loss = 2.77885312 Validation score: -655.075501 Iteration 216, loss = 2.70676240 Validation score: -643.486030 Iteration 217, loss = 2.63557685 Validation score: -631.972061 Iteration 218, loss = 2.56532105 Validation score: -620.537118 Iteration 219, loss = 2.49601846 Validation score: -609.184770 Iteration 220, loss = 2.42769145 Validation score: -597.918611 Iteration 221, loss = 2.36036132 Validation score: -586.742253 Iteration 222, loss = 2.29410274 Validation score: -575.652013 Iteration 223, loss = 2.22886557 Validation score: -564.652495 Iteration 224, loss = 2.16466395 Validation score: -553.748251 Iteration 225, loss = 2.10151814 Validation score: -542.943763 Iteration 226, loss = 2.03944719 Validation score: -532.243428 Iteration 227, loss = 1.97847378 Validation score: -521.657837 Iteration 228, loss = 1.91866074 Validation score: -511.190036 Iteration 229, loss = 1.85997692 Validation score: -500.843044 Iteration 230, loss = 1.80243487 Validation score: -490.619846 Iteration 231, loss = 1.74604610 Validation score: -480.523382 Iteration 232, loss = 1.69070806 Validation score: -470.552279 Iteration 233, loss = 1.63616388 Validation score: -460.710358 Iteration 234, loss = 1.58276392 Validation score: -450.999001 Iteration 235, loss = 1.53051594 Validation score: -441.421640 Iteration 236, loss = 1.47942769 Validation score: -431.982783 Iteration 237, loss = 1.42951542 Validation score: -422.685358 Iteration 238, loss = 1.38081033 Validation score: -413.527625 Iteration 239, loss = 1.33330627 Validation score: -403.936412 Iteration 240, loss = 1.28699840 Validation score: -394.420340 Iteration 241, loss = 1.24189266 Validation score: -385.081346 Iteration 242, loss = 1.19802057 Validation score: -375.926453 Iteration 243, loss = 1.15536189 Validation score: -366.957607 Iteration 244, loss = 1.11391471 Validation score: -358.176593 Iteration 245, loss = 1.07367709 Validation score: -349.585019 Iteration 246, loss = 1.03464554 Validation score: -341.184313 Iteration 247, loss = 0.99681509 Validation score: -332.975709 Iteration 248, loss = 0.96017927 Validation score: -324.960246 Iteration 249, loss = 0.92473017 Validation score: -317.138755 Iteration 250, loss = 0.89045849 Validation score: -309.511861 Iteration 251, loss = 0.85736075 Validation score: -302.076363 Iteration 252, loss = 0.82542335 Validation score: -294.831956 Iteration 253, loss = 0.79462087 Validation score: -287.779819 Iteration 254, loss = 0.76493974 Validation score: -280.922032 Iteration 255, loss = 0.73638284 Validation score: -274.260671 Iteration 256, loss = 0.70891938 Validation score: -267.794805 Iteration 257, loss = 0.68253020 Validation score: -261.523308 Iteration 258, loss = 0.65719637 Validation score: -255.444859 Iteration 259, loss = 0.63275129 Validation score: -249.507148 Iteration 260, loss = 0.60904539 Validation score: -243.728461 Iteration 261, loss = 0.58585741 Validation score: -238.138159 Iteration 262, loss = 0.56356856 Validation score: -232.717050 Iteration 263, loss = 0.54222494 Validation score: -227.467464 Iteration 264, loss = 0.52181293 Validation score: -222.394254 Iteration 265, loss = 0.50231886 Validation score: -217.501044 Iteration 266, loss = 0.48373237 Validation score: -212.790035 Iteration 267, loss = 0.46603946 Validation score: -208.127923 Iteration 268, loss = 0.44923647 Validation score: -203.562272 Iteration 269, loss = 0.43329116 Validation score: -199.217447 Iteration 270, loss = 0.41818184 Validation score: -195.090541 Iteration 271, loss = 0.40388486 Validation score: -191.177878 Iteration 272, loss = 0.39037505 Validation score: -187.475112 Iteration 273, loss = 0.37762598 Validation score: -183.977324 Iteration 274, loss = 0.36561024 Validation score: -180.679094 Iteration 275, loss = 0.35429966 Validation score: -177.574577 Iteration 276, loss = 0.34366552 Validation score: -174.657564 Iteration 277, loss = 0.33368194 Validation score: -171.921298 Iteration 278, loss = 0.32431715 Validation score: -169.359285 Iteration 279, loss = 0.31553717 Validation score: -166.964806 Iteration 280, loss = 0.30731558 Validation score: -164.730910 Iteration 281, loss = 0.29962707 Validation score: -162.650269 Iteration 282, loss = 0.29243949 Validation score: -160.715491 Iteration 283, loss = 0.28572470 Validation score: -158.919158 Iteration 284, loss = 0.27945512 Validation score: -157.253859 Iteration 285, loss = 0.27360378 Validation score: -155.712226 Iteration 286, loss = 0.26814439 Validation score: -154.286967 Iteration 287, loss = 0.26305146 Validation score: -152.970896 Iteration 288, loss = 0.25830032 Validation score: -151.756962 Iteration 289, loss = 0.25386718 Validation score: -150.638274 Iteration 290, loss = 0.24972917 Validation score: -149.608127 Iteration 291, loss = 0.24586440 Validation score: -148.660028 Iteration 292, loss = 0.24225225 Validation score: -147.787562 Iteration 293, loss = 0.23887273 Validation score: -146.984722 Iteration 294, loss = 0.23570663 Validation score: -146.245763 Iteration 295, loss = 0.23273609 Validation score: -145.565216 Iteration 296, loss = 0.22994427 Validation score: -144.937902 Iteration 297, loss = 0.22731535 Validation score: -144.358935 Iteration 298, loss = 0.22483454 Validation score: -143.823731 Iteration 299, loss = 0.22248804 Validation score: -143.328009 Iteration 300, loss = 0.22026301 Validation score: -142.867788 Iteration 301, loss = 0.21814756 Validation score: -142.439389 Iteration 302, loss = 0.21613073 Validation score: -142.039420 Iteration 303, loss = 0.21420242 Validation score: -141.664778 Iteration 304, loss = 0.21235338 Validation score: -141.312627 Iteration 305, loss = 0.21057570 Validation score: -140.980593 Iteration 306, loss = 0.20887303 Validation score: -140.666672 Iteration 307, loss = 0.20723102 Validation score: -140.368821 Iteration 308, loss = 0.20564084 Validation score: -140.085191 Iteration 309, loss = 0.20409671 Validation score: -139.814116 Iteration 310, loss = 0.20259343 Validation score: -139.554099 Iteration 311, loss = 0.20112632 Validation score: -139.303803 Iteration 312, loss = 0.19969123 Validation score: -139.062036 Iteration 313, loss = 0.19828444 Validation score: -138.827741 Iteration 314, loss = 0.19690268 Validation score: -138.599987 Iteration 315, loss = 0.19554307 Validation score: -138.377954 Iteration 316, loss = 0.19420306 Validation score: -138.160926 Iteration 317, loss = 0.19288046 Validation score: -137.948280 Iteration 318, loss = 0.19157333 Validation score: -137.739479 Iteration 319, loss = 0.19028002 Validation score: -137.534060 Iteration 320, loss = 0.18899910 Validation score: -137.331629 Iteration 321, loss = 0.18772936 Validation score: -137.131854 Iteration 322, loss = 0.18646977 Validation score: -136.934455 Iteration 323, loss = 0.18521945 Validation score: -136.739203 Iteration 324, loss = 0.18397768 Validation score: -136.545909 Iteration 325, loss = 0.18274385 Validation score: -136.354421 Iteration 326, loss = 0.18151747 Validation score: -136.164621 Iteration 327, loss = 0.18029814 Validation score: -135.976418 Iteration 328, loss = 0.17908553 Validation score: -135.789746 Iteration 329, loss = 0.17787938 Validation score: 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score: -132.688263 Iteration 346, loss = 0.15836571 Validation score: -132.462967 Iteration 347, loss = 0.15728300 Validation score: -132.227375 Iteration 348, loss = 0.15620656 Validation score: -131.981573 Iteration 349, loss = 0.15513625 Validation score: -131.725744 Iteration 350, loss = 0.15407193 Validation score: -131.460151 Iteration 351, loss = 0.15301350 Validation score: -131.185132 Iteration 352, loss = 0.15196086 Validation score: -130.901080 Iteration 353, loss = 0.15091394 Validation score: -130.608439 Iteration 354, loss = 0.14987268 Validation score: -130.307692 Iteration 355, loss = 0.14883702 Validation score: -129.999348 Iteration 356, loss = 0.14780694 Validation score: -129.683939 Iteration 357, loss = 0.14678240 Validation score: -129.362007 Iteration 358, loss = 0.14576338 Validation score: -129.034099 Iteration 359, loss = 0.14474987 Validation score: -128.700761 Iteration 360, loss = 0.14374185 Validation score: -128.362530 Iteration 361, loss = 0.14274460 Validation score: -128.021183 Iteration 362, loss = 0.14175563 Validation score: -127.677087 Iteration 363, loss = 0.14077220 Validation score: -127.330595 Iteration 364, loss = 0.13979428 Validation score: -126.982048 Iteration 365, loss = 0.13882182 Validation score: -126.631768 Iteration 366, loss = 0.13785477 Validation score: -126.280058 Iteration 367, loss = 0.13689310 Validation score: -125.927204 Iteration 368, loss = 0.13593677 Validation score: -125.573471 Iteration 369, loss = 0.13498576 Validation score: -125.219103 Iteration 370, loss = 0.13404003 Validation score: -124.864325 Iteration 371, loss = 0.13309956 Validation score: -124.509340 Iteration 372, loss = 0.13216433 Validation score: -124.154332 Iteration 373, loss = 0.13123432 Validation score: -123.799463 Iteration 374, loss = 0.13030950 Validation score: -123.444878 Iteration 375, loss = 0.12938987 Validation score: -123.090702 Iteration 376, loss = 0.12847540 Validation score: -122.737042 Iteration 377, loss = 0.12756609 Validation score: -122.383991 Iteration 378, loss = 0.12666192 Validation score: -122.031623 Iteration 379, loss = 0.12576289 Validation score: -121.679997 Iteration 380, loss = 0.12486899 Validation score: -121.329160 Iteration 381, loss = 0.12398022 Validation score: -120.979146 Iteration 382, loss = 0.12309656 Validation score: -120.629977 Iteration 383, loss = 0.12221802 Validation score: -120.281664 Iteration 384, loss = 0.12134459 Validation score: -119.934208 Iteration 385, loss = 0.12047629 Validation score: -119.587604 Iteration 386, loss = 0.11961310 Validation score: -119.241837 Iteration 387, loss = 0.11875503 Validation score: -118.896888 Iteration 388, loss = 0.11790208 Validation score: -118.552730 Iteration 389, loss = 0.11705426 Validation score: -118.209333 Iteration 390, loss = 0.11621157 Validation score: -117.866664 Iteration 391, loss = 0.11537402 Validation score: -117.524685 Iteration 392, loss = 0.11454162 Validation score: -117.183359 Iteration 393, loss = 0.11371821 Validation score: -116.845394 Iteration 394, loss = 0.11290233 Validation score: -116.510487 Iteration 395, loss = 0.11209101 Validation score: -116.178354 Iteration 396, loss = 0.11129328 Validation score: -115.807357 Iteration 397, loss = 0.11050051 Validation score: -115.411435 Iteration 398, loss = 0.10971183 Validation score: -114.996507 Iteration 399, loss = 0.10892743 Validation score: -114.564505 Iteration 400, loss = 0.10814745 Validation score: -114.117335 Iteration 401, loss = 0.10737205 Validation score: -113.656870 Iteration 402, loss = 0.10660158 Validation score: -113.184983 Iteration 403, loss = 0.10583765 Validation score: -112.703622 Iteration 404, loss = 0.10507923 Validation score: -112.214475 Iteration 405, loss = 0.10432600 Validation score: -111.719150 Iteration 406, loss = 0.10357804 Validation score: -111.219168 Iteration 407, loss = 0.10283539 Validation score: -110.715951 Iteration 408, loss = 0.10209810 Validation score: -110.210812 Iteration 409, loss = 0.10136618 Validation score: -109.704952 Iteration 410, loss = 0.10063966 Validation score: -109.199454 Iteration 411, loss = 0.09992272 Validation score: -108.713734 Iteration 412, loss = 0.09921311 Validation score: -108.245799 Iteration 413, loss = 0.09850707 Validation score: -107.793860 Iteration 414, loss = 0.09780474 Validation score: -107.356310 Iteration 415, loss = 0.09710627 Validation score: -106.931704 Iteration 416, loss = 0.09641176 Validation score: -106.518741 Iteration 417, loss = 0.09572190 Validation score: -106.093706 Iteration 418, loss = 0.09503986 Validation score: -105.657510 Iteration 419, loss = 0.09436333 Validation score: -105.213970 Iteration 420, loss = 0.09369270 Validation score: -104.763842 Iteration 421, loss = 0.09302671 Validation score: -104.307924 Iteration 422, loss = 0.09236542 Validation score: -103.847044 Iteration 423, loss = 0.09170886 Validation score: -103.382038 Iteration 424, loss = 0.09105708 Validation score: 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-49.549378 Iteration 585, loss = 0.03298731 Validation score: -49.338255 Iteration 586, loss = 0.03281754 Validation score: -49.126245 Iteration 587, loss = 0.03264922 Validation score: -48.913632 Iteration 588, loss = 0.03248234 Validation score: -48.700713 Iteration 589, loss = 0.03231698 Validation score: -48.495003 Iteration 590, loss = 0.03215302 Validation score: -48.295826 Iteration 591, loss = 0.03199045 Validation score: -48.095441 Iteration 592, loss = 0.03182936 Validation score: -47.894051 Iteration 593, loss = 0.03166965 Validation score: -47.691886 Iteration 594, loss = 0.03151132 Validation score: -47.489203 Iteration 595, loss = 0.03135437 Validation score: -47.292967 Iteration 596, loss = 0.03119881 Validation score: -47.095938 Iteration 597, loss = 0.03104460 Validation score: -46.898341 Iteration 598, loss = 0.03089180 Validation score: -46.704163 Iteration 599, loss = 0.03074028 Validation score: -46.515751 Iteration 600, loss = 0.03059016 Validation score: -46.326195 Iteration 601, loss = 0.03044135 Validation score: -46.135664 Iteration 602, loss = 0.03029382 Validation score: -45.944363 Iteration 603, loss = 0.03014756 Validation score: -45.752524 Iteration 604, loss = 0.03000257 Validation score: -45.560396 Iteration 605, loss = 0.02985884 Validation score: -45.368238 Iteration 606, loss = 0.02971639 Validation score: -45.181978 Iteration 607, loss = 0.02957521 Validation score: -45.001071 Iteration 608, loss = 0.02943523 Validation score: -44.819474 Iteration 609, loss = 0.02929651 Validation score: -44.637351 Iteration 610, loss = 0.02915900 Validation score: -44.454888 Iteration 611, loss = 0.02902269 Validation score: -44.272288 Iteration 612, loss = 0.02888763 Validation score: -44.094878 Iteration 613, loss = 0.02875371 Validation score: -43.922173 Iteration 614, loss = 0.02862094 Validation score: -43.748675 Iteration 615, loss = 0.02848939 Validation score: -43.574523 Iteration 616, loss = 0.02835898 Validation score: -43.399886 Iteration 617, loss = 0.02822971 Validation score: -43.224951 Iteration 618, loss = 0.02810157 Validation score: -43.049920 Iteration 619, loss = 0.02797460 Validation score: -42.879572 Iteration 620, loss = 0.02784872 Validation score: -42.713476 Iteration 621, loss = 0.02772406 Validation score: -42.544093 Iteration 622, loss = 0.02760027 Validation score: -42.374510 Iteration 623, loss = 0.02747770 Validation score: -42.204882 Iteration 624, loss = 0.02735620 Validation score: -42.039603 Iteration 625, loss = 0.02723578 Validation score: -41.874103 Iteration 626, loss = 0.02711642 Validation score: -41.708523 Iteration 627, loss = 0.02699810 Validation score: -41.543018 Iteration 628, loss = 0.02688084 Validation score: -41.381626 Iteration 629, loss = 0.02676459 Validation score: -41.223974 Iteration 630, loss = 0.02664936 Validation score: -41.065910 Iteration 631, loss = 0.02653516 Validation score: -40.907543 Iteration 632, loss = 0.02642196 Validation score: -40.749004 Iteration 633, loss = 0.02630975 Validation score: -40.590439 Iteration 634, loss = 0.02619852 Validation score: -40.432005 Iteration 635, loss = 0.02608827 Validation score: -40.277246 Iteration 636, loss = 0.02597900 Validation score: -40.125834 Iteration 637, loss = 0.02587069 Validation score: -39.974173 Iteration 638, loss = 0.02576334 Validation score: -39.822367 Iteration 639, loss = 0.02565692 Validation score: -39.670540 Iteration 640, loss = 0.02555144 Validation score: -39.518825 Iteration 641, loss = 0.02544688 Validation score: -39.367360 Iteration 642, loss = 0.02534326 Validation score: -39.219137 Iteration 643, loss = 0.02524053 Validation score: -39.073867 Iteration 644, loss = 0.02513869 Validation score: -38.931288 Iteration 645, loss = 0.02503776 Validation score: -38.788404 Iteration 646, loss = 0.02493771 Validation score: -38.645293 Iteration 647, loss = 0.02483854 Validation score: -38.502050 Iteration 648, loss = 0.02474024 Validation score: -38.358790 Iteration 649, loss = 0.02464279 Validation score: -38.215634 Iteration 650, loss = 0.02454620 Validation score: -38.072714 Iteration 651, loss = 0.02445044 Validation score: -37.930163 Iteration 652, loss = 0.02435554 Validation score: -37.790326 Iteration 653, loss = 0.02426147 Validation score: -37.652974 Iteration 654, loss = 0.02416821 Validation score: -37.517891 Iteration 655, loss = 0.02407576 Validation score: -37.382816 Iteration 656, loss = 0.02398412 Validation score: -37.247813 Iteration 657, loss = 0.02389329 Validation score: -37.112964 Iteration 658, loss = 0.02380325 Validation score: -36.978357 Iteration 659, loss = 0.02371399 Validation score: -36.844085 Iteration 660, loss = 0.02362551 Validation score: -36.711995 Iteration 661, loss = 0.02353780 Validation score: -36.581903 Iteration 662, loss = 0.02345085 Validation score: -36.451989 Iteration 663, loss = 0.02336467 Validation score: -36.322318 Iteration 664, loss = 0.02327923 Validation score: -36.192961 Iteration 665, loss = 0.02319453 Validation score: -36.063996 Iteration 666, loss = 0.02311057 Validation score: -35.936897 Iteration 667, loss = 0.02302734 Validation score: -35.811515 Iteration 668, loss = 0.02294483 Validation score: -35.686404 Iteration 669, loss = 0.02286304 Validation score: -35.561618 Iteration 670, loss = 0.02278195 Validation score: -35.437216 Iteration 671, loss = 0.02270157 Validation score: -35.313262 Iteration 672, loss = 0.02262188 Validation score: -35.189818 Iteration 673, loss = 0.02254289 Validation score: -35.067939 Iteration 674, loss = 0.02246458 Validation score: -34.947503 Iteration 675, loss = 0.02238694 Validation score: -34.828400 Iteration 676, loss = 0.02230997 Validation score: -34.709673 Iteration 677, loss = 0.02223367 Validation score: -34.591357 Iteration 678, loss = 0.02215803 Validation score: -34.473489 Iteration 679, loss = 0.02208304 Validation score: -34.356112 Iteration 680, loss = 0.02200869 Validation score: -34.239269 Iteration 681, loss = 0.02193498 Validation score: -34.123005 Iteration 682, loss = 0.02186191 Validation score: -34.007896 Iteration 683, loss = 0.02178947 Validation score: -33.893861 Iteration 684, loss = 0.02171764 Validation score: -33.780827 Iteration 685, loss = 0.02164644 Validation score: -33.668726 Iteration 686, loss = 0.02157584 Validation score: -33.557140 Iteration 687, loss = 0.02150585 Validation score: -33.446086 Iteration 688, loss = 0.02143646 Validation score: -33.335588 Iteration 689, loss = 0.02136766 Validation score: -33.225668 Iteration 690, loss = 0.02129945 Validation score: -33.116349 Iteration 691, loss = 0.02123182 Validation score: -33.007654 Iteration 692, loss = 0.02116477 Validation score: -32.899605 Iteration 693, loss = 0.02109828 Validation score: -32.792221 Iteration 694, loss = 0.02103237 Validation score: -32.685522 Iteration 695, loss = 0.02096702 Validation score: -32.579459 Iteration 696, loss = 0.02090222 Validation score: -32.474003 Iteration 697, loss = 0.02083797 Validation score: -32.369127 Iteration 698, loss = 0.02077427 Validation score: -32.264807 Iteration 699, loss = 0.02071110 Validation score: -32.161021 Iteration 700, loss = 0.02064847 Validation score: -32.057751 Iteration 701, loss = 0.02058638 Validation score: -31.954979 Iteration 702, loss = 0.02052480 Validation score: -31.852689 Iteration 703, loss = 0.02046375 Validation score: -31.750868 Iteration 704, loss = 0.02040320 Validation score: -31.649504 Iteration 705, loss = 0.02034317 Validation score: -31.548585 Iteration 706, loss = 0.02028365 Validation score: -31.448103 Iteration 707, loss = 0.02022462 Validation score: -31.348049 Iteration 708, loss = 0.02016609 Validation score: -31.248415 Iteration 709, loss = 0.02010804 Validation score: -31.149195 Iteration 710, loss = 0.02005049 Validation score: -31.050383 Iteration 711, loss = 0.01999341 Validation score: -30.951975 Iteration 712, loss = 0.01993681 Validation score: -30.853965 Iteration 713, loss = 0.01988069 Validation score: -30.756351 Iteration 714, loss = 0.01982503 Validation score: -30.659128 Iteration 715, loss = 0.01976983 Validation score: -30.562293 Iteration 716, loss = 0.01971509 Validation score: -30.465845 Iteration 717, loss = 0.01966080 Validation score: -30.369780 Iteration 718, loss = 0.01960696 Validation score: -30.274097 Iteration 719, loss = 0.01955357 Validation score: -30.178794 Iteration 720, loss = 0.01950062 Validation score: -30.083868 Iteration 721, loss = 0.01944811 Validation score: -29.989318 Iteration 722, loss = 0.01939602 Validation score: -29.895144 Iteration 723, loss = 0.01934437 Validation score: -29.801342 Iteration 724, loss = 0.01929314 Validation score: -29.707913 Iteration 725, loss = 0.01924233 Validation score: -29.614853 Iteration 726, loss = 0.01919193 Validation score: -29.522164 Iteration 727, loss = 0.01914195 Validation score: -29.429842 Iteration 728, loss = 0.01909237 Validation score: -29.337886 Iteration 729, loss = 0.01904320 Validation score: -29.246296 Iteration 730, loss = 0.01899443 Validation score: -29.155070 Iteration 731, loss = 0.01894606 Validation score: -29.064207 Iteration 732, loss = 0.01889807 Validation score: -28.973705 Iteration 733, loss = 0.01885048 Validation score: -28.883563 Iteration 734, loss = 0.01880327 Validation score: -28.793779 Iteration 735, loss = 0.01875644 Validation score: -28.704353 Iteration 736, loss = 0.01870999 Validation score: -28.615284 Iteration 737, loss = 0.01866392 Validation score: -28.526568 Iteration 738, loss = 0.01861821 Validation score: -28.438206 Iteration 739, loss = 0.01857287 Validation score: -28.350197 Iteration 740, loss = 0.01852790 Validation score: -28.262537 Iteration 741, loss = 0.01848328 Validation score: -28.175228 Iteration 742, loss = 0.01843902 Validation score: -28.088266 Iteration 743, loss = 0.01839512 Validation score: -28.001651 Iteration 744, loss = 0.01835156 Validation score: -27.915382 Iteration 745, loss = 0.01830835 Validation score: -27.829457 Iteration 746, loss = 0.01826548 Validation score: -27.743875 Iteration 747, loss = 0.01822295 Validation score: -27.658635 Iteration 748, loss = 0.01818076 Validation score: -27.573737 Iteration 749, loss = 0.01813891 Validation score: -27.489178 Iteration 750, loss = 0.01809738 Validation score: -27.404957 Iteration 751, loss = 0.01805618 Validation score: -27.321075 Iteration 752, loss = 0.01801530 Validation score: -27.237528 Iteration 753, loss = 0.01797474 Validation score: -27.154318 Iteration 754, loss = 0.01793450 Validation score: -27.071442 Iteration 755, loss = 0.01789458 Validation score: -26.988900 Iteration 756, loss = 0.01785497 Validation score: -26.906691 Iteration 757, loss = 0.01781566 Validation score: -26.824814 Iteration 758, loss = 0.01777666 Validation score: -26.743268 Iteration 759, loss = 0.01773797 Validation score: -26.662053 Iteration 760, loss = 0.01769957 Validation score: -26.581167 Iteration 761, loss = 0.01766148 Validation score: -26.500609 Iteration 762, loss = 0.01762367 Validation score: -26.420380 Iteration 763, loss = 0.01758616 Validation score: -26.340478 Iteration 764, loss = 0.01754894 Validation score: -26.260902 Iteration 765, loss = 0.01751200 Validation score: -26.181651 Iteration 766, loss = 0.01747534 Validation score: -26.102726 Iteration 767, loss = 0.01743897 Validation score: -26.024125 Iteration 768, loss = 0.01740288 Validation score: -25.945847 Iteration 769, loss = 0.01736706 Validation score: -25.867892 Iteration 770, loss = 0.01733151 Validation score: -25.790258 Iteration 771, loss = 0.01729623 Validation score: -25.712946 Iteration 772, loss = 0.01726122 Validation score: -25.635954 Iteration 773, loss = 0.01722648 Validation score: -25.559282 Iteration 774, loss = 0.01719199 Validation score: -25.482929 Iteration 775, loss = 0.01715777 Validation score: -25.406894 Iteration 776, loss = 0.01712381 Validation score: -25.331177 Iteration 777, loss = 0.01709010 Validation score: -25.255776 Iteration 778, loss = 0.01705664 Validation score: -25.180691 Iteration 779, loss = 0.01702344 Validation score: -25.105921 Iteration 780, loss = 0.01699048 Validation score: -25.031465 Iteration 781, loss = 0.01695777 Validation score: -24.957323 Iteration 782, loss = 0.01692530 Validation score: -24.883493 Iteration 783, loss = 0.01689307 Validation score: -24.809976 Iteration 784, loss = 0.01686109 Validation score: -24.736769 Iteration 785, loss = 0.01682933 Validation score: -24.663872 Iteration 786, loss = 0.01679782 Validation score: -24.591285 Iteration 787, loss = 0.01676653 Validation score: -24.519007 Iteration 788, loss = 0.01673548 Validation score: -24.447036 Iteration 789, loss = 0.01670465 Validation score: -24.375371 Iteration 790, loss = 0.01667405 Validation score: -24.304013 Iteration 791, loss = 0.01664367 Validation score: -24.232960 Iteration 792, loss = 0.01661352 Validation score: -24.162211 Iteration 793, loss = 0.01658358 Validation score: -24.091766 Iteration 794, loss = 0.01655386 Validation score: -24.021623 Iteration 795, loss = 0.01652436 Validation score: -23.951782 Iteration 796, loss = 0.01649507 Validation score: -23.882241 Iteration 797, loss = 0.01646599 Validation score: -23.813001 Iteration 798, loss = 0.01643712 Validation score: -23.744059 Iteration 799, loss = 0.01640846 Validation score: -23.675416 Iteration 800, loss = 0.01638001 Validation score: -23.607070 Iteration 801, loss = 0.01635175 Validation score: -23.539020 Iteration 802, loss = 0.01632370 Validation score: -23.471266 Iteration 803, loss = 0.01629585 Validation score: -23.403807 Iteration 804, loss = 0.01626820 Validation score: -23.336641 Iteration 805, loss = 0.01624074 Validation score: -23.269769 Iteration 806, loss = 0.01621348 Validation score: -23.203188 Iteration 807, loss = 0.01618641 Validation score: -23.136899 Iteration 808, loss = 0.01615953 Validation score: -23.070900 Iteration 809, loss = 0.01613284 Validation score: -23.005191 Iteration 810, loss = 0.01610634 Validation score: -22.939770 Iteration 811, loss = 0.01608003 Validation score: -22.874638 Iteration 812, loss = 0.01605389 Validation score: -22.809792 Iteration 813, loss = 0.01602794 Validation score: -22.745232 Iteration 814, loss = 0.01600217 Validation score: -22.680957 Iteration 815, loss = 0.01597658 Validation score: -22.616967 Iteration 816, loss = 0.01595117 Validation score: -22.553260 Iteration 817, loss = 0.01592593 Validation score: -22.489836 Iteration 818, loss = 0.01590086 Validation score: -22.426693 Iteration 819, loss = 0.01587597 Validation score: -22.363831 Iteration 820, loss = 0.01585125 Validation score: -22.301250 Iteration 821, loss = 0.01582670 Validation score: -22.238947 Iteration 822, loss = 0.01580231 Validation score: -22.176923 Iteration 823, loss = 0.01577809 Validation score: -22.115177 Iteration 824, loss = 0.01575404 Validation score: -22.053707 Iteration 825, loss = 0.01573014 Validation score: -21.992512 Iteration 826, loss = 0.01570641 Validation score: -21.931593 Iteration 827, loss = 0.01568284 Validation score: -21.870947 Iteration 828, loss = 0.01565943 Validation score: -21.810575 Iteration 829, loss = 0.01563618 Validation score: -21.750475 Iteration 830, loss = 0.01561308 Validation score: -21.690647 Iteration 831, loss = 0.01559013 Validation score: -21.631089 Iteration 832, loss = 0.01556734 Validation score: -21.571800 Iteration 833, loss = 0.01554470 Validation score: -21.512781 Iteration 834, loss = 0.01552221 Validation score: -21.454029 Iteration 835, loss = 0.01549987 Validation score: -21.395545 Iteration 836, loss = 0.01547768 Validation score: -21.337327 Iteration 837, loss = 0.01545563 Validation score: -21.279374 Iteration 838, loss = 0.01543372 Validation score: -21.221686 Iteration 839, loss = 0.01541196 Validation score: -21.164261 Iteration 840, loss = 0.01539034 Validation score: -21.107099 Iteration 841, loss = 0.01536887 Validation score: -21.050199 Iteration 842, loss = 0.01534753 Validation score: -20.993560 Iteration 843, loss = 0.01532633 Validation score: -20.937181 Iteration 844, loss = 0.01530527 Validation score: -20.881062 Iteration 845, loss = 0.01528434 Validation score: -20.825201 Iteration 846, loss = 0.01526355 Validation score: -20.769597 Iteration 847, loss = 0.01524289 Validation score: -20.714250 Iteration 848, loss = 0.01522236 Validation score: -20.659159 Iteration 849, loss = 0.01520197 Validation score: -20.604323 Iteration 850, loss = 0.01518170 Validation score: -20.549741 Iteration 851, loss = 0.01516156 Validation score: -20.495412 Iteration 852, loss = 0.01514155 Validation score: -20.441336 Iteration 853, loss = 0.01512167 Validation score: -20.387511 Iteration 854, loss = 0.01510191 Validation score: -20.333937 Iteration 855, loss = 0.01508227 Validation score: -20.280613 Iteration 856, loss = 0.01506276 Validation score: -20.227537 Iteration 857, loss = 0.01504337 Validation score: -20.174710 Iteration 858, loss = 0.01502410 Validation score: -20.122129 Iteration 859, loss = 0.01500495 Validation score: -20.069795 Iteration 860, loss = 0.01498592 Validation score: -20.017707 Iteration 861, loss = 0.01496701 Validation score: -19.965863 Iteration 862, loss = 0.01494821 Validation score: -19.914263 Iteration 863, loss = 0.01492953 Validation score: -19.862905 Iteration 864, loss = 0.01491096 Validation score: -19.811790 Iteration 865, loss = 0.01489251 Validation score: -19.760916 Iteration 866, loss = 0.01487416 Validation score: -19.710282 Iteration 867, loss = 0.01485593 Validation score: -19.659888 Iteration 868, loss = 0.01483781 Validation score: -19.609732 Iteration 869, loss = 0.01481980 Validation score: -19.559814 Iteration 870, loss = 0.01480190 Validation score: -19.510133 Iteration 871, loss = 0.01478411 Validation score: -19.460688 Iteration 872, loss = 0.01476642 Validation score: -19.411478 Iteration 873, loss = 0.01474884 Validation score: -19.362502 Iteration 874, loss = 0.01473136 Validation score: -19.313760 Iteration 875, loss = 0.01471399 Validation score: -19.265250 Iteration 876, loss = 0.01469672 Validation score: -19.216973 Iteration 877, loss = 0.01467955 Validation score: -19.168926 Iteration 878, loss = 0.01466248 Validation score: -19.121109 Iteration 879, loss = 0.01464551 Validation score: -19.073522 Iteration 880, loss = 0.01462865 Validation score: -19.026162 Iteration 881, loss = 0.01461188 Validation score: -18.979031 Iteration 882, loss = 0.01459520 Validation score: -18.932126 Iteration 883, loss = 0.01457863 Validation score: -18.885447 Iteration 884, loss = 0.01456215 Validation score: -18.838993 Iteration 885, loss = 0.01454577 Validation score: -18.792763 Iteration 886, loss = 0.01452948 Validation score: -18.746756 Iteration 887, loss = 0.01451328 Validation score: -18.700972 Iteration 888, loss = 0.01449718 Validation score: -18.655410 Iteration 889, loss = 0.01448116 Validation score: -18.610068 Iteration 890, loss = 0.01446524 Validation score: -18.564946 Iteration 891, loss = 0.01444941 Validation score: -18.520044 Iteration 892, loss = 0.01443367 Validation score: -18.475360 Iteration 893, loss = 0.01441802 Validation score: -18.430893 Iteration 894, loss = 0.01440246 Validation score: -18.386643 Iteration 895, loss = 0.01438698 Validation score: -18.342608 Iteration 896, loss = 0.01437159 Validation score: -18.298789 Iteration 897, loss = 0.01435628 Validation score: -18.255184 Iteration 898, loss = 0.01434106 Validation score: -18.211792 Iteration 899, loss = 0.01432593 Validation score: -18.168613 Iteration 900, loss = 0.01431088 Validation score: -18.125645 Iteration 901, loss = 0.01429591 Validation score: -18.082888 Iteration 902, loss = 0.01428102 Validation score: -18.040341 Iteration 903, loss = 0.01426622 Validation score: -17.998004 Iteration 904, loss = 0.01425149 Validation score: -17.955875 Iteration 905, loss = 0.01423685 Validation score: -17.913953 Iteration 906, loss = 0.01422228 Validation score: -17.872238 Iteration 907, loss = 0.01420780 Validation score: -17.830729 Iteration 908, loss = 0.01419339 Validation score: -17.789426 Iteration 909, loss = 0.01417906 Validation score: -17.748326 Iteration 910, loss = 0.01416480 Validation score: -17.707430 Iteration 911, loss = 0.01415063 Validation score: -17.666737 Iteration 912, loss = 0.01413652 Validation score: -17.626246 Iteration 913, loss = 0.01412250 Validation score: -17.585955 Iteration 914, loss = 0.01410854 Validation score: -17.545865 Iteration 915, loss = 0.01409466 Validation score: -17.505975 Iteration 916, loss = 0.01408086 Validation score: -17.466283 Iteration 917, loss = 0.01406712 Validation score: -17.426789 Iteration 918, loss = 0.01405346 Validation score: -17.387493 Iteration 919, loss = 0.01403987 Validation score: -17.348392 Iteration 920, loss = 0.01402635 Validation score: -17.309487 Iteration 921, loss = 0.01401290 Validation score: -17.270777 Iteration 922, loss = 0.01399952 Validation score: -17.232260 Iteration 923, loss = 0.01398621 Validation score: -17.193937 Iteration 924, loss = 0.01397297 Validation score: -17.155806 Iteration 925, loss = 0.01395979 Validation score: -17.117866 Iteration 926, loss = 0.01394669 Validation score: -17.080118 Iteration 927, loss = 0.01393365 Validation score: -17.042559 Iteration 928, loss = 0.01392067 Validation score: -17.005190 Iteration 929, loss = 0.01390776 Validation score: -16.968009 Iteration 930, loss = 0.01389492 Validation score: -16.931015 Iteration 931, loss = 0.01388214 Validation score: -16.894209 Iteration 932, loss = 0.01386942 Validation score: -16.857588 Iteration 933, loss = 0.01385677 Validation score: -16.821153 Iteration 934, loss = 0.01384419 Validation score: -16.784902 Iteration 935, loss = 0.01383166 Validation score: -16.748835 Iteration 936, loss = 0.01381920 Validation score: -16.712952 Iteration 937, loss = 0.01380679 Validation score: -16.677250 Iteration 938, loss = 0.01379445 Validation score: -16.641730 Iteration 939, loss = 0.01378217 Validation score: -16.606390 Iteration 940, loss = 0.01376995 Validation score: -16.571231 Iteration 941, loss = 0.01375779 Validation score: -16.536251 Iteration 942, loss = 0.01374569 Validation score: -16.501449 Iteration 943, loss = 0.01373365 Validation score: -16.466825 Iteration 944, loss = 0.01372166 Validation score: -16.432378 Iteration 945, loss = 0.01370974 Validation score: -16.398107 Iteration 946, loss = 0.01369787 Validation score: -16.364011 Iteration 947, loss = 0.01368606 Validation score: -16.330090 Iteration 948, loss = 0.01367430 Validation score: -16.296343 Iteration 949, loss = 0.01366260 Validation score: -16.262770 Iteration 950, loss = 0.01365096 Validation score: -16.229368 Iteration 951, loss = 0.01363937 Validation score: -16.196139 Iteration 952, loss = 0.01362783 Validation score: -16.163080 Iteration 953, loss = 0.01361635 Validation score: -16.130192 Iteration 954, loss = 0.01360493 Validation score: -16.097473 Iteration 955, loss = 0.01359355 Validation score: -16.064923 Iteration 956, loss = 0.01358224 Validation score: -16.032541 Iteration 957, loss = 0.01357097 Validation score: -16.000326 Iteration 958, loss = 0.01355975 Validation score: -15.968278 Iteration 959, loss = 0.01354859 Validation score: -15.936396 Iteration 960, loss = 0.01353748 Validation score: -15.904679 Iteration 961, loss = 0.01352642 Validation score: -15.873127 Iteration 962, loss = 0.01351541 Validation score: -15.841738 Iteration 963, loss = 0.01350445 Validation score: -15.810512 Iteration 964, loss = 0.01349354 Validation score: -15.779448 Iteration 965, loss = 0.01348268 Validation score: -15.748546 Iteration 966, loss = 0.01347187 Validation score: -15.717805 Iteration 967, loss = 0.01346111 Validation score: -15.687224 Iteration 968, loss = 0.01345040 Validation score: -15.656803 Iteration 969, loss = 0.01343974 Validation score: -15.626540 Iteration 970, loss = 0.01342912 Validation score: -15.596436 Iteration 971, loss = 0.01341855 Validation score: -15.566488 Iteration 972, loss = 0.01340803 Validation score: -15.536698 Iteration 973, loss = 0.01339755 Validation score: -15.507063 Iteration 974, loss = 0.01338712 Validation score: -15.477583 Iteration 975, loss = 0.01337674 Validation score: -15.448259 Iteration 976, loss = 0.01336640 Validation score: -15.419088 Iteration 977, loss = 0.01335611 Validation score: -15.390070 Iteration 978, loss = 0.01334586 Validation score: -15.361205 Iteration 979, loss = 0.01333566 Validation score: -15.332491 Iteration 980, loss = 0.01332550 Validation score: -15.303929 Iteration 981, loss = 0.01331539 Validation score: -15.275517 Iteration 982, loss = 0.01330532 Validation score: -15.247255 Iteration 983, loss = 0.01329529 Validation score: -15.219142 Iteration 984, loss = 0.01328531 Validation score: -15.191178 Iteration 985, loss = 0.01327537 Validation score: -15.163361 Iteration 986, loss = 0.01326547 Validation score: -15.135692 Iteration 987, loss = 0.01325561 Validation score: -15.108169 Iteration 988, loss = 0.01324580 Validation score: -15.080792 Iteration 989, loss = 0.01323603 Validation score: -15.053559 Iteration 990, loss = 0.01322629 Validation score: -15.026472 Iteration 991, loss = 0.01321660 Validation score: -14.999528 Iteration 992, loss = 0.01320696 Validation score: -14.972727 Iteration 993, loss = 0.01319735 Validation score: -14.946069 Iteration 994, loss = 0.01318778 Validation score: -14.919553 Iteration 995, loss = 0.01317825 Validation score: -14.893178 Iteration 996, loss = 0.01316876 Validation score: -14.866943 Iteration 997, loss = 0.01315931 Validation score: -14.840848 Iteration 998, loss = 0.01314990 Validation score: -14.814893 Iteration 999, loss = 0.01314053 Validation score: -14.789076 Iteration 1000, loss = 0.01313119 Validation score: -14.763398 Iteration 1, loss = 24.62750519 Validation score: -895.101291 Iteration 2, loss = 24.50461684 Validation score: -891.905494 Iteration 3, loss = 24.38273501 Validation score: -888.729138 Iteration 4, loss = 24.26196539 Validation score: -885.587613 Iteration 5, loss = 24.14475283 Validation score: -882.476130 Iteration 6, loss = 24.02862467 Validation score: -879.392295 Iteration 7, loss = 23.91356502 Validation score: -876.334758 Iteration 8, loss = 23.79956667 Validation score: -873.302694 Iteration 9, loss = 23.68662579 Validation score: -870.295569 Iteration 10, loss = 23.57473970 Validation score: -867.313018 Iteration 11, loss = 23.46445819 Validation score: -864.357984 Iteration 12, loss = 23.35854893 Validation score: -861.429797 Iteration 13, loss = 23.25378380 Validation score: -858.527934 Iteration 14, loss = 23.15016881 Validation score: -855.651972 Iteration 15, loss = 23.04766560 Validation score: -852.801559 Iteration 16, loss = 22.94627592 Validation score: -849.976389 Iteration 17, loss = 22.84568594 Validation score: -847.158343 Iteration 18, loss = 22.74615337 Validation score: -844.375697 Iteration 19, loss = 22.64867206 Validation score: -841.626360 Iteration 20, loss = 22.55223277 Validation score: -838.908555 Iteration 21, loss = 22.45682188 Validation score: -836.220760 Iteration 22, loss = 22.36242505 Validation score: -833.561669 Iteration 23, loss = 22.26902766 Validation score: -830.930146 Iteration 24, loss = 22.17661493 Validation score: -828.325205 Iteration 25, loss = 22.08517200 Validation score: -825.745976 Iteration 26, loss = 21.99468399 Validation score: -823.191691 Iteration 27, loss = 21.90513594 Validation score: -820.659840 Iteration 28, loss = 21.81651292 Validation score: -818.151518 Iteration 29, loss = 21.72879997 Validation score: -815.666237 Iteration 30, loss = 21.64209720 Validation score: -813.203406 Iteration 31, loss = 21.55670536 Validation score: -810.762625 Iteration 32, loss = 21.47218743 Validation score: -808.343501 Iteration 33, loss = 21.38910407 Validation score: -805.954087 Iteration 34, loss = 21.31013746 Validation score: -803.593240 Iteration 35, loss = 21.23213454 Validation score: -801.259880 Iteration 36, loss = 21.15506685 Validation score: -798.954663 Iteration 37, loss = 21.07887233 Validation score: -796.676126 Iteration 38, loss = 21.00420215 Validation score: -794.431391 Iteration 39, loss = 20.93053593 Validation score: -792.190979 Iteration 40, loss = 20.85768752 Validation score: -789.971350 Iteration 41, loss = 20.78581361 Validation score: -787.784674 Iteration 42, loss = 20.71553485 Validation score: -785.628600 Iteration 43, loss = 20.64600203 Validation score: -783.559586 Iteration 44, loss = 20.57720090 Validation score: -781.874682 Iteration 45, loss = 20.50911626 Validation score: -780.206605 Iteration 46, loss = 20.44193748 Validation score: -778.558198 Iteration 47, loss = 20.37589526 Validation score: -776.928454 Iteration 48, loss = 20.31090932 Validation score: -775.319600 Iteration 49, loss = 20.24669411 Validation score: -773.730308 Iteration 50, loss = 20.18312330 Validation score: -772.159400 Iteration 51, loss = 20.12018635 Validation score: -770.605820 Iteration 52, loss = 20.05787162 Validation score: -769.068623 Iteration 53, loss = 19.99616679 Validation score: -767.546950 Iteration 54, loss = 19.93505912 Validation score: -766.040024 Iteration 55, loss = 19.87451340 Validation score: -764.547123 Iteration 56, loss = 19.81451230 Validation score: -763.067601 Iteration 57, loss = 19.75638372 Validation score: -761.601309 Iteration 58, loss = 19.70246609 Validation score: -760.148857 Iteration 59, loss = 19.65102776 Validation score: -758.709512 Iteration 60, loss = 19.60014427 Validation score: -757.282637 Iteration 61, loss = 19.54978233 Validation score: -755.867679 Iteration 62, loss = 19.49988723 Validation score: -754.464126 Iteration 63, loss = 19.45049549 Validation score: -753.071515 Iteration 64, loss = 19.40162296 Validation score: -751.689425 Iteration 65, loss = 19.35325803 Validation score: -750.317471 Iteration 66, loss = 19.30538762 Validation score: -748.955302 Iteration 67, loss = 19.25799887 Validation score: -747.602597 Iteration 68, loss = 19.21111405 Validation score: -746.258929 Iteration 69, loss = 19.16469559 Validation score: -744.924047 Iteration 70, loss = 19.11872279 Validation score: -743.597716 Iteration 71, loss = 19.07318202 Validation score: -742.279712 Iteration 72, loss = 19.02883929 Validation score: -740.970271 Iteration 73, loss = 18.98535869 Validation score: -739.669452 Iteration 74, loss = 18.94284333 Validation score: -738.376770 Iteration 75, loss = 18.90066910 Validation score: -737.092022 Iteration 76, loss = 18.85876701 Validation score: -735.815018 Iteration 77, loss = 18.81714348 Validation score: -734.545577 Iteration 78, loss = 18.77580273 Validation score: -733.283530 Iteration 79, loss = 18.73474726 Validation score: -732.028712 Iteration 80, loss = 18.69397816 Validation score: -730.780968 Iteration 81, loss = 18.65349538 Validation score: -729.540147 Iteration 82, loss = 18.61329793 Validation score: -728.306105 Iteration 83, loss = 18.57338405 Validation score: -727.078703 Iteration 84, loss = 18.53375140 Validation score: -725.857806 Iteration 85, loss = 18.49436540 Validation score: -724.642626 Iteration 86, loss = 18.45493069 Validation score: -723.433130 Iteration 87, loss = 18.41573491 Validation score: -722.229273 Iteration 88, loss = 18.37677932 Validation score: -721.031006 Iteration 89, loss = 18.33806411 Validation score: -719.838271 Iteration 90, loss = 18.29958865 Validation score: -718.651008 Iteration 91, loss = 18.26135164 Validation score: -717.469151 Iteration 92, loss = 18.22340626 Validation score: -716.292607 Iteration 93, loss = 18.18570642 Validation score: -715.121305 Iteration 94, loss = 18.14823911 Validation score: -713.955172 Iteration 95, loss = 18.11100071 Validation score: -712.794136 Iteration 96, loss = 18.07398747 Validation score: -711.638122 Iteration 97, loss = 18.03724579 Validation score: -710.486547 Iteration 98, loss = 18.00101547 Validation score: -709.339382 Iteration 99, loss = 17.96497819 Validation score: -708.195887 Iteration 100, loss = 17.92910418 Validation score: -707.056085 Iteration 101, loss = 17.89313692 Validation score: -705.919454 Iteration 102, loss = 17.85695543 Validation score: -704.786073 Iteration 103, loss = 17.82095026 Validation score: -703.656750 Iteration 104, loss = 17.78497650 Validation score: -702.531539 Iteration 105, loss = 17.74914454 Validation score: -701.399912 Iteration 106, loss = 17.71340739 Validation score: -700.139328 Iteration 107, loss = 17.67777350 Validation score: -698.880219 Iteration 108, loss = 17.64224974 Validation score: -697.622941 Iteration 109, loss = 17.60684163 Validation score: -696.367784 Iteration 110, loss = 17.57155355 Validation score: -695.114993 Iteration 111, loss = 17.53638888 Validation score: -693.864767 Iteration 112, loss = 17.50135014 Validation score: -692.617268 Iteration 113, loss = 17.46643914 Validation score: -691.372627 Iteration 114, loss = 17.43165993 Validation score: -690.130952 Iteration 115, loss = 17.39704688 Validation score: -688.892306 Iteration 116, loss = 17.36274872 Validation score: -687.656373 Iteration 117, loss = 17.32840075 Validation score: -686.423215 Iteration 118, loss = 17.29409228 Validation score: -685.193278 Iteration 119, loss = 17.26007228 Validation score: -683.966567 Iteration 120, loss = 17.22616227 Validation score: -682.743079 Iteration 121, loss = 17.19236267 Validation score: -681.522795 Iteration 122, loss = 17.15867346 Validation score: -680.305691 Iteration 123, loss = 17.12509424 Validation score: -679.091732 Iteration 124, loss = 17.09162389 Validation score: -677.880676 Iteration 125, loss = 17.05826959 Validation score: -676.672487 Iteration 126, loss = 17.02498898 Validation score: -675.464291 Iteration 127, loss = 16.99137064 Validation score: -674.256406 Iteration 128, loss = 16.95779809 Validation score: -673.049170 Iteration 129, loss = 16.92463958 Validation score: -671.846357 Iteration 130, loss = 16.89155425 Validation score: -670.647719 Iteration 131, loss = 16.85853861 Validation score: -669.453025 Iteration 132, loss = 16.82559421 Validation score: -668.262057 Iteration 133, loss = 16.79272199 Validation score: -667.074610 Iteration 134, loss = 16.75994816 Validation score: -665.890111 Iteration 135, loss = 16.72727634 Validation score: -664.708414 Iteration 136, loss = 16.69466635 Validation score: -663.529379 Iteration 137, loss = 16.66209188 Validation score: -662.352937 Iteration 138, loss = 16.62957465 Validation score: -661.179334 Iteration 139, loss = 16.59715536 Validation score: -659.984508 Iteration 140, loss = 16.56478218 Validation score: -658.787978 Iteration 141, loss = 16.53240873 Validation score: -657.592554 Iteration 142, loss = 16.50009246 Validation score: -656.398278 Iteration 143, loss = 16.46781813 Validation score: -655.204709 Iteration 144, loss = 16.43556308 Validation score: -654.011753 Iteration 145, loss = 16.40333935 Validation score: -652.819312 Iteration 146, loss = 16.37114647 Validation score: -651.627279 Iteration 147, loss = 16.33905183 Validation score: -650.435379 Iteration 148, loss = 16.30690267 Validation score: -649.243806 Iteration 149, loss = 16.27484395 Validation score: -648.052326 Iteration 150, loss = 16.24300363 Validation score: -646.864091 Iteration 151, loss = 16.21120718 Validation score: -645.678693 Iteration 152, loss = 16.17942753 Validation score: -644.495748 Iteration 153, loss = 16.14766417 Validation score: -643.314896 Iteration 154, loss = 16.11591616 Validation score: -642.135798 Iteration 155, loss = 16.08418227 Validation score: -640.958135 Iteration 156, loss = 16.05247919 Validation score: -639.781379 Iteration 157, loss = 16.02076964 Validation score: -638.605267 Iteration 158, loss = 15.98899405 Validation score: -637.429249 Iteration 159, loss = 15.95725240 Validation score: -636.253002 Iteration 160, loss = 15.92552924 Validation score: -635.076700 Iteration 161, loss = 15.89384217 Validation score: -633.900114 Iteration 162, loss = 15.86213862 Validation score: -632.723020 Iteration 163, loss = 15.83041629 Validation score: -631.545205 Iteration 164, loss = 15.79867272 Validation score: -630.366465 Iteration 165, loss = 15.76690530 Validation score: -629.186601 Iteration 166, loss = 15.73531031 Validation score: -628.008038 Iteration 167, loss = 15.70502059 Validation score: -626.830124 Iteration 168, loss = 15.67459860 Validation score: -625.652514 Iteration 169, loss = 15.64425509 Validation score: -624.475032 Iteration 170, loss = 15.61399764 Validation score: -623.297322 Iteration 171, loss = 15.58375020 Validation score: -622.119050 Iteration 172, loss = 15.55350356 Validation score: -620.939902 Iteration 173, loss = 15.52324912 Validation score: -619.759589 Iteration 174, loss = 15.49297882 Validation score: -618.577836 Iteration 175, loss = 15.46262630 Validation score: -617.393157 Iteration 176, loss = 15.43211931 Validation score: -616.205070 Iteration 177, loss = 15.40178420 Validation score: -615.013622 Iteration 178, loss = 15.37141347 Validation score: -613.818737 Iteration 179, loss = 15.34099036 Validation score: -612.620334 Iteration 180, loss = 15.31050906 Validation score: -611.418325 Iteration 181, loss = 15.27996403 Validation score: -610.212622 Iteration 182, loss = 15.24929050 Validation score: -608.999685 Iteration 183, loss = 15.21808516 Validation score: -607.779641 Iteration 184, loss = 15.18677705 Validation score: -606.553039 Iteration 185, loss = 15.15535572 Validation score: -605.322994 Iteration 186, loss = 15.12370362 Validation score: -604.089485 Iteration 187, loss = 15.09189906 Validation score: -602.852475 Iteration 188, loss = 15.05994431 Validation score: -601.611907 Iteration 189, loss = 15.02786016 Validation score: -600.367758 Iteration 190, loss = 14.99566666 Validation score: -599.119951 Iteration 191, loss = 14.96333139 Validation score: -597.868401 Iteration 192, loss = 14.93087884 Validation score: -596.612676 Iteration 193, loss = 14.89827148 Validation score: -595.352719 Iteration 194, loss = 14.86550097 Validation score: -594.088789 Iteration 195, loss = 14.83251601 Validation score: -592.820215 Iteration 196, loss = 14.79935902 Validation score: -591.546920 Iteration 197, loss = 14.76672105 Validation score: -590.271176 Iteration 198, loss = 14.73403150 Validation score: -588.992878 Iteration 199, loss = 14.70124960 Validation score: -587.711360 Iteration 200, loss = 14.66836808 Validation score: -586.426880 Iteration 201, loss = 14.63636245 Validation score: -585.143083 Iteration 202, loss = 14.60542109 Validation score: -583.866890 Iteration 203, loss = 14.57446273 Validation score: -582.596033 Iteration 204, loss = 14.54346793 Validation score: -581.323285 Iteration 205, loss = 14.51241939 Validation score: -580.048117 Iteration 206, loss = 14.48149252 Validation score: -578.772299 Iteration 207, loss = 14.45162757 Validation score: -577.495151 Iteration 208, loss = 14.42172577 Validation score: -576.215823 Iteration 209, loss = 14.39177309 Validation score: -574.933990 Iteration 210, loss = 14.36174740 Validation score: -573.649115 Iteration 211, loss = 14.33131718 Validation score: -572.357091 Iteration 212, loss = 14.30060683 Validation score: -571.057757 Iteration 213, loss = 14.26973931 Validation score: -569.750956 Iteration 214, loss = 14.23865256 Validation score: -568.460301 Iteration 215, loss = 14.20733134 Validation score: -567.236371 Iteration 216, loss = 14.17583403 Validation score: -566.004741 Iteration 217, loss = 14.14405153 Validation score: -564.765273 Iteration 218, loss = 14.11205014 Validation score: -563.517830 Iteration 219, loss = 14.07985576 Validation score: -562.262519 Iteration 220, loss = 14.04744754 Validation score: -560.999172 Iteration 221, loss = 14.01599853 Validation score: -559.732472 Iteration 222, loss = 13.98500997 Validation score: -558.461779 Iteration 223, loss = 13.95385919 Validation score: -557.186626 Iteration 224, loss = 13.92257653 Validation score: -555.906459 Iteration 225, loss = 13.89136726 Validation score: -554.624546 Iteration 226, loss = 13.86012187 Validation score: -553.340058 Iteration 227, loss = 13.82871125 Validation score: -552.051568 Iteration 228, loss = 13.79713100 Validation score: -550.758436 Iteration 229, loss = 13.76521491 Validation score: -549.431994 Iteration 230, loss = 13.73261093 Validation score: -548.079746 Iteration 231, loss = 13.69972940 Validation score: -546.717715 Iteration 232, loss = 13.66656531 Validation score: -545.345654 Iteration 233, loss = 13.63311377 Validation score: -543.963326 Iteration 234, loss = 13.59936994 Validation score: -542.570496 Iteration 235, loss = 13.56532899 Validation score: -541.166937 Iteration 236, loss = 13.53037216 Validation score: -539.748941 Iteration 237, loss = 13.49491769 Validation score: -538.317439 Iteration 238, loss = 13.45895002 Validation score: -536.872471 Iteration 239, loss = 13.42260222 Validation score: -535.403837 Iteration 240, loss = 13.38586172 Validation score: -533.897877 Iteration 241, loss = 13.34856697 Validation score: -532.377687 Iteration 242, loss = 13.31080000 Validation score: -530.843258 Iteration 243, loss = 13.27343110 Validation score: -529.299353 Iteration 244, loss = 13.23598717 Validation score: -527.747579 Iteration 245, loss = 13.19881004 Validation score: -526.192400 Iteration 246, loss = 13.16197216 Validation score: -524.742906 Iteration 247, loss = 13.12484614 Validation score: -523.312963 Iteration 248, loss = 13.08742080 Validation score: -521.874392 Iteration 249, loss = 13.04968560 Validation score: -520.426637 Iteration 250, loss = 13.01163063 Validation score: -518.969184 Iteration 251, loss = 12.97322889 Validation score: -517.501382 Iteration 252, loss = 12.93415461 Validation score: -516.022746 Iteration 253, loss = 12.89510342 Validation score: -514.536830 Iteration 254, loss = 12.85641873 Validation score: -513.042976 Iteration 255, loss = 12.81728342 Validation score: -511.540742 Iteration 256, loss = 12.77764550 Validation score: -510.029532 Iteration 257, loss = 12.73718731 Validation score: -508.434240 Iteration 258, loss = 12.69599731 Validation score: -506.672315 Iteration 259, loss = 12.65435329 Validation score: -504.894994 Iteration 260, loss = 12.61172642 Validation score: -503.096656 Iteration 261, loss = 12.56848705 Validation score: -501.278034 Iteration 262, loss = 12.52472975 Validation score: -499.439754 Iteration 263, loss = 12.48046010 Validation score: -497.582344 Iteration 264, loss = 12.43567710 Validation score: -495.705917 Iteration 265, loss = 12.39034571 Validation score: -493.810934 Iteration 266, loss = 12.34450893 Validation score: -491.897781 Iteration 267, loss = 12.29859277 Validation score: -489.974882 Iteration 268, loss = 12.25223017 Validation score: -488.040338 Iteration 269, loss = 12.20565825 Validation score: -486.083231 Iteration 270, loss = 12.15834804 Validation score: -484.105321 Iteration 271, loss = 12.11146890 Validation score: -482.115064 Iteration 272, loss = 12.06478383 Validation score: -480.112435 Iteration 273, loss = 12.01769359 Validation score: -478.097322 Iteration 274, loss = 11.97018599 Validation score: -476.069557 Iteration 275, loss = 11.92225431 Validation score: -474.029040 Iteration 276, loss = 11.87410890 Validation score: -472.006153 Iteration 277, loss = 11.82568451 Validation score: -470.361740 Iteration 278, loss = 11.77631993 Validation score: -468.705803 Iteration 279, loss = 11.72650690 Validation score: -467.034976 Iteration 280, loss = 11.67738320 Validation score: -465.349418 Iteration 281, loss = 11.62807270 Validation score: -463.649580 Iteration 282, loss = 11.57871890 Validation score: -461.935289 Iteration 283, loss = 11.52895552 Validation score: -460.206367 Iteration 284, loss = 11.47877073 Validation score: -458.459452 Iteration 285, loss = 11.42760655 Validation score: -456.613466 Iteration 286, loss = 11.37568973 Validation score: -454.746345 Iteration 287, loss = 11.32322500 Validation score: -452.856590 Iteration 288, loss = 11.27036746 Validation score: -451.019032 Iteration 289, loss = 11.21847638 Validation score: -449.287787 Iteration 290, loss = 11.16608480 Validation score: -447.540655 Iteration 291, loss = 11.11308844 Validation score: -445.776409 Iteration 292, loss = 11.05961893 Validation score: -443.994682 Iteration 293, loss = 11.00566795 Validation score: -442.195145 Iteration 294, loss = 10.95119118 Validation score: -440.376683 Iteration 295, loss = 10.89633811 Validation score: -438.538603 Iteration 296, loss = 10.84117080 Validation score: -436.683670 Iteration 297, loss = 10.78656567 Validation score: -434.820940 Iteration 298, loss = 10.73189160 Validation score: -432.956908 Iteration 299, loss = 10.67678033 Validation score: -431.078076 Iteration 300, loss = 10.62135643 Validation score: -429.183843 Iteration 301, loss = 10.56540292 Validation score: -427.274100 Iteration 302, loss = 10.50903379 Validation score: -425.348706 Iteration 303, loss = 10.45221565 Validation score: -423.407290 Iteration 304, loss = 10.39497509 Validation score: -421.450768 Iteration 305, loss = 10.33767931 Validation score: -419.478742 Iteration 306, loss = 10.28002494 Validation score: -417.492235 Iteration 307, loss = 10.22237946 Validation score: -415.492306 Iteration 308, loss = 10.16444397 Validation score: -413.479152 Iteration 309, loss = 10.10606032 Validation score: -411.452292 Iteration 310, loss = 10.04732118 Validation score: -409.411133 Iteration 311, loss = 9.98816640 Validation score: -407.355313 Iteration 312, loss = 9.92844790 Validation score: -405.283607 Iteration 313, loss = 9.86841942 Validation score: -403.199593 Iteration 314, loss = 9.80808262 Validation score: -401.102767 Iteration 315, loss = 9.74757873 Validation score: -398.993851 Iteration 316, loss = 9.68674377 Validation score: -396.872359 Iteration 317, loss = 9.62546247 Validation score: -394.736819 Iteration 318, loss = 9.56329087 Validation score: -392.589598 Iteration 319, loss = 9.50096954 Validation score: -390.430218 Iteration 320, loss = 9.43820219 Validation score: -388.258264 Iteration 321, loss = 9.37503974 Validation score: -386.073924 Iteration 322, loss = 9.31149859 Validation score: -383.877872 Iteration 323, loss = 9.24780932 Validation score: -381.753152 Iteration 324, loss = 9.18372621 Validation score: -379.653241 Iteration 325, loss = 9.11929131 Validation score: -377.539193 Iteration 326, loss = 9.05444685 Validation score: -375.410931 Iteration 327, loss = 8.98922840 Validation score: -373.268060 Iteration 328, loss = 8.92381695 Validation score: -371.113246 Iteration 329, loss = 8.85846903 Validation score: -368.946243 Iteration 330, loss = 8.79307580 Validation score: -366.770387 Iteration 331, loss = 8.72783537 Validation score: -364.585230 Iteration 332, loss = 8.66232334 Validation score: -362.384156 Iteration 333, loss = 8.59619455 Validation score: -360.152493 Iteration 334, loss = 8.52945401 Validation score: -357.801747 Iteration 335, loss = 8.46223651 Validation score: -355.438771 Iteration 336, loss = 8.39435464 Validation score: -353.056488 Iteration 337, loss = 8.32594257 Validation score: -350.654210 Iteration 338, loss = 8.25682854 Validation score: -348.219333 Iteration 339, loss = 8.18724158 Validation score: -345.748453 Iteration 340, loss = 8.11709861 Validation score: -343.258145 Iteration 341, loss = 8.04620338 Validation score: -340.747049 Iteration 342, loss = 7.97459701 Validation score: -338.215950 Iteration 343, loss = 7.90259782 Validation score: -335.665067 Iteration 344, loss = 7.83001264 Validation score: -333.093104 Iteration 345, loss = 7.75669631 Validation score: -330.500473 Iteration 346, loss = 7.68276870 Validation score: -327.887632 Iteration 347, loss = 7.60799245 Validation score: -325.194638 Iteration 348, loss = 7.53278930 Validation score: -322.398263 Iteration 349, loss = 7.45733538 Validation score: -319.580857 Iteration 350, loss = 7.38149218 Validation score: -316.742673 Iteration 351, loss = 7.30491472 Validation score: -313.884154 Iteration 352, loss = 7.22783029 Validation score: -311.005863 Iteration 353, loss = 7.15040552 Validation score: -308.108506 Iteration 354, loss = 7.07246973 Validation score: -305.192446 Iteration 355, loss = 6.99421285 Validation score: -302.259100 Iteration 356, loss = 6.91587073 Validation score: -299.309804 Iteration 357, loss = 6.83748515 Validation score: -296.345814 Iteration 358, loss = 6.75909569 Validation score: -293.368306 Iteration 359, loss = 6.68073991 Validation score: -290.378394 Iteration 360, loss = 6.60245354 Validation score: -287.377132 Iteration 361, loss = 6.52441697 Validation score: -284.363837 Iteration 362, loss = 6.44651231 Validation score: -281.339646 Iteration 363, loss = 6.36874836 Validation score: -278.305651 Iteration 364, loss = 6.29115759 Validation score: -275.262908 Iteration 365, loss = 6.21377140 Validation score: -272.212443 Iteration 366, loss = 6.13662027 Validation score: -269.155254 Iteration 367, loss = 6.05973379 Validation score: -266.092317 Iteration 368, loss = 5.98311540 Validation score: -263.023885 Iteration 369, loss = 5.90665595 Validation score: -259.950976 Iteration 370, loss = 5.83052821 Validation score: -256.874592 Iteration 371, loss = 5.75476054 Validation score: -253.795717 Iteration 372, loss = 5.67938046 Validation score: -250.715319 Iteration 373, loss = 5.60441461 Validation score: -247.634355 Iteration 374, loss = 5.52988882 Validation score: -244.553771 Iteration 375, loss = 5.45594360 Validation score: -241.475857 Iteration 376, loss = 5.38248924 Validation score: -238.401399 Iteration 377, loss = 5.30954601 Validation score: -235.331188 Iteration 378, loss = 5.23713704 Validation score: -232.266019 Iteration 379, loss = 5.16528451 Validation score: -229.206689 Iteration 380, loss = 5.09400964 Validation score: -226.153999 Iteration 381, loss = 5.02333270 Validation score: -223.108754 Iteration 382, loss = 4.95327298 Validation score: -220.071759 Iteration 383, loss = 4.88384882 Validation score: -217.043823 Iteration 384, loss = 4.81507756 Validation score: -214.025753 Iteration 385, loss = 4.74697556 Validation score: -211.018356 Iteration 386, loss = 4.67955816 Validation score: -208.022438 Iteration 387, loss = 4.61283970 Validation score: -205.038804 Iteration 388, loss = 4.54683346 Validation score: -202.068253 Iteration 389, loss = 4.48155168 Validation score: -199.111581 Iteration 390, loss = 4.41700556 Validation score: -196.169576 Iteration 391, loss = 4.35320519 Validation score: -193.243023 Iteration 392, loss = 4.29022211 Validation score: -190.331566 Iteration 393, loss = 4.22798539 Validation score: -187.436113 Iteration 394, loss = 4.16650146 Validation score: -184.557548 Iteration 395, loss = 4.10577779 Validation score: -181.696729 Iteration 396, loss = 4.04582061 Validation score: -178.854492 Iteration 397, loss = 3.98663492 Validation score: -176.031647 Iteration 398, loss = 3.92824227 Validation score: -173.229990 Iteration 399, loss = 3.87067077 Validation score: -170.450150 Iteration 400, loss = 3.81388268 Validation score: -167.692747 Iteration 401, loss = 3.75787806 Validation score: -164.958387 Iteration 402, loss = 3.70265592 Validation score: -162.247664 Iteration 403, loss = 3.64821429 Validation score: -159.561154 Iteration 404, loss = 3.59455022 Validation score: -156.899418 Iteration 405, loss = 3.54165983 Validation score: -154.263000 Iteration 406, loss = 3.48953323 Validation score: -151.652399 Iteration 407, loss = 3.43797743 Validation score: -149.068128 Iteration 408, loss = 3.38715111 Validation score: -146.510674 Iteration 409, loss = 3.33708053 Validation score: -143.979665 Iteration 410, loss = 3.28771351 Validation score: -141.475653 Iteration 411, loss = 3.23904323 Validation score: -138.999157 Iteration 412, loss = 3.19106364 Validation score: -136.550656 Iteration 413, loss = 3.14379192 Validation score: -134.131359 Iteration 414, loss = 3.09721698 Validation score: -131.741568 Iteration 415, loss = 3.05131632 Validation score: -129.381562 Iteration 416, loss = 3.00608070 Validation score: -127.051601 Iteration 417, loss = 2.96152054 Validation score: -124.752003 Iteration 418, loss = 2.91761177 Validation score: -122.482970 Iteration 419, loss = 2.87433922 Validation score: -120.244676 Iteration 420, loss = 2.83169226 Validation score: -118.037279 Iteration 421, loss = 2.78966015 Validation score: -115.860912 Iteration 422, loss = 2.74823206 Validation score: -113.715688 Iteration 423, loss = 2.70739783 Validation score: -111.601079 Iteration 424, loss = 2.66715592 Validation score: -109.517245 Iteration 425, loss = 2.62747679 Validation score: -107.464898 Iteration 426, loss = 2.58836390 Validation score: -105.444051 Iteration 427, loss = 2.54980011 Validation score: -103.454695 Iteration 428, loss = 2.51177950 Validation score: -101.496256 Iteration 429, loss = 2.47428298 Validation score: -99.569304 Iteration 430, loss = 2.43730888 Validation score: -97.673768 Iteration 431, loss = 2.40084310 Validation score: -95.809560 Iteration 432, loss = 2.36488163 Validation score: -93.976084 Iteration 433, loss = 2.32940276 Validation score: -92.173774 Iteration 434, loss = 2.29440940 Validation score: -90.402490 Iteration 435, loss = 2.25988885 Validation score: -88.661620 Iteration 436, loss = 2.22583210 Validation score: -86.951508 Iteration 437, loss = 2.19223114 Validation score: -85.271965 Iteration 438, loss = 2.15907676 Validation score: -83.622794 Iteration 439, loss = 2.12636151 Validation score: -82.003784 Iteration 440, loss = 2.09407879 Validation score: -80.414314 Iteration 441, loss = 2.06222300 Validation score: -78.854603 Iteration 442, loss = 2.03078573 Validation score: -77.324404 Iteration 443, loss = 1.99976007 Validation score: -75.823464 Iteration 444, loss = 1.96914578 Validation score: -74.351165 Iteration 445, loss = 1.93892444 Validation score: -72.907291 Iteration 446, loss = 1.90910180 Validation score: -71.491952 Iteration 447, loss = 1.87966934 Validation score: -70.104858 Iteration 448, loss = 1.85062030 Validation score: -68.745712 Iteration 449, loss = 1.82195001 Validation score: -67.414218 Iteration 450, loss = 1.79365406 Validation score: -66.110073 Iteration 451, loss = 1.76559098 Validation score: -64.832561 Iteration 452, loss = 1.73786076 Validation score: -63.581432 Iteration 453, loss = 1.71048035 Validation score: -62.356424 Iteration 454, loss = 1.68345237 Validation score: -61.157004 Iteration 455, loss = 1.65676890 Validation score: -59.982935 Iteration 456, loss = 1.63042599 Validation score: -58.834220 Iteration 457, loss = 1.60443029 Validation score: -57.710564 Iteration 458, loss = 1.57877520 Validation score: -56.611671 Iteration 459, loss = 1.55330099 Validation score: -55.537159 Iteration 460, loss = 1.52812166 Validation score: -54.486735 Iteration 461, loss = 1.50319862 Validation score: -53.460548 Iteration 462, loss = 1.47856106 Validation score: -52.458040 Iteration 463, loss = 1.45423469 Validation score: -51.478893 Iteration 464, loss = 1.43022799 Validation score: -50.522979 Iteration 465, loss = 1.40654241 Validation score: -49.589949 Iteration 466, loss = 1.38317747 Validation score: -48.679462 Iteration 467, loss = 1.36013404 Validation score: -47.791179 Iteration 468, loss = 1.33741273 Validation score: -46.924765 Iteration 469, loss = 1.31501386 Validation score: -46.079889 Iteration 470, loss = 1.29293753 Validation score: -45.256228 Iteration 471, loss = 1.27118359 Validation score: -44.453458 Iteration 472, loss = 1.24975169 Validation score: -43.671261 Iteration 473, loss = 1.22864129 Validation score: -42.909322 Iteration 474, loss = 1.20785166 Validation score: -42.167332 Iteration 475, loss = 1.18733361 Validation score: -41.444615 Iteration 476, loss = 1.16698940 Validation score: -40.740674 Iteration 477, loss = 1.14680071 Validation score: -40.045917 Iteration 478, loss = 1.12683009 Validation score: -39.360021 Iteration 479, loss = 1.10715033 Validation score: -38.695150 Iteration 480, loss = 1.08776518 Validation score: -38.051061 Iteration 481, loss = 1.06868631 Validation score: -37.427523 Iteration 482, loss = 1.04991928 Validation score: -36.824260 Iteration 483, loss = 1.03145534 Validation score: -36.240994 Iteration 484, loss = 1.01329548 Validation score: -35.677440 Iteration 485, loss = 0.99544026 Validation score: -35.133312 Iteration 486, loss = 0.97788980 Validation score: -34.608316 Iteration 487, loss = 0.96064388 Validation score: -34.102160 Iteration 488, loss = 0.94370194 Validation score: -33.614545 Iteration 489, loss = 0.92706310 Validation score: -33.145174 Iteration 490, loss = 0.91072622 Validation score: -32.693746 Iteration 491, loss = 0.89468989 Validation score: -32.259958 Iteration 492, loss = 0.87895247 Validation score: -31.843506 Iteration 493, loss = 0.86351211 Validation score: -31.444086 Iteration 494, loss = 0.84836677 Validation score: -31.061392 Iteration 495, loss = 0.83351423 Validation score: -30.695118 Iteration 496, loss = 0.81895211 Validation score: -30.344957 Iteration 497, loss = 0.80467789 Validation score: -30.010602 Iteration 498, loss = 0.79068890 Validation score: -29.691745 Iteration 499, loss = 0.77698236 Validation score: -29.388079 Iteration 500, loss = 0.76360137 Validation score: -29.099228 Iteration 501, loss = 0.75055854 Validation score: -28.824905 Iteration 502, loss = 0.73779602 Validation score: -28.564820 Iteration 503, loss = 0.72530962 Validation score: -28.318683 Iteration 504, loss = 0.71309516 Validation score: -28.086199 Iteration 505, loss = 0.70114852 Validation score: -27.867073 Iteration 506, loss = 0.68946554 Validation score: -27.661009 Iteration 507, loss = 0.67804213 Validation score: -27.467710 Iteration 508, loss = 0.66687416 Validation score: -27.286877 Iteration 509, loss = 0.65595757 Validation score: -27.118212 Iteration 510, loss = 0.64528827 Validation score: -26.961415 Iteration 511, loss = 0.63486222 Validation score: -26.816190 Iteration 512, loss = 0.62467538 Validation score: -26.682238 Iteration 513, loss = 0.61472372 Validation score: -26.559261 Iteration 514, loss = 0.60500323 Validation score: -26.446964 Iteration 515, loss = 0.59550993 Validation score: -26.345050 Iteration 516, loss = 0.58623986 Validation score: -26.253227 Iteration 517, loss = 0.57718905 Validation score: -26.171201 Iteration 518, loss = 0.56835360 Validation score: -26.098682 Iteration 519, loss = 0.55972959 Validation score: -26.035383 Iteration 520, loss = 0.55131315 Validation score: -25.981016 Iteration 521, loss = 0.54310043 Validation score: -25.935299 Iteration 522, loss = 0.53508760 Validation score: -25.897951 Iteration 523, loss = 0.52727086 Validation score: -25.868693 Iteration 524, loss = 0.51965131 Validation score: -25.847187 Iteration 525, loss = 0.51222268 Validation score: -25.833166 Iteration 526, loss = 0.50497929 Validation score: -25.826366 Iteration 527, loss = 0.49791742 Validation score: -25.826529 Iteration 528, loss = 0.49103338 Validation score: -25.833397 Iteration 529, loss = 0.48432353 Validation score: -25.846715 Iteration 530, loss = 0.47778424 Validation score: -25.866235 Iteration 531, loss = 0.47141196 Validation score: -25.891710 Iteration 532, loss = 0.46520315 Validation score: -25.922898 Validation score did not improve more than tol=0.000000 for 5 consecutive epochs. Stopping. Iteration 1, loss = 15.69639367 Validation score: -5389.240623 Iteration 2, loss = 15.65909683 Validation score: -5361.824174 Iteration 3, loss = 15.62207693 Validation score: -5334.622917 Iteration 4, loss = 15.58533665 Validation score: -5307.637597 Iteration 5, loss = 15.54887836 Validation score: -5280.868738 Iteration 6, loss = 15.51447357 Validation score: -5254.826318 Iteration 7, loss = 15.48065367 Validation score: -5229.306990 Iteration 8, loss = 15.44716052 Validation score: -5204.210897 Iteration 9, loss = 15.41398540 Validation score: -5179.477859 Iteration 10, loss = 15.38112143 Validation score: -5155.067340 Iteration 11, loss = 15.34856322 Validation score: -5130.949911 Iteration 12, loss = 15.31643462 Validation score: -5107.197800 Iteration 13, loss = 15.28524459 Validation score: -5083.497873 Iteration 14, loss = 15.25468824 Validation score: -5060.271812 Iteration 15, loss = 15.22679105 Validation score: -5037.462092 Iteration 16, loss = 15.19960405 Validation score: -5015.429964 Iteration 17, loss = 15.17352136 Validation score: -4999.468485 Iteration 18, loss = 15.14761908 Validation score: -4983.711759 Iteration 19, loss = 15.12189104 Validation score: -4968.146156 Iteration 20, loss = 15.09658022 Validation score: -4952.663269 Iteration 21, loss = 15.07209579 Validation score: -4937.276902 Iteration 22, loss = 15.04631333 Validation score: -4921.944124 Iteration 23, loss = 15.01914751 Validation score: -4906.668108 Iteration 24, loss = 14.99190329 Validation score: -4891.451982 Iteration 25, loss = 14.96422241 Validation score: -4876.269004 Iteration 26, loss = 14.93506465 Validation score: -4861.127586 Iteration 27, loss = 14.90575971 Validation score: -4846.035729 Iteration 28, loss = 14.87631875 Validation score: -4830.997907 Iteration 29, loss = 14.84684711 Validation score: -4816.024722 Iteration 30, loss = 14.81759908 Validation score: -4801.116114 Iteration 31, loss = 14.78834053 Validation score: -4786.271827 Iteration 32, loss = 14.75908709 Validation score: -4771.491415 Iteration 33, loss = 14.72915054 Validation score: -4756.737647 Iteration 34, loss = 14.69727774 Validation score: -4742.016983 Iteration 35, loss = 14.66531146 Validation score: -4727.334582 Iteration 36, loss = 14.63324404 Validation score: -4712.694483 Iteration 37, loss = 14.60110121 Validation score: -4698.100125 Iteration 38, loss = 14.56764539 Validation score: -4683.538933 Iteration 39, loss = 14.53397237 Validation score: -4669.020074 Iteration 40, loss = 14.50040420 Validation score: -4654.547427 Iteration 41, loss = 14.46683394 Validation score: -4640.124125 Iteration 42, loss = 14.43343423 Validation score: -4625.752653 Iteration 43, loss = 14.39998728 Validation score: -4611.434939 Iteration 44, loss = 14.36650833 Validation score: -4597.172441 Iteration 45, loss = 14.33232928 Validation score: -4582.950547 Iteration 46, loss = 14.29693924 Validation score: -4568.774224 Iteration 47, loss = 14.26141920 Validation score: -4554.647516 Iteration 48, loss = 14.22579503 Validation score: -4540.573676 Iteration 49, loss = 14.19028714 Validation score: -4526.559601 Iteration 50, loss = 14.15488391 Validation score: -4512.606282 Iteration 51, loss = 14.11945727 Validation score: -4498.716225 Iteration 52, loss = 14.08403871 Validation score: -4484.889489 Iteration 53, loss = 14.04860923 Validation score: -4471.125927 Iteration 54, loss = 14.01317486 Validation score: -4457.425211 Iteration 55, loss = 13.97774045 Validation score: -4443.786873 Iteration 56, loss = 13.94230989 Validation score: -4430.210323 Iteration 57, loss = 13.90688620 Validation score: -4416.694873 Iteration 58, loss = 13.87147167 Validation score: -4403.239759 Iteration 59, loss = 13.83577018 Validation score: -4389.825491 Iteration 60, loss = 13.79819042 Validation score: -4376.438464 Iteration 61, loss = 13.76018613 Validation score: -4363.074219 Iteration 62, loss = 13.72174891 Validation score: -4349.737597 Iteration 63, loss = 13.68255096 Validation score: -4336.451837 Iteration 64, loss = 13.64265324 Validation score: -4323.218724 Iteration 65, loss = 13.60252083 Validation score: -4309.069201 Iteration 66, loss = 13.56202456 Validation score: -4294.001628 Iteration 67, loss = 13.52099458 Validation score: -4278.963423 Iteration 68, loss = 13.47980821 Validation score: -4263.954461 Iteration 69, loss = 13.43843795 Validation score: -4248.978754 Iteration 70, loss = 13.39686032 Validation score: -4234.044158 Iteration 71, loss = 13.35529205 Validation score: -4219.283267 Iteration 72, loss = 13.31291959 Validation score: -4204.567889 Iteration 73, loss = 13.27021910 Validation score: -4189.992995 Iteration 74, loss = 13.22838655 Validation score: -4175.549961 Iteration 75, loss = 13.18644616 Validation score: -4161.231365 Iteration 76, loss = 13.14440348 Validation score: -4147.029350 Iteration 77, loss = 13.10234872 Validation score: -4132.938527 Iteration 78, loss = 13.05893191 Validation score: -4118.968200 Iteration 79, loss = 13.01524385 Validation score: -4105.112046 Iteration 80, loss = 12.97136136 Validation score: -4091.363985 Iteration 81, loss = 12.92688464 Validation score: -4078.546435 Iteration 82, loss = 12.88147276 Validation score: -4066.903590 Iteration 83, loss = 12.83584678 Validation score: -4055.277336 Iteration 84, loss = 12.79001615 Validation score: -4043.669325 Iteration 85, loss = 12.74401375 Validation score: -4032.076748 Iteration 86, loss = 12.69787409 Validation score: -4020.501110 Iteration 87, loss = 12.65177932 Validation score: -4008.942638 Iteration 88, loss = 12.60554130 Validation score: -3994.322558 Iteration 89, loss = 12.55916974 Validation score: -3979.357724 Iteration 90, loss = 12.51267285 Validation score: -3964.412936 Iteration 91, loss = 12.46605758 Validation score: -3949.503755 Iteration 92, loss = 12.41932976 Validation score: -3934.704007 Iteration 93, loss = 12.37122158 Validation score: -3919.862033 Iteration 94, loss = 12.32288123 Validation score: -3904.985155 Iteration 95, loss = 12.27407087 Validation score: -3890.057745 Iteration 96, loss = 12.22399110 Validation score: -3875.090175 Iteration 97, loss = 12.17345036 Validation score: -3860.091530 Iteration 98, loss = 12.12251197 Validation score: -3845.069661 Iteration 99, loss = 12.07122681 Validation score: -3830.031317 Iteration 100, loss = 12.01963691 Validation score: -3814.982287 Iteration 101, loss = 11.96777752 Validation score: -3799.927525 Iteration 102, loss = 11.91569056 Validation score: -3784.869313 Iteration 103, loss = 11.86343547 Validation score: -3769.811378 Iteration 104, loss = 11.81099096 Validation score: -3754.756899 Iteration 105, loss = 11.75837524 Validation score: -3739.708584 Iteration 106, loss = 11.70560400 Validation score: -3724.668727 Iteration 107, loss = 11.65269079 Validation score: -3709.639270 Iteration 108, loss = 11.59964732 Validation score: -3694.621849 Iteration 109, loss = 11.54648374 Validation score: -3679.617836 Iteration 110, loss = 11.49321648 Validation score: -3664.628425 Iteration 111, loss = 11.43986291 Validation score: -3649.654519 Iteration 112, loss = 11.38684503 Validation score: -3634.697587 Iteration 113, loss = 11.33435093 Validation score: -3619.756725 Iteration 114, loss = 11.28178730 Validation score: -3604.831133 Iteration 115, loss = 11.22915234 Validation score: -3589.920108 Iteration 116, loss = 11.17644444 Validation score: -3575.023037 Iteration 117, loss = 11.12366226 Validation score: -3560.139386 Iteration 118, loss = 11.07123581 Validation score: -3545.258189 Iteration 119, loss = 11.01895796 Validation score: -3530.382812 Iteration 120, loss = 10.96657865 Validation score: -3515.513477 Iteration 121, loss = 10.91411824 Validation score: -3500.650419 Iteration 122, loss = 10.86157860 Validation score: -3485.793896 Iteration 123, loss = 10.80896142 Validation score: -3470.944175 Iteration 124, loss = 10.75609706 Validation score: -3456.024431 Iteration 125, loss = 10.70270720 Validation score: -3441.043511 Iteration 126, loss = 10.64916130 Validation score: -3426.009383 Iteration 127, loss = 10.59547097 Validation score: -3410.929237 Iteration 128, loss = 10.54164663 Validation score: -3392.814957 Iteration 129, loss = 10.48769763 Validation score: -3372.620690 Iteration 130, loss = 10.43363235 Validation score: -3352.381053 Iteration 131, loss = 10.37945841 Validation score: -3332.104116 Iteration 132, loss = 10.32518267 Validation score: -3311.806317 Iteration 133, loss = 10.27086685 Validation score: -3291.498905 Iteration 134, loss = 10.21648122 Validation score: -3271.169212 Iteration 135, loss = 10.16200966 Validation score: -3250.822380 Iteration 136, loss = 10.10745717 Validation score: -3230.463100 Iteration 137, loss = 10.05282841 Validation score: -3210.095665 Iteration 138, loss = 9.99812773 Validation score: -3189.724017 Iteration 139, loss = 9.94335921 Validation score: -3169.351788 Iteration 140, loss = 9.88852673 Validation score: -3148.982336 Iteration 141, loss = 9.83363399 Validation score: -3128.618775 Iteration 142, loss = 9.77868454 Validation score: -3108.264009 Iteration 143, loss = 9.72368180 Validation score: -3087.920753 Iteration 144, loss = 9.66862911 Validation score: -3067.591557 Iteration 145, loss = 9.61352974 Validation score: -3047.278824 Iteration 146, loss = 9.55838447 Validation score: -3026.984924 Iteration 147, loss = 9.50318352 Validation score: -3006.711869 Iteration 148, loss = 9.44794495 Validation score: -2986.461698 Iteration 149, loss = 9.39266946 Validation score: -2966.236367 Iteration 150, loss = 9.33736024 Validation score: -2946.037759 Iteration 151, loss = 9.28202050 Validation score: -2925.867695 Iteration 152, loss = 9.22665349 Validation score: -2905.727941 Iteration 153, loss = 9.17126247 Validation score: -2885.620213 Iteration 154, loss = 9.11585075 Validation score: -2865.546190 Iteration 155, loss = 9.06042166 Validation score: -2845.507512 Iteration 156, loss = 9.00496210 Validation score: -2825.503985 Iteration 157, loss = 8.94948655 Validation score: -2805.537466 Iteration 158, loss = 8.89400205 Validation score: -2785.609757 Iteration 159, loss = 8.83851235 Validation score: -2765.722616 Iteration 160, loss = 8.78302124 Validation score: -2745.877758 Iteration 161, loss = 8.72753254 Validation score: -2726.076865 Iteration 162, loss = 8.67205065 Validation score: -2706.321759 Iteration 163, loss = 8.61658030 Validation score: -2686.614033 Iteration 164, loss = 8.56109182 Validation score: -2666.955281 Iteration 165, loss = 8.50492400 Validation score: -2647.242653 Iteration 166, loss = 8.44834971 Validation score: -2627.494558 Iteration 167, loss = 8.39162344 Validation score: -2607.727158 Iteration 168, loss = 8.33474971 Validation score: -2587.791303 Iteration 169, loss = 8.27776488 Validation score: -2567.817622 Iteration 170, loss = 8.22070955 Validation score: -2547.855750 Iteration 171, loss = 8.16360425 Validation score: -2527.914461 Iteration 172, loss = 8.10642216 Validation score: -2508.002908 Iteration 173, loss = 8.04922902 Validation score: -2488.129321 Iteration 174, loss = 7.99204397 Validation score: -2468.301137 Iteration 175, loss = 7.93488450 Validation score: -2448.525094 Iteration 176, loss = 7.87776669 Validation score: -2428.807319 Iteration 177, loss = 7.82070532 Validation score: -2409.153402 Iteration 178, loss = 7.76371409 Validation score: -2389.568463 Iteration 179, loss = 7.70680568 Validation score: -2370.057202 Iteration 180, loss = 7.64995416 Validation score: -2350.622519 Iteration 181, loss = 7.59317286 Validation score: -2331.268561 Iteration 182, loss = 7.53649609 Validation score: -2311.996961 Iteration 183, loss = 7.47992311 Validation score: -2292.811475 Iteration 184, loss = 7.42347717 Validation score: -2273.715590 Iteration 185, loss = 7.36716786 Validation score: -2254.712550 Iteration 186, loss = 7.31100429 Validation score: -2235.805379 Iteration 187, loss = 7.25499507 Validation score: -2216.996904 Iteration 188, loss = 7.19914845 Validation score: -2198.289770 Iteration 189, loss = 7.14347227 Validation score: -2179.686456 Iteration 190, loss = 7.08797409 Validation score: -2161.189288 Iteration 191, loss = 7.03266117 Validation score: -2142.800453 Iteration 192, loss = 6.97754051 Validation score: -2124.522001 Iteration 193, loss = 6.92261888 Validation score: -2106.355863 Iteration 194, loss = 6.86790282 Validation score: -2088.303852 Iteration 195, loss = 6.81339867 Validation score: -2070.367657 Iteration 196, loss = 6.75907903 Validation score: -2052.545791 Iteration 197, loss = 6.70479805 Validation score: -2034.840171 Iteration 198, loss = 6.65077071 Validation score: -2017.258026 Iteration 199, loss = 6.59698866 Validation score: -1999.800349 Iteration 200, loss = 6.54343274 Validation score: -1982.468055 Iteration 201, loss = 6.49010973 Validation score: -1965.261979 Iteration 202, loss = 6.43702616 Validation score: -1948.182886 Iteration 203, loss = 6.38418827 Validation score: -1931.231467 Iteration 204, loss = 6.33160212 Validation score: -1914.408343 Iteration 205, loss = 6.27927354 Validation score: -1897.714066 Iteration 206, loss = 6.22720816 Validation score: -1881.149118 Iteration 207, loss = 6.17541143 Validation score: -1864.713913 Iteration 208, loss = 6.12388863 Validation score: -1848.408798 Iteration 209, loss = 6.07264488 Validation score: -1832.234049 Iteration 210, loss = 6.02168514 Validation score: -1816.189876 Iteration 211, loss = 5.97101422 Validation score: -1800.276420 Iteration 212, loss = 5.92063680 Validation score: -1784.493751 Iteration 213, loss = 5.87055740 Validation score: -1768.841875 Iteration 214, loss = 5.82078040 Validation score: -1753.320726 Iteration 215, loss = 5.77131008 Validation score: -1737.930171 Iteration 216, loss = 5.72215056 Validation score: -1722.670008 Iteration 217, loss = 5.67330583 Validation score: -1707.539971 Iteration 218, loss = 5.62477978 Validation score: -1692.539723 Iteration 219, loss = 5.57657614 Validation score: -1677.668865 Iteration 220, loss = 5.52869854 Validation score: -1662.926930 Iteration 221, loss = 5.48115049 Validation score: -1648.313390 Iteration 222, loss = 5.43393537 Validation score: -1633.827653 Iteration 223, loss = 5.38705643 Validation score: -1619.469069 Iteration 224, loss = 5.34051683 Validation score: -1605.236928 Iteration 225, loss = 5.29397825 Validation score: -1591.193133 Iteration 226, loss = 5.24720295 Validation score: -1577.326203 Iteration 227, loss = 5.20064563 Validation score: -1563.625777 Iteration 228, loss = 5.15431979 Validation score: -1550.082498 Iteration 229, loss = 5.10823800 Validation score: -1533.038518 Iteration 230, loss = 5.06241193 Validation score: -1514.160026 Iteration 231, loss = 5.01685248 Validation score: -1495.327978 Iteration 232, loss = 4.97156974 Validation score: -1476.547094 Iteration 233, loss = 4.92657314 Validation score: -1457.821897 Iteration 234, loss = 4.88187143 Validation score: -1439.156717 Iteration 235, loss = 4.83744383 Validation score: -1420.551712 Iteration 236, loss = 4.79330923 Validation score: -1402.011206 Iteration 237, loss = 4.74948597 Validation score: -1383.539334 Iteration 238, loss = 4.70598099 Validation score: -1365.140050 Iteration 239, loss = 4.66280079 Validation score: -1346.817139 Iteration 240, loss = 4.61995136 Validation score: -1328.574223 Iteration 241, loss = 4.57743749 Validation score: -1310.414751 Iteration 242, loss = 4.53526478 Validation score: -1292.342053 Iteration 243, loss = 4.49343823 Validation score: -1274.359326 Iteration 244, loss = 4.45196228 Validation score: -1256.469643 Iteration 245, loss = 4.41084103 Validation score: -1238.675959 Iteration 246, loss = 4.37007826 Validation score: -1220.981120 Iteration 247, loss = 4.32967745 Validation score: -1203.387871 Iteration 248, loss = 4.28964177 Validation score: -1185.898856 Iteration 249, loss = 4.24997413 Validation score: -1168.516631 Iteration 250, loss = 4.21067717 Validation score: -1151.243662 Iteration 251, loss = 4.17175328 Validation score: -1134.082334 Iteration 252, loss = 4.13320458 Validation score: -1117.034954 Iteration 253, loss = 4.09503297 Validation score: -1100.103755 Iteration 254, loss = 4.05724012 Validation score: -1083.290896 Iteration 255, loss = 4.01982746 Validation score: -1066.598470 Iteration 256, loss = 3.98279620 Validation score: -1050.028503 Iteration 257, loss = 3.94614735 Validation score: -1033.582957 Iteration 258, loss = 3.90988168 Validation score: -1017.263732 Iteration 259, loss = 3.87399980 Validation score: -1001.072667 Iteration 260, loss = 3.83850090 Validation score: -985.011306 Iteration 261, loss = 3.80337851 Validation score: -969.081348 Iteration 262, loss = 3.76863892 Validation score: -953.284442 Iteration 263, loss = 3.73428194 Validation score: -937.622184 Iteration 264, loss = 3.70030720 Validation score: -922.096117 Iteration 265, loss = 3.66671414 Validation score: -906.707733 Iteration 266, loss = 3.63350200 Validation score: -891.458471 Iteration 267, loss = 3.60066988 Validation score: -876.349718 Iteration 268, loss = 3.56821664 Validation score: -861.382810 Iteration 269, loss = 3.53614102 Validation score: -846.559028 Iteration 270, loss = 3.50444154 Validation score: -831.879605 Iteration 271, loss = 3.47311657 Validation score: -817.345716 Iteration 272, loss = 3.44216432 Validation score: -802.958486 Iteration 273, loss = 3.41158280 Validation score: -788.718985 Iteration 274, loss = 3.38136988 Validation score: -774.628228 Iteration 275, loss = 3.35152327 Validation score: -760.687179 Iteration 276, loss = 3.32204051 Validation score: -746.896742 Iteration 277, loss = 3.29291899 Validation score: -733.257769 Iteration 278, loss = 3.26415596 Validation score: -719.771055 Iteration 279, loss = 3.23573832 Validation score: -706.436504 Iteration 280, loss = 3.20766197 Validation score: -693.254840 Iteration 281, loss = 3.17993257 Validation score: -680.226727 Iteration 282, loss = 3.15249943 Validation score: -667.347796 Iteration 283, loss = 3.12539991 Validation score: -654.619184 Iteration 284, loss = 3.09863235 Validation score: -642.041917 Iteration 285, loss = 3.07219361 Validation score: -629.616912 Iteration 286, loss = 3.04603171 Validation score: -617.340627 Iteration 287, loss = 3.02018597 Validation score: -605.214309 Iteration 288, loss = 2.99465352 Validation score: -593.239053 Iteration 289, loss = 2.96940341 Validation score: -581.411483 Iteration 290, loss = 2.94442855 Validation score: -569.732967 Iteration 291, loss = 2.91886503 Validation score: -558.118742 Iteration 292, loss = 2.89327236 Validation score: -546.581748 Iteration 293, loss = 2.86784757 Validation score: -535.133530 Iteration 294, loss = 2.84260354 Validation score: -523.784368 Iteration 295, loss = 2.81755127 Validation score: -512.543393 Iteration 296, loss = 2.79270006 Validation score: -501.418684 Iteration 297, loss = 2.76798954 Validation score: -490.412935 Iteration 298, loss = 2.74346954 Validation score: -479.533052 Iteration 299, loss = 2.71916043 Validation score: -468.785093 Iteration 300, loss = 2.69506745 Validation score: -458.174336 Iteration 301, loss = 2.67119479 Validation score: -447.705362 Iteration 302, loss = 2.64754568 Validation score: -437.382111 Iteration 303, loss = 2.62412250 Validation score: -427.207949 Iteration 304, loss = 2.60092688 Validation score: -417.185715 Iteration 305, loss = 2.57795979 Validation score: -407.317776 Iteration 306, loss = 2.55522161 Validation score: -397.606067 Iteration 307, loss = 2.53271218 Validation score: -388.052134 Iteration 308, loss = 2.51043087 Validation score: -378.657167 Iteration 309, loss = 2.48837666 Validation score: -369.422036 Iteration 310, loss = 2.46654815 Validation score: -360.347320 Iteration 311, loss = 2.44494363 Validation score: -351.433334 Iteration 312, loss = 2.42298767 Validation score: -342.641296 Iteration 313, loss = 2.39982539 Validation score: -333.939317 Iteration 314, loss = 2.37519263 Validation score: -325.303080 Iteration 315, loss = 2.35031601 Validation score: -316.748445 Iteration 316, loss = 2.32390782 Validation score: -308.253406 Iteration 317, loss = 2.29712077 Validation score: -299.836496 Iteration 318, loss = 2.27008742 Validation score: -291.513615 Iteration 319, loss = 2.24267526 Validation score: -283.289713 Iteration 320, loss = 2.21483381 Validation score: -275.179150 Iteration 321, loss = 2.18687967 Validation score: -266.985862 Iteration 322, loss = 2.15887030 Validation score: -258.833424 Iteration 323, loss = 2.13085630 Validation score: -250.820563 Iteration 324, loss = 2.10288213 Validation score: -242.954000 Iteration 325, loss = 2.07486767 Validation score: -235.227048 Iteration 326, loss = 2.04604251 Validation score: -227.646339 Iteration 327, loss = 2.01727822 Validation score: -220.217293 Iteration 328, loss = 1.98861532 Validation score: -212.944261 Iteration 329, loss = 1.96008900 Validation score: -205.830659 Iteration 330, loss = 1.93172975 Validation score: -198.879073 Iteration 331, loss = 1.90356400 Validation score: -192.091365 Iteration 332, loss = 1.87561450 Validation score: -185.468759 Iteration 333, loss = 1.84790085 Validation score: -179.011914 Iteration 334, loss = 1.82043983 Validation score: -172.721001 Iteration 335, loss = 1.79324574 Validation score: -166.595757 Iteration 336, loss = 1.76633068 Validation score: -160.635541 Iteration 337, loss = 1.73970485 Validation score: -154.839383 Iteration 338, loss = 1.71300506 Validation score: -149.197161 Iteration 339, loss = 1.68635412 Validation score: -143.709216 Iteration 340, loss = 1.65996772 Validation score: -138.375463 Iteration 341, loss = 1.63385969 Validation score: -133.195438 Iteration 342, loss = 1.60776597 Validation score: -128.161302 Iteration 343, loss = 1.58156658 Validation score: -123.273639 Iteration 344, loss = 1.55561665 Validation score: -118.532594 Iteration 345, loss = 1.52993533 Validation score: -113.937907 Iteration 346, loss = 1.50409539 Validation score: -109.483947 Iteration 347, loss = 1.47827302 Validation score: -105.171269 Iteration 348, loss = 1.45216457 Validation score: -100.990312 Iteration 349, loss = 1.42608712 Validation score: -96.949683 Iteration 350, loss = 1.40034191 Validation score: -93.048999 Iteration 351, loss = 1.37487247 Validation score: -89.287508 Iteration 352, loss = 1.34970036 Validation score: -85.664127 Iteration 353, loss = 1.32484396 Validation score: -82.177473 Iteration 354, loss = 1.30031882 Validation score: -78.825897 Iteration 355, loss = 1.27588871 Validation score: -75.607798 Iteration 356, loss = 1.25119204 Validation score: -72.522271 Iteration 357, loss = 1.22680046 Validation score: -69.568070 Iteration 358, loss = 1.20273567 Validation score: -66.743634 Iteration 359, loss = 1.17901594 Validation score: -64.047117 Iteration 360, loss = 1.15565645 Validation score: -61.476421 Iteration 361, loss = 1.13266965 Validation score: -59.029216 Iteration 362, loss = 1.11006554 Validation score: -56.702978 Iteration 363, loss = 1.08785194 Validation score: -54.495008 Iteration 364, loss = 1.06603474 Validation score: -52.402462 Iteration 365, loss = 1.04461812 Validation score: -50.422372 Iteration 366, loss = 1.02360475 Validation score: -48.551668 Iteration 367, loss = 1.00299595 Validation score: -46.787199 Iteration 368, loss = 0.98279185 Validation score: -45.125749 Iteration 369, loss = 0.96299156 Validation score: -43.564059 Iteration 370, loss = 0.94359324 Validation score: -42.098836 Iteration 371, loss = 0.92459430 Validation score: -40.726769 Iteration 372, loss = 0.90599140 Validation score: -39.444545 Iteration 373, loss = 0.88778064 Validation score: -38.248854 Iteration 374, loss = 0.86995757 Validation score: -37.136403 Iteration 375, loss = 0.85251729 Validation score: -36.103925 Iteration 376, loss = 0.83545453 Validation score: -35.148184 Iteration 377, loss = 0.81878224 Validation score: -34.266641 Iteration 378, loss = 0.80247671 Validation score: -33.455950 Iteration 379, loss = 0.78654301 Validation score: -32.713003 Iteration 380, loss = 0.77056107 Validation score: -32.041382 Iteration 381, loss = 0.75467741 Validation score: -31.437939 Iteration 382, loss = 0.73910941 Validation score: -30.899530 Iteration 383, loss = 0.72385898 Validation score: -30.423029 Iteration 384, loss = 0.70892681 Validation score: -30.005333 Iteration 385, loss = 0.69431257 Validation score: -29.643374 Iteration 386, loss = 0.68001500 Validation score: -29.334130 Iteration 387, loss = 0.66603206 Validation score: -29.074629 Iteration 388, loss = 0.65236100 Validation score: -28.861958 Iteration 389, loss = 0.63899850 Validation score: -28.693269 Iteration 390, loss = 0.62594070 Validation score: -28.565782 Iteration 391, loss = 0.61318335 Validation score: -28.476794 Iteration 392, loss = 0.60072181 Validation score: -28.423680 Iteration 393, loss = 0.58855114 Validation score: -28.403896 Iteration 394, loss = 0.57666616 Validation score: -28.414984 Iteration 395, loss = 0.56506149 Validation score: -28.454571 Iteration 396, loss = 0.55373159 Validation score: -28.520372 Iteration 397, loss = 0.54267082 Validation score: -28.610194 Iteration 398, loss = 0.53187343 Validation score: -28.721929 Iteration 399, loss = 0.52133363 Validation score: -28.853564 Validation score did not improve more than tol=0.000000 for 5 consecutive epochs. Stopping. Iteration 1, loss = 17.80038206 Validation score: -1280.254425 Iteration 2, loss = 17.78666039 Validation score: -1279.123480 Iteration 3, loss = 17.77097177 Validation score: -1277.994421 Iteration 4, loss = 17.75425251 Validation score: -1276.861191 Iteration 5, loss = 17.73713526 Validation score: -1275.732153 Iteration 6, loss = 17.71876476 Validation score: -1274.602682 Iteration 7, loss = 17.70031145 Validation score: -1273.472143 Iteration 8, loss = 17.68180295 Validation score: -1272.340512 Iteration 9, loss = 17.66143291 Validation score: -1271.205538 Iteration 10, loss = 17.64034253 Validation score: -1270.067473 Iteration 11, loss = 17.61912046 Validation score: -1268.926726 Iteration 12, loss = 17.59830951 Validation score: -1267.783590 Iteration 13, loss = 17.57683803 Validation score: -1266.634657 Iteration 14, loss = 17.55399191 Validation score: -1265.480721 Iteration 15, loss = 17.53105122 Validation score: -1264.322477 Iteration 16, loss = 17.50800314 Validation score: -1263.159409 Iteration 17, loss = 17.48482080 Validation score: -1261.992108 Iteration 18, loss = 17.46156999 Validation score: -1260.821073 Iteration 19, loss = 17.43818244 Validation score: -1259.646838 Iteration 20, loss = 17.41180200 Validation score: -1258.479576 Iteration 21, loss = 17.38390770 Validation score: -1257.305056 Iteration 22, loss = 17.35502857 Validation score: -1256.124635 Iteration 23, loss = 17.32589770 Validation score: -1254.939300 Iteration 24, loss = 17.29589905 Validation score: -1253.747700 Iteration 25, loss = 17.26428841 Validation score: -1252.550751 Iteration 26, loss = 17.23245385 Validation score: -1251.349305 Iteration 27, loss = 17.20042650 Validation score: -1250.142749 Iteration 28, loss = 17.16820423 Validation score: -1248.639764 Iteration 29, loss = 17.13583933 Validation score: -1246.187976 Iteration 30, loss = 17.10329615 Validation score: -1243.734030 Iteration 31, loss = 17.07068652 Validation score: -1241.279893 Iteration 32, loss = 17.03766348 Validation score: -1237.936493 Iteration 33, loss = 17.00073507 Validation score: -1233.520170 Iteration 34, loss = 16.96248461 Validation score: -1229.074357 Iteration 35, loss = 16.92389306 Validation score: -1224.607749 Iteration 36, loss = 16.88503826 Validation score: -1220.127483 Iteration 37, loss = 16.84598335 Validation score: -1215.639470 Iteration 38, loss = 16.80652942 Validation score: -1211.134869 Iteration 39, loss = 16.75963607 Validation score: -1206.570371 Iteration 40, loss = 16.71083847 Validation score: -1201.966058 Iteration 41, loss = 16.66188997 Validation score: -1197.331716 Iteration 42, loss = 16.61272217 Validation score: -1192.675662 Iteration 43, loss = 16.56104086 Validation score: -1187.988558 Iteration 44, loss = 16.50492175 Validation score: -1183.253231 Iteration 45, loss = 16.44590419 Validation score: -1178.481285 Iteration 46, loss = 16.38564797 Validation score: -1173.663895 Iteration 47, loss = 16.31973426 Validation score: -1168.812298 Iteration 48, loss = 16.25323177 Validation score: -1163.936071 Iteration 49, loss = 16.18594977 Validation score: -1159.024910 Iteration 50, loss = 16.11575214 Validation score: -1154.088583 Iteration 51, loss = 16.04519652 Validation score: -1149.135231 Iteration 52, loss = 15.97435229 Validation score: -1144.171816 Iteration 53, loss = 15.90209840 Validation score: -1139.179171 Iteration 54, loss = 15.82701675 Validation score: -1134.165966 Iteration 55, loss = 15.75167686 Validation score: -1129.139480 Iteration 56, loss = 15.67617381 Validation score: -1124.105804 Iteration 57, loss = 15.60068105 Validation score: -1119.069920 Iteration 58, loss = 15.52370828 Validation score: -1114.022825 Iteration 59, loss = 15.44468767 Validation score: -1108.970813 Iteration 60, loss = 15.36564193 Validation score: -1103.918488 Iteration 61, loss = 15.28654957 Validation score: -1098.869698 Iteration 62, loss = 15.20747139 Validation score: -1093.827638 Iteration 63, loss = 15.12853727 Validation score: -1088.669979 Iteration 64, loss = 15.04986720 Validation score: -1083.517419 Iteration 65, loss = 14.97134453 Validation score: -1078.374319 Iteration 66, loss = 14.89299241 Validation score: -1073.242044 Iteration 67, loss = 14.81482894 Validation score: -1068.121709 Iteration 68, loss = 14.73629314 Validation score: -1063.009778 Iteration 69, loss = 14.65612955 Validation score: -1057.909981 Iteration 70, loss = 14.57587226 Validation score: -1052.823823 Iteration 71, loss = 14.49533984 Validation score: -1047.751547 Iteration 72, loss = 14.41426949 Validation score: -1042.693535 Iteration 73, loss = 14.33318346 Validation score: -1037.650062 Iteration 74, loss = 14.25114116 Validation score: -1032.596498 Iteration 75, loss = 14.16301875 Validation score: -1027.522706 Iteration 76, loss = 14.06754323 Validation score: -1022.434007 Iteration 77, loss = 13.97034162 Validation score: -1017.335332 Iteration 78, loss = 13.87163851 Validation score: -1012.228987 Iteration 79, loss = 13.76479381 Validation score: -1007.103424 Iteration 80, loss = 13.65462640 Validation score: -1001.964696 Iteration 81, loss = 13.54358088 Validation score: -996.817927 Iteration 82, loss = 13.43165404 Validation score: -991.665675 Iteration 83, loss = 13.31890803 Validation score: -985.919608 Iteration 84, loss = 13.20404419 Validation score: -979.992755 Iteration 85, loss = 13.08566620 Validation score: -974.065132 Iteration 86, loss = 12.96668627 Validation score: -968.116144 Iteration 87, loss = 12.84769478 Validation score: -962.140460 Iteration 88, loss = 12.72890161 Validation score: -956.175673 Iteration 89, loss = 12.60947994 Validation score: -950.219575 Iteration 90, loss = 12.48949827 Validation score: -944.276404 Iteration 91, loss = 12.37003030 Validation score: -938.348611 Iteration 92, loss = 12.25105887 Validation score: -932.438250 Iteration 93, loss = 12.13266229 Validation score: -926.547027 Iteration 94, loss = 12.01490565 Validation score: -920.676349 Iteration 95, loss = 11.89784275 Validation score: -914.827364 Iteration 96, loss = 11.78138468 Validation score: -908.994713 Iteration 97, loss = 11.66464929 Validation score: -903.179938 Iteration 98, loss = 11.54780906 Validation score: -897.378633 Iteration 99, loss = 11.43120047 Validation score: -891.587147 Iteration 100, loss = 11.31318636 Validation score: -885.800164 Iteration 101, loss = 11.19378772 Validation score: -880.045202 Iteration 102, loss = 11.07386990 Validation score: -874.305932 Iteration 103, loss = 10.95442306 Validation score: -868.574196 Iteration 104, loss = 10.83550636 Validation score: -862.850324 Iteration 105, loss = 10.71532037 Validation score: -857.133219 Iteration 106, loss = 10.59513190 Validation score: -851.426087 Iteration 107, loss = 10.47463374 Validation score: -845.311440 Iteration 108, loss = 10.35365187 Validation score: -838.777473 Iteration 109, loss = 10.23322397 Validation score: -832.157968 Iteration 110, loss = 10.11340879 Validation score: -825.550488 Iteration 111, loss = 9.99425547 Validation score: -818.958069 Iteration 112, loss = 9.87580509 Validation score: -812.383256 Iteration 113, loss = 9.75826679 Validation score: -805.828436 Iteration 114, loss = 9.64168453 Validation score: -799.295427 Iteration 115, loss = 9.52612793 Validation score: -792.784681 Iteration 116, loss = 9.41148075 Validation score: -786.297576 Iteration 117, loss = 9.29749576 Validation score: -779.832890 Iteration 118, loss = 9.18437186 Validation score: -773.396419 Iteration 119, loss = 9.07316019 Validation score: -766.988606 Iteration 120, loss = 8.96278369 Validation score: -760.609708 Iteration 121, loss = 8.85322766 Validation score: -754.224970 Iteration 122, loss = 8.74449026 Validation score: -747.797405 Iteration 123, loss = 8.63712298 Validation score: -741.403038 Iteration 124, loss = 8.53094813 Validation score: -735.041204 Iteration 125, loss = 8.42559811 Validation score: -728.711283 Iteration 126, loss = 8.32106367 Validation score: -722.412700 Iteration 127, loss = 8.21798534 Validation score: -716.144764 Iteration 128, loss = 8.11591172 Validation score: -709.906898 Iteration 129, loss = 8.01464294 Validation score: -703.698631 Iteration 130, loss = 7.91419071 Validation score: -697.522850 Iteration 131, loss = 7.81452294 Validation score: -691.374828 Iteration 132, loss = 7.71573635 Validation score: -685.256705 Iteration 133, loss = 7.61809912 Validation score: -679.167878 Iteration 134, loss = 7.52121088 Validation score: -673.107817 Iteration 135, loss = 7.42506293 Validation score: -667.076058 Iteration 136, loss = 7.32964762 Validation score: -661.072201 Iteration 137, loss = 7.23495823 Validation score: -655.095903 Iteration 138, loss = 7.14098891 Validation score: -649.146873 Iteration 139, loss = 7.04811284 Validation score: -643.228223 Iteration 140, loss = 6.95610510 Validation score: -637.339291 Iteration 141, loss = 6.86483087 Validation score: -631.479555 Iteration 142, loss = 6.77428089 Validation score: -625.648567 Iteration 143, loss = 6.68444892 Validation score: -619.845952 Iteration 144, loss = 6.59553287 Validation score: -614.066989 Iteration 145, loss = 6.50748713 Validation score: -608.311862 Iteration 146, loss = 6.42015036 Validation score: -602.580769 Iteration 147, loss = 6.33367593 Validation score: -596.882452 Iteration 148, loss = 6.24810463 Validation score: -591.216183 Iteration 149, loss = 6.16323432 Validation score: -585.581331 Iteration 150, loss = 6.07906115 Validation score: -579.977358 Iteration 151, loss = 5.99558194 Validation score: -574.403801 Iteration 152, loss = 5.91279419 Validation score: -568.860276 Iteration 153, loss = 5.83069594 Validation score: -563.346461 Iteration 154, loss = 5.74928577 Validation score: -557.862097 Iteration 155, loss = 5.66856268 Validation score: -552.406978 Iteration 156, loss = 5.58852608 Validation score: -546.750984 Iteration 157, loss = 5.50912473 Validation score: -540.994421 Iteration 158, loss = 5.43036309 Validation score: -535.263514 Iteration 159, loss = 5.35228219 Validation score: -529.558418 Iteration 160, loss = 5.27488378 Validation score: -523.879309 Iteration 161, loss = 5.19816966 Validation score: -518.226376 Iteration 162, loss = 5.12225827 Validation score: -512.598019 Iteration 163, loss = 5.04713053 Validation score: -506.994638 Iteration 164, loss = 4.97269794 Validation score: -501.416626 Iteration 165, loss = 4.89896108 Validation score: -495.864376 Iteration 166, loss = 4.82592063 Validation score: -490.338276 Iteration 167, loss = 4.75357733 Validation score: -484.838712 Iteration 168, loss = 4.68193197 Validation score: -479.366068 Iteration 169, loss = 4.61098536 Validation score: -473.920725 Iteration 170, loss = 4.54073833 Validation score: -468.503064 Iteration 171, loss = 4.47119170 Validation score: -463.113463 Iteration 172, loss = 4.40247162 Validation score: -457.753454 Iteration 173, loss = 4.33451995 Validation score: -452.423273 Iteration 174, loss = 4.26728275 Validation score: -447.123169 Iteration 175, loss = 4.20075938 Validation score: -441.853398 Iteration 176, loss = 4.13494922 Validation score: -436.614226 Iteration 177, loss = 4.06985171 Validation score: -431.405930 Iteration 178, loss = 4.00546626 Validation score: -426.228788 Iteration 179, loss = 3.94179231 Validation score: -421.083088 Iteration 180, loss = 3.87882924 Validation score: -415.969120 Iteration 181, loss = 3.81657641 Validation score: -410.887179 Iteration 182, loss = 3.75503312 Validation score: -405.837564 Iteration 183, loss = 3.69419861 Validation score: -400.820573 Iteration 184, loss = 3.63407204 Validation score: -395.836506 Iteration 185, loss = 3.57465251 Validation score: -390.885666 Iteration 186, loss = 3.51593901 Validation score: -385.968352 Iteration 187, loss = 3.45791920 Validation score: -381.084621 Iteration 188, loss = 3.40050805 Validation score: -376.221164 Iteration 189, loss = 3.34328131 Validation score: -371.379915 Iteration 190, loss = 3.28669301 Validation score: -366.562631 Iteration 191, loss = 3.23074862 Validation score: -361.717910 Iteration 192, loss = 3.17562359 Validation score: -356.809238 Iteration 193, loss = 3.12117006 Validation score: -351.927113 Iteration 194, loss = 3.06737603 Validation score: -347.073022 Iteration 195, loss = 3.01424227 Validation score: -342.248317 Iteration 196, loss = 2.96176912 Validation score: -337.454235 Iteration 197, loss = 2.90997373 Validation score: -332.692363 Iteration 198, loss = 2.85884859 Validation score: -327.963678 Iteration 199, loss = 2.80838384 Validation score: -323.269074 Iteration 200, loss = 2.75857837 Validation score: -318.609373 Iteration 201, loss = 2.70943081 Validation score: -313.985328 Iteration 202, loss = 2.66093954 Validation score: -309.397634 Iteration 203, loss = 2.61310275 Validation score: -304.846932 Iteration 204, loss = 2.56591841 Validation score: -300.333810 Iteration 205, loss = 2.51938428 Validation score: -295.858810 Iteration 206, loss = 2.47349794 Validation score: -291.422436 Iteration 207, loss = 2.42825678 Validation score: -287.025147 Iteration 208, loss = 2.38365803 Validation score: -282.667370 Iteration 209, loss = 2.33969873 Validation score: -278.349497 Iteration 210, loss = 2.29637579 Validation score: -274.071891 Iteration 211, loss = 2.25368593 Validation score: -269.834884 Iteration 212, loss = 2.21162576 Validation score: -265.638782 Iteration 213, loss = 2.17019171 Validation score: -261.483864 Iteration 214, loss = 2.12938010 Validation score: -257.370388 Iteration 215, loss = 2.08918712 Validation score: -253.298587 Iteration 216, loss = 2.04960881 Validation score: -249.268673 Iteration 217, loss = 2.01064110 Validation score: -245.280838 Iteration 218, loss = 1.97227982 Validation score: -241.335254 Iteration 219, loss = 1.93441770 Validation score: -237.428113 Iteration 220, loss = 1.89712655 Validation score: -233.587604 Iteration 221, loss = 1.86041570 Validation score: -229.811440 Iteration 222, loss = 1.82428237 Validation score: -226.073604 Iteration 223, loss = 1.78872351 Validation score: -222.374611 Iteration 224, loss = 1.75373580 Validation score: -218.714913 Iteration 225, loss = 1.71931570 Validation score: -215.094912 Iteration 226, loss = 1.68545886 Validation score: -211.514952 Iteration 227, loss = 1.65217458 Validation score: -207.975966 Iteration 228, loss = 1.61945313 Validation score: -204.478143 Iteration 229, loss = 1.58728502 Validation score: -201.021644 Iteration 230, loss = 1.55566574 Validation score: -197.606600 Iteration 231, loss = 1.52459064 Validation score: -194.233114 Iteration 232, loss = 1.49405496 Validation score: -190.901267 Iteration 233, loss = 1.46405494 Validation score: -187.611123 Iteration 234, loss = 1.43458382 Validation score: -184.362694 Iteration 235, loss = 1.40563538 Validation score: -181.155972 Iteration 236, loss = 1.37720443 Validation score: -177.973888 Iteration 237, loss = 1.34936684 Validation score: -174.822599 Iteration 238, loss = 1.32208555 Validation score: -171.714789 Iteration 239, loss = 1.29511691 Validation score: -168.647164 Iteration 240, loss = 1.26833992 Validation score: -165.620013 Iteration 241, loss = 1.24202774 Validation score: -162.633556 Iteration 242, loss = 1.21618146 Validation score: -159.687957 Iteration 243, loss = 1.19080129 Validation score: -156.783323 Iteration 244, loss = 1.16588667 Validation score: -153.919715 Iteration 245, loss = 1.14143637 Validation score: -151.097152 Iteration 246, loss = 1.11744858 Validation score: -148.315614 Iteration 247, loss = 1.09392094 Validation score: -145.575047 Iteration 248, loss = 1.07085066 Validation score: -142.875368 Iteration 249, loss = 1.04823452 Validation score: -140.216461 Iteration 250, loss = 1.02606895 Validation score: -137.598189 Iteration 251, loss = 1.00435006 Validation score: -135.020389 Iteration 252, loss = 0.98307369 Validation score: -132.482877 Iteration 253, loss = 0.96223542 Validation score: -129.985450 Iteration 254, loss = 0.94180354 Validation score: -127.527332 Iteration 255, loss = 0.92178417 Validation score: -125.108359 Iteration 256, loss = 0.90218584 Validation score: -122.728342 Iteration 257, loss = 0.88300389 Validation score: -120.387071 Iteration 258, loss = 0.86423346 Validation score: -118.084316 Iteration 259, loss = 0.84586953 Validation score: -115.819830 Iteration 260, loss = 0.82790695 Validation score: -113.593348 Iteration 261, loss = 0.81034045 Validation score: -111.404590 Iteration 262, loss = 0.79306761 Validation score: -109.247364 Iteration 263, loss = 0.77593892 Validation score: -107.122188 Iteration 264, loss = 0.75916630 Validation score: -105.029480 Iteration 265, loss = 0.74275156 Validation score: -102.969615 Iteration 266, loss = 0.72670148 Validation score: -100.942823 Iteration 267, loss = 0.71100186 Validation score: -98.949259 Iteration 268, loss = 0.69564976 Validation score: -96.989014 Iteration 269, loss = 0.68067697 Validation score: -95.062535 Iteration 270, loss = 0.66606094 Validation score: -93.169731 Iteration 271, loss = 0.65178256 Validation score: -91.310467 Iteration 272, loss = 0.63783727 Validation score: -89.484575 Iteration 273, loss = 0.62422038 Validation score: -87.691855 Iteration 274, loss = 0.61092707 Validation score: -85.932077 Iteration 275, loss = 0.59795243 Validation score: -84.204984 Iteration 276, loss = 0.58530251 Validation score: -82.511040 Iteration 277, loss = 0.57298315 Validation score: -80.849850 Iteration 278, loss = 0.56096902 Validation score: -79.221012 Iteration 279, loss = 0.54925464 Validation score: -77.624115 Iteration 280, loss = 0.53783452 Validation score: -76.058743 Iteration 281, loss = 0.52670318 Validation score: -74.524474 Iteration 282, loss = 0.51585513 Validation score: -73.020880 Iteration 283, loss = 0.50528489 Validation score: -71.547531 Iteration 284, loss = 0.49498986 Validation score: -70.104303 Iteration 285, loss = 0.48497015 Validation score: -68.690718 Iteration 286, loss = 0.47521235 Validation score: -67.306296 Iteration 287, loss = 0.46571098 Validation score: -65.950564 Iteration 288, loss = 0.45646058 Validation score: -64.623047 Iteration 289, loss = 0.44745575 Validation score: -63.323275 Iteration 290, loss = 0.43869113 Validation score: -62.050783 Iteration 291, loss = 0.43016140 Validation score: -60.805103 Iteration 292, loss = 0.42186129 Validation score: -59.585776 Iteration 293, loss = 0.41378561 Validation score: -58.392343 Iteration 294, loss = 0.40592918 Validation score: -57.224348 Iteration 295, loss = 0.39828693 Validation score: -56.081339 Iteration 296, loss = 0.39085379 Validation score: -54.962868 Iteration 297, loss = 0.38362481 Validation score: -53.868490 Iteration 298, loss = 0.37659505 Validation score: -52.797764 Iteration 299, loss = 0.36975968 Validation score: -51.750251 Iteration 300, loss = 0.36311391 Validation score: -50.725519 Iteration 301, loss = 0.35665302 Validation score: -49.733915 Iteration 302, loss = 0.35036245 Validation score: -48.766362 Iteration 303, loss = 0.34424319 Validation score: -47.819946 Iteration 304, loss = 0.33829434 Validation score: -46.894276 Iteration 305, loss = 0.33251160 Validation score: -45.988960 Iteration 306, loss = 0.32689073 Validation score: -45.103611 Iteration 307, loss = 0.32142755 Validation score: -44.237845 Iteration 308, loss = 0.31611793 Validation score: -43.391279 Iteration 309, loss = 0.31095799 Validation score: -42.563577 Iteration 310, loss = 0.30594626 Validation score: -41.754362 Iteration 311, loss = 0.30107641 Validation score: -40.963259 Iteration 312, loss = 0.29634455 Validation score: -40.189900 Iteration 313, loss = 0.29174986 Validation score: -39.434020 Iteration 314, loss = 0.28729047 Validation score: -38.695256 Iteration 315, loss = 0.28295889 Validation score: -37.973245 Iteration 316, loss = 0.27875147 Validation score: -37.267633 Iteration 317, loss = 0.27466461 Validation score: -36.578067 Iteration 318, loss = 0.27069478 Validation score: -35.904202 Iteration 319, loss = 0.26683855 Validation score: -35.245695 Iteration 320, loss = 0.26309255 Validation score: -34.602209 Iteration 321, loss = 0.25945347 Validation score: -33.973413 Iteration 322, loss = 0.25591811 Validation score: -33.358981 Iteration 323, loss = 0.25248331 Validation score: -32.758591 Iteration 324, loss = 0.24914600 Validation score: -32.171926 Iteration 325, loss = 0.24590319 Validation score: -31.598675 Iteration 326, loss = 0.24275195 Validation score: -31.038534 Iteration 327, loss = 0.23968944 Validation score: -30.491201 Iteration 328, loss = 0.23671288 Validation score: -29.956382 Iteration 329, loss = 0.23381956 Validation score: -29.433786 Iteration 330, loss = 0.23100685 Validation score: -28.923129 Iteration 331, loss = 0.22827219 Validation score: -28.424133 Iteration 332, loss = 0.22561308 Validation score: -27.936523 Iteration 333, loss = 0.22302711 Validation score: -27.460031 Iteration 334, loss = 0.22051190 Validation score: -26.994393 Iteration 335, loss = 0.21806518 Validation score: -26.539352 Iteration 336, loss = 0.21568473 Validation score: -26.094655 Iteration 337, loss = 0.21336837 Validation score: -25.660054 Iteration 338, loss = 0.21111402 Validation score: -25.235307 Iteration 339, loss = 0.20891964 Validation score: -24.820176 Iteration 340, loss = 0.20678326 Validation score: -24.414430 Iteration 341, loss = 0.20470296 Validation score: -24.017840 Iteration 342, loss = 0.20267691 Validation score: -23.630184 Iteration 343, loss = 0.20070177 Validation score: -23.251181 Iteration 344, loss = 0.19877713 Validation score: -22.880626 Iteration 345, loss = 0.19690146 Validation score: -22.518316 Iteration 346, loss = 0.19507319 Validation score: -22.164054 Iteration 347, loss = 0.19329076 Validation score: -21.817647 Iteration 348, loss = 0.19155268 Validation score: -21.478905 Iteration 349, loss = 0.18985749 Validation score: -21.147643 Iteration 350, loss = 0.18820380 Validation score: -20.823679 Iteration 351, loss = 0.18659024 Validation score: -20.506837 Iteration 352, loss = 0.18501551 Validation score: -20.196943 Iteration 353, loss = 0.18347832 Validation score: -19.893828 Iteration 354, loss = 0.18197746 Validation score: -19.597325 Iteration 355, loss = 0.18051172 Validation score: -19.307274 Iteration 356, loss = 0.17907998 Validation score: -19.023516 Iteration 357, loss = 0.17768111 Validation score: -18.745897 Iteration 358, loss = 0.17631404 Validation score: -18.474267 Iteration 359, loss = 0.17497774 Validation score: -18.208478 Iteration 360, loss = 0.17367469 Validation score: -17.948675 Iteration 361, loss = 0.17240168 Validation score: -17.694690 Iteration 362, loss = 0.17115641 Validation score: -17.446361 Iteration 363, loss = 0.16993800 Validation score: -17.203532 Iteration 364, loss = 0.16874561 Validation score: -16.966053 Iteration 365, loss = 0.16757841 Validation score: -16.733778 Iteration 366, loss = 0.16643562 Validation score: -16.506567 Iteration 367, loss = 0.16531648 Validation score: -16.284285 Iteration 368, loss = 0.16422024 Validation score: -16.066801 Iteration 369, loss = 0.16314656 Validation score: -15.854024 Iteration 370, loss = 0.16210197 Validation score: -15.645827 Iteration 371, loss = 0.16107862 Validation score: -15.442086 Iteration 372, loss = 0.16007584 Validation score: -15.242681 Iteration 373, loss = 0.15909296 Validation score: -15.047497 Iteration 374, loss = 0.15812934 Validation score: -14.856423 Iteration 375, loss = 0.15718438 Validation score: -14.669351 Iteration 376, loss = 0.15625751 Validation score: -14.486176 Iteration 377, loss = 0.15534815 Validation score: -14.306798 Iteration 378, loss = 0.15445578 Validation score: -14.131118 Iteration 379, loss = 0.15357988 Validation score: -13.959042 Iteration 380, loss = 0.15271996 Validation score: -13.790479 Iteration 381, loss = 0.15187554 Validation score: -13.625338 Iteration 382, loss = 0.15104616 Validation score: -13.463535 Iteration 383, loss = 0.15023140 Validation score: -13.304985 Iteration 384, loss = 0.14943083 Validation score: -13.149608 Iteration 385, loss = 0.14864404 Validation score: -12.997325 Iteration 386, loss = 0.14787065 Validation score: -12.848059 Iteration 387, loss = 0.14711028 Validation score: -12.701736 Iteration 388, loss = 0.14636409 Validation score: -12.557985 Iteration 389, loss = 0.14563010 Validation score: -12.416764 Iteration 390, loss = 0.14490752 Validation score: -12.278034 Iteration 391, loss = 0.14419608 Validation score: -12.141752 Iteration 392, loss = 0.14349550 Validation score: -12.007876 Iteration 393, loss = 0.14280552 Validation score: -11.876362 Iteration 394, loss = 0.14212714 Validation score: -11.747473 Iteration 395, loss = 0.14145978 Validation score: -11.621134 Iteration 396, loss = 0.14080253 Validation score: -11.497278 Iteration 397, loss = 0.14015514 Validation score: -11.375837 Iteration 398, loss = 0.13951767 Validation score: -11.256729 Iteration 399, loss = 0.13889027 Validation score: -11.139893 Iteration 400, loss = 0.13827202 Validation score: -11.025272 Iteration 401, loss = 0.13766797 Validation score: -10.913097 Iteration 402, loss = 0.13707782 Validation score: -10.803283 Iteration 403, loss = 0.13649636 Validation score: -10.695751 Iteration 404, loss = 0.13592333 Validation score: -10.590425 Iteration 405, loss = 0.13535851 Validation score: -10.487231 Iteration 406, loss = 0.13480167 Validation score: -10.386103 Iteration 407, loss = 0.13425262 Validation score: -10.286973 Iteration 408, loss = 0.13371115 Validation score: -10.189782 Iteration 409, loss = 0.13317789 Validation score: -10.094165 Iteration 410, loss = 0.13265177 Validation score: -10.000096 Iteration 411, loss = 0.13211501 Validation score: -9.907270 Iteration 412, loss = 0.13158329 Validation score: -9.815682 Iteration 413, loss = 0.13105926 Validation score: -9.725643 Iteration 414, loss = 0.13054113 Validation score: -9.637129 Iteration 415, loss = 0.13002844 Validation score: -9.550116 Iteration 416, loss = 0.12951980 Validation score: -9.464634 Iteration 417, loss = 0.12901582 Validation score: -9.380651 Iteration 418, loss = 0.12851689 Validation score: -9.298137 Iteration 419, loss = 0.12802305 Validation score: -9.217059 Iteration 420, loss = 0.12753430 Validation score: -9.137388 Iteration 421, loss = 0.12705064 Validation score: -9.059094 Iteration 422, loss = 0.12657207 Validation score: -8.982148 Iteration 423, loss = 0.12609857 Validation score: -8.906520 Iteration 424, loss = 0.12563067 Validation score: -8.831880 Iteration 425, loss = 0.12516751 Validation score: -8.758229 Iteration 426, loss = 0.12470881 Validation score: -8.685568 Iteration 427, loss = 0.12425551 Validation score: -8.614197 Iteration 428, loss = 0.12380721 Validation score: -8.544085 Iteration 429, loss = 0.12336372 Validation score: -8.475200 Iteration 430, loss = 0.12292498 Validation score: -8.407511 Iteration 431, loss = 0.12249096 Validation score: -8.340988 Iteration 432, loss = 0.12206161 Validation score: -8.275604 Iteration 433, loss = 0.12163687 Validation score: -8.211331 Iteration 434, loss = 0.12121670 Validation score: -8.148144 Iteration 435, loss = 0.12080104 Validation score: -8.086016 Iteration 436, loss = 0.12038983 Validation score: -8.024923 Iteration 437, loss = 0.11998303 Validation score: -7.964842 Iteration 438, loss = 0.11958058 Validation score: -7.905750 Iteration 439, loss = 0.11918241 Validation score: -7.847625 Iteration 440, loss = 0.11878848 Validation score: -7.790446 Iteration 441, loss = 0.11839896 Validation score: -7.733890 Iteration 442, loss = 0.11801329 Validation score: -7.677967 Iteration 443, loss = 0.11763174 Validation score: -7.622985 Iteration 444, loss = 0.11725429 Validation score: -7.568921 Iteration 445, loss = 0.11688076 Validation score: -7.515752 Iteration 446, loss = 0.11651110 Validation score: -7.463455 Iteration 447, loss = 0.11614526 Validation score: -7.412011 Iteration 448, loss = 0.11578318 Validation score: -7.361398 Iteration 449, loss = 0.11542481 Validation score: -7.311598 Iteration 450, loss = 0.11507011 Validation score: -7.262592 Iteration 451, loss = 0.11471901 Validation score: -7.214363 Iteration 452, loss = 0.11437147 Validation score: -7.166892 Iteration 453, loss = 0.11402743 Validation score: -7.120163 Iteration 454, loss = 0.11368685 Validation score: -7.074161 Iteration 455, loss = 0.11334967 Validation score: -7.028869 Iteration 456, loss = 0.11301584 Validation score: -6.984274 Iteration 457, loss = 0.11268532 Validation score: -6.940360 Iteration 458, loss = 0.11235805 Validation score: -6.897113 Iteration 459, loss = 0.11203400 Validation score: -6.854521 Iteration 460, loss = 0.11171310 Validation score: -6.812569 Iteration 461, loss = 0.11139517 Validation score: -6.771238 Iteration 462, loss = 0.11107935 Validation score: -6.730518 Iteration 463, loss = 0.11076647 Validation score: -6.690401 Iteration 464, loss = 0.11045650 Validation score: -6.650878 Iteration 465, loss = 0.11014939 Validation score: -6.611940 Iteration 466, loss = 0.10984512 Validation score: -6.573578 Iteration 467, loss = 0.10954364 Validation score: -6.535784 Iteration 468, loss = 0.10924493 Validation score: -6.498549 Iteration 469, loss = 0.10894893 Validation score: -6.461864 Iteration 470, loss = 0.10865563 Validation score: -6.425720 Iteration 471, loss = 0.10836497 Validation score: -6.390110 Iteration 472, loss = 0.10807693 Validation score: -6.355024 Iteration 473, loss = 0.10779146 Validation score: -6.320454 Iteration 474, loss = 0.10750854 Validation score: -6.286391 Iteration 475, loss = 0.10722812 Validation score: -6.252827 Iteration 476, loss = 0.10695017 Validation score: -6.219754 Iteration 477, loss = 0.10667951 Validation score: -6.187265 Iteration 478, loss = 0.10641150 Validation score: -6.155339 Iteration 479, loss = 0.10614607 Validation score: -6.123957 Iteration 480, loss = 0.10588314 Validation score: -6.093100 Iteration 481, loss = 0.10562265 Validation score: -6.062751 Iteration 482, loss = 0.10536453 Validation score: -6.032894 Iteration 483, loss = 0.10510874 Validation score: -6.003514 Iteration 484, loss = 0.10485520 Validation score: -5.974596 Iteration 485, loss = 0.10460388 Validation score: -5.946127 Iteration 486, loss = 0.10435473 Validation score: -5.918094 Iteration 487, loss = 0.10410769 Validation score: -5.890485 Iteration 488, loss = 0.10386273 Validation score: -5.863287 Iteration 489, loss = 0.10361979 Validation score: -5.836491 Iteration 490, loss = 0.10337885 Validation score: -5.810086 Iteration 491, loss = 0.10313986 Validation score: -5.784062 Iteration 492, loss = 0.10290278 Validation score: -5.758409 Iteration 493, loss = 0.10266758 Validation score: -5.733119 Iteration 494, loss = 0.10243423 Validation score: -5.708183 Iteration 495, loss = 0.10220270 Validation score: -5.683593 Iteration 496, loss = 0.10197294 Validation score: -5.659340 Iteration 497, loss = 0.10174493 Validation score: -5.635418 Iteration 498, loss = 0.10151865 Validation score: -5.611819 Iteration 499, loss = 0.10129405 Validation score: -5.588537 Iteration 500, loss = 0.10107112 Validation score: -5.565564 Iteration 501, loss = 0.10084983 Validation score: -5.542894 Iteration 502, loss = 0.10063015 Validation score: -5.520522 Iteration 503, loss = 0.10041206 Validation score: -5.498441 Iteration 504, loss = 0.10019553 Validation score: -5.476645 Iteration 505, loss = 0.09998053 Validation score: -5.455130 Iteration 506, loss = 0.09976705 Validation score: -5.433889 Iteration 507, loss = 0.09955506 Validation score: -5.412918 Iteration 508, loss = 0.09934454 Validation score: -5.392212 Iteration 509, loss = 0.09913546 Validation score: -5.371766 Iteration 510, loss = 0.09892781 Validation score: -5.351575 Iteration 511, loss = 0.09872156 Validation score: -5.331635 Iteration 512, loss = 0.09851670 Validation score: -5.311941 Iteration 513, loss = 0.09831293 Validation score: -5.292445 Iteration 514, loss = 0.09810918 Validation score: -5.273145 Iteration 515, loss = 0.09790657 Validation score: -5.254044 Iteration 516, loss = 0.09770510 Validation score: -5.235140 Iteration 517, loss = 0.09750477 Validation score: -5.216433 Iteration 518, loss = 0.09730559 Validation score: -5.197924 Iteration 519, loss = 0.09710755 Validation score: -5.179612 Iteration 520, loss = 0.09691065 Validation score: -5.161495 Iteration 521, loss = 0.09671489 Validation score: -5.143573 Iteration 522, loss = 0.09652026 Validation score: -5.125844 Iteration 523, loss = 0.09632676 Validation score: -5.108308 Iteration 524, loss = 0.09613437 Validation score: -5.090963 Iteration 525, loss = 0.09594310 Validation score: -5.073808 Iteration 526, loss = 0.09575293 Validation score: -5.056841 Iteration 527, loss = 0.09556386 Validation score: -5.040060 Iteration 528, loss = 0.09537587 Validation score: -5.023464 Iteration 529, loss = 0.09518896 Validation score: -5.007052 Iteration 530, loss = 0.09500312 Validation score: -4.990821 Iteration 531, loss = 0.09481834 Validation score: -4.974769 Iteration 532, loss = 0.09463460 Validation score: -4.958895 Iteration 533, loss = 0.09445190 Validation score: -4.943197 Iteration 534, loss = 0.09427022 Validation score: -4.927674 Iteration 535, loss = 0.09408956 Validation score: -4.912322 Iteration 536, loss = 0.09390990 Validation score: -4.897140 Iteration 537, loss = 0.09373123 Validation score: -4.882127 Iteration 538, loss = 0.09355355 Validation score: -4.867280 Iteration 539, loss = 0.09337602 Validation score: -4.852574 Iteration 540, loss = 0.09319897 Validation score: -4.838008 Iteration 541, loss = 0.09302275 Validation score: -4.823585 Iteration 542, loss = 0.09284734 Validation score: -4.809302 Iteration 543, loss = 0.09267276 Validation score: -4.795161 Iteration 544, loss = 0.09249901 Validation score: -4.781160 Iteration 545, loss = 0.09232609 Validation score: -4.767300 Iteration 546, loss = 0.09215400 Validation score: -4.753580 Iteration 547, loss = 0.09198273 Validation score: -4.739998 Iteration 548, loss = 0.09181229 Validation score: -4.726556 Iteration 549, loss = 0.09164267 Validation score: -4.713250 Iteration 550, loss = 0.09147387 Validation score: -4.700081 Iteration 551, loss = 0.09130587 Validation score: -4.687048 Iteration 552, loss = 0.09113869 Validation score: -4.674149 Iteration 553, loss = 0.09097230 Validation score: -4.661384 Iteration 554, loss = 0.09080672 Validation score: -4.648751 Iteration 555, loss = 0.09064192 Validation score: -4.636249 Iteration 556, loss = 0.09047791 Validation score: -4.623877 Iteration 557, loss = 0.09031467 Validation score: -4.611634 Iteration 558, loss = 0.09015221 Validation score: -4.599518 Iteration 559, loss = 0.08999050 Validation score: -4.587528 Iteration 560, loss = 0.08982956 Validation score: -4.575664 Iteration 561, loss = 0.08966936 Validation score: -4.563923 Iteration 562, loss = 0.08950991 Validation score: -4.552304 Iteration 563, loss = 0.08935119 Validation score: -4.540806 Iteration 564, loss = 0.08919320 Validation score: -4.529428 Iteration 565, loss = 0.08903593 Validation score: -4.518168 Iteration 566, loss = 0.08887938 Validation score: -4.507026 Iteration 567, loss = 0.08872353 Validation score: -4.495999 Iteration 568, loss = 0.08856837 Validation score: -4.485087 Iteration 569, loss = 0.08841391 Validation score: -4.474288 Iteration 570, loss = 0.08826013 Validation score: -4.463600 Iteration 571, loss = 0.08810703 Validation score: -4.453024 Iteration 572, loss = 0.08795460 Validation score: -4.442556 Iteration 573, loss = 0.08780283 Validation score: -4.432197 Iteration 574, loss = 0.08765171 Validation score: -4.421944 Iteration 575, loss = 0.08750184 Validation score: -4.411805 Iteration 576, loss = 0.08735273 Validation score: -4.401778 Iteration 577, loss = 0.08720431 Validation score: -4.391860 Iteration 578, loss = 0.08705656 Validation score: -4.382049 Iteration 579, loss = 0.08690947 Validation score: -4.372343 Iteration 580, loss = 0.08676303 Validation score: -4.362741 Iteration 581, loss = 0.08661724 Validation score: -4.353241 Iteration 582, loss = 0.08647207 Validation score: -4.343840 Iteration 583, loss = 0.08632753 Validation score: -4.334537 Iteration 584, loss = 0.08618360 Validation score: -4.325331 Iteration 585, loss = 0.08604027 Validation score: -4.316220 Iteration 586, loss = 0.08589754 Validation score: -4.307202 Iteration 587, loss = 0.08575540 Validation score: -4.298276 Iteration 588, loss = 0.08561383 Validation score: -4.289442 Iteration 589, loss = 0.08547315 Validation score: -4.280709 Iteration 590, loss = 0.08533341 Validation score: -4.272075 Iteration 591, loss = 0.08519428 Validation score: -4.263537 Iteration 592, loss = 0.08505574 Validation score: -4.255094 Iteration 593, loss = 0.08491779 Validation score: -4.246743 Iteration 594, loss = 0.08478041 Validation score: -4.238481 Iteration 595, loss = 0.08464359 Validation score: -4.230306 Iteration 596, loss = 0.08450733 Validation score: -4.222218 Iteration 597, loss = 0.08437161 Validation score: -4.214213 Iteration 598, loss = 0.08423643 Validation score: -4.206291 Iteration 599, loss = 0.08410177 Validation score: -4.198450 Iteration 600, loss = 0.08396776 Validation score: -4.190720 Iteration 601, loss = 0.08383444 Validation score: -4.183098 Iteration 602, loss = 0.08370163 Validation score: -4.175579 Iteration 603, loss = 0.08356932 Validation score: -4.168159 Iteration 604, loss = 0.08343751 Validation score: -4.160833 Iteration 605, loss = 0.08330586 Validation score: -4.153558 Iteration 606, loss = 0.08317458 Validation score: -4.146334 Iteration 607, loss = 0.08304370 Validation score: -4.139161 Iteration 608, loss = 0.08291324 Validation score: -4.132039 Iteration 609, loss = 0.08278318 Validation score: -4.124968 Iteration 610, loss = 0.08265353 Validation score: -4.117948 Iteration 611, loss = 0.08252429 Validation score: -4.110979 Iteration 612, loss = 0.08239545 Validation score: -4.104061 Iteration 613, loss = 0.08226702 Validation score: -4.097194 Iteration 614, loss = 0.08213899 Validation score: -4.090376 Iteration 615, loss = 0.08201135 Validation score: -4.083609 Iteration 616, loss = 0.08188412 Validation score: -4.076892 Iteration 617, loss = 0.08175728 Validation score: -4.070225 Iteration 618, loss = 0.08163084 Validation score: -4.063607 Iteration 619, loss = 0.08150479 Validation score: -4.057038 Iteration 620, loss = 0.08137912 Validation score: -4.050518 Iteration 621, loss = 0.08125385 Validation score: -4.044046 Iteration 622, loss = 0.08112896 Validation score: -4.037622 Iteration 623, loss = 0.08100445 Validation score: -4.031247 Iteration 624, loss = 0.08088032 Validation score: -4.024918 Iteration 625, loss = 0.08075657 Validation score: -4.018638 Iteration 626, loss = 0.08063320 Validation score: -4.012404 Iteration 627, loss = 0.08051019 Validation score: -4.006216 Iteration 628, loss = 0.08038756 Validation score: -4.000076 Iteration 629, loss = 0.08026530 Validation score: -3.993981 Iteration 630, loss = 0.08014340 Validation score: -3.987932 Iteration 631, loss = 0.08002186 Validation score: -3.981928 Iteration 632, loss = 0.07990069 Validation score: -3.975970 Iteration 633, loss = 0.07977987 Validation score: -3.970057 Iteration 634, loss = 0.07965941 Validation score: -3.964188 Iteration 635, loss = 0.07953930 Validation score: -3.958364 Iteration 636, loss = 0.07941955 Validation score: -3.952584 Iteration 637, loss = 0.07930014 Validation score: -3.946847 Iteration 638, loss = 0.07918108 Validation score: -3.941155 Iteration 639, loss = 0.07906236 Validation score: -3.935505 Iteration 640, loss = 0.07894398 Validation score: -3.929899 Iteration 641, loss = 0.07882595 Validation score: -3.924335 Iteration 642, loss = 0.07870825 Validation score: -3.918814 Iteration 643, loss = 0.07859089 Validation score: -3.913335 Iteration 644, loss = 0.07847386 Validation score: -3.907898 Iteration 645, loss = 0.07835716 Validation score: -3.902502 Iteration 646, loss = 0.07824079 Validation score: -3.897148 Iteration 647, loss = 0.07812513 Validation score: -3.891826 Iteration 648, loss = 0.07801101 Validation score: -3.886537 Iteration 649, loss = 0.07789731 Validation score: -3.881279 Iteration 650, loss = 0.07778401 Validation score: -3.876055 Iteration 651, loss = 0.07767110 Validation score: -3.870864 Iteration 652, loss = 0.07755857 Validation score: -3.865706 Iteration 653, loss = 0.07744642 Validation score: -3.860581 Iteration 654, loss = 0.07733463 Validation score: -3.855490 Iteration 655, loss = 0.07722320 Validation score: -3.850432 Iteration 656, loss = 0.07711212 Validation score: -3.845409 Iteration 657, loss = 0.07700139 Validation score: -3.840419 Iteration 658, loss = 0.07689100 Validation score: -3.835463 Iteration 659, loss = 0.07678094 Validation score: -3.830542 Iteration 660, loss = 0.07667122 Validation score: -3.825654 Iteration 661, loss = 0.07656181 Validation score: -3.820800 Iteration 662, loss = 0.07645273 Validation score: -3.815981 Iteration 663, loss = 0.07634397 Validation score: -3.811195 Iteration 664, loss = 0.07623551 Validation score: -3.806444 Iteration 665, loss = 0.07612737 Validation score: -3.801727 Iteration 666, loss = 0.07601953 Validation score: -3.797043 Iteration 667, loss = 0.07591200 Validation score: -3.792394 Iteration 668, loss = 0.07580476 Validation score: -3.787778 Iteration 669, loss = 0.07569782 Validation score: -3.783197 Iteration 670, loss = 0.07559118 Validation score: -3.778649 Iteration 671, loss = 0.07548482 Validation score: -3.774135 Iteration 672, loss = 0.07537876 Validation score: -3.769654 Iteration 673, loss = 0.07527298 Validation score: -3.765207 Iteration 674, loss = 0.07516749 Validation score: -3.760794 Iteration 675, loss = 0.07506228 Validation score: -3.756414 Iteration 676, loss = 0.07495735 Validation score: -3.752067 Iteration 677, loss = 0.07485270 Validation score: -3.747753 Iteration 678, loss = 0.07474365 Validation score: -3.743459 Iteration 679, loss = 0.07463300 Validation score: -3.739188 Iteration 680, loss = 0.07452198 Validation score: -3.734943 Iteration 681, loss = 0.07441065 Validation score: -3.730727 Iteration 682, loss = 0.07429908 Validation score: -3.726542 Iteration 683, loss = 0.07418732 Validation score: -3.722391 Iteration 684, loss = 0.07407542 Validation score: -3.718276 Iteration 685, loss = 0.07396344 Validation score: -3.714198 Iteration 686, loss = 0.07385141 Validation score: -3.710159 Iteration 687, loss = 0.07373936 Validation score: -3.706160 Iteration 688, loss = 0.07362734 Validation score: -3.702203 Iteration 689, loss = 0.07351536 Validation score: -3.698288 Iteration 690, loss = 0.07340346 Validation score: -3.694416 Iteration 691, loss = 0.07329167 Validation score: -3.690588 Iteration 692, loss = 0.07317999 Validation score: -3.686804 Iteration 693, loss = 0.07306845 Validation score: -3.683064 Iteration 694, loss = 0.07295707 Validation score: -3.679370 Iteration 695, loss = 0.07284586 Validation score: -3.675720 Iteration 696, loss = 0.07273483 Validation score: -3.672115 Iteration 697, loss = 0.07262400 Validation score: -3.668555 Iteration 698, loss = 0.07251337 Validation score: -3.665040 Iteration 699, loss = 0.07240296 Validation score: -3.661569 Iteration 700, loss = 0.07229277 Validation score: -3.658142 Iteration 701, loss = 0.07218281 Validation score: -3.654759 Iteration 702, loss = 0.07207308 Validation score: -3.651420 Iteration 703, loss = 0.07196359 Validation score: -3.648124 Iteration 704, loss = 0.07185434 Validation score: -3.644870 Iteration 705, loss = 0.07174534 Validation score: -3.641659 Iteration 706, loss = 0.07163659 Validation score: -3.638489 Iteration 707, loss = 0.07152810 Validation score: -3.635360 Iteration 708, loss = 0.07141986 Validation score: -3.632271 Iteration 709, loss = 0.07131188 Validation score: -3.629223 Iteration 710, loss = 0.07120414 Validation score: -3.626210 Iteration 711, loss = 0.07109661 Validation score: -3.623234 Iteration 712, loss = 0.07098935 Validation score: -3.620293 Iteration 713, loss = 0.07088233 Validation score: -3.617387 Iteration 714, loss = 0.07077558 Validation score: -3.614515 Iteration 715, loss = 0.07066908 Validation score: -3.611678 Iteration 716, loss = 0.07056285 Validation score: -3.608874 Iteration 717, loss = 0.07045687 Validation score: -3.606103 Iteration 718, loss = 0.07035115 Validation score: -3.603365 Iteration 719, loss = 0.07024569 Validation score: -3.600658 Iteration 720, loss = 0.07014049 Validation score: -3.597984 Iteration 721, loss = 0.07003555 Validation score: -3.595343 Iteration 722, loss = 0.06993086 Validation score: -3.592757 Iteration 723, loss = 0.06982644 Validation score: -3.590199 Iteration 724, loss = 0.06972227 Validation score: -3.587668 Iteration 725, loss = 0.06961836 Validation score: -3.585164 Iteration 726, loss = 0.06951471 Validation score: -3.582687 Iteration 727, loss = 0.06941132 Validation score: -3.580235 Iteration 728, loss = 0.06930818 Validation score: -3.577809 Iteration 729, loss = 0.06920529 Validation score: -3.575408 Iteration 730, loss = 0.06910266 Validation score: -3.573031 Iteration 731, loss = 0.06900029 Validation score: -3.570678 Iteration 732, loss = 0.06889817 Validation score: -3.568349 Iteration 733, loss = 0.06879630 Validation score: -3.566043 Iteration 734, loss = 0.06869468 Validation score: -3.563759 Iteration 735, loss = 0.06859331 Validation score: -3.561498 Iteration 736, loss = 0.06849219 Validation score: -3.559259 Iteration 737, loss = 0.06839133 Validation score: -3.557041 Iteration 738, loss = 0.06829071 Validation score: -3.554845 Iteration 739, loss = 0.06819034 Validation score: -3.552669 Iteration 740, loss = 0.06809021 Validation score: -3.550513 Iteration 741, loss = 0.06799033 Validation score: -3.548378 Iteration 742, loss = 0.06789070 Validation score: -3.546262 Iteration 743, loss = 0.06779131 Validation score: -3.544165 Iteration 744, loss = 0.06769217 Validation score: -3.542087 Iteration 745, loss = 0.06759326 Validation score: -3.540028 Iteration 746, loss = 0.06749461 Validation score: -3.537987 Iteration 747, loss = 0.06739619 Validation score: -3.535964 Iteration 748, loss = 0.06729801 Validation score: -3.533959 Iteration 749, loss = 0.06720007 Validation score: -3.531971 Iteration 750, loss = 0.06710237 Validation score: -3.530000 Iteration 751, loss = 0.06700491 Validation score: -3.528060 Iteration 752, loss = 0.06690769 Validation score: -3.526150 Iteration 753, loss = 0.06681070 Validation score: -3.524258 Iteration 754, loss = 0.06671395 Validation score: -3.522383 Iteration 755, loss = 0.06661743 Validation score: -3.520526 Iteration 756, loss = 0.06652115 Validation score: -3.518686 Iteration 757, loss = 0.06642510 Validation score: -3.516863 Iteration 758, loss = 0.06632929 Validation score: -3.515056 Iteration 759, loss = 0.06623370 Validation score: -3.513265 Iteration 760, loss = 0.06613835 Validation score: -3.511491 Iteration 761, loss = 0.06604323 Validation score: -3.509732 Iteration 762, loss = 0.06594833 Validation score: -3.507989 Iteration 763, loss = 0.06585367 Validation score: -3.506262 Iteration 764, loss = 0.06575923 Validation score: -3.504549 Iteration 765, loss = 0.06566502 Validation score: -3.502852 Iteration 766, loss = 0.06557104 Validation score: -3.501169 Iteration 767, loss = 0.06547728 Validation score: -3.499501 Iteration 768, loss = 0.06538375 Validation score: -3.497847 Iteration 769, loss = 0.06529045 Validation score: -3.496208 Iteration 770, loss = 0.06519736 Validation score: -3.494582 Iteration 771, loss = 0.06510450 Validation score: -3.492971 Iteration 772, loss = 0.06501187 Validation score: -3.491373 Iteration 773, loss = 0.06491945 Validation score: -3.489789 Iteration 774, loss = 0.06482726 Validation score: -3.488218 Iteration 775, loss = 0.06473528 Validation score: -3.486660 Iteration 776, loss = 0.06464353 Validation score: -3.485116 Iteration 777, loss = 0.06455199 Validation score: -3.483584 Iteration 778, loss = 0.06446068 Validation score: -3.482065 Iteration 779, loss = 0.06436958 Validation score: -3.480559 Iteration 780, loss = 0.06427869 Validation score: -3.479066 Iteration 781, loss = 0.06418803 Validation score: -3.477584 Iteration 782, loss = 0.06409757 Validation score: -3.476115 Iteration 783, loss = 0.06400734 Validation score: -3.474659 Iteration 784, loss = 0.06391732 Validation score: -3.473214 Iteration 785, loss = 0.06382751 Validation score: -3.471781 Iteration 786, loss = 0.06373791 Validation score: -3.470360 Iteration 787, loss = 0.06364853 Validation score: -3.468950 Iteration 788, loss = 0.06355936 Validation score: -3.467552 Iteration 789, loss = 0.06347040 Validation score: -3.466166 Iteration 790, loss = 0.06338165 Validation score: -3.464790 Iteration 791, loss = 0.06329311 Validation score: -3.463426 Iteration 792, loss = 0.06320477 Validation score: -3.462073 Iteration 793, loss = 0.06311665 Validation score: -3.460732 Iteration 794, loss = 0.06302874 Validation score: -3.459401 Iteration 795, loss = 0.06294103 Validation score: -3.458081 Iteration 796, loss = 0.06285353 Validation score: -3.456771 Iteration 797, loss = 0.06276623 Validation score: -3.455472 Iteration 798, loss = 0.06267915 Validation score: -3.454184 Iteration 799, loss = 0.06259226 Validation score: -3.452906 Iteration 800, loss = 0.06250558 Validation score: -3.451639 Iteration 801, loss = 0.06241911 Validation score: -3.450382 Iteration 802, loss = 0.06233283 Validation score: -3.449135 Iteration 803, loss = 0.06224676 Validation score: -3.447898 Iteration 804, loss = 0.06216089 Validation score: -3.446671 Iteration 805, loss = 0.06207523 Validation score: -3.445455 Iteration 806, loss = 0.06198976 Validation score: -3.444248 Iteration 807, loss = 0.06190449 Validation score: -3.443050 Iteration 808, loss = 0.06181943 Validation score: -3.441863 Iteration 809, loss = 0.06173456 Validation score: -3.440685 Iteration 810, loss = 0.06164989 Validation score: -3.439517 Iteration 811, loss = 0.06156542 Validation score: -3.438358 Iteration 812, loss = 0.06148114 Validation score: -3.437209 Iteration 813, loss = 0.06139707 Validation score: -3.436068 Iteration 814, loss = 0.06131319 Validation score: -3.434938 Iteration 815, loss = 0.06122950 Validation score: -3.433816 Iteration 816, loss = 0.06114601 Validation score: -3.432703 Iteration 817, loss = 0.06105705 Validation score: -3.431713 Iteration 818, loss = 0.06096436 Validation score: -3.430835 Iteration 819, loss = 0.06087079 Validation score: -3.430062 Iteration 820, loss = 0.06077646 Validation score: -3.429387 Iteration 821, loss = 0.06068149 Validation score: -3.428803 Iteration 822, loss = 0.06058596 Validation score: -3.428305 Iteration 823, loss = 0.06048995 Validation score: -3.427886 Iteration 824, loss = 0.06039355 Validation score: -3.427543 Iteration 825, loss = 0.06029683 Validation score: -3.427271 Iteration 826, loss = 0.06019984 Validation score: -3.427065 Iteration 827, loss = 0.06010265 Validation score: -3.426923 Iteration 828, loss = 0.06000530 Validation score: -3.426841 Iteration 829, loss = 0.05990784 Validation score: -3.426815 Iteration 830, loss = 0.05981030 Validation score: -3.426843 Iteration 831, loss = 0.05971273 Validation score: -3.426923 Iteration 832, loss = 0.05961516 Validation score: -3.427051 Iteration 833, loss = 0.05951761 Validation score: -3.427225 Iteration 834, loss = 0.05942011 Validation score: -3.427443 Iteration 835, loss = 0.05932269 Validation score: -3.427703 Validation score did not improve more than tol=0.000000 for 5 consecutive epochs. Stopping. Iteration 1, loss = 13.54392160 Validation score: -454.124892 Iteration 2, loss = 13.51134068 Validation score: -452.909586 Iteration 3, loss = 13.47867012 Validation score: -451.689362 Iteration 4, loss = 13.44590921 Validation score: -450.464184 Iteration 5, loss = 13.41305701 Validation score: -449.234013 Iteration 6, loss = 13.38011241 Validation score: -447.998804 Iteration 7, loss = 13.34687144 Validation score: -446.760800 Iteration 8, loss = 13.31290445 Validation score: -445.496078 Iteration 9, loss = 13.27880348 Validation score: -444.090591 Iteration 10, loss = 13.24456896 Validation score: -442.595924 Iteration 11, loss = 13.21024553 Validation score: -441.000606 Iteration 12, loss = 13.17581805 Validation score: -439.399609 Iteration 13, loss = 13.14125495 Validation score: -437.792656 Iteration 14, loss = 13.10657347 Validation score: -436.179465 Iteration 15, loss = 13.07179813 Validation score: -434.559838 Iteration 16, loss = 13.03688621 Validation score: -432.933600 Iteration 17, loss = 13.00177070 Validation score: -431.296047 Iteration 18, loss = 12.96608358 Validation score: -429.647562 Iteration 19, loss = 12.93022556 Validation score: -427.988512 Iteration 20, loss = 12.89420075 Validation score: -426.319215 Iteration 21, loss = 12.85798565 Validation score: -424.644467 Iteration 22, loss = 12.82070618 Validation score: -422.964003 Iteration 23, loss = 12.78319183 Validation score: -421.277677 Iteration 24, loss = 12.74543608 Validation score: -419.585317 Iteration 25, loss = 12.70747280 Validation score: -417.886783 Iteration 26, loss = 12.66930909 Validation score: -416.181964 Iteration 27, loss = 12.63099897 Validation score: -414.470025 Iteration 28, loss = 12.59218814 Validation score: -412.690006 Iteration 29, loss = 12.55243112 Validation score: -410.594294 Iteration 30, loss = 12.51250209 Validation score: -408.461912 Iteration 31, loss = 12.47233421 Validation score: -406.317085 Iteration 32, loss = 12.43192475 Validation score: -404.159249 Iteration 33, loss = 12.39122366 Validation score: -401.989002 Iteration 34, loss = 12.35030676 Validation score: -399.806866 Iteration 35, loss = 12.30928257 Validation score: -397.614458 Iteration 36, loss = 12.26825005 Validation score: -395.412007 Iteration 37, loss = 12.22703418 Validation score: -393.199726 Iteration 38, loss = 12.18563898 Validation score: -390.977812 Iteration 39, loss = 12.14410374 Validation score: -388.745046 Iteration 40, loss = 12.10252283 Validation score: -386.508657 Iteration 41, loss = 12.05990488 Validation score: -384.268126 Iteration 42, loss = 12.01699028 Validation score: -382.019730 Iteration 43, loss = 11.97352995 Validation score: -379.763883 Iteration 44, loss = 11.92972552 Validation score: -377.500357 Iteration 45, loss = 11.88440182 Validation score: -375.224481 Iteration 46, loss = 11.83776376 Validation score: -372.870911 Iteration 47, loss = 11.79018664 Validation score: -370.472716 Iteration 48, loss = 11.74179574 Validation score: -368.057027 Iteration 49, loss = 11.69299539 Validation score: -365.626061 Iteration 50, loss = 11.64356005 Validation score: -363.176222 Iteration 51, loss = 11.59083597 Validation score: -360.706452 Iteration 52, loss = 11.53672656 Validation score: -358.219861 Iteration 53, loss = 11.48229142 Validation score: -355.720056 Iteration 54, loss = 11.42710093 Validation score: -353.207919 Iteration 55, loss = 11.37136692 Validation score: -350.684817 Iteration 56, loss = 11.31496489 Validation score: -348.150082 Iteration 57, loss = 11.25649050 Validation score: -345.601266 Iteration 58, loss = 11.19723660 Validation score: -343.040426 Iteration 59, loss = 11.13763955 Validation score: -340.467030 Iteration 60, loss = 11.07776076 Validation score: -337.880706 Iteration 61, loss = 11.01736601 Validation score: -335.283047 Iteration 62, loss = 10.95662873 Validation score: -332.675157 Iteration 63, loss = 10.89523601 Validation score: -330.058705 Iteration 64, loss = 10.83356961 Validation score: -327.434639 Iteration 65, loss = 10.77174282 Validation score: -324.803962 Iteration 66, loss = 10.70933086 Validation score: -322.166260 Iteration 67, loss = 10.64654618 Validation score: -319.532765 Iteration 68, loss = 10.58352294 Validation score: -316.905414 Iteration 69, loss = 10.52030099 Validation score: -314.273220 Iteration 70, loss = 10.45654920 Validation score: -311.634413 Iteration 71, loss = 10.39248674 Validation score: -308.971153 Iteration 72, loss = 10.32829473 Validation score: -306.303411 Iteration 73, loss = 10.26260142 Validation score: -303.634086 Iteration 74, loss = 10.19651211 Validation score: -300.964037 Iteration 75, loss = 10.13021265 Validation score: -298.294032 Iteration 76, loss = 10.06374062 Validation score: -295.624757 Iteration 77, loss = 9.99684009 Validation score: -292.956284 Iteration 78, loss = 9.92953124 Validation score: -290.286717 Iteration 79, loss = 9.86183921 Validation score: -287.616928 Iteration 80, loss = 9.79395855 Validation score: -284.947827 Iteration 81, loss = 9.72605813 Validation score: -282.280554 Iteration 82, loss = 9.65814198 Validation score: -279.615716 Iteration 83, loss = 9.59025271 Validation score: -276.948834 Iteration 84, loss = 9.52233308 Validation score: -274.280973 Iteration 85, loss = 9.45442908 Validation score: -271.612869 Iteration 86, loss = 9.38638728 Validation score: -268.944099 Iteration 87, loss = 9.31763456 Validation score: -266.275563 Iteration 88, loss = 9.24884269 Validation score: -263.608102 Iteration 89, loss = 9.18003246 Validation score: -260.942503 Iteration 90, loss = 9.11105985 Validation score: -258.278813 Iteration 91, loss = 9.04213324 Validation score: -255.623572 Iteration 92, loss = 8.97326570 Validation score: -252.972378 Iteration 93, loss = 8.90360631 Validation score: -250.326107 Iteration 94, loss = 8.83390019 Validation score: -247.685555 Iteration 95, loss = 8.76417469 Validation score: -245.051454 Iteration 96, loss = 8.69447631 Validation score: -242.419149 Iteration 97, loss = 8.62483561 Validation score: -239.576261 Iteration 98, loss = 8.55524316 Validation score: -236.730378 Iteration 99, loss = 8.48468871 Validation score: -233.892565 Iteration 100, loss = 8.41305884 Validation score: -231.063855 Iteration 101, loss = 8.34137309 Validation score: -228.245207 Iteration 102, loss = 8.26967083 Validation score: -225.437520 Iteration 103, loss = 8.19791846 Validation score: -222.641215 Iteration 104, loss = 8.12599388 Validation score: -219.854745 Iteration 105, loss = 8.05262368 Validation score: -217.075902 Iteration 106, loss = 7.97890900 Validation score: -214.306467 Iteration 107, loss = 7.90519082 Validation score: -211.546882 Iteration 108, loss = 7.83133405 Validation score: -208.796820 Iteration 109, loss = 7.75678255 Validation score: -206.051035 Iteration 110, loss = 7.68209415 Validation score: -203.312530 Iteration 111, loss = 7.60755026 Validation score: -200.583737 Iteration 112, loss = 7.53315138 Validation score: -197.866836 Iteration 113, loss = 7.45893963 Validation score: -195.163790 Iteration 114, loss = 7.38495282 Validation score: -192.476372 Iteration 115, loss = 7.31122504 Validation score: -189.806193 Iteration 116, loss = 7.23754163 Validation score: -187.153943 Iteration 117, loss = 7.16373700 Validation score: -184.516265 Iteration 118, loss = 7.08972918 Validation score: -181.895671 Iteration 119, loss = 7.01601459 Validation score: -179.294086 Iteration 120, loss = 6.94262071 Validation score: -176.713219 Iteration 121, loss = 6.86958064 Validation score: -174.154589 Iteration 122, loss = 6.79699666 Validation score: -171.620071 Iteration 123, loss = 6.72498099 Validation score: -169.111314 Iteration 124, loss = 6.65300298 Validation score: -166.630046 Iteration 125, loss = 6.58123022 Validation score: -164.177049 Iteration 126, loss = 6.50987454 Validation score: -161.752162 Iteration 127, loss = 6.43782025 Validation score: -159.356217 Iteration 128, loss = 6.36624193 Validation score: -156.989954 Iteration 129, loss = 6.29517739 Validation score: -154.654047 Iteration 130, loss = 6.22455658 Validation score: -152.345083 Iteration 131, loss = 6.15399439 Validation score: -150.064439 Iteration 132, loss = 6.08394093 Validation score: -147.813337 Iteration 133, loss = 6.01437163 Validation score: -145.595298 Iteration 134, loss = 5.94460561 Validation score: -143.411409 Iteration 135, loss = 5.87506128 Validation score: -141.260688 Iteration 136, loss = 5.80601302 Validation score: -139.144196 Iteration 137, loss = 5.73759834 Validation score: -137.062992 Iteration 138, loss = 5.66930747 Validation score: -135.018746 Iteration 139, loss = 5.60129573 Validation score: -133.011772 Iteration 140, loss = 5.53396836 Validation score: -131.042880 Iteration 141, loss = 5.46730858 Validation score: -129.112170 Iteration 142, loss = 5.40124881 Validation score: -127.219090 Iteration 143, loss = 5.33558224 Validation score: -125.363819 Iteration 144, loss = 5.27056777 Validation score: -123.546473 Iteration 145, loss = 5.20622395 Validation score: -121.767114 Iteration 146, loss = 5.14256648 Validation score: -120.025744 Iteration 147, loss = 5.07948531 Validation score: -118.321400 Iteration 148, loss = 5.01644145 Validation score: -116.654209 Iteration 149, loss = 4.95408270 Validation score: -115.024152 Iteration 150, loss = 4.89241135 Validation score: -113.431153 Iteration 151, loss = 4.83144038 Validation score: -111.875083 Iteration 152, loss = 4.77120063 Validation score: -110.356160 Iteration 153, loss = 4.71171333 Validation score: -108.875143 Iteration 154, loss = 4.65287362 Validation score: -107.431254 Iteration 155, loss = 4.59476956 Validation score: -106.014504 Iteration 156, loss = 4.53691495 Validation score: -104.425711 Iteration 157, loss = 4.47969746 Validation score: -102.873613 Iteration 158, loss = 4.42318219 Validation score: -101.358029 Iteration 159, loss = 4.36737560 Validation score: -99.878716 Iteration 160, loss = 4.31221571 Validation score: -98.435837 Iteration 161, loss = 4.25750426 Validation score: -97.028972 Iteration 162, loss = 4.20348335 Validation score: -95.657665 Iteration 163, loss = 4.15015617 Validation score: -94.286089 Iteration 164, loss = 4.09752412 Validation score: -92.847236 Iteration 165, loss = 4.04558700 Validation score: -91.444197 Iteration 166, loss = 3.99434010 Validation score: -90.076893 Iteration 167, loss = 3.94353660 Validation score: -88.742562 Iteration 168, loss = 3.89272549 Validation score: -87.440821 Iteration 169, loss = 3.84253591 Validation score: -86.176485 Iteration 170, loss = 3.79232146 Validation score: -84.948491 Iteration 171, loss = 3.74249138 Validation score: -83.747667 Iteration 172, loss = 3.69206821 Validation score: -82.576320 Iteration 173, loss = 3.64207476 Validation score: -81.433387 Iteration 174, loss = 3.59255355 Validation score: -80.318088 Iteration 175, loss = 3.54339989 Validation score: -79.228984 Iteration 176, loss = 3.49336410 Validation score: -78.163493 Iteration 177, loss = 3.44323754 Validation score: -77.119567 Iteration 178, loss = 3.39343858 Validation score: -76.097645 Iteration 179, loss = 3.34403577 Validation score: -75.098016 Iteration 180, loss = 3.29463851 Validation score: -74.118964 Iteration 181, loss = 3.24510302 Validation score: -73.158930 Iteration 182, loss = 3.19580156 Validation score: -72.218470 Iteration 183, loss = 3.14694432 Validation score: -71.297986 Iteration 184, loss = 3.09856723 Validation score: -70.397755 Iteration 185, loss = 3.05070047 Validation score: -69.517945 Iteration 186, loss = 3.00260542 Validation score: -68.657611 Iteration 187, loss = 2.95481444 Validation score: -67.816894 Iteration 188, loss = 2.90727106 Validation score: -66.994085 Iteration 189, loss = 2.85986764 Validation score: -66.189441 Iteration 190, loss = 2.81296920 Validation score: -65.321228 Iteration 191, loss = 2.76646167 Validation score: -64.447149 Iteration 192, loss = 2.72035633 Validation score: -63.592832 Iteration 193, loss = 2.67484951 Validation score: -62.758250 Iteration 194, loss = 2.62996427 Validation score: -61.943310 Iteration 195, loss = 2.58571973 Validation score: -61.147864 Iteration 196, loss = 2.54213149 Validation score: -60.371719 Iteration 197, loss = 2.49921216 Validation score: -59.614639 Iteration 198, loss = 2.45697164 Validation score: -58.876360 Iteration 199, loss = 2.41541755 Validation score: -58.156586 Iteration 200, loss = 2.37455542 Validation score: -57.455000 Iteration 201, loss = 2.33438904 Validation score: -56.771265 Iteration 202, loss = 2.29491790 Validation score: -56.103963 Iteration 203, loss = 2.25591084 Validation score: -55.452945 Iteration 204, loss = 2.21759340 Validation score: -54.818028 Iteration 205, loss = 2.17996730 Validation score: -54.198993 Iteration 206, loss = 2.14303290 Validation score: -53.595595 Iteration 207, loss = 2.10678934 Validation score: -53.007569 Iteration 208, loss = 2.07123465 Validation score: -52.434626 Iteration 209, loss = 2.03636595 Validation score: -51.876468 Iteration 210, loss = 2.00217949 Validation score: -51.332779 Iteration 211, loss = 1.96867083 Validation score: -50.803239 Iteration 212, loss = 1.93583486 Validation score: -50.287516 Iteration 213, loss = 1.90366590 Validation score: -49.785277 Iteration 214, loss = 1.87215777 Validation score: -49.296185 Iteration 215, loss = 1.84130384 Validation score: -48.819899 Iteration 216, loss = 1.81109711 Validation score: -48.356080 Iteration 217, loss = 1.78153020 Validation score: -47.904391 Iteration 218, loss = 1.75259543 Validation score: -47.464494 Iteration 219, loss = 1.72428486 Validation score: -47.036056 Iteration 220, loss = 1.69659030 Validation score: -46.618747 Iteration 221, loss = 1.66950333 Validation score: -46.212242 Iteration 222, loss = 1.64288835 Validation score: -45.816735 Iteration 223, loss = 1.61677175 Validation score: -45.431895 Iteration 224, loss = 1.59122420 Validation score: -45.057393 Iteration 225, loss = 1.56623958 Validation score: -44.692908 Iteration 226, loss = 1.54130835 Validation score: -44.337871 Iteration 227, loss = 1.51651501 Validation score: -43.992053 Iteration 228, loss = 1.49221557 Validation score: -43.655219 Iteration 229, loss = 1.46850671 Validation score: -43.327212 Iteration 230, loss = 1.44535025 Validation score: -43.007823 Iteration 231, loss = 1.42269706 Validation score: -42.696276 Iteration 232, loss = 1.40052440 Validation score: -42.392414 Iteration 233, loss = 1.37885307 Validation score: -42.096069 Iteration 234, loss = 1.35768006 Validation score: -41.807061 Iteration 235, loss = 1.33700140 Validation score: -41.525205 Iteration 236, loss = 1.31681226 Validation score: -41.250306 Iteration 237, loss = 1.29712136 Validation score: -40.984006 Iteration 238, loss = 1.27801305 Validation score: -40.725996 Iteration 239, loss = 1.25937670 Validation score: -40.475972 Iteration 240, loss = 1.24120480 Validation score: -40.233633 Iteration 241, loss = 1.22348939 Validation score: -39.998682 Iteration 242, loss = 1.20622213 Validation score: -39.770830 Iteration 243, loss = 1.18939439 Validation score: -39.549792 Iteration 244, loss = 1.17299725 Validation score: -39.335290 Iteration 245, loss = 1.15702160 Validation score: -39.127054 Iteration 246, loss = 1.14143168 Validation score: -38.924807 Iteration 247, loss = 1.12624544 Validation score: -38.728309 Iteration 248, loss = 1.11145429 Validation score: -38.535445 Iteration 249, loss = 1.09704913 Validation score: -38.346890 Iteration 250, loss = 1.08302077 Validation score: -38.163635 Iteration 251, loss = 1.06935992 Validation score: -37.985447 Iteration 252, loss = 1.05603736 Validation score: -37.812140 Iteration 253, loss = 1.04306214 Validation score: -37.643502 Iteration 254, loss = 1.03042704 Validation score: -37.479326 Iteration 255, loss = 1.01812320 Validation score: -37.319416 Iteration 256, loss = 1.00614176 Validation score: -37.163579 Iteration 257, loss = 0.99447395 Validation score: -37.011635 Iteration 258, loss = 0.98311102 Validation score: -36.863408 Iteration 259, loss = 0.97204434 Validation score: -36.718733 Iteration 260, loss = 0.96126541 Validation score: -36.577451 Iteration 261, loss = 0.95077053 Validation score: -36.439645 Iteration 262, loss = 0.94065725 Validation score: -36.305156 Iteration 263, loss = 0.93080603 Validation score: -36.173826 Iteration 264, loss = 0.92120834 Validation score: -36.045509 Iteration 265, loss = 0.91185585 Validation score: -35.920064 Iteration 266, loss = 0.90274048 Validation score: -35.797356 Iteration 267, loss = 0.89385438 Validation score: -35.677261 Iteration 268, loss = 0.88518990 Validation score: -35.559658 Iteration 269, loss = 0.87673813 Validation score: -35.444535 Iteration 270, loss = 0.86849010 Validation score: -35.331776 Iteration 271, loss = 0.86044228 Validation score: -35.221271 Iteration 272, loss = 0.85251345 Validation score: -35.111293 Iteration 273, loss = 0.84472898 Validation score: -35.005008 Iteration 274, loss = 0.83701139 Validation score: -34.902188 Iteration 275, loss = 0.82945448 Validation score: -34.802625 Iteration 276, loss = 0.82205547 Validation score: -34.706127 Iteration 277, loss = 0.81481136 Validation score: -34.612518 Iteration 278, loss = 0.80771901 Validation score: -34.521641 Iteration 279, loss = 0.80077515 Validation score: -34.433348 Iteration 280, loss = 0.79397644 Validation score: -34.347508 Iteration 281, loss = 0.78731947 Validation score: -34.264001 Iteration 282, loss = 0.78080078 Validation score: -34.182717 Iteration 283, loss = 0.77441693 Validation score: -34.103560 Iteration 284, loss = 0.76816443 Validation score: -34.026440 Iteration 285, loss = 0.76203984 Validation score: -33.951278 Iteration 286, loss = 0.75603974 Validation score: -33.878003 Iteration 287, loss = 0.75016074 Validation score: -33.806552 Iteration 288, loss = 0.74439949 Validation score: -33.736869 Iteration 289, loss = 0.73875272 Validation score: -33.668904 Iteration 290, loss = 0.73321720 Validation score: -33.602613 Iteration 291, loss = 0.72778976 Validation score: -33.537959 Iteration 292, loss = 0.72247742 Validation score: -33.474956 Iteration 293, loss = 0.71726806 Validation score: -33.413562 Iteration 294, loss = 0.71215695 Validation score: -33.353736 Iteration 295, loss = 0.70714109 Validation score: -33.295444 Iteration 296, loss = 0.70221754 Validation score: -33.238657 Iteration 297, loss = 0.69738347 Validation score: -33.183347 Iteration 298, loss = 0.69263613 Validation score: -33.129492 Iteration 299, loss = 0.68800608 Validation score: -33.074301 Iteration 300, loss = 0.68346565 Validation score: -33.018022 Iteration 301, loss = 0.67899964 Validation score: -32.960885 Iteration 302, loss = 0.67460629 Validation score: -32.903102 Iteration 303, loss = 0.67026429 Validation score: -32.844135 Iteration 304, loss = 0.66598236 Validation score: -32.782965 Iteration 305, loss = 0.66172712 Validation score: -32.719968 Iteration 306, loss = 0.65753189 Validation score: -32.655485 Iteration 307, loss = 0.65339616 Validation score: -32.589832 Iteration 308, loss = 0.64931935 Validation score: -32.523294 Iteration 309, loss = 0.64530076 Validation score: -32.456134 Iteration 310, loss = 0.64133965 Validation score: -32.388591 Iteration 311, loss = 0.63743519 Validation score: -32.320882 Iteration 312, loss = 0.63358652 Validation score: -32.253205 Iteration 313, loss = 0.62979272 Validation score: -32.185741 Iteration 314, loss = 0.62606190 Validation score: -32.121149 Iteration 315, loss = 0.62239544 Validation score: -32.059310 Iteration 316, loss = 0.61877778 Validation score: -32.000114 Iteration 317, loss = 0.61520807 Validation score: -31.943462 Iteration 318, loss = 0.61168543 Validation score: -31.889265 Iteration 319, loss = 0.60820897 Validation score: -31.837440 Iteration 320, loss = 0.60477779 Validation score: -31.787912 Iteration 321, loss = 0.60139101 Validation score: -31.740613 Iteration 322, loss = 0.59804774 Validation score: -31.695481 Iteration 323, loss = 0.59474740 Validation score: -31.650123 Iteration 324, loss = 0.59150209 Validation score: -31.604727 Iteration 325, loss = 0.58829722 Validation score: -31.559463 Iteration 326, loss = 0.58513210 Validation score: -31.514485 Iteration 327, loss = 0.58200603 Validation score: -31.469933 Iteration 328, loss = 0.57891830 Validation score: -31.425935 Iteration 329, loss = 0.57586823 Validation score: -31.382605 Iteration 330, loss = 0.57285509 Validation score: -31.340047 Iteration 331, loss = 0.56987819 Validation score: -31.298354 Iteration 332, loss = 0.56694184 Validation score: -31.259766 Iteration 333, loss = 0.56404037 Validation score: -31.224128 Iteration 334, loss = 0.56116201 Validation score: -31.191209 Iteration 335, loss = 0.55831167 Validation score: -31.160878 Iteration 336, loss = 0.55549237 Validation score: -31.130930 Iteration 337, loss = 0.55270681 Validation score: -31.101472 Iteration 338, loss = 0.54995016 Validation score: -31.072600 Iteration 339, loss = 0.54722196 Validation score: -31.044403 Iteration 340, loss = 0.54452171 Validation score: -31.016959 Iteration 341, loss = 0.54184893 Validation score: -30.990340 Iteration 342, loss = 0.53920315 Validation score: -30.964610 Iteration 343, loss = 0.53658391 Validation score: -30.939825 Iteration 344, loss = 0.53399417 Validation score: -30.917974 Iteration 345, loss = 0.53142814 Validation score: -30.898895 Iteration 346, loss = 0.52888495 Validation score: -30.882442 Iteration 347, loss = 0.52636769 Validation score: -30.866593 Iteration 348, loss = 0.52387589 Validation score: -30.851421 Iteration 349, loss = 0.52140754 Validation score: -30.836992 Iteration 350, loss = 0.51896226 Validation score: -30.823366 Iteration 351, loss = 0.51653969 Validation score: -30.810595 Iteration 352, loss = 0.51413947 Validation score: -30.798727 Iteration 353, loss = 0.51176124 Validation score: -30.787802 Iteration 354, loss = 0.50940466 Validation score: -30.777857 Iteration 355, loss = 0.50706939 Validation score: -30.768924 Iteration 356, loss = 0.50475507 Validation score: -30.761031 Iteration 357, loss = 0.50246139 Validation score: -30.754201 Iteration 358, loss = 0.50018801 Validation score: -30.748455 Iteration 359, loss = 0.49793462 Validation score: -30.743810 Iteration 360, loss = 0.49570172 Validation score: -30.741948 Iteration 361, loss = 0.49348681 Validation score: -30.742703 Iteration 362, loss = 0.49129169 Validation score: -30.744286 Iteration 363, loss = 0.48911526 Validation score: -30.746728 Iteration 364, loss = 0.48695719 Validation score: -30.750059 Iteration 365, loss = 0.48481721 Validation score: -30.754302 Iteration 366, loss = 0.48269505 Validation score: -30.759477 Validation score did not improve more than tol=0.000000 for 5 consecutive epochs. Stopping. Iteration 1, loss = 12.74617815 Validation score: -1761.400015 Iteration 2, loss = 12.71347013 Validation score: -1757.216214 Iteration 3, loss = 12.68062250 Validation score: -1753.021297 Iteration 4, loss = 12.64761449 Validation score: -1748.814289 Iteration 5, loss = 12.61448744 Validation score: -1744.592257 Iteration 6, loss = 12.58118389 Validation score: -1740.353153 Iteration 7, loss = 12.54769654 Validation score: -1736.095832 Iteration 8, loss = 12.51402021 Validation score: -1731.819532 Iteration 9, loss = 12.48015002 Validation score: -1727.523630 Iteration 10, loss = 12.44607727 Validation score: -1723.207511 Iteration 11, loss = 12.41176348 Validation score: -1718.870337 Iteration 12, loss = 12.37720712 Validation score: -1714.511563 Iteration 13, loss = 12.34242871 Validation score: -1710.130632 Iteration 14, loss = 12.30742268 Validation score: -1705.726984 Iteration 15, loss = 12.27218386 Validation score: -1701.300061 Iteration 16, loss = 12.23639953 Validation score: -1696.851959 Iteration 17, loss = 12.20021363 Validation score: -1692.382069 Iteration 18, loss = 12.16375022 Validation score: -1687.889485 Iteration 19, loss = 12.12699475 Validation score: -1683.373379 Iteration 20, loss = 12.08993528 Validation score: -1678.833069 Iteration 21, loss = 12.05241909 Validation score: -1674.267834 Iteration 22, loss = 12.01460178 Validation score: -1669.677006 Iteration 23, loss = 11.97648045 Validation score: -1665.059957 Iteration 24, loss = 11.93803055 Validation score: -1660.415944 Iteration 25, loss = 11.89920440 Validation score: -1655.744436 Iteration 26, loss = 11.86001877 Validation score: -1651.044920 Iteration 27, loss = 11.82050354 Validation score: -1646.316910 Iteration 28, loss = 11.78065281 Validation score: -1641.559951 Iteration 29, loss = 11.74046272 Validation score: -1636.773611 Iteration 30, loss = 11.69997032 Validation score: -1631.958875 Iteration 31, loss = 11.65929415 Validation score: -1627.116373 Iteration 32, loss = 11.61829552 Validation score: -1622.245685 Iteration 33, loss = 11.57695728 Validation score: -1617.346408 Iteration 34, loss = 11.53527611 Validation score: -1612.418161 Iteration 35, loss = 11.49324881 Validation score: -1607.460584 Iteration 36, loss = 11.45087231 Validation score: -1602.473335 Iteration 37, loss = 11.40814369 Validation score: -1597.456091 Iteration 38, loss = 11.36506016 Validation score: -1592.408549 Iteration 39, loss = 11.32161911 Validation score: -1587.330422 Iteration 40, loss = 11.27765739 Validation score: -1582.221462 Iteration 41, loss = 11.23322792 Validation score: -1577.081552 Iteration 42, loss = 11.18840114 Validation score: -1571.900880 Iteration 43, loss = 11.14317934 Validation score: -1566.610204 Iteration 44, loss = 11.09756429 Validation score: -1561.284596 Iteration 45, loss = 11.05155737 Validation score: -1555.923812 Iteration 46, loss = 11.00515971 Validation score: -1550.527617 Iteration 47, loss = 10.95837221 Validation score: -1545.095787 Iteration 48, loss = 10.91116102 Validation score: -1539.628006 Iteration 49, loss = 10.86352275 Validation score: -1534.124070 Iteration 50, loss = 10.81548940 Validation score: -1528.583785 Iteration 51, loss = 10.76706193 Validation score: -1523.006974 Iteration 52, loss = 10.71824126 Validation score: -1517.393470 Iteration 53, loss = 10.66902830 Validation score: -1511.743124 Iteration 54, loss = 10.61942395 Validation score: -1506.055798 Iteration 55, loss = 10.56942916 Validation score: -1500.331371 Iteration 56, loss = 10.51904494 Validation score: -1494.598546 Iteration 57, loss = 10.46827235 Validation score: -1488.829240 Iteration 58, loss = 10.41708044 Validation score: -1483.022767 Iteration 59, loss = 10.36548949 Validation score: -1477.179115 Iteration 60, loss = 10.31350955 Validation score: -1471.298280 Iteration 61, loss = 10.26114237 Validation score: -1465.380269 Iteration 62, loss = 10.20838788 Validation score: -1459.366444 Iteration 63, loss = 10.15522684 Validation score: -1453.295814 Iteration 64, loss = 10.10168033 Validation score: -1447.152093 Iteration 65, loss = 10.04773844 Validation score: -1440.945185 Iteration 66, loss = 9.99329826 Validation score: -1434.692555 Iteration 67, loss = 9.93845435 Validation score: -1428.395611 Iteration 68, loss = 9.88321521 Validation score: -1422.080016 Iteration 69, loss = 9.82758703 Validation score: -1415.736367 Iteration 70, loss = 9.77157509 Validation score: -1409.350091 Iteration 71, loss = 9.71518429 Validation score: -1402.921590 Iteration 72, loss = 9.65841929 Validation score: -1396.451218 Iteration 73, loss = 9.60127756 Validation score: -1389.938096 Iteration 74, loss = 9.54368939 Validation score: -1383.381641 Iteration 75, loss = 9.48565908 Validation score: -1376.782393 Iteration 76, loss = 9.42725718 Validation score: -1370.140852 Iteration 77, loss = 9.36848978 Validation score: -1363.457480 Iteration 78, loss = 9.30936294 Validation score: -1356.732717 Iteration 79, loss = 9.24988270 Validation score: -1349.966979 Iteration 80, loss = 9.19005512 Validation score: -1343.160671 Iteration 81, loss = 9.12989634 Validation score: -1336.314188 Iteration 82, loss = 9.06934833 Validation score: -1329.426739 Iteration 83, loss = 9.00843149 Validation score: -1322.498855 Iteration 84, loss = 8.94715251 Validation score: -1315.530684 Iteration 85, loss = 8.88553745 Validation score: -1308.522747 Iteration 86, loss = 8.82359922 Validation score: -1301.475548 Iteration 87, loss = 8.76136222 Validation score: -1294.389587 Iteration 88, loss = 8.69887880 Validation score: -1287.124129 Iteration 89, loss = 8.63598299 Validation score: -1279.778957 Iteration 90, loss = 8.57269137 Validation score: -1272.389056 Iteration 91, loss = 8.50909896 Validation score: -1264.954906 Iteration 92, loss = 8.44521482 Validation score: -1257.476978 Iteration 93, loss = 8.38104796 Validation score: -1249.955731 Iteration 94, loss = 8.31660737 Validation score: -1242.391623 Iteration 95, loss = 8.25190203 Validation score: -1234.785107 Iteration 96, loss = 8.18694097 Validation score: -1227.136642 Iteration 97, loss = 8.12173325 Validation score: -1219.446686 Iteration 98, loss = 8.05628801 Validation score: -1211.715705 Iteration 99, loss = 7.99061447 Validation score: -1203.944172 Iteration 100, loss = 7.92472191 Validation score: -1196.132569 Iteration 101, loss = 7.85854410 Validation score: -1188.279813 Iteration 102, loss = 7.79213440 Validation score: -1180.386592 Iteration 103, loss = 7.72552342 Validation score: -1172.453583 Iteration 104, loss = 7.65856377 Validation score: -1164.472863 Iteration 105, loss = 7.59132698 Validation score: -1156.445893 Iteration 106, loss = 7.52388848 Validation score: -1148.374042 Iteration 107, loss = 7.45606707 Validation score: -1140.256592 Iteration 108, loss = 7.38802083 Validation score: -1132.095044 Iteration 109, loss = 7.31978793 Validation score: -1123.890801 Iteration 110, loss = 7.25109973 Validation score: -1115.643162 Iteration 111, loss = 7.18211257 Validation score: -1107.353631 Iteration 112, loss = 7.11267208 Validation score: -1099.021873 Iteration 113, loss = 7.04279222 Validation score: -1090.642196 Iteration 114, loss = 6.97247230 Validation score: -1082.215148 Iteration 115, loss = 6.90186624 Validation score: -1073.742767 Iteration 116, loss = 6.83099875 Validation score: -1065.225680 Iteration 117, loss = 6.75929319 Validation score: -1056.663307 Iteration 118, loss = 6.68710281 Validation score: -1048.057787 Iteration 119, loss = 6.61472828 Validation score: -1039.411097 Iteration 120, loss = 6.54216870 Validation score: -1030.725081 Iteration 121, loss = 6.46945442 Validation score: -1022.001479 Iteration 122, loss = 6.39666507 Validation score: -1013.241946 Iteration 123, loss = 6.32377071 Validation score: -1004.448072 Iteration 124, loss = 6.25080518 Validation score: -995.621397 Iteration 125, loss = 6.17787546 Validation score: -986.763438 Iteration 126, loss = 6.10491608 Validation score: -977.875682 Iteration 127, loss = 6.03194710 Validation score: -968.959604 Iteration 128, loss = 5.95898782 Validation score: -960.016669 Iteration 129, loss = 5.88605691 Validation score: -951.048342 Iteration 130, loss = 5.81322887 Validation score: -942.056098 Iteration 131, loss = 5.74050400 Validation score: -933.041428 Iteration 132, loss = 5.66786068 Validation score: -924.005839 Iteration 133, loss = 5.59522384 Validation score: -914.951700 Iteration 134, loss = 5.52249788 Validation score: -905.879782 Iteration 135, loss = 5.44980237 Validation score: -896.791685 Iteration 136, loss = 5.37728014 Validation score: -887.689034 Iteration 137, loss = 5.30491780 Validation score: -878.573477 Iteration 138, loss = 5.23245452 Validation score: -869.445704 Iteration 139, loss = 5.16007919 Validation score: -860.307533 Iteration 140, loss = 5.08783951 Validation score: -851.160791 Iteration 141, loss = 5.01575997 Validation score: -842.007321 Iteration 142, loss = 4.94386401 Validation score: -832.848987 Iteration 143, loss = 4.87217425 Validation score: -823.687669 Iteration 144, loss = 4.80045367 Validation score: -814.524655 Iteration 145, loss = 4.72878462 Validation score: -805.361958 Iteration 146, loss = 4.65716990 Validation score: -796.200134 Iteration 147, loss = 4.58563367 Validation score: -787.041226 Iteration 148, loss = 4.51434671 Validation score: -777.887803 Iteration 149, loss = 4.44313233 Validation score: -768.738370 Iteration 150, loss = 4.37223432 Validation score: -759.596555 Iteration 151, loss = 4.30167678 Validation score: -750.465367 Iteration 152, loss = 4.23149651 Validation score: -741.347736 Iteration 153, loss = 4.16172182 Validation score: -732.246523 Iteration 154, loss = 4.09237982 Validation score: -723.164531 Iteration 155, loss = 4.02349650 Validation score: -714.104506 Iteration 156, loss = 3.95509681 Validation score: -705.069144 Iteration 157, loss = 3.88720518 Validation score: -696.061098 Iteration 158, loss = 3.81986748 Validation score: -687.082979 Iteration 159, loss = 3.75308337 Validation score: -678.137358 Iteration 160, loss = 3.68687416 Validation score: -669.226767 Iteration 161, loss = 3.62126040 Validation score: -660.353705 Iteration 162, loss = 3.55626200 Validation score: -651.520633 Iteration 163, loss = 3.49189819 Validation score: -642.729978 Iteration 164, loss = 3.42818756 Validation score: -633.963469 Iteration 165, loss = 3.36522831 Validation score: -625.168654 Iteration 166, loss = 3.30299632 Validation score: -616.423090 Iteration 167, loss = 3.24150070 Validation score: -607.729272 Iteration 168, loss = 3.18075771 Validation score: -599.089646 Iteration 169, loss = 3.12078306 Validation score: -590.506603 Iteration 170, loss = 3.06160613 Validation score: -581.982485 Iteration 171, loss = 3.00322503 Validation score: -573.519576 Iteration 172, loss = 2.94565289 Validation score: -565.120110 Iteration 173, loss = 2.88890467 Validation score: -556.786263 Iteration 174, loss = 2.83298980 Validation score: -548.520156 Iteration 175, loss = 2.77791701 Validation score: -540.323853 Iteration 176, loss = 2.72369649 Validation score: -532.199358 Iteration 177, loss = 2.66992540 Validation score: -524.136749 Iteration 178, loss = 2.61673091 Validation score: -516.139402 Iteration 179, loss = 2.56431452 Validation score: -508.209286 Iteration 180, loss = 2.51270772 Validation score: -500.349638 Iteration 181, loss = 2.46195240 Validation score: -492.566871 Iteration 182, loss = 2.41209041 Validation score: -484.886083 Iteration 183, loss = 2.36311071 Validation score: -477.283887 Iteration 184, loss = 2.31501580 Validation score: -469.762659 Iteration 185, loss = 2.26781274 Validation score: -462.324598 Iteration 186, loss = 2.22150754 Validation score: -454.971740 Iteration 187, loss = 2.17610495 Validation score: -447.705967 Iteration 188, loss = 2.13160843 Validation score: -440.374643 Iteration 189, loss = 2.08802027 Validation score: -433.124246 Iteration 190, loss = 2.04534157 Validation score: -425.966615 Iteration 191, loss = 2.00355608 Validation score: -418.898585 Iteration 192, loss = 1.96223044 Validation score: -411.915762 Iteration 193, loss = 1.92144131 Validation score: -405.018748 Iteration 194, loss = 1.88144409 Validation score: -398.210862 Iteration 195, loss = 1.84230185 Validation score: -391.494856 Iteration 196, loss = 1.80417006 Validation score: -384.874075 Iteration 197, loss = 1.76697976 Validation score: -378.350717 Iteration 198, loss = 1.73068193 Validation score: -371.926656 Iteration 199, loss = 1.69527441 Validation score: -365.603481 Iteration 200, loss = 1.66075331 Validation score: -359.382530 Iteration 201, loss = 1.62711312 Validation score: -353.264912 Iteration 202, loss = 1.59419531 Validation score: -347.244498 Iteration 203, loss = 1.56199138 Validation score: -341.323285 Iteration 204, loss = 1.53063322 Validation score: -335.502880 Iteration 205, loss = 1.50011437 Validation score: -329.784561 Iteration 206, loss = 1.47042661 Validation score: -324.169317 Iteration 207, loss = 1.44156134 Validation score: -318.657750 Iteration 208, loss = 1.41390248 Validation score: -313.260931 Iteration 209, loss = 1.38715652 Validation score: -307.978609 Iteration 210, loss = 1.36122112 Validation score: -302.810405 Iteration 211, loss = 1.33607724 Validation score: -297.755812 Iteration 212, loss = 1.31170545 Validation score: -292.814202 Iteration 213, loss = 1.28808601 Validation score: -287.984831 Iteration 214, loss = 1.26519891 Validation score: -283.266842 Iteration 215, loss = 1.24302398 Validation score: -278.659269 Iteration 216, loss = 1.22154104 Validation score: -274.161045 Iteration 217, loss = 1.20057476 Validation score: -269.774892 Iteration 218, loss = 1.18014316 Validation score: -265.499204 Iteration 219, loss = 1.16031621 Validation score: -261.332320 Iteration 220, loss = 1.14107774 Validation score: -257.272528 Iteration 221, loss = 1.12241133 Validation score: -253.318067 Iteration 222, loss = 1.10430042 Validation score: -249.467131 Iteration 223, loss = 1.08672840 Validation score: -245.717870 Iteration 224, loss = 1.06967865 Validation score: -242.068395 Iteration 225, loss = 1.05313463 Validation score: -238.516781 Iteration 226, loss = 1.03707996 Validation score: -235.061070 Iteration 227, loss = 1.02149842 Validation score: -231.699276 Iteration 228, loss = 1.00637405 Validation score: -228.429387 Iteration 229, loss = 0.99169116 Validation score: -225.249369 Iteration 230, loss = 0.97743438 Validation score: -222.157173 Iteration 231, loss = 0.96358868 Validation score: -219.150733 Iteration 232, loss = 0.95013940 Validation score: -216.227972 Iteration 233, loss = 0.93707230 Validation score: -213.386810 Iteration 234, loss = 0.92437350 Validation score: -210.625162 Iteration 235, loss = 0.91202959 Validation score: -207.940941 Iteration 236, loss = 0.90002789 Validation score: -205.332069 Iteration 237, loss = 0.88835570 Validation score: -202.796470 Iteration 238, loss = 0.87700074 Validation score: -200.332081 Iteration 239, loss = 0.86595135 Validation score: -197.936853 Iteration 240, loss = 0.85519629 Validation score: -195.608753 Iteration 241, loss = 0.84472476 Validation score: -193.345766 Iteration 242, loss = 0.83452640 Validation score: -191.145901 Iteration 243, loss = 0.82459124 Validation score: -189.007190 Iteration 244, loss = 0.81490976 Validation score: -186.927693 Iteration 245, loss = 0.80547283 Validation score: -184.905499 Iteration 246, loss = 0.79627168 Validation score: -182.938726 Iteration 247, loss = 0.78729797 Validation score: -181.025528 Iteration 248, loss = 0.77854369 Validation score: -179.164091 Iteration 249, loss = 0.77000118 Validation score: -177.352637 Iteration 250, loss = 0.76166314 Validation score: -175.589428 Iteration 251, loss = 0.75352259 Validation score: -173.872761 Iteration 252, loss = 0.74557285 Validation score: -172.200976 Iteration 253, loss = 0.73780753 Validation score: -170.572450 Iteration 254, loss = 0.73022055 Validation score: -168.985605 Iteration 255, loss = 0.72280608 Validation score: -167.438902 Iteration 256, loss = 0.71555856 Validation score: -165.930844 Iteration 257, loss = 0.70847272 Validation score: -164.459980 Iteration 258, loss = 0.70154344 Validation score: -163.024896 Iteration 259, loss = 0.69476580 Validation score: -161.624226 Iteration 260, loss = 0.68813514 Validation score: -160.256644 Iteration 261, loss = 0.68164724 Validation score: -158.920869 Iteration 262, loss = 0.67529824 Validation score: -157.615659 Iteration 263, loss = 0.66908361 Validation score: -156.339818 Iteration 264, loss = 0.66299921 Validation score: -155.092190 Iteration 265, loss = 0.65704129 Validation score: -153.871659 Iteration 266, loss = 0.65120621 Validation score: -152.677153 Iteration 267, loss = 0.64549049 Validation score: -151.507640 Iteration 268, loss = 0.63989079 Validation score: -150.362125 Iteration 269, loss = 0.63440388 Validation score: -149.239656 Iteration 270, loss = 0.62902667 Validation score: -148.139315 Iteration 271, loss = 0.62375617 Validation score: -147.060225 Iteration 272, loss = 0.61858950 Validation score: -146.001544 Iteration 273, loss = 0.61352389 Validation score: -144.962466 Iteration 274, loss = 0.60855668 Validation score: -143.942220 Iteration 275, loss = 0.60368526 Validation score: -142.940068 Iteration 276, loss = 0.59890716 Validation score: -141.955306 Iteration 277, loss = 0.59421996 Validation score: -140.987262 Iteration 278, loss = 0.58962133 Validation score: -140.035295 Iteration 279, loss = 0.58510903 Validation score: -139.098793 Iteration 280, loss = 0.58068087 Validation score: -138.177174 Iteration 281, loss = 0.57633474 Validation score: -137.269884 Iteration 282, loss = 0.57206861 Validation score: -136.376397 Iteration 283, loss = 0.56788050 Validation score: -135.496211 Iteration 284, loss = 0.56376848 Validation score: -134.628851 Iteration 285, loss = 0.55970354 Validation score: -133.768779 Iteration 286, loss = 0.55548567 Validation score: -132.916151 Iteration 287, loss = 0.55131879 Validation score: -132.071091 Iteration 288, loss = 0.54720413 Validation score: -131.233698 Iteration 289, loss = 0.54314267 Validation score: -130.404043 Iteration 290, loss = 0.53913514 Validation score: -129.582180 Iteration 291, loss = 0.53518208 Validation score: -128.768143 Iteration 292, loss = 0.53128381 Validation score: -127.961952 Iteration 293, loss = 0.52744052 Validation score: -127.163611 Iteration 294, loss = 0.52365224 Validation score: -126.373116 Iteration 295, loss = 0.51991886 Validation score: -125.590450 Iteration 296, loss = 0.51624018 Validation score: -124.815591 Iteration 297, loss = 0.51261591 Validation score: -124.048506 Iteration 298, loss = 0.50904565 Validation score: -123.289160 Iteration 299, loss = 0.50552896 Validation score: -122.537509 Iteration 300, loss = 0.50206530 Validation score: -121.793508 Iteration 301, loss = 0.49865412 Validation score: -121.057107 Iteration 302, loss = 0.49529478 Validation score: -120.328253 Iteration 303, loss = 0.49198665 Validation score: -119.606891 Iteration 304, loss = 0.48872903 Validation score: -118.892964 Iteration 305, loss = 0.48552121 Validation score: -118.186413 Iteration 306, loss = 0.48236247 Validation score: -117.487177 Iteration 307, loss = 0.47925205 Validation score: -116.795195 Iteration 308, loss = 0.47618919 Validation score: -116.110406 Iteration 309, loss = 0.47317312 Validation score: -115.432747 Iteration 310, loss = 0.47020307 Validation score: -114.762153 Iteration 311, loss = 0.46727825 Validation score: -114.098563 Iteration 312, loss = 0.46439789 Validation score: -113.441911 Iteration 313, loss = 0.46147480 Validation score: -112.783328 Iteration 314, loss = 0.45847736 Validation score: -112.126067 Iteration 315, loss = 0.45545116 Validation score: -111.470798 Iteration 316, loss = 0.45244026 Validation score: -110.818120 Iteration 317, loss = 0.44944776 Validation score: -110.168571 Iteration 318, loss = 0.44647637 Validation score: -109.522631 Iteration 319, loss = 0.44352849 Validation score: -108.880725 Iteration 320, loss = 0.44060620 Validation score: -108.243232 Iteration 321, loss = 0.43771131 Validation score: -107.610487 Iteration 322, loss = 0.43484536 Validation score: -106.982783 Iteration 323, loss = 0.43200965 Validation score: -106.360377 Iteration 324, loss = 0.42920530 Validation score: -105.743492 Iteration 325, loss = 0.42643321 Validation score: -105.132321 Iteration 326, loss = 0.42369413 Validation score: -104.527027 Iteration 327, loss = 0.42098862 Validation score: -103.927749 Iteration 328, loss = 0.41831714 Validation score: -103.334601 Iteration 329, loss = 0.41568002 Validation score: -102.747679 Iteration 330, loss = 0.41307745 Validation score: -102.167055 Iteration 331, loss = 0.41050954 Validation score: -101.592785 Iteration 332, loss = 0.40797633 Validation score: -101.024912 Iteration 333, loss = 0.40547776 Validation score: -100.463459 Iteration 334, loss = 0.40301370 Validation score: -99.908440 Iteration 335, loss = 0.40058397 Validation score: -99.359856 Iteration 336, loss = 0.39818833 Validation score: -98.817695 Iteration 337, loss = 0.39582650 Validation score: -98.281938 Iteration 338, loss = 0.39349816 Validation score: -97.752557 Iteration 339, loss = 0.39120295 Validation score: -97.229514 Iteration 340, loss = 0.38894049 Validation score: -96.712765 Iteration 341, loss = 0.38671036 Validation score: -96.202262 Iteration 342, loss = 0.38451213 Validation score: -95.697948 Iteration 343, loss = 0.38234535 Validation score: -95.199764 Iteration 344, loss = 0.38020955 Validation score: -94.707644 Iteration 345, loss = 0.37810427 Validation score: -94.221521 Iteration 346, loss = 0.37604306 Validation score: -93.740350 Iteration 347, loss = 0.37402275 Validation score: -93.264138 Iteration 348, loss = 0.37203254 Validation score: -92.792882 Iteration 349, loss = 0.37007179 Validation score: -92.326573 Iteration 350, loss = 0.36813985 Validation score: -91.865196 Iteration 351, loss = 0.36624269 Validation score: -91.406588 Iteration 352, loss = 0.36438721 Validation score: -90.951021 Iteration 353, loss = 0.36255867 Validation score: -90.498748 Iteration 354, loss = 0.36075646 Validation score: -90.049995 Iteration 355, loss = 0.35897997 Validation score: -89.604970 Iteration 356, loss = 0.35722860 Validation score: -89.163858 Iteration 357, loss = 0.35550180 Validation score: -88.726826 Iteration 358, loss = 0.35379899 Validation score: -88.294021 Iteration 359, loss = 0.35211964 Validation score: -87.865569 Iteration 360, loss = 0.35046320 Validation score: -87.441581 Iteration 361, loss = 0.34882916 Validation score: -87.022150 Iteration 362, loss = 0.34721701 Validation score: -86.525866 Iteration 363, loss = 0.34562625 Validation score: -86.000025 Iteration 364, loss = 0.34405639 Validation score: -85.480869 Iteration 365, loss = 0.34250697 Validation score: -84.968398 Iteration 366, loss = 0.34097752 Validation score: -84.462600 Iteration 367, loss = 0.33946759 Validation score: -83.963451 Iteration 368, loss = 0.33797675 Validation score: -83.470916 Iteration 369, loss = 0.33650456 Validation score: -82.984950 Iteration 370, loss = 0.33505060 Validation score: -82.505498 Iteration 371, loss = 0.33361447 Validation score: -82.032498 Iteration 372, loss = 0.33219578 Validation score: -81.565881 Iteration 373, loss = 0.33079413 Validation score: -81.105570 Iteration 374, loss = 0.32940916 Validation score: -80.651483 Iteration 375, loss = 0.32805030 Validation score: -80.197514 Iteration 376, loss = 0.32671442 Validation score: -79.744210 Iteration 377, loss = 0.32539382 Validation score: -79.292076 Iteration 378, loss = 0.32408829 Validation score: -78.841579 Iteration 379, loss = 0.32279761 Validation score: -78.393145 Iteration 380, loss = 0.32152156 Validation score: -77.947164 Iteration 381, loss = 0.32025992 Validation score: -77.503990 Iteration 382, loss = 0.31901247 Validation score: -77.063946 Iteration 383, loss = 0.31777898 Validation score: -76.627319 Iteration 384, loss = 0.31655922 Validation score: -76.194368 Iteration 385, loss = 0.31535297 Validation score: -75.765324 Iteration 386, loss = 0.31416000 Validation score: -75.340388 Iteration 387, loss = 0.31298008 Validation score: -74.919738 Iteration 388, loss = 0.31181298 Validation score: -74.503527 Iteration 389, loss = 0.31065847 Validation score: -74.091886 Iteration 390, loss = 0.30951632 Validation score: -73.684923 Iteration 391, loss = 0.30838630 Validation score: -73.282729 Iteration 392, loss = 0.30726818 Validation score: -72.885375 Iteration 393, loss = 0.30616173 Validation score: -72.492914 Iteration 394, loss = 0.30506674 Validation score: -72.105386 Iteration 395, loss = 0.30398298 Validation score: -71.722814 Iteration 396, loss = 0.30291022 Validation score: -71.345210 Iteration 397, loss = 0.30184827 Validation score: -70.972572 Iteration 398, loss = 0.30079689 Validation score: -70.604886 Iteration 399, loss = 0.29975589 Validation score: -70.242131 Iteration 400, loss = 0.29872505 Validation score: -69.884273 Iteration 401, loss = 0.29770417 Validation score: -69.531274 Iteration 402, loss = 0.29669306 Validation score: -69.183084 Iteration 403, loss = 0.29569153 Validation score: -68.839651 Iteration 404, loss = 0.29469937 Validation score: -68.500913 Iteration 405, loss = 0.29371640 Validation score: -68.166807 Iteration 406, loss = 0.29274244 Validation score: -67.837262 Iteration 407, loss = 0.29177732 Validation score: -67.512205 Iteration 408, loss = 0.29082085 Validation score: -67.191560 Iteration 409, loss = 0.28987287 Validation score: -66.875248 Iteration 410, loss = 0.28893321 Validation score: -66.563188 Iteration 411, loss = 0.28799985 Validation score: -66.255287 Iteration 412, loss = 0.28707008 Validation score: -65.951455 Iteration 413, loss = 0.28614751 Validation score: -65.651599 Iteration 414, loss = 0.28523204 Validation score: -65.355627 Iteration 415, loss = 0.28432359 Validation score: -65.063448 Iteration 416, loss = 0.28342207 Validation score: -64.774969 Iteration 417, loss = 0.28252899 Validation score: -64.497340 Iteration 418, loss = 0.28163946 Validation score: -64.222462 Iteration 419, loss = 0.28075816 Validation score: -63.950292 Iteration 420, loss = 0.27988340 Validation score: -63.680786 Iteration 421, loss = 0.27901508 Validation score: -63.413905 Iteration 422, loss = 0.27815311 Validation score: -63.149606 Iteration 423, loss = 0.27729740 Validation score: -62.887851 Iteration 424, loss = 0.27644785 Validation score: -62.628602 Iteration 425, loss = 0.27560439 Validation score: -62.371821 Iteration 426, loss = 0.27476691 Validation score: -62.117473 Iteration 427, loss = 0.27393532 Validation score: -61.865523 Iteration 428, loss = 0.27310954 Validation score: -61.615937 Iteration 429, loss = 0.27228947 Validation score: -61.368682 Iteration 430, loss = 0.27147503 Validation score: -61.123726 Iteration 431, loss = 0.27066613 Validation score: -60.881040 Iteration 432, loss = 0.26986269 Validation score: -60.640592 Iteration 433, loss = 0.26906461 Validation score: -60.402355 Iteration 434, loss = 0.26827182 Validation score: -60.166301 Iteration 435, loss = 0.26748423 Validation score: -59.932401 Iteration 436, loss = 0.26670176 Validation score: -59.700632 Iteration 437, loss = 0.26592434 Validation score: -59.470965 Iteration 438, loss = 0.26515187 Validation score: -59.243378 Iteration 439, loss = 0.26438429 Validation score: -59.017844 Iteration 440, loss = 0.26362152 Validation score: -58.794342 Iteration 441, loss = 0.26286349 Validation score: -58.572848 Iteration 442, loss = 0.26211012 Validation score: -58.353338 Iteration 443, loss = 0.26136133 Validation score: -58.135792 Iteration 444, loss = 0.26061707 Validation score: -57.920188 Iteration 445, loss = 0.25987725 Validation score: -57.706504 Iteration 446, loss = 0.25914182 Validation score: -57.494719 Iteration 447, loss = 0.25841070 Validation score: -57.284813 Iteration 448, loss = 0.25768382 Validation score: -57.076765 Iteration 449, loss = 0.25696114 Validation score: -56.870556 Iteration 450, loss = 0.25624258 Validation score: -56.666166 Iteration 451, loss = 0.25552808 Validation score: -56.463575 Iteration 452, loss = 0.25481758 Validation score: -56.262764 Iteration 453, loss = 0.25411102 Validation score: -56.063713 Iteration 454, loss = 0.25340834 Validation score: -55.866404 Iteration 455, loss = 0.25270949 Validation score: -55.670818 Iteration 456, loss = 0.25201441 Validation score: -55.476936 Iteration 457, loss = 0.25132305 Validation score: -55.284739 Iteration 458, loss = 0.25063536 Validation score: -55.094209 Iteration 459, loss = 0.24995127 Validation score: -54.905327 Iteration 460, loss = 0.24927074 Validation score: -54.718075 Iteration 461, loss = 0.24859372 Validation score: -54.532436 Iteration 462, loss = 0.24792016 Validation score: -54.348390 Iteration 463, loss = 0.24725002 Validation score: -54.165919 Iteration 464, loss = 0.24658323 Validation score: -53.985007 Iteration 465, loss = 0.24591977 Validation score: -53.805633 Iteration 466, loss = 0.24525957 Validation score: -53.627782 Iteration 467, loss = 0.24460260 Validation score: -53.451435 Iteration 468, loss = 0.24394882 Validation score: -53.276575 Iteration 469, loss = 0.24329817 Validation score: -53.103183 Iteration 470, loss = 0.24265063 Validation score: -52.931242 Iteration 471, loss = 0.24200614 Validation score: -52.760736 Iteration 472, loss = 0.24136466 Validation score: -52.591646 Iteration 473, loss = 0.24072616 Validation score: -52.423956 Iteration 474, loss = 0.24009060 Validation score: -52.257649 Iteration 475, loss = 0.23945794 Validation score: -52.092706 Iteration 476, loss = 0.23882814 Validation score: -51.929113 Iteration 477, loss = 0.23820116 Validation score: -51.766851 Iteration 478, loss = 0.23757697 Validation score: -51.605904 Iteration 479, loss = 0.23695554 Validation score: -51.446257 Iteration 480, loss = 0.23633682 Validation score: -51.287891 Iteration 481, loss = 0.23572078 Validation score: -51.130792 Iteration 482, loss = 0.23510739 Validation score: -50.974944 Iteration 483, loss = 0.23449662 Validation score: -50.820329 Iteration 484, loss = 0.23388843 Validation score: -50.666933 Iteration 485, loss = 0.23328279 Validation score: -50.514741 Iteration 486, loss = 0.23267967 Validation score: -50.363736 Iteration 487, loss = 0.23207904 Validation score: -50.213903 Iteration 488, loss = 0.23148087 Validation score: -50.065228 Iteration 489, loss = 0.23088512 Validation score: -49.917695 Iteration 490, loss = 0.23029177 Validation score: -49.771290 Iteration 491, loss = 0.22970080 Validation score: -49.625999 Iteration 492, loss = 0.22911216 Validation score: -49.481806 Iteration 493, loss = 0.22852584 Validation score: -49.338699 Iteration 494, loss = 0.22794180 Validation score: -49.196662 Iteration 495, loss = 0.22736003 Validation score: -49.055683 Iteration 496, loss = 0.22678048 Validation score: -48.915747 Iteration 497, loss = 0.22620596 Validation score: -48.776838 Iteration 498, loss = 0.22563550 Validation score: -48.638939 Iteration 499, loss = 0.22506746 Validation score: -48.502033 Iteration 500, loss = 0.22450179 Validation score: -48.366104 Iteration 501, loss = 0.22393847 Validation score: -48.231137 Iteration 502, loss = 0.22337745 Validation score: -48.097118 Iteration 503, loss = 0.22281871 Validation score: -47.964032 Iteration 504, loss = 0.22226221 Validation score: -47.831866 Iteration 505, loss = 0.22171056 Validation score: -47.700605 Iteration 506, loss = 0.22116174 Validation score: -47.570230 Iteration 507, loss = 0.22061531 Validation score: -47.440723 Iteration 508, loss = 0.22007119 Validation score: -47.312067 Iteration 509, loss = 0.21952936 Validation score: -47.184248 Iteration 510, loss = 0.21898976 Validation score: -47.057252 Iteration 511, loss = 0.21845327 Validation score: -46.931066 Iteration 512, loss = 0.21791920 Validation score: -46.805679 Iteration 513, loss = 0.21738716 Validation score: -46.681080 Iteration 514, loss = 0.21685713 Validation score: -46.557260 Iteration 515, loss = 0.21632906 Validation score: -46.434212 Iteration 516, loss = 0.21580294 Validation score: -46.311927 Iteration 517, loss = 0.21527875 Validation score: -46.190401 Iteration 518, loss = 0.21475646 Validation score: -46.069626 Iteration 519, loss = 0.21423605 Validation score: -45.949598 Iteration 520, loss = 0.21371750 Validation score: -45.830310 Iteration 521, loss = 0.21319634 Validation score: -45.711104 Iteration 522, loss = 0.21262544 Validation score: -45.592062 Iteration 523, loss = 0.21205052 Validation score: -45.473266 Iteration 524, loss = 0.21147227 Validation score: -45.354793 Iteration 525, loss = 0.21089128 Validation score: -45.236718 Iteration 526, loss = 0.21030812 Validation score: -45.119112 Iteration 527, loss = 0.20972327 Validation score: -45.002039 Iteration 528, loss = 0.20913717 Validation score: -44.885562 Iteration 529, loss = 0.20855022 Validation score: -44.769738 Iteration 530, loss = 0.20796296 Validation score: -44.654618 Iteration 531, loss = 0.20737592 Validation score: -44.540248 Iteration 532, loss = 0.20678887 Validation score: -44.426671 Iteration 533, loss = 0.20620207 Validation score: -44.313921 Iteration 534, loss = 0.20561575 Validation score: -44.202031 Iteration 535, loss = 0.20503012 Validation score: -44.091026 Iteration 536, loss = 0.20444536 Validation score: -43.980930 Iteration 537, loss = 0.20386175 Validation score: -43.871760 Iteration 538, loss = 0.20327971 Validation score: -43.763530 Iteration 539, loss = 0.20269899 Validation score: -43.656251 Iteration 540, loss = 0.20211971 Validation score: -43.549932 Iteration 541, loss = 0.20154197 Validation score: -43.444578 Iteration 542, loss = 0.20096586 Validation score: -43.340191 Iteration 543, loss = 0.20039145 Validation score: -43.236771 Iteration 544, loss = 0.19981881 Validation score: -43.134315 Iteration 545, loss = 0.19924805 Validation score: -43.032818 Iteration 546, loss = 0.19867933 Validation score: -42.932274 Iteration 547, loss = 0.19811241 Validation score: -42.832671 Iteration 548, loss = 0.19754750 Validation score: -42.733997 Iteration 549, loss = 0.19698464 Validation score: -42.636240 Iteration 550, loss = 0.19642377 Validation score: -42.539384 Iteration 551, loss = 0.19586491 Validation score: -42.443415 Iteration 552, loss = 0.19530808 Validation score: -42.348315 Iteration 553, loss = 0.19475343 Validation score: -42.254070 Iteration 554, loss = 0.19420081 Validation score: -42.160659 Iteration 555, loss = 0.19365016 Validation score: -42.068065 Iteration 556, loss = 0.19310172 Validation score: -41.976269 Iteration 557, loss = 0.19255534 Validation score: -41.885251 Iteration 558, loss = 0.19201106 Validation score: -41.794992 Iteration 559, loss = 0.19146884 Validation score: -41.705474 Iteration 560, loss = 0.19092871 Validation score: -41.616676 Iteration 561, loss = 0.19039069 Validation score: -41.528581 Iteration 562, loss = 0.18985470 Validation score: -41.441169 Iteration 563, loss = 0.18932079 Validation score: -41.354421 Iteration 564, loss = 0.18878891 Validation score: -41.268320 Iteration 565, loss = 0.18825918 Validation score: -41.182849 Iteration 566, loss = 0.18773135 Validation score: -41.097991 Iteration 567, loss = 0.18720561 Validation score: -41.013727 Iteration 568, loss = 0.18668191 Validation score: -40.930042 Iteration 569, loss = 0.18616018 Validation score: -40.846920 Iteration 570, loss = 0.18564041 Validation score: -40.764347 Iteration 571, loss = 0.18512260 Validation score: -40.682309 Iteration 572, loss = 0.18460673 Validation score: -40.600793 Iteration 573, loss = 0.18409300 Validation score: -40.519786 Iteration 574, loss = 0.18358109 Validation score: -40.439277 Iteration 575, loss = 0.18307095 Validation score: -40.359252 Iteration 576, loss = 0.18256295 Validation score: -40.279701 Iteration 577, loss = 0.18205980 Validation score: -40.200610 Iteration 578, loss = 0.18156503 Validation score: -40.121972 Iteration 579, loss = 0.18107126 Validation score: -40.043779 Iteration 580, loss = 0.18057856 Validation score: -39.966025 Iteration 581, loss = 0.18008697 Validation score: -39.888706 Iteration 582, loss = 0.17959655 Validation score: -39.811819 Iteration 583, loss = 0.17910735 Validation score: -39.735363 Iteration 584, loss = 0.17861939 Validation score: -39.659335 Iteration 585, loss = 0.17813271 Validation score: -39.583736 Iteration 586, loss = 0.17764734 Validation score: -39.508565 Iteration 587, loss = 0.17717062 Validation score: -39.420743 Iteration 588, loss = 0.17668168 Validation score: -39.334754 Iteration 589, loss = 0.17620135 Validation score: -39.250537 Iteration 590, loss = 0.17572557 Validation score: -39.168029 Iteration 591, loss = 0.17525684 Validation score: -39.087202 Iteration 592, loss = 0.17479967 Validation score: -39.007980 Iteration 593, loss = 0.17434379 Validation score: -38.930287 Iteration 594, loss = 0.17388922 Validation score: -38.854048 Iteration 595, loss = 0.17343594 Validation score: -38.779190 Iteration 596, loss = 0.17298398 Validation score: -38.705641 Iteration 597, loss = 0.17253333 Validation score: -38.633330 Iteration 598, loss = 0.17208423 Validation score: -38.562190 Iteration 599, loss = 0.17164259 Validation score: -38.479314 Iteration 600, loss = 0.17119887 Validation score: -38.398861 Iteration 601, loss = 0.17075802 Validation score: -38.320712 Iteration 602, loss = 0.17031806 Validation score: -38.244750 Iteration 603, loss = 0.16987962 Validation score: -38.170857 Iteration 604, loss = 0.16944426 Validation score: -38.098914 Iteration 605, loss = 0.16900965 Validation score: -38.028803 Iteration 606, loss = 0.16857586 Validation score: -37.960408 Iteration 607, loss = 0.16814436 Validation score: -37.893614 Iteration 608, loss = 0.16771499 Validation score: -37.828312 Iteration 609, loss = 0.16728632 Validation score: -37.764393 Iteration 610, loss = 0.16685862 Validation score: -37.701753 Iteration 611, loss = 0.16643280 Validation score: -37.640290 Iteration 612, loss = 0.16600910 Validation score: -37.579909 Iteration 613, loss = 0.16558614 Validation score: -37.520516 Iteration 614, loss = 0.16516383 Validation score: -37.462023 Iteration 615, loss = 0.16474507 Validation score: -37.404345 Iteration 616, loss = 0.16432674 Validation score: -37.347402 Iteration 617, loss = 0.16391508 Validation score: -37.278587 Iteration 618, loss = 0.16349275 Validation score: -37.211710 Iteration 619, loss = 0.16307993 Validation score: -37.146654 Iteration 620, loss = 0.16266826 Validation score: -37.083298 Iteration 621, loss = 0.16225698 Validation score: -37.021525 Iteration 622, loss = 0.16184615 Validation score: -36.961219 Iteration 623, loss = 0.16143585 Validation score: -36.902265 Iteration 624, loss = 0.16103011 Validation score: -36.844551 Iteration 625, loss = 0.16062474 Validation score: -36.787972 Iteration 626, loss = 0.16021959 Validation score: -36.732426 Iteration 627, loss = 0.15981474 Validation score: -36.677819 Iteration 628, loss = 0.15941026 Validation score: -36.624059 Iteration 629, loss = 0.15900914 Validation score: -36.571063 Iteration 630, loss = 0.15861327 Validation score: -36.506450 Iteration 631, loss = 0.15821212 Validation score: -36.443764 Iteration 632, loss = 0.15781461 Validation score: -36.382878 Iteration 633, loss = 0.15741745 Validation score: -36.323665 Iteration 634, loss = 0.15702229 Validation score: -36.265999 Iteration 635, loss = 0.15662949 Validation score: -36.209762 Iteration 636, loss = 0.15623672 Validation score: -36.154835 Iteration 637, loss = 0.15584409 Validation score: -36.101109 Iteration 638, loss = 0.15545412 Validation score: -36.048475 Iteration 639, loss = 0.15506549 Validation score: -35.996831 Iteration 640, loss = 0.15467706 Validation score: -35.946077 Iteration 641, loss = 0.15428892 Validation score: -35.896117 Iteration 642, loss = 0.15390160 Validation score: -35.846855 Iteration 643, loss = 0.15351448 Validation score: -35.798198 Iteration 644, loss = 0.15312638 Validation score: -35.737993 Iteration 645, loss = 0.15274264 Validation score: -35.679522 Iteration 646, loss = 0.15235943 Validation score: -35.622657 Iteration 647, loss = 0.15197653 Validation score: -35.567273 Iteration 648, loss = 0.15159402 Validation score: -35.513246 Iteration 649, loss = 0.15121195 Validation score: -35.460456 Iteration 650, loss = 0.15083037 Validation score: -35.408788 Iteration 651, loss = 0.15044933 Validation score: -35.358131 Iteration 652, loss = 0.15007005 Validation score: -35.308377 Iteration 653, loss = 0.14969215 Validation score: -35.259425 Iteration 654, loss = 0.14931324 Validation score: -35.211177 Iteration 655, loss = 0.14893675 Validation score: -35.163542 Iteration 656, loss = 0.14856078 Validation score: -35.116434 Iteration 657, loss = 0.14818695 Validation score: -35.069773 Iteration 658, loss = 0.14781425 Validation score: -35.011644 Iteration 659, loss = 0.14744104 Validation score: -34.955095 Iteration 660, loss = 0.14707064 Validation score: -34.900013 Iteration 661, loss = 0.14670064 Validation score: -34.846287 Iteration 662, loss = 0.14633108 Validation score: -34.793809 Iteration 663, loss = 0.14596202 Validation score: -34.742473 Iteration 664, loss = 0.14559349 Validation score: -34.692176 Iteration 665, loss = 0.14522671 Validation score: -34.642821 Iteration 666, loss = 0.14486088 Validation score: -34.594312 Iteration 667, loss = 0.14449496 Validation score: -34.546558 Iteration 668, loss = 0.14413098 Validation score: -34.499471 Iteration 669, loss = 0.14376748 Validation score: -34.452972 Iteration 670, loss = 0.14340450 Validation score: -34.406982 Iteration 671, loss = 0.14304398 Validation score: -34.361431 Iteration 672, loss = 0.14268825 Validation score: -34.304626 Iteration 673, loss = 0.14232382 Validation score: -34.249386 Iteration 674, loss = 0.14196644 Validation score: -34.195605 Iteration 675, loss = 0.14160943 Validation score: -34.143179 Iteration 676, loss = 0.14125281 Validation score: -34.092006 Iteration 677, loss = 0.14089664 Validation score: -34.041986 Iteration 678, loss = 0.14054166 Validation score: -33.993020 Iteration 679, loss = 0.14018743 Validation score: -33.945013 Iteration 680, loss = 0.13983489 Validation score: -33.897872 Iteration 681, loss = 0.13948412 Validation score: -33.859382 Iteration 682, loss = 0.13913143 Validation score: -33.820734 Iteration 683, loss = 0.13879154 Validation score: -33.770443 Iteration 684, loss = 0.13843978 Validation score: -33.717580 Iteration 685, loss = 0.13809371 Validation score: -33.662473 Iteration 686, loss = 0.13775730 Validation score: -33.616808 Iteration 687, loss = 0.13741471 Validation score: -33.579598 Iteration 688, loss = 0.13706656 Validation score: -33.549885 Iteration 689, loss = 0.13673025 Validation score: -33.515553 Iteration 690, loss = 0.13639339 Validation score: -33.476995 Iteration 691, loss = 0.13605649 Validation score: -33.426869 Iteration 692, loss = 0.13571735 Validation score: -33.374133 Iteration 693, loss = 0.13537354 Validation score: -33.319129 Iteration 694, loss = 0.13503355 Validation score: -33.273317 Iteration 695, loss = 0.13470201 Validation score: -33.235753 Iteration 696, loss = 0.13436364 Validation score: -33.205517 Iteration 697, loss = 0.13402692 Validation score: -33.173629 Iteration 698, loss = 0.13368723 Validation score: -33.140174 Iteration 699, loss = 0.13334765 Validation score: -33.097607 Iteration 700, loss = 0.13300426 Validation score: -33.054480 Iteration 701, loss = 0.13265952 Validation score: -33.010859 Iteration 702, loss = 0.13231332 Validation score: -32.966804 Iteration 703, loss = 0.13197004 Validation score: -32.922377 Iteration 704, loss = 0.13162029 Validation score: -32.877637 Iteration 705, loss = 0.13127552 Validation score: -32.832640 Iteration 706, loss = 0.13092995 Validation score: -32.787440 Iteration 707, loss = 0.13058347 Validation score: -32.742087 Iteration 708, loss = 0.13023626 Validation score: -32.696629 Iteration 709, loss = 0.12988850 Validation score: -32.651110 Iteration 710, loss = 0.12954032 Validation score: -32.605572 Iteration 711, loss = 0.12919186 Validation score: -32.560052 Iteration 712, loss = 0.12884324 Validation score: -32.514586 Iteration 713, loss = 0.12849456 Validation score: -32.469204 Iteration 714, loss = 0.12814996 Validation score: -32.423935 Iteration 715, loss = 0.12780396 Validation score: -32.378805 Iteration 716, loss = 0.12745650 Validation score: -32.333840 Iteration 717, loss = 0.12711283 Validation score: -32.289061 Iteration 718, loss = 0.12676907 Validation score: -32.244485 Iteration 719, loss = 0.12642530 Validation score: -32.200130 Iteration 720, loss = 0.12608163 Validation score: -32.156007 Iteration 721, loss = 0.12573258 Validation score: -32.111735 Iteration 722, loss = 0.12538065 Validation score: -32.067386 Iteration 723, loss = 0.12502995 Validation score: -32.023030 Iteration 724, loss = 0.12467835 Validation score: -31.978731 Iteration 725, loss = 0.12432590 Validation score: -31.934551 Iteration 726, loss = 0.12397662 Validation score: -31.890541 Iteration 727, loss = 0.12362181 Validation score: -31.846755 Iteration 728, loss = 0.12327025 Validation score: -31.803237 Iteration 729, loss = 0.12291828 Validation score: -31.760027 Iteration 730, loss = 0.12256666 Validation score: -31.717160 Iteration 731, loss = 0.12223766 Validation score: -31.674815 Iteration 732, loss = 0.12191530 Validation score: -31.632996 Iteration 733, loss = 0.12159310 Validation score: -31.591705 Iteration 734, loss = 0.12127115 Validation score: -31.550936 Iteration 735, loss = 0.12095209 Validation score: -31.510684 Iteration 736, loss = 0.12063172 Validation score: -31.470938 Iteration 737, loss = 0.12031195 Validation score: -31.431685 Iteration 738, loss = 0.11999430 Validation score: -31.392909 Iteration 739, loss = 0.11967695 Validation score: -31.354593 Iteration 740, loss = 0.11935997 Validation score: -31.316718 Iteration 741, loss = 0.11904983 Validation score: -31.279263 Iteration 742, loss = 0.11873293 Validation score: -31.242208 Iteration 743, loss = 0.11841939 Validation score: -31.205535 Iteration 744, loss = 0.11810890 Validation score: -31.169224 Iteration 745, loss = 0.11779859 Validation score: -31.133252 Iteration 746, loss = 0.11748853 Validation score: -31.097599 Iteration 747, loss = 0.11717879 Validation score: -31.062244 Iteration 748, loss = 0.11686944 Validation score: -31.027165 Iteration 749, loss = 0.11656053 Validation score: -30.992343 Iteration 750, loss = 0.11625210 Validation score: -30.957755 Iteration 751, loss = 0.11594644 Validation score: -30.923383 Iteration 752, loss = 0.11564101 Validation score: -30.889209 Iteration 753, loss = 0.11533772 Validation score: -30.855215 Iteration 754, loss = 0.11503608 Validation score: -30.821386 Iteration 755, loss = 0.11473465 Validation score: -30.787706 Iteration 756, loss = 0.11443350 Validation score: -30.754159 Iteration 757, loss = 0.11413267 Validation score: -30.720733 Iteration 758, loss = 0.11383223 Validation score: -30.687413 Iteration 759, loss = 0.11353221 Validation score: -30.654187 Iteration 760, loss = 0.11323814 Validation score: -30.621042 Iteration 761, loss = 0.11294046 Validation score: -30.587968 Iteration 762, loss = 0.11264276 Validation score: -30.554958 Iteration 763, loss = 0.11234933 Validation score: -30.522005 Iteration 764, loss = 0.11205605 Validation score: -30.489101 Iteration 765, loss = 0.11176297 Validation score: -30.456239 Iteration 766, loss = 0.11147016 Validation score: -30.423414 Iteration 767, loss = 0.11117768 Validation score: -30.390620 Iteration 768, loss = 0.11088556 Validation score: -30.357851 Iteration 769, loss = 0.11059936 Validation score: -30.325103 Iteration 770, loss = 0.11030931 Validation score: -30.292373 Iteration 771, loss = 0.11001950 Validation score: -30.259660 Iteration 772, loss = 0.10973377 Validation score: -30.226963 Iteration 773, loss = 0.10944812 Validation score: -30.194280 Iteration 774, loss = 0.10916263 Validation score: -30.161611 Iteration 775, loss = 0.10887735 Validation score: -30.128954 Iteration 776, loss = 0.10859233 Validation score: -30.096308 Iteration 777, loss = 0.10830764 Validation score: -30.063674 Iteration 778, loss = 0.10803288 Validation score: -30.031048 Iteration 779, loss = 0.10774367 Validation score: -29.998433 Iteration 780, loss = 0.10746405 Validation score: -29.965829 Iteration 781, loss = 0.10718450 Validation score: -29.933236 Iteration 782, loss = 0.10690509 Validation score: -29.900654 Iteration 783, loss = 0.10662589 Validation score: -29.868084 Iteration 784, loss = 0.10634706 Validation score: -29.835527 Iteration 785, loss = 0.10607096 Validation score: -29.802984 Iteration 786, loss = 0.10579506 Validation score: -29.770455 Iteration 787, loss = 0.10551930 Validation score: -29.737943 Iteration 788, loss = 0.10524526 Validation score: -29.705448 Iteration 789, loss = 0.10497111 Validation score: -29.672972 Iteration 790, loss = 0.10469851 Validation score: -29.640517 Iteration 791, loss = 0.10442600 Validation score: -29.608084 Iteration 792, loss = 0.10415366 Validation score: -29.575675 Iteration 793, loss = 0.10388546 Validation score: -29.543289 Iteration 794, loss = 0.10361233 Validation score: -29.510930 Iteration 795, loss = 0.10334317 Validation score: -29.478597 Iteration 796, loss = 0.10307476 Validation score: -29.446294 Iteration 797, loss = 0.10280792 Validation score: -29.414020 Iteration 798, loss = 0.10254166 Validation score: -29.381778 Iteration 799, loss = 0.10227543 Validation score: -29.349568 Iteration 800, loss = 0.10200927 Validation score: -29.317391 Iteration 801, loss = 0.10174327 Validation score: -29.285247 Iteration 802, loss = 0.10147788 Validation score: -29.253136 Iteration 803, loss = 0.10121459 Validation score: -29.221058 Iteration 804, loss = 0.10095174 Validation score: -29.189014 Iteration 805, loss = 0.10068898 Validation score: -29.157004 Iteration 806, loss = 0.10043054 Validation score: -29.125027 Iteration 807, loss = 0.10016663 Validation score: -29.093084 Iteration 808, loss = 0.09990688 Validation score: -29.061175 Iteration 809, loss = 0.09964717 Validation score: -29.029301 Iteration 810, loss = 0.09939055 Validation score: -28.997459 Iteration 811, loss = 0.09913082 Validation score: -28.965652 Iteration 812, loss = 0.09887401 Validation score: -28.933878 Iteration 813, loss = 0.09861721 Validation score: -28.902138 Iteration 814, loss = 0.09836049 Validation score: -28.870432 Iteration 815, loss = 0.09810818 Validation score: -28.838755 Iteration 816, loss = 0.09785039 Validation score: -28.807111 Iteration 817, loss = 0.09759916 Validation score: -28.775500 Iteration 818, loss = 0.09734788 Validation score: -28.743922 Iteration 819, loss = 0.09709645 Validation score: -28.712376 Iteration 820, loss = 0.09684494 Validation score: -28.680863 Iteration 821, loss = 0.09659342 Validation score: -28.649382 Iteration 822, loss = 0.09634195 Validation score: -28.617930 Iteration 823, loss = 0.09609060 Validation score: -28.586508 Iteration 824, loss = 0.09583941 Validation score: -28.555113 Iteration 825, loss = 0.09558877 Validation score: -28.523745 Iteration 826, loss = 0.09534072 Validation score: -28.492402 Iteration 827, loss = 0.09509518 Validation score: -28.461086 Iteration 828, loss = 0.09484973 Validation score: -28.429797 Iteration 829, loss = 0.09460416 Validation score: -28.398533 Iteration 830, loss = 0.09435856 Validation score: -28.367296 Iteration 831, loss = 0.09411298 Validation score: -28.336083 Iteration 832, loss = 0.09386748 Validation score: -28.304895 Iteration 833, loss = 0.09362379 Validation score: -28.273729 Iteration 834, loss = 0.09337968 Validation score: -28.242587 Iteration 835, loss = 0.09313813 Validation score: -28.211467 Iteration 836, loss = 0.09289744 Validation score: -28.180371 Iteration 837, loss = 0.09265751 Validation score: -28.149300 Iteration 838, loss = 0.09241745 Validation score: -28.118252 Iteration 839, loss = 0.09217735 Validation score: -28.087229 Iteration 840, loss = 0.09193727 Validation score: -28.056229 Iteration 841, loss = 0.09169789 Validation score: -28.025251 Iteration 842, loss = 0.09145964 Validation score: -27.994295 Iteration 843, loss = 0.09122394 Validation score: -27.963359 Iteration 844, loss = 0.09098842 Validation score: -27.932443 Iteration 845, loss = 0.09075276 Validation score: -27.901547 Iteration 846, loss = 0.09051702 Validation score: -27.870670 Iteration 847, loss = 0.09028128 Validation score: -27.839811 Iteration 848, loss = 0.09004560 Validation score: -27.808969 Iteration 849, loss = 0.08981678 Validation score: -27.778142 Iteration 850, loss = 0.08958291 Validation score: -27.747331 Iteration 851, loss = 0.08934732 Validation score: -27.716539 Iteration 852, loss = 0.08911703 Validation score: -27.685768 Iteration 853, loss = 0.08888653 Validation score: -27.655019 Iteration 854, loss = 0.08865591 Validation score: -27.624291 Iteration 855, loss = 0.08842524 Validation score: -27.593586 Iteration 856, loss = 0.08819457 Validation score: -27.562903 Iteration 857, loss = 0.08796698 Validation score: -27.532241 Iteration 858, loss = 0.08773733 Validation score: -27.501601 Iteration 859, loss = 0.08751113 Validation score: -27.470987 Iteration 860, loss = 0.08728570 Validation score: -27.440398 Iteration 861, loss = 0.08706005 Validation score: -27.409837 Iteration 862, loss = 0.08683424 Validation score: -27.379303 Iteration 863, loss = 0.08660835 Validation score: -27.348797 Iteration 864, loss = 0.08638244 Validation score: -27.318317 Iteration 865, loss = 0.08615657 Validation score: -27.287864 Iteration 866, loss = 0.08593585 Validation score: -27.257435 Iteration 867, loss = 0.08571269 Validation score: -27.227030 Iteration 868, loss = 0.08548766 Validation score: -27.196653 Iteration 869, loss = 0.08526713 Validation score: -27.166305 Iteration 870, loss = 0.08504637 Validation score: -27.135986 Iteration 871, loss = 0.08482547 Validation score: -27.105696 Iteration 872, loss = 0.08460449 Validation score: -27.075435 Iteration 873, loss = 0.08438350 Validation score: -27.045201 Iteration 874, loss = 0.08417010 Validation score: -27.014991 Iteration 875, loss = 0.08395075 Validation score: -26.984806 Iteration 876, loss = 0.08372897 Validation score: -26.954650 Iteration 877, loss = 0.08351315 Validation score: -26.924523 Iteration 878, loss = 0.08329707 Validation score: -26.894426 Iteration 879, loss = 0.08308081 Validation score: -26.864358 Iteration 880, loss = 0.08286445 Validation score: -26.834318 Iteration 881, loss = 0.08264805 Validation score: -26.804305 Iteration 882, loss = 0.08243655 Validation score: -26.774316 Iteration 883, loss = 0.08222145 Validation score: -26.744353 Iteration 884, loss = 0.08200712 Validation score: -26.714417 Iteration 885, loss = 0.08179578 Validation score: -26.684509 Iteration 886, loss = 0.08158417 Validation score: -26.654629 Iteration 887, loss = 0.08137236 Validation score: -26.624776 Iteration 888, loss = 0.08116042 Validation score: -26.594950 Iteration 889, loss = 0.08094843 Validation score: -26.565149 Iteration 890, loss = 0.08073749 Validation score: -26.535372 Iteration 891, loss = 0.08052724 Validation score: -26.505619 Iteration 892, loss = 0.08031877 Validation score: -26.475889 Iteration 893, loss = 0.08011114 Validation score: -26.446184 Iteration 894, loss = 0.07990410 Validation score: -26.416503 Iteration 895, loss = 0.07969682 Validation score: -26.386847 Iteration 896, loss = 0.07948938 Validation score: -26.357215 Iteration 897, loss = 0.07928185 Validation score: -26.327606 Iteration 898, loss = 0.07907790 Validation score: -26.298018 Iteration 899, loss = 0.07887111 Validation score: -26.268451 Iteration 900, loss = 0.07866725 Validation score: -26.238908 Iteration 901, loss = 0.07846460 Validation score: -26.209389 Iteration 902, loss = 0.07826164 Validation score: -26.179896 Iteration 903, loss = 0.07805843 Validation score: -26.150430 Iteration 904, loss = 0.07785504 Validation score: -26.121009 Iteration 905, loss = 0.07765156 Validation score: -26.091643 Iteration 906, loss = 0.07744806 Validation score: -26.062345 Iteration 907, loss = 0.07725211 Validation score: -26.033119 Iteration 908, loss = 0.07705176 Validation score: -26.003976 Iteration 909, loss = 0.07684584 Validation score: -25.974927 Iteration 910, loss = 0.07664740 Validation score: -25.945979 Iteration 911, loss = 0.07644869 Validation score: -25.917136 Iteration 912, loss = 0.07624978 Validation score: -25.888400 Iteration 913, loss = 0.07605098 Validation score: -25.859774 Iteration 914, loss = 0.07585438 Validation score: -25.831257 Iteration 915, loss = 0.07565774 Validation score: -25.802851 Iteration 916, loss = 0.07546089 Validation score: -25.774553 Iteration 917, loss = 0.07526462 Validation score: -25.746361 Iteration 918, loss = 0.07506960 Validation score: -25.718273 Iteration 919, loss = 0.07487500 Validation score: -25.690286 Iteration 920, loss = 0.07468019 Validation score: -25.662396 Iteration 921, loss = 0.07448664 Validation score: -25.634598 Iteration 922, loss = 0.07429295 Validation score: -25.606888 Iteration 923, loss = 0.07410037 Validation score: -25.579261 Iteration 924, loss = 0.07390758 Validation score: -25.551713 Iteration 925, loss = 0.07371701 Validation score: -25.524237 Iteration 926, loss = 0.07352436 Validation score: -25.496829 Iteration 927, loss = 0.07333378 Validation score: -25.469484 Iteration 928, loss = 0.07314298 Validation score: -25.442198 Iteration 929, loss = 0.07295568 Validation score: -25.414962 Iteration 930, loss = 0.07276373 Validation score: -25.387775 Iteration 931, loss = 0.07257512 Validation score: -25.360633 Iteration 932, loss = 0.07238707 Validation score: -25.333530 Iteration 933, loss = 0.07220004 Validation score: -25.306463 Iteration 934, loss = 0.07201342 Validation score: -25.279429 Iteration 935, loss = 0.07182653 Validation score: -25.252424 Iteration 936, loss = 0.07163944 Validation score: -25.225444 Iteration 937, loss = 0.07145246 Validation score: -25.198485 Iteration 938, loss = 0.07126763 Validation score: -25.171544 Iteration 939, loss = 0.07108276 Validation score: -25.144620 Iteration 940, loss = 0.07089767 Validation score: -25.117710 Iteration 941, loss = 0.07071741 Validation score: -25.090808 Iteration 942, loss = 0.07053161 Validation score: -25.063915 Iteration 943, loss = 0.07034965 Validation score: -25.037032 Iteration 944, loss = 0.07016897 Validation score: -25.010160 Iteration 945, loss = 0.06998789 Validation score: -24.983297 Iteration 946, loss = 0.06980650 Validation score: -24.956442 Iteration 947, loss = 0.06962487 Validation score: -24.929595 Iteration 948, loss = 0.06944309 Validation score: -24.902753 Iteration 949, loss = 0.06926119 Validation score: -24.875915 Iteration 950, loss = 0.06908300 Validation score: -24.849078 Iteration 951, loss = 0.06890421 Validation score: -24.822242 Iteration 952, loss = 0.06872329 Validation score: -24.795411 Iteration 953, loss = 0.06854613 Validation score: -24.768586 Iteration 954, loss = 0.06836863 Validation score: -24.741766 Iteration 955, loss = 0.06819088 Validation score: -24.714953 Iteration 956, loss = 0.06801294 Validation score: -24.688145 Iteration 957, loss = 0.06784106 Validation score: -24.661341 Iteration 958, loss = 0.06766161 Validation score: -24.634543 Iteration 959, loss = 0.06748784 Validation score: -24.607752 Iteration 960, loss = 0.06731367 Validation score: -24.580966 Iteration 961, loss = 0.06713919 Validation score: -24.554187 Iteration 962, loss = 0.06696447 Validation score: -24.527414 Iteration 963, loss = 0.06678958 Validation score: -24.500645 Iteration 964, loss = 0.06661836 Validation score: -24.473879 Iteration 965, loss = 0.06644528 Validation score: -24.447117 Iteration 966, loss = 0.06627225 Validation score: -24.420364 Iteration 967, loss = 0.06610183 Validation score: -24.393621 Iteration 968, loss = 0.06593102 Validation score: -24.366891 Iteration 969, loss = 0.06575992 Validation score: -24.340174 Iteration 970, loss = 0.06558860 Validation score: -24.313470 Iteration 971, loss = 0.06541766 Validation score: -24.286779 Iteration 972, loss = 0.06524822 Validation score: -24.260104 Iteration 973, loss = 0.06507901 Validation score: -24.233446 Iteration 974, loss = 0.06491304 Validation score: -24.206803 Iteration 975, loss = 0.06474261 Validation score: -24.180180 Iteration 976, loss = 0.06457530 Validation score: -24.153577 Iteration 977, loss = 0.06440794 Validation score: -24.126995 Iteration 978, loss = 0.06424251 Validation score: -24.100437 Iteration 979, loss = 0.06407692 Validation score: -24.073903 Iteration 980, loss = 0.06391099 Validation score: -24.047394 Iteration 981, loss = 0.06374693 Validation score: -24.015464 Iteration 982, loss = 0.06358023 Validation score: -23.978730 Iteration 983, loss = 0.06341525 Validation score: -23.943221 Iteration 984, loss = 0.06325151 Validation score: -23.908912 Iteration 985, loss = 0.06309017 Validation score: -23.875766 Iteration 986, loss = 0.06292592 Validation score: -23.843740 Iteration 987, loss = 0.06276392 Validation score: -23.812786 Iteration 988, loss = 0.06260157 Validation score: -23.782845 Iteration 989, loss = 0.06244165 Validation score: -23.753856 Iteration 990, loss = 0.06227877 Validation score: -23.725754 Iteration 991, loss = 0.06211816 Validation score: -23.698472 Iteration 992, loss = 0.06195814 Validation score: -23.671942 Iteration 993, loss = 0.06179868 Validation score: -23.646094 Iteration 994, loss = 0.06163967 Validation score: -23.620860 Iteration 995, loss = 0.06148029 Validation score: -23.596170 Iteration 996, loss = 0.06132062 Validation score: -23.571955 Iteration 997, loss = 0.06116463 Validation score: -23.548148 Iteration 998, loss = 0.06100534 Validation score: -23.524687 Iteration 999, loss = 0.06084819 Validation score: -23.501514 Iteration 1000, loss = 0.06069252 Validation score: -23.478575 Iteration 1, loss = 19.30880120 Validation score: -716.936412 Iteration 2, loss = 19.25918531 Validation score: -715.327393 Iteration 3, loss = 19.20923255 Validation score: -713.714615 Iteration 4, loss = 19.15842066 Validation score: -712.092962 Iteration 5, loss = 19.10722937 Validation score: -710.462395 Iteration 6, loss = 19.05567914 Validation score: -708.822105 Iteration 7, loss = 19.00378064 Validation score: -707.171518 Iteration 8, loss = 18.95153170 Validation score: -705.510181 Iteration 9, loss = 18.89892898 Validation score: -703.837718 Iteration 10, loss = 18.84596846 Validation score: -702.153792 Iteration 11, loss = 18.79264569 Validation score: -700.458099 Iteration 12, loss = 18.73895591 Validation score: -698.750350 Iteration 13, loss = 18.68466090 Validation score: -697.027733 Iteration 14, loss = 18.62944108 Validation score: -695.290466 Iteration 15, loss = 18.57379854 Validation score: -693.538684 Iteration 16, loss = 18.51772501 Validation score: -691.772457 Iteration 17, loss = 18.46123019 Validation score: -689.991800 Iteration 18, loss = 18.40431300 Validation score: -688.196688 Iteration 19, loss = 18.34697167 Validation score: -686.387059 Iteration 20, loss = 18.28920389 Validation score: -684.562826 Iteration 21, loss = 18.23081239 Validation score: -682.723604 Iteration 22, loss = 18.17184128 Validation score: -680.871943 Iteration 23, loss = 18.11234998 Validation score: -679.007244 Iteration 24, loss = 18.05239223 Validation score: -677.002464 Iteration 25, loss = 17.99196698 Validation score: -674.810331 Iteration 26, loss = 17.93107268 Validation score: -672.603545 Iteration 27, loss = 17.86966422 Validation score: -670.381939 Iteration 28, loss = 17.80775262 Validation score: -668.145334 Iteration 29, loss = 17.74535962 Validation score: -665.893570 Iteration 30, loss = 17.68248332 Validation score: -663.626505 Iteration 31, loss = 17.61912160 Validation score: -661.344011 Iteration 32, loss = 17.55527224 Validation score: -659.045979 Iteration 33, loss = 17.49073853 Validation score: -656.731590 Iteration 34, loss = 17.42560153 Validation score: -654.400854 Iteration 35, loss = 17.35994455 Validation score: -652.053785 Iteration 36, loss = 17.29376757 Validation score: -649.690411 Iteration 37, loss = 17.22707033 Validation score: -647.310766 Iteration 38, loss = 17.15938708 Validation score: -644.911242 Iteration 39, loss = 17.09092914 Validation score: -642.492358 Iteration 40, loss = 17.02169212 Validation score: -640.067333 Iteration 41, loss = 16.95169771 Validation score: -637.631124 Iteration 42, loss = 16.88100152 Validation score: -635.181845 Iteration 43, loss = 16.80965102 Validation score: -632.717562 Iteration 44, loss = 16.73768357 Validation score: -630.237357 Iteration 45, loss = 16.66511006 Validation score: -627.740739 Iteration 46, loss = 16.59193879 Validation score: -625.227443 Iteration 47, loss = 16.51817649 Validation score: -622.697326 Iteration 48, loss = 16.44382879 Validation score: -620.150326 Iteration 49, loss = 16.36890046 Validation score: -617.586430 Iteration 50, loss = 16.29339572 Validation score: -615.005662 Iteration 51, loss = 16.21731825 Validation score: -612.408071 Iteration 52, loss = 16.14067143 Validation score: -609.743644 Iteration 53, loss = 16.06345832 Validation score: -606.968170 Iteration 54, loss = 15.98568182 Validation score: -604.173447 Iteration 55, loss = 15.90734465 Validation score: -601.359538 Iteration 56, loss = 15.82844946 Validation score: -598.526514 Iteration 57, loss = 15.74899884 Validation score: -595.674449 Iteration 58, loss = 15.66899537 Validation score: -592.803428 Iteration 59, loss = 15.58844166 Validation score: -589.913537 Iteration 60, loss = 15.50734035 Validation score: -587.004871 Iteration 61, loss = 15.42569416 Validation score: -584.077530 Iteration 62, loss = 15.34350591 Validation score: -581.131618 Iteration 63, loss = 15.26077852 Validation score: -578.156390 Iteration 64, loss = 15.17751506 Validation score: -575.151953 Iteration 65, loss = 15.09371874 Validation score: -572.128370 Iteration 66, loss = 15.00936663 Validation score: -569.085673 Iteration 67, loss = 14.92448161 Validation score: -566.023977 Iteration 68, loss = 14.83907126 Validation score: -562.943403 Iteration 69, loss = 14.75313974 Validation score: -559.844081 Iteration 70, loss = 14.66669136 Validation score: -556.726145 Iteration 71, loss = 14.57973065 Validation score: -553.589739 Iteration 72, loss = 14.49224987 Validation score: -550.434770 Iteration 73, loss = 14.40407563 Validation score: -547.261352 Iteration 74, loss = 14.31476940 Validation score: -544.068599 Iteration 75, loss = 14.22480879 Validation score: -540.851397 Iteration 76, loss = 14.13377740 Validation score: -537.610537 Iteration 77, loss = 14.04213003 Validation score: -534.346770 Iteration 78, loss = 13.94988342 Validation score: -531.060804 Iteration 79, loss = 13.85705341 Validation score: -527.753313 Iteration 80, loss = 13.76365511 Validation score: -524.424942 Iteration 81, loss = 13.66970302 Validation score: -521.076313 Iteration 82, loss = 13.57521119 Validation score: -517.708023 Iteration 83, loss = 13.48019327 Validation score: -514.320654 Iteration 84, loss = 13.38466266 Validation score: -510.914770 Iteration 85, loss = 13.28863256 Validation score: -507.490926 Iteration 86, loss = 13.19211606 Validation score: -504.049665 Iteration 87, loss = 13.09493980 Validation score: -500.603683 Iteration 88, loss = 12.99704652 Validation score: -497.152423 Iteration 89, loss = 12.89866123 Validation score: -493.695469 Iteration 90, loss = 12.79980315 Validation score: -490.232528 Iteration 91, loss = 12.70049095 Validation score: -486.763417 Iteration 92, loss = 12.60074287 Validation score: -483.288044 Iteration 93, loss = 12.50057687 Validation score: -479.806404 Iteration 94, loss = 12.40001070 Validation score: -476.318562 Iteration 95, loss = 12.29895711 Validation score: -472.824457 Iteration 96, loss = 12.19732775 Validation score: -469.324448 Iteration 97, loss = 12.09532016 Validation score: -465.818906 Iteration 98, loss = 11.99295589 Validation score: -462.308224 Iteration 99, loss = 11.89025601 Validation score: -458.792814 Iteration 100, loss = 11.78724125 Validation score: -455.273108 Iteration 101, loss = 11.68393213 Validation score: -451.749557 Iteration 102, loss = 11.58034902 Validation score: -448.222632 Iteration 103, loss = 11.47651226 Validation score: -444.692815 Iteration 104, loss = 11.37237113 Validation score: -441.160145 Iteration 105, loss = 11.26799620 Validation score: -437.625148 Iteration 106, loss = 11.16341643 Validation score: -434.088354 Iteration 107, loss = 11.05865281 Validation score: -430.550298 Iteration 108, loss = 10.95372647 Validation score: -427.011518 Iteration 109, loss = 10.84865869 Validation score: -423.472550 Iteration 110, loss = 10.74326916 Validation score: -419.930380 Iteration 111, loss = 10.63746964 Validation score: -416.386065 Iteration 112, loss = 10.53154278 Validation score: -412.840594 Iteration 113, loss = 10.42551565 Validation score: -409.294895 Iteration 114, loss = 10.31942487 Validation score: -405.749879 Iteration 115, loss = 10.21305333 Validation score: -402.205089 Iteration 116, loss = 10.10660113 Validation score: -398.661476 Iteration 117, loss = 10.00012394 Validation score: -395.119933 Iteration 118, loss = 9.89365048 Validation score: -391.581309 Iteration 119, loss = 9.78720902 Validation score: -388.046415 Iteration 120, loss = 9.68080677 Validation score: -384.510333 Iteration 121, loss = 9.57417289 Validation score: -380.974546 Iteration 122, loss = 9.46763167 Validation score: -377.440496 Iteration 123, loss = 9.36121507 Validation score: -373.909601 Iteration 124, loss = 9.25495429 Validation score: -370.383274 Iteration 125, loss = 9.14887999 Validation score: -366.862931 Iteration 126, loss = 9.04302234 Validation score: -363.350010 Iteration 127, loss = 8.93741112 Validation score: -359.845973 Iteration 128, loss = 8.83207580 Validation score: -356.352312 Iteration 129, loss = 8.72704556 Validation score: -352.870552 Iteration 130, loss = 8.62234939 Validation score: -349.402251 Iteration 131, loss = 8.51760020 Validation score: -345.922352 Iteration 132, loss = 8.41279864 Validation score: -342.452259 Iteration 133, loss = 8.30831404 Validation score: -338.999226 Iteration 134, loss = 8.20414815 Validation score: -335.563710 Iteration 135, loss = 8.10025507 Validation score: -332.147759 Iteration 136, loss = 7.99677472 Validation score: -328.753368 Iteration 137, loss = 7.89374424 Validation score: -325.382479 Iteration 138, loss = 7.79119953 Validation score: -322.036979 Iteration 139, loss = 7.68917542 Validation score: -318.718700 Iteration 140, loss = 7.58770575 Validation score: -315.429417 Iteration 141, loss = 7.48682344 Validation score: -312.170850 Iteration 142, loss = 7.38656057 Validation score: -308.944659 Iteration 143, loss = 7.28692204 Validation score: -305.775921 Iteration 144, loss = 7.18719737 Validation score: -302.663398 Iteration 145, loss = 7.08810440 Validation score: -299.605981 Iteration 146, loss = 6.98968550 Validation score: 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score: -254.627556 Iteration 163, loss = 5.41887394 Validation score: -252.387462 Iteration 164, loss = 5.33483541 Validation score: -250.195719 Iteration 165, loss = 5.25191443 Validation score: -248.052981 Iteration 166, loss = 5.17013037 Validation score: -245.959834 Iteration 167, loss = 5.08950101 Validation score: -243.916789 Iteration 168, loss = 5.01004259 Validation score: -241.924282 Iteration 169, loss = 4.93176983 Validation score: -239.982666 Iteration 170, loss = 4.85469598 Validation score: -238.092210 Iteration 171, loss = 4.77851847 Validation score: -236.250275 Iteration 172, loss = 4.70341672 Validation score: -234.457339 Iteration 173, loss = 4.62951879 Validation score: -232.713752 Iteration 174, loss = 4.55683802 Validation score: -231.019741 Iteration 175, loss = 4.48538576 Validation score: -229.375408 Iteration 176, loss = 4.41517143 Validation score: -227.780742 Iteration 177, loss = 4.34593211 Validation score: -226.234704 Iteration 178, loss = 4.27789110 Validation score: -224.737271 Iteration 179, loss = 4.21108284 Validation score: -223.288290 Iteration 180, loss = 4.14551487 Validation score: -221.887485 Iteration 181, loss = 4.08119252 Validation score: -220.534461 Iteration 182, loss = 4.01788143 Validation score: -219.226516 Iteration 183, loss = 3.95568220 Validation score: -217.963335 Iteration 184, loss = 3.89470891 Validation score: -216.744481 Iteration 185, loss = 3.83496429 Validation score: -215.569401 Iteration 186, loss = 3.77622520 Validation score: -214.428618 Iteration 187, loss = 3.71855988 Validation score: -213.323301 Iteration 188, loss = 3.66187715 Validation score: -212.252966 Iteration 189, loss = 3.60604307 Validation score: -211.218130 Iteration 190, loss = 3.55134692 Validation score: -210.219024 Iteration 191, loss = 3.49778958 Validation score: -209.255634 Iteration 192, loss = 3.44536955 Validation score: -208.327733 Iteration 193, loss = 3.39408310 Validation score: -207.434912 Iteration 194, loss = 3.34392451 Validation score: -206.576608 Iteration 195, loss = 3.29488625 Validation score: -205.752118 Iteration 196, loss = 3.24695911 Validation score: -204.960624 Iteration 197, loss = 3.20013239 Validation score: -204.201209 Iteration 198, loss = 3.15439402 Validation score: -203.472870 Iteration 199, loss = 3.10973068 Validation score: -202.740244 Iteration 200, loss = 3.06612794 Validation score: -201.854472 Iteration 201, loss = 3.02357037 Validation score: -200.997135 Iteration 202, loss = 2.98204163 Validation score: -200.167142 Iteration 203, loss = 2.94152457 Validation score: -199.363357 Iteration 204, loss = 2.90200134 Validation score: -198.584613 Iteration 205, loss = 2.86345346 Validation score: -197.829718 Iteration 206, loss = 2.82586190 Validation score: -197.097461 Iteration 207, loss = 2.78920719 Validation score: -196.386621 Iteration 208, loss = 2.75346945 Validation score: -195.695971 Iteration 209, loss = 2.71862848 Validation score: -195.024283 Iteration 210, loss = 2.68466383 Validation score: -194.370338 Iteration 211, loss = 2.65155487 Validation score: -193.732924 Iteration 212, loss = 2.61928082 Validation score: -193.110843 Iteration 213, loss = 2.58782083 Validation score: -192.502916 Iteration 214, loss = 2.55715403 Validation score: -191.907985 Iteration 215, loss = 2.52725955 Validation score: -191.324916 Iteration 216, loss = 2.49811663 Validation score: -190.752604 Iteration 217, loss = 2.46953679 Validation score: -190.188334 Iteration 218, loss = 2.44163633 Validation score: -189.631268 Iteration 219, loss = 2.41441760 Validation score: -189.080581 Iteration 220, loss = 2.38786289 Validation score: -188.535462 Iteration 221, loss = 2.36195444 Validation score: -187.995121 Iteration 222, loss = 2.33667449 Validation score: -187.458790 Iteration 223, loss = 2.31200535 Validation score: -186.925724 Iteration 224, loss = 2.28792942 Validation score: -186.395210 Iteration 225, loss = 2.26442931 Validation score: -185.866559 Iteration 226, loss = 2.24148780 Validation score: -185.339118 Iteration 227, loss = 2.21908792 Validation score: -184.812264 Iteration 228, loss = 2.19721299 Validation score: -184.285409 Iteration 229, loss = 2.17584663 Validation score: -183.758000 Iteration 230, loss = 2.15497280 Validation score: -183.229517 Iteration 231, loss = 2.13457581 Validation score: -182.699480 Iteration 232, loss = 2.11464033 Validation score: -182.167441 Iteration 233, loss = 2.09515143 Validation score: -181.632991 Iteration 234, loss = 2.07609459 Validation score: -181.095756 Iteration 235, loss = 2.05745570 Validation score: -180.555396 Iteration 236, loss = 2.03922104 Validation score: -180.011608 Iteration 237, loss = 2.02137736 Validation score: -179.464123 Iteration 238, loss = 2.00391179 Validation score: -178.912706 Iteration 239, loss = 1.98681193 Validation score: -178.357153 Iteration 240, loss = 1.97006578 Validation score: -177.797295 Iteration 241, loss = 1.95366178 Validation score: 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score: -167.467543 Iteration 258, loss = 1.71681960 Validation score: -166.815936 Iteration 259, loss = 1.70489791 Validation score: -166.160663 Iteration 260, loss = 1.69316733 Validation score: -165.502004 Iteration 261, loss = 1.68162348 Validation score: -164.840236 Iteration 262, loss = 1.67026209 Validation score: -164.175631 Iteration 263, loss = 1.65907901 Validation score: -163.508457 Iteration 264, loss = 1.64807023 Validation score: -162.838974 Iteration 265, loss = 1.63723186 Validation score: -162.167442 Iteration 266, loss = 1.62656012 Validation score: -161.494113 Iteration 267, loss = 1.61605139 Validation score: -160.819236 Iteration 268, loss = 1.60570212 Validation score: -160.143055 Iteration 269, loss = 1.59552765 Validation score: -159.465953 Iteration 270, loss = 1.58555308 Validation score: -158.788143 Iteration 271, loss = 1.57578887 Validation score: -158.109966 Iteration 272, loss = 1.56621243 Validation score: -157.431766 Iteration 273, loss = 1.55681974 Validation score: -156.753689 Iteration 274, loss = 1.54757144 Validation score: -156.075894 Iteration 275, loss = 1.53846368 Validation score: -155.398546 Iteration 276, loss = 1.52949285 Validation score: -154.721819 Iteration 277, loss = 1.52065553 Validation score: -154.045889 Iteration 278, loss = 1.51194852 Validation score: -153.370934 Iteration 279, loss = 1.50336877 Validation score: -152.697135 Iteration 280, loss = 1.49491339 Validation score: -152.024671 Iteration 281, loss = 1.48657964 Validation score: -151.353720 Iteration 282, loss = 1.47836492 Validation score: -150.684457 Iteration 283, loss = 1.47026675 Validation score: -150.017054 Iteration 284, loss = 1.46228274 Validation score: -149.351679 Iteration 285, loss = 1.45441061 Validation score: -148.688494 Iteration 286, loss = 1.44664819 Validation score: -148.027657 Iteration 287, loss = 1.43899808 Validation score: -147.369489 Iteration 288, loss = 1.43147248 Validation score: -146.714115 Iteration 289, loss = 1.42405024 Validation score: -146.061655 Iteration 290, loss = 1.41672942 Validation score: -145.412228 Iteration 291, loss = 1.40950816 Validation score: -144.765949 Iteration 292, loss = 1.40238468 Validation score: -144.122927 Iteration 293, loss = 1.39535725 Validation score: -143.483269 Iteration 294, loss = 1.38842420 Validation score: -142.847073 Iteration 295, loss = 1.38158392 Validation score: -142.214434 Iteration 296, loss = 1.37483481 Validation score: -141.585439 Iteration 297, loss = 1.36817537 Validation score: -140.960170 Iteration 298, loss = 1.36175125 Validation score: -140.343903 Iteration 299, loss = 1.35542188 Validation score: -139.735894 Iteration 300, loss = 1.34917869 Validation score: -139.135480 Iteration 301, loss = 1.34301895 Validation score: -138.542063 Iteration 302, loss = 1.33694013 Validation score: -137.955112 Iteration 303, loss = 1.33093987 Validation score: -137.374147 Iteration 304, loss = 1.32501598 Validation score: -136.798742 Iteration 305, loss = 1.31916638 Validation score: -136.228515 Iteration 306, loss = 1.31332041 Validation score: -135.652725 Iteration 307, loss = 1.30705316 Validation score: -135.072327 Iteration 308, loss = 1.30080125 Validation score: -134.488475 Iteration 309, loss = 1.29457833 Validation score: -133.901912 Iteration 310, loss = 1.28837573 Validation score: -133.313318 Iteration 311, loss = 1.28198523 Validation score: -132.723387 Iteration 312, loss = 1.27557231 Validation score: -132.132673 Iteration 313, loss = 1.26891587 Validation score: -131.539514 Iteration 314, loss = 1.26199971 Validation score: -130.944620 Iteration 315, loss = 1.25504744 Validation score: -130.348621 Iteration 316, loss = 1.24807166 Validation score: -129.752075 Iteration 317, loss = 1.24108353 Validation score: -129.155472 Iteration 318, loss = 1.23409295 Validation score: -128.559246 Iteration 319, loss = 1.22710864 Validation score: -127.963776 Iteration 320, loss = 1.22013831 Validation score: -127.369395 Iteration 321, loss = 1.21318875 Validation score: -126.776391 Iteration 322, loss = 1.20626591 Validation score: -126.185017 Iteration 323, loss = 1.19937499 Validation score: -125.595489 Iteration 324, loss = 1.19252054 Validation score: -125.007994 Iteration 325, loss = 1.18570652 Validation score: -124.422692 Iteration 326, loss = 1.17893634 Validation score: -123.839719 Iteration 327, loss = 1.17221295 Validation score: -123.259189 Iteration 328, loss = 1.16553887 Validation score: -122.681196 Iteration 329, loss = 1.15892296 Validation score: -122.106044 Iteration 330, loss = 1.15235701 Validation score: -121.533774 Iteration 331, loss = 1.14584207 Validation score: -120.964424 Iteration 332, loss = 1.13938063 Validation score: -120.397813 Iteration 333, loss = 1.13298209 Validation score: -119.833994 Iteration 334, loss = 1.12664105 Validation score: -119.273005 Iteration 335, loss = 1.12035813 Validation score: -118.714874 Iteration 336, loss = 1.11413379 Validation score: 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score: -109.667612 Iteration 353, loss = 1.01724486 Validation score: -109.160549 Iteration 354, loss = 1.01204771 Validation score: -108.656136 Iteration 355, loss = 1.00690248 Validation score: -108.154359 Iteration 356, loss = 1.00181002 Validation score: -107.655346 Iteration 357, loss = 0.99676730 Validation score: -107.159066 Iteration 358, loss = 0.99177623 Validation score: -106.665356 Iteration 359, loss = 0.98683491 Validation score: -106.174213 Iteration 360, loss = 0.98194218 Validation score: -105.685630 Iteration 361, loss = 0.97709743 Validation score: -105.199597 Iteration 362, loss = 0.97230006 Validation score: -104.716106 Iteration 363, loss = 0.96754442 Validation score: -104.235493 Iteration 364, loss = 0.96282051 Validation score: -103.757829 Iteration 365, loss = 0.95814105 Validation score: -103.283052 Iteration 366, loss = 0.95350627 Validation score: -102.810993 Iteration 367, loss = 0.94891483 Validation score: -102.341619 Iteration 368, loss = 0.94436594 Validation score: -101.874900 Iteration 369, loss = 0.93985920 Validation score: -101.410806 Iteration 370, loss = 0.93539418 Validation score: -100.949308 Iteration 371, loss = 0.93097079 Validation score: -100.490483 Iteration 372, loss = 0.92658908 Validation score: -100.034192 Iteration 373, loss = 0.92224867 Validation score: -99.580515 Iteration 374, loss = 0.91794820 Validation score: -99.129327 Iteration 375, loss = 0.91368771 Validation score: -98.680615 Iteration 376, loss = 0.90946606 Validation score: -98.234366 Iteration 377, loss = 0.90528283 Validation score: -97.790567 Iteration 378, loss = 0.90114012 Validation score: -97.349290 Iteration 379, loss = 0.89703323 Validation score: -96.910513 Iteration 380, loss = 0.89296362 Validation score: -96.474138 Iteration 381, loss = 0.88893225 Validation score: -96.040162 Iteration 382, loss = 0.88493687 Validation score: -95.608580 Iteration 383, loss = 0.88097704 Validation score: -95.179385 Iteration 384, loss = 0.87705236 Validation score: -94.752569 Iteration 385, loss = 0.87316505 Validation score: -94.328193 Iteration 386, loss = 0.86931100 Validation score: -93.906240 Iteration 387, loss = 0.86548955 Validation score: -93.486636 Iteration 388, loss = 0.86170399 Validation score: -93.069379 Iteration 389, loss = 0.85795127 Validation score: -92.654468 Iteration 390, loss = 0.85423101 Validation score: -92.241897 Iteration 391, loss = 0.85054608 Validation score: -91.831717 Iteration 392, loss = 0.84689082 Validation score: -91.423918 Iteration 393, loss = 0.84326580 Validation score: -91.018438 Iteration 394, loss = 0.83967434 Validation score: -90.615279 Iteration 395, loss = 0.83611320 Validation score: -90.214439 Iteration 396, loss = 0.83258204 Validation score: -89.815913 Iteration 397, loss = 0.82908351 Validation score: -89.419741 Iteration 398, loss = 0.82561269 Validation score: -89.025911 Iteration 399, loss = 0.82216380 Validation score: -88.630999 Iteration 400, loss = 0.81846750 Validation score: -88.235414 Iteration 401, loss = 0.81476236 Validation score: -87.839515 Iteration 402, loss = 0.81105352 Validation score: -87.443658 Iteration 403, loss = 0.80734403 Validation score: -87.048087 Iteration 404, loss = 0.80363834 Validation score: -86.653086 Iteration 405, loss = 0.79993909 Validation score: -86.258846 Iteration 406, loss = 0.79624838 Validation score: -85.865565 Iteration 407, loss = 0.79256815 Validation score: -85.473418 Iteration 408, loss = 0.78890253 Validation score: -85.082578 Iteration 409, loss = 0.78525079 Validation score: -84.693177 Iteration 410, loss = 0.78161511 Validation score: -84.305312 Iteration 411, loss = 0.77799834 Validation score: -83.919090 Iteration 412, loss = 0.77439995 Validation score: -83.534601 Iteration 413, loss = 0.77082268 Validation score: -83.151942 Iteration 414, loss = 0.76733128 Validation score: -82.771129 Iteration 415, loss = 0.76386335 Validation score: -82.392163 Iteration 416, loss = 0.76041817 Validation score: -82.015056 Iteration 417, loss = 0.75699551 Validation score: -81.639815 Iteration 418, loss = 0.75359623 Validation score: -81.266448 Iteration 419, loss = 0.75022131 Validation score: -80.894954 Iteration 420, loss = 0.74687098 Validation score: -80.525329 Iteration 421, loss = 0.74354425 Validation score: -80.157573 Iteration 422, loss = 0.74024076 Validation score: -79.791681 Iteration 423, loss = 0.73696270 Validation score: -79.427651 Iteration 424, loss = 0.73370825 Validation score: -79.065476 Iteration 425, loss = 0.73047641 Validation score: -78.705156 Iteration 426, loss = 0.72727119 Validation score: -78.346692 Iteration 427, loss = 0.72408923 Validation score: -77.990087 Iteration 428, loss = 0.72093009 Validation score: -77.635337 Iteration 429, loss = 0.71779370 Validation score: -77.282437 Iteration 430, loss = 0.71468053 Validation score: -76.938750 Iteration 431, loss = 0.71159256 Validation score: -76.726112 Iteration 432, loss = 0.70852644 Validation score: -76.514198 Iteration 433, loss = 0.70548499 Validation score: -76.303025 Iteration 434, loss = 0.70246575 Validation score: -76.092600 Iteration 435, loss = 0.69946812 Validation score: -75.882924 Iteration 436, loss = 0.69649222 Validation score: -75.673977 Iteration 437, loss = 0.69353993 Validation score: -75.465762 Iteration 438, loss = 0.69060934 Validation score: -75.244395 Iteration 439, loss = 0.68765830 Validation score: -75.007689 Iteration 440, loss = 0.68469972 Validation score: -74.771960 Iteration 441, loss = 0.68175286 Validation score: -74.537192 Iteration 442, loss = 0.67881843 Validation score: -74.303373 Iteration 443, loss = 0.67590056 Validation score: -74.070534 Iteration 444, loss = 0.67299687 Validation score: -73.838665 Iteration 445, loss = 0.67010757 Validation score: -73.607750 Iteration 446, loss = 0.66723325 Validation score: -73.377775 Iteration 447, loss = 0.66437848 Validation score: -73.148675 Iteration 448, loss = 0.66153989 Validation score: -72.920439 Iteration 449, loss = 0.65871730 Validation score: -72.693060 Iteration 450, loss = 0.65591109 Validation score: -72.466537 Iteration 451, loss = 0.65312157 Validation score: -72.240873 Iteration 452, loss = 0.65035256 Validation score: -72.016129 Iteration 453, loss = 0.64760124 Validation score: -71.792304 Iteration 454, loss = 0.64486649 Validation score: -71.569393 Iteration 455, loss = 0.64214847 Validation score: -71.347391 Iteration 456, loss = 0.63944766 Validation score: -71.126225 Iteration 457, loss = 0.63676736 Validation score: -70.905894 Iteration 458, loss = 0.63410403 Validation score: -70.686401 Iteration 459, loss = 0.63145772 Validation score: -70.467753 Iteration 460, loss = 0.62883122 Validation score: -70.250027 Iteration 461, loss = 0.62622152 Validation score: -70.033226 Iteration 462, loss = 0.62362815 Validation score: -69.817348 Iteration 463, loss = 0.62105245 Validation score: -69.602314 Iteration 464, loss = 0.61849533 Validation score: -69.388129 Iteration 465, loss = 0.61595468 Validation score: -69.174799 Iteration 466, loss = 0.61341737 Validation score: -68.951332 Iteration 467, loss = 0.61071937 Validation score: -68.719082 Iteration 468, loss = 0.60800836 Validation score: -68.479182 Iteration 469, loss = 0.60528754 Validation score: -68.232652 Iteration 470, loss = 0.60256180 Validation score: -67.980320 Iteration 471, loss = 0.59983484 Validation score: -67.723011 Iteration 472, loss = 0.59710741 Validation score: -67.461472 Iteration 473, loss = 0.59438190 Validation score: -67.196374 Iteration 474, loss = 0.59166214 Validation score: -66.928410 Iteration 475, loss = 0.58894870 Validation score: -66.658111 Iteration 476, loss = 0.58624211 Validation score: -66.385949 Iteration 477, loss = 0.58354658 Validation score: -66.112250 Iteration 478, loss = 0.58086177 Validation score: -65.837401 Iteration 479, loss = 0.57818808 Validation score: -65.561746 Iteration 480, loss = 0.57552654 Validation score: -65.285601 Iteration 481, loss = 0.57287836 Validation score: -65.009341 Iteration 482, loss = 0.57024583 Validation score: -64.733206 Iteration 483, loss = 0.56762762 Validation score: -64.457311 Iteration 484, loss = 0.56502515 Validation score: -64.181853 Iteration 485, loss = 0.56243941 Validation score: -63.907110 Iteration 486, loss = 0.55986912 Validation score: -63.633229 Iteration 487, loss = 0.55731579 Validation score: -63.360239 Iteration 488, loss = 0.55477960 Validation score: -63.088263 Iteration 489, loss = 0.55225986 Validation score: -62.817417 Iteration 490, loss = 0.54975823 Validation score: -62.547904 Iteration 491, loss = 0.54727377 Validation score: -62.279803 Iteration 492, loss = 0.54480579 Validation score: -62.013181 Iteration 493, loss = 0.54235777 Validation score: -61.747989 Iteration 494, loss = 0.53992654 Validation score: -61.484288 Iteration 495, loss = 0.53751214 Validation score: -61.222133 Iteration 496, loss = 0.53511464 Validation score: -60.961577 Iteration 497, loss = 0.53273406 Validation score: -60.702670 Iteration 498, loss = 0.53037436 Validation score: -60.445559 Iteration 499, loss = 0.52803096 Validation score: -60.190272 Iteration 500, loss = 0.52570378 Validation score: -59.936824 Iteration 501, loss = 0.52339285 Validation score: -59.685226 Iteration 502, loss = 0.52109816 Validation score: -59.435484 Iteration 503, loss = 0.51882415 Validation score: -59.187490 Iteration 504, loss = 0.51656649 Validation score: -58.941255 Iteration 505, loss = 0.51432474 Validation score: -58.696795 Iteration 506, loss = 0.51209884 Validation score: -58.454122 Iteration 507, loss = 0.50988872 Validation score: -58.213252 Iteration 508, loss = 0.50769432 Validation score: -57.974199 Iteration 509, loss = 0.50551660 Validation score: -57.737086 Iteration 510, loss = 0.50335685 Validation score: -57.501911 Iteration 511, loss = 0.50121190 Validation score: -57.268664 Iteration 512, loss = 0.49908171 Validation score: -57.037331 Iteration 513, loss = 0.49696769 Validation score: -56.807786 Iteration 514, loss = 0.49486990 Validation score: -56.580026 Iteration 515, loss = 0.49278662 Validation score: -56.354050 Iteration 516, loss = 0.49071778 Validation score: -56.129859 Iteration 517, loss = 0.48866482 Validation score: -55.907568 Iteration 518, loss = 0.48662675 Validation score: -55.687163 Iteration 519, loss = 0.48460233 Validation score: -55.468624 Iteration 520, loss = 0.48259264 Validation score: -55.251817 Iteration 521, loss = 0.48059788 Validation score: -55.036735 Iteration 522, loss = 0.47861660 Validation score: -54.823374 Iteration 523, loss = 0.47664902 Validation score: -54.611844 Iteration 524, loss = 0.47469579 Validation score: -54.402127 Iteration 525, loss = 0.47275674 Validation score: -54.194086 Iteration 526, loss = 0.47083083 Validation score: -53.987713 Iteration 527, loss = 0.46891772 Validation score: -53.783002 Iteration 528, loss = 0.46701926 Validation score: -53.580065 Iteration 529, loss = 0.46513329 Validation score: -53.378881 Iteration 530, loss = 0.46325936 Validation score: -53.179428 Iteration 531, loss = 0.46139897 Validation score: -52.981562 Iteration 532, loss = 0.45955175 Validation score: -52.785274 Iteration 533, loss = 0.45771648 Validation score: -52.590555 Iteration 534, loss = 0.45589310 Validation score: -52.397400 Iteration 535, loss = 0.45408306 Validation score: -52.205921 Iteration 536, loss = 0.45228516 Validation score: -52.016097 Iteration 537, loss = 0.45049835 Validation score: -51.827903 Iteration 538, loss = 0.44872388 Validation score: -51.641195 Iteration 539, loss = 0.44696177 Validation score: -51.455965 Iteration 540, loss = 0.44521075 Validation score: -51.272202 Iteration 541, loss = 0.44347076 Validation score: -51.089901 Iteration 542, loss = 0.44174371 Validation score: -50.909174 Iteration 543, loss = 0.44002744 Validation score: -50.730001 Iteration 544, loss = 0.43832142 Validation score: -50.552357 Iteration 545, loss = 0.43662648 Validation score: -50.376097 Iteration 546, loss = 0.43494350 Validation score: -50.201210 Iteration 547, loss = 0.43327083 Validation score: -50.027690 Iteration 548, loss = 0.43160841 Validation score: -49.855529 Iteration 549, loss = 0.42995814 Validation score: -49.684843 Iteration 550, loss = 0.42831772 Validation score: -49.515608 Iteration 551, loss = 0.42668677 Validation score: -49.347802 Iteration 552, loss = 0.42506649 Validation score: -49.181281 Iteration 553, loss = 0.42345719 Validation score: -49.016033 Iteration 554, loss = 0.42185747 Validation score: -48.852051 Iteration 555, loss = 0.42026729 Validation score: -48.689331 Iteration 556, loss = 0.41868751 Validation score: -48.527988 Iteration 557, loss = 0.41711770 Validation score: -48.368001 Iteration 558, loss = 0.41555669 Validation score: -48.209229 Iteration 559, loss = 0.41400603 Validation score: -48.051663 Iteration 560, loss = 0.41246538 Validation score: -47.895417 Iteration 561, loss = 0.41093326 Validation score: -47.740471 Iteration 562, loss = 0.40941143 Validation score: -47.586681 Iteration 563, loss = 0.40789861 Validation score: -47.434038 Iteration 564, loss = 0.40639449 Validation score: -47.282538 Iteration 565, loss = 0.40489902 Validation score: -47.132178 Iteration 566, loss = 0.40341318 Validation score: -46.983074 Iteration 567, loss = 0.40193634 Validation score: -46.835208 Iteration 568, loss = 0.40046737 Validation score: -46.688558 Iteration 569, loss = 0.39900866 Validation score: -46.542980 Iteration 570, loss = 0.39755830 Validation score: -46.398468 Iteration 571, loss = 0.39611605 Validation score: -46.255016 Iteration 572, loss = 0.39468188 Validation score: -46.112621 Iteration 573, loss = 0.39325576 Validation score: -45.971281 Iteration 574, loss = 0.39183878 Validation score: -45.831118 Iteration 575, loss = 0.39043035 Validation score: -45.692111 Iteration 576, loss = 0.38902913 Validation score: -45.554243 Iteration 577, loss = 0.38763648 Validation score: -45.417369 Iteration 578, loss = 0.38625236 Validation score: -45.281484 Iteration 579, loss = 0.38487577 Validation score: -45.146584 Iteration 580, loss = 0.38350670 Validation score: -45.012667 Iteration 581, loss = 0.38214516 Validation score: -44.879851 Iteration 582, loss = 0.38079200 Validation score: -44.748120 Iteration 583, loss = 0.37944699 Validation score: -44.617332 Iteration 584, loss = 0.37810924 Validation score: -44.487484 Iteration 585, loss = 0.37677866 Validation score: -44.358573 Iteration 586, loss = 0.37545529 Validation score: -44.230718 Iteration 587, loss = 0.37413983 Validation score: -44.103782 Iteration 588, loss = 0.37283184 Validation score: -43.977882 Iteration 589, loss = 0.37153087 Validation score: -43.852879 Iteration 590, loss = 0.37023716 Validation score: -43.728770 Iteration 591, loss = 0.36895072 Validation score: -43.605674 Iteration 592, loss = 0.36767107 Validation score: -43.483453 Iteration 593, loss = 0.36639854 Validation score: -43.362104 Iteration 594, loss = 0.36513374 Validation score: -43.241745 Iteration 595, loss = 0.36387483 Validation score: -43.122360 Iteration 596, loss = 0.36262328 Validation score: -43.003808 Iteration 597, loss = 0.36137867 Validation score: -42.886086 Iteration 598, loss = 0.36014045 Validation score: -42.769191 Iteration 599, loss = 0.35890859 Validation score: -42.653124 Iteration 600, loss = 0.35768312 Validation score: -42.538004 Iteration 601, loss = 0.35646473 Validation score: -42.423696 Iteration 602, loss = 0.35525330 Validation score: -42.310319 Iteration 603, loss = 0.35404746 Validation score: -42.197734 Iteration 604, loss = 0.35284841 Validation score: -42.085942 Iteration 605, loss = 0.35165622 Validation score: -41.975060 Iteration 606, loss = 0.35046936 Validation score: -41.865069 Iteration 607, loss = 0.34928988 Validation score: -41.755834 Iteration 608, loss = 0.34811630 Validation score: -41.647350 Iteration 609, loss = 0.34694855 Validation score: -41.539615 Iteration 610, loss = 0.34578660 Validation score: -41.432631 Iteration 611, loss = 0.34463044 Validation score: -41.326399 Iteration 612, loss = 0.34348044 Validation score: -41.221038 Iteration 613, loss = 0.34233683 Validation score: -41.116533 Iteration 614, loss = 0.34119874 Validation score: -41.012749 Iteration 615, loss = 0.34006683 Validation score: -40.909685 Iteration 616, loss = 0.33894045 Validation score: -40.807339 Iteration 617, loss = 0.33782011 Validation score: -40.705830 Iteration 618, loss = 0.33670501 Validation score: -40.605140 Iteration 619, loss = 0.33559651 Validation score: -40.505136 Iteration 620, loss = 0.33449335 Validation score: -40.405813 Iteration 621, loss = 0.33339548 Validation score: -40.307172 Iteration 622, loss = 0.33230289 Validation score: -40.209213 Iteration 623, loss = 0.33121557 Validation score: -40.111937 Iteration 624, loss = 0.33013417 Validation score: -40.015463 Iteration 625, loss = 0.32905823 Validation score: -39.919776 Iteration 626, loss = 0.32798714 Validation score: -39.824743 Iteration 627, loss = 0.32692193 Validation score: -39.730362 Iteration 628, loss = 0.32586176 Validation score: -39.636633 Iteration 629, loss = 0.32480682 Validation score: -39.543672 Iteration 630, loss = 0.32375717 Validation score: -39.451347 Iteration 631, loss = 0.32271264 Validation score: -39.359658 Iteration 632, loss = 0.32167349 Validation score: -39.268720 Iteration 633, loss = 0.32063899 Validation score: -39.178403 Iteration 634, loss = 0.31960976 Validation score: -39.088705 Iteration 635, loss = 0.31858565 Validation score: -38.999742 Iteration 636, loss = 0.31756635 Validation score: -38.911382 Iteration 637, loss = 0.31655207 Validation score: -38.823626 Iteration 638, loss = 0.31554247 Validation score: -38.736473 Iteration 639, loss = 0.31453852 Validation score: -38.650038 Iteration 640, loss = 0.31353847 Validation score: -38.564305 Iteration 641, loss = 0.31254358 Validation score: -38.479145 Iteration 642, loss = 0.31155371 Validation score: -38.394555 Iteration 643, loss = 0.31056832 Validation score: -38.310533 Iteration 644, loss = 0.30958741 Validation score: -38.227082 Iteration 645, loss = 0.30861098 Validation score: -38.144203 Iteration 646, loss = 0.30763916 Validation score: -38.062010 Iteration 647, loss = 0.30667215 Validation score: -37.980489 Iteration 648, loss = 0.30571020 Validation score: -37.899512 Iteration 649, loss = 0.30475434 Validation score: -37.819079 Iteration 650, loss = 0.30380799 Validation score: -37.739188 Iteration 651, loss = 0.30286552 Validation score: -37.659839 Iteration 652, loss = 0.30192696 Validation score: -37.581031 Iteration 653, loss = 0.30099233 Validation score: -37.502766 Iteration 654, loss = 0.30006260 Validation score: -37.425155 Iteration 655, loss = 0.29913670 Validation score: -37.348182 Iteration 656, loss = 0.29821405 Validation score: -37.271720 Iteration 657, loss = 0.29729637 Validation score: -37.195763 Iteration 658, loss = 0.29638256 Validation score: -37.120311 Iteration 659, loss = 0.29547269 Validation score: -37.045471 Iteration 660, loss = 0.29456722 Validation score: -36.971116 Iteration 661, loss = 0.29366563 Validation score: -36.897245 Iteration 662, loss = 0.29276789 Validation score: -36.823855 Iteration 663, loss = 0.29187448 Validation score: -36.751055 Iteration 664, loss = 0.29098456 Validation score: -36.678720 Iteration 665, loss = 0.29009890 Validation score: -36.606848 Iteration 666, loss = 0.28921754 Validation score: -36.535545 Iteration 667, loss = 0.28833953 Validation score: -36.464686 Iteration 668, loss = 0.28746576 Validation score: -36.394270 Iteration 669, loss = 0.28659574 Validation score: -36.324297 Iteration 670, loss = 0.28572979 Validation score: -36.254871 Iteration 671, loss = 0.28486766 Validation score: -36.185870 Iteration 672, loss = 0.28400944 Validation score: -36.117291 Iteration 673, loss = 0.28315491 Validation score: -36.049134 Iteration 674, loss = 0.28230406 Validation score: -35.981396 Iteration 675, loss = 0.28145872 Validation score: -35.914182 Iteration 676, loss = 0.28061724 Validation score: -35.847370 Iteration 677, loss = 0.27977935 Validation score: -35.780959 Iteration 678, loss = 0.27894451 Validation score: -35.714950 Iteration 679, loss = 0.27811260 Validation score: -35.649363 Iteration 680, loss = 0.27728328 Validation score: -35.584300 Iteration 681, loss = 0.27645592 Validation score: -35.519640 Iteration 682, loss = 0.27563467 Validation score: -35.455382 Iteration 683, loss = 0.27481681 Validation score: -35.391525 Iteration 684, loss = 0.27400219 Validation score: -35.328066 Iteration 685, loss = 0.27319135 Validation score: -35.265107 Iteration 686, loss = 0.27238315 Validation score: -35.202530 Iteration 687, loss = 0.27157871 Validation score: -35.140332 Iteration 688, loss = 0.27077750 Validation score: -35.078512 Iteration 689, loss = 0.26997954 Validation score: -35.017071 Iteration 690, loss = 0.26918567 Validation score: -34.956108 Iteration 691, loss = 0.26839387 Validation score: -34.895609 Iteration 692, loss = 0.26760637 Validation score: -34.835456 Iteration 693, loss = 0.26682212 Validation score: -34.775646 Iteration 694, loss = 0.26604104 Validation score: -34.716178 Iteration 695, loss = 0.26526490 Validation score: -34.657048 Iteration 696, loss = 0.26449137 Validation score: -34.598259 Iteration 697, loss = 0.26372048 Validation score: -34.539812 Iteration 698, loss = 0.26295228 Validation score: -34.481712 Iteration 699, loss = 0.26218680 Validation score: -34.423963 Iteration 700, loss = 0.26142543 Validation score: -34.366572 Iteration 701, loss = 0.26066770 Validation score: -34.309545 Iteration 702, loss = 0.25991298 Validation score: -34.252980 Iteration 703, loss = 0.25916164 Validation score: -34.196772 Iteration 704, loss = 0.25841346 Validation score: -34.141016 Iteration 705, loss = 0.25766838 Validation score: -34.085603 Iteration 706, loss = 0.25692640 Validation score: -34.030530 Iteration 707, loss = 0.25618737 Validation score: -33.975797 Iteration 708, loss = 0.25545129 Validation score: -33.921404 Iteration 709, loss = 0.25471816 Validation score: -33.867351 Iteration 710, loss = 0.25398802 Validation score: -33.813637 Iteration 711, loss = 0.25326160 Validation score: -33.760264 Iteration 712, loss = 0.25253768 Validation score: -33.707327 Iteration 713, loss = 0.25181716 Validation score: -33.654724 Iteration 714, loss = 0.25109976 Validation score: -33.602453 Iteration 715, loss = 0.25038515 Validation score: -33.550516 Iteration 716, loss = 0.24967333 Validation score: -33.498911 Iteration 717, loss = 0.24896431 Validation score: -33.447642 Iteration 718, loss = 0.24825886 Validation score: -33.396799 Iteration 719, loss = 0.24755568 Validation score: -33.346275 Iteration 720, loss = 0.24685571 Validation score: -33.296070 Iteration 721, loss = 0.24615802 Validation score: -33.246184 Iteration 722, loss = 0.24546394 Validation score: -33.196620 Iteration 723, loss = 0.24477258 Validation score: -33.147380 Iteration 724, loss = 0.24408460 Validation score: -33.098553 Iteration 725, loss = 0.24339817 Validation score: -33.050038 Iteration 726, loss = 0.24271507 Validation score: -33.001833 Iteration 727, loss = 0.24203460 Validation score: -32.953938 Iteration 728, loss = 0.24135061 Validation score: -32.906274 Iteration 729, loss = 0.24066189 Validation score: -32.858835 Iteration 730, loss = 0.23997615 Validation score: -32.811694 Iteration 731, loss = 0.23929101 Validation score: -32.764746 Iteration 732, loss = 0.23860798 Validation score: -32.717982 Iteration 733, loss = 0.23792642 Validation score: -32.671397 Iteration 734, loss = 0.23724659 Validation score: -32.624993 Iteration 735, loss = 0.23656948 Validation score: -32.578766 Iteration 736, loss = 0.23589450 Validation score: -32.532801 Iteration 737, loss = 0.23522115 Validation score: -32.486998 Iteration 738, loss = 0.23455032 Validation score: -32.441353 Iteration 739, loss = 0.23388172 Validation score: -32.395866 Iteration 740, loss = 0.23321524 Validation score: -32.350543 Iteration 741, loss = 0.23255109 Validation score: -32.305386 Iteration 742, loss = 0.23188903 Validation score: -32.260396 Iteration 743, loss = 0.23123020 Validation score: -32.215664 Iteration 744, loss = 0.23057246 Validation score: -32.171098 Iteration 745, loss = 0.22991785 Validation score: -32.126699 Iteration 746, loss = 0.22926535 Validation score: -32.082473 Iteration 747, loss = 0.22861543 Validation score: -32.038426 Iteration 748, loss = 0.22796785 Validation score: -31.994646 Iteration 749, loss = 0.22732265 Validation score: -31.951046 Iteration 750, loss = 0.22667965 Validation score: -31.907629 Iteration 751, loss = 0.22603943 Validation score: -31.864397 Iteration 752, loss = 0.22540139 Validation score: -31.821358 Iteration 753, loss = 0.22476529 Validation score: -31.778517 Iteration 754, loss = 0.22413224 Validation score: -31.735890 Iteration 755, loss = 0.22350495 Validation score: -31.693692 Iteration 756, loss = 0.22291632 Validation score: -31.651888 Iteration 757, loss = 0.22233132 Validation score: -31.610450 Iteration 758, loss = 0.22174976 Validation score: -31.569354 Iteration 759, loss = 0.22117147 Validation score: -31.528583 Iteration 760, loss = 0.22059631 Validation score: -31.488124 Iteration 761, loss = 0.22002413 Validation score: -31.447966 Iteration 762, loss = 0.21945483 Validation score: -31.408103 Iteration 763, loss = 0.21888830 Validation score: -31.368531 Iteration 764, loss = 0.21832445 Validation score: -31.329246 Iteration 765, loss = 0.21776320 Validation score: -31.290250 Iteration 766, loss = 0.21720448 Validation score: -31.251542 Iteration 767, loss = 0.21664822 Validation score: -31.213124 Iteration 768, loss = 0.21608582 Validation score: -31.175578 Iteration 769, loss = 0.21548204 Validation score: -31.138847 Iteration 770, loss = 0.21486686 Validation score: -31.102884 Iteration 771, loss = 0.21424176 Validation score: -31.067649 Iteration 772, loss = 0.21360810 Validation score: -31.033108 Iteration 773, loss = 0.21296709 Validation score: -30.999234 Iteration 774, loss = 0.21231985 Validation score: -30.966005 Iteration 775, loss = 0.21166739 Validation score: -30.933401 Iteration 776, loss = 0.21101059 Validation score: -30.901407 Iteration 777, loss = 0.21035029 Validation score: -30.870009 Iteration 778, loss = 0.20968719 Validation score: -30.839196 Iteration 779, loss = 0.20902197 Validation score: -30.808958 Iteration 780, loss = 0.20835520 Validation score: -30.779286 Iteration 781, loss = 0.20768741 Validation score: -30.750173 Iteration 782, loss = 0.20701905 Validation score: -30.721611 Iteration 783, loss = 0.20635056 Validation score: -30.693593 Iteration 784, loss = 0.20568228 Validation score: -30.666111 Iteration 785, loss = 0.20501455 Validation score: -30.639160 Iteration 786, loss = 0.20434766 Validation score: -30.612731 Iteration 787, loss = 0.20368185 Validation score: -30.586818 Iteration 788, loss = 0.20301734 Validation score: -30.561412 Iteration 789, loss = 0.20235434 Validation score: -30.536507 Iteration 790, loss = 0.20169301 Validation score: -30.512094 Iteration 791, loss = 0.20103394 Validation score: -30.488226 Iteration 792, loss = 0.20037608 Validation score: -30.464822 Iteration 793, loss = 0.19972073 Validation score: -30.441868 Iteration 794, loss = 0.19906753 Validation score: -30.419353 Iteration 795, loss = 0.19841656 Validation score: -30.397266 Iteration 796, loss = 0.19776790 Validation score: -30.375597 Iteration 797, loss = 0.19712159 Validation score: -30.354334 Iteration 798, loss = 0.19647768 Validation score: -30.333467 Iteration 799, loss = 0.19583622 Validation score: -30.312988 Iteration 800, loss = 0.19519723 Validation score: -30.292885 Iteration 801, loss = 0.19456074 Validation score: -30.273149 Iteration 802, loss = 0.19392686 Validation score: -30.253833 Iteration 803, loss = 0.19329559 Validation score: -30.234854 Iteration 804, loss = 0.19266705 Validation score: -30.216200 Iteration 805, loss = 0.19204108 Validation score: -30.197860 Iteration 806, loss = 0.19141768 Validation score: -30.179821 Iteration 807, loss = 0.19079685 Validation score: -30.162075 Iteration 808, loss = 0.19017857 Validation score: -30.144611 Iteration 809, loss = 0.18956339 Validation score: -30.127480 Iteration 810, loss = 0.18894998 Validation score: -30.110605 Iteration 811, loss = 0.18833964 Validation score: -30.093975 Iteration 812, loss = 0.18773181 Validation score: -30.077582 Iteration 813, loss = 0.18712649 Validation score: -30.061416 Iteration 814, loss = 0.18652370 Validation score: -30.045531 Iteration 815, loss = 0.18592368 Validation score: -30.029851 Iteration 816, loss = 0.18532614 Validation score: -30.014369 Iteration 817, loss = 0.18473105 Validation score: -29.999077 Iteration 818, loss = 0.18413838 Validation score: -29.983970 Iteration 819, loss = 0.18354813 Validation score: -29.969045 Iteration 820, loss = 0.18296028 Validation score: -29.954299 Iteration 821, loss = 0.18237574 Validation score: -29.939787 Iteration 822, loss = 0.18179258 Validation score: -29.925495 Iteration 823, loss = 0.18121222 Validation score: -29.911352 Iteration 824, loss = 0.18063458 Validation score: -29.897352 Iteration 825, loss = 0.18005924 Validation score: -29.883490 Iteration 826, loss = 0.17948618 Validation score: -29.869765 Iteration 827, loss = 0.17891540 Validation score: -29.856176 Iteration 828, loss = 0.17834689 Validation score: -29.842722 Iteration 829, loss = 0.17778063 Validation score: -29.829404 Iteration 830, loss = 0.17721663 Validation score: -29.816224 Iteration 831, loss = 0.17665503 Validation score: -29.803239 Iteration 832, loss = 0.17609583 Validation score: -29.790440 Iteration 833, loss = 0.17553927 Validation score: -29.777762 Iteration 834, loss = 0.17498492 Validation score: -29.765202 Iteration 835, loss = 0.17443272 Validation score: -29.752759 Iteration 836, loss = 0.17388264 Validation score: -29.740433 Iteration 837, loss = 0.17333469 Validation score: -29.728227 Iteration 838, loss = 0.17278886 Validation score: -29.716142 Iteration 839, loss = 0.17224514 Validation score: -29.704181 Iteration 840, loss = 0.17170501 Validation score: -29.692400 Iteration 841, loss = 0.17116597 Validation score: -29.680791 Iteration 842, loss = 0.17062803 Validation score: -29.669343 Iteration 843, loss = 0.17009389 Validation score: -29.657994 Iteration 844, loss = 0.16956180 Validation score: -29.646739 Iteration 845, loss = 0.16903168 Validation score: -29.635577 Iteration 846, loss = 0.16850353 Validation score: -29.624509 Iteration 847, loss = 0.16797734 Validation score: -29.613537 Iteration 848, loss = 0.16745311 Validation score: -29.602664 Iteration 849, loss = 0.16693085 Validation score: -29.591892 Iteration 850, loss = 0.16641056 Validation score: -29.581228 Iteration 851, loss = 0.16589222 Validation score: -29.570676 Iteration 852, loss = 0.16537584 Validation score: -29.560241 Iteration 853, loss = 0.16486270 Validation score: -29.549975 Iteration 854, loss = 0.16435128 Validation score: -29.539872 Iteration 855, loss = 0.16384082 Validation score: -29.529925 Iteration 856, loss = 0.16333255 Validation score: -29.520074 Iteration 857, loss = 0.16282709 Validation score: -29.510317 Iteration 858, loss = 0.16232345 Validation score: -29.500653 Iteration 859, loss = 0.16182162 Validation score: -29.491083 Iteration 860, loss = 0.16132161 Validation score: -29.481607 Iteration 861, loss = 0.16082342 Validation score: -29.472230 Iteration 862, loss = 0.16032704 Validation score: -29.462953 Iteration 863, loss = 0.15983262 Validation score: -29.453825 Iteration 864, loss = 0.15934042 Validation score: -29.444839 Iteration 865, loss = 0.15885030 Validation score: -29.435944 Iteration 866, loss = 0.15836207 Validation score: -29.427137 Iteration 867, loss = 0.15787556 Validation score: -29.418420 Iteration 868, loss = 0.15739079 Validation score: -29.409793 Iteration 869, loss = 0.15690775 Validation score: -29.401259 Iteration 870, loss = 0.15642705 Validation score: -29.392863 Iteration 871, loss = 0.15594782 Validation score: -29.384597 Iteration 872, loss = 0.15547055 Validation score: -29.376411 Iteration 873, loss = 0.15499535 Validation score: -29.368306 Iteration 874, loss = 0.15452179 Validation score: -29.360280 Iteration 875, loss = 0.15404990 Validation score: -29.352334 Iteration 876, loss = 0.15357966 Validation score: -29.344473 Iteration 877, loss = 0.15311118 Validation score: -29.336736 Iteration 878, loss = 0.15264471 Validation score: -29.329081 Iteration 879, loss = 0.15218008 Validation score: -29.321545 Iteration 880, loss = 0.15171732 Validation score: -29.314083 Iteration 881, loss = 0.15125627 Validation score: -29.306696 Iteration 882, loss = 0.15079681 Validation score: -29.299385 Iteration 883, loss = 0.15033894 Validation score: -29.292151 Iteration 884, loss = 0.14988318 Validation score: -29.285032 Iteration 885, loss = 0.14942869 Validation score: -29.278023 Iteration 886, loss = 0.14897644 Validation score: -29.271081 Iteration 887, loss = 0.14852587 Validation score: -29.264205 Iteration 888, loss = 0.14807682 Validation score: -29.257394 Iteration 889, loss = 0.14762929 Validation score: -29.250652 Iteration 890, loss = 0.14718329 Validation score: -29.243980 Iteration 891, loss = 0.14673882 Validation score: -29.237384 Iteration 892, loss = 0.14629703 Validation score: -29.230897 Iteration 893, loss = 0.14585632 Validation score: -29.224518 Iteration 894, loss = 0.14541632 Validation score: -29.218236 Iteration 895, loss = 0.14497939 Validation score: -29.212013 Iteration 896, loss = 0.14454396 Validation score: -29.205846 Iteration 897, loss = 0.14410994 Validation score: -29.199734 Iteration 898, loss = 0.14367736 Validation score: -29.193678 Iteration 899, loss = 0.14324621 Validation score: -29.187682 Iteration 900, loss = 0.14281652 Validation score: -29.181750 Iteration 901, loss = 0.14238827 Validation score: -29.175885 Iteration 902, loss = 0.14196149 Validation score: -29.170095 Iteration 903, loss = 0.14153719 Validation score: -29.164409 Iteration 904, loss = 0.14111441 Validation score: -29.158826 Iteration 905, loss = 0.14069225 Validation score: -29.153339 Iteration 906, loss = 0.14027205 Validation score: -29.147913 Iteration 907, loss = 0.13985393 Validation score: -29.142546 Iteration 908, loss = 0.13943716 Validation score: -29.137237 Iteration 909, loss = 0.13902173 Validation score: -29.131989 Iteration 910, loss = 0.13860767 Validation score: -29.126802 Iteration 911, loss = 0.13819498 Validation score: -29.121682 Iteration 912, loss = 0.13778367 Validation score: -29.116633 Iteration 913, loss = 0.13737548 Validation score: -29.111680 Iteration 914, loss = 0.13696787 Validation score: -29.106820 Iteration 915, loss = 0.13656083 Validation score: -29.102047 Iteration 916, loss = 0.13615537 Validation score: -29.097330 Iteration 917, loss = 0.13575235 Validation score: -29.092668 Iteration 918, loss = 0.13535060 Validation score: -29.088059 Iteration 919, loss = 0.13495012 Validation score: -29.083504 Iteration 920, loss = 0.13455094 Validation score: -29.079006 Iteration 921, loss = 0.13415305 Validation score: -29.074568 Iteration 922, loss = 0.13375792 Validation score: -29.070479 Iteration 923, loss = 0.13337004 Validation score: -29.066728 Iteration 924, loss = 0.13298273 Validation score: -29.062879 Iteration 925, loss = 0.13259596 Validation score: -29.053724 Iteration 926, loss = 0.13221013 Validation score: -29.044817 Iteration 927, loss = 0.13182690 Validation score: -29.036135 Iteration 928, loss = 0.13144476 Validation score: -29.027661 Iteration 929, loss = 0.13106373 Validation score: -29.019381 Iteration 930, loss = 0.13068383 Validation score: -29.011285 Iteration 931, loss = 0.13030599 Validation score: -29.003378 Iteration 932, loss = 0.12992909 Validation score: -28.995646 Iteration 933, loss = 0.12955277 Validation score: -28.988063 Iteration 934, loss = 0.12917854 Validation score: -28.980620 Iteration 935, loss = 0.12880537 Validation score: -28.973311 Iteration 936, loss = 0.12843406 Validation score: -28.966143 Iteration 937, loss = 0.12806333 Validation score: -28.959108 Iteration 938, loss = 0.12769428 Validation score: -28.952184 Iteration 939, loss = 0.12732662 Validation score: -28.945367 Iteration 940, loss = 0.12695998 Validation score: -28.938653 Iteration 941, loss = 0.12659439 Validation score: -28.932042 Iteration 942, loss = 0.12622985 Validation score: -28.925537 Iteration 943, loss = 0.12586791 Validation score: -28.919145 Iteration 944, loss = 0.12550650 Validation score: -28.912863 Iteration 945, loss = 0.12514556 Validation score: -28.906685 Iteration 946, loss = 0.12478612 Validation score: -28.900643 Iteration 947, loss = 0.12439523 Validation score: -28.894716 Iteration 948, loss = 0.12400193 Validation score: -28.888884 Iteration 949, loss = 0.12360666 Validation score: -28.883133 Iteration 950, loss = 0.12320983 Validation score: -28.877452 Iteration 951, loss = 0.12281178 Validation score: -28.871832 Iteration 952, loss = 0.12241461 Validation score: -28.866270 Iteration 953, loss = 0.12201618 Validation score: -28.860755 Iteration 954, loss = 0.12161670 Validation score: -28.855273 Iteration 955, loss = 0.12121688 Validation score: -28.849811 Iteration 956, loss = 0.12081847 Validation score: -28.844360 Iteration 957, loss = 0.12042018 Validation score: -28.838917 Iteration 958, loss = 0.12002219 Validation score: -28.833479 Iteration 959, loss = 0.11962466 Validation score: -28.828047 Iteration 960, loss = 0.11922849 Validation score: -28.822622 Iteration 961, loss = 0.11883297 Validation score: -28.817202 Iteration 962, loss = 0.11843800 Validation score: -28.811787 Iteration 963, loss = 0.11804466 Validation score: -28.806375 Iteration 964, loss = 0.11765226 Validation score: -28.800971 Iteration 965, loss = 0.11726106 Validation score: -28.795572 Iteration 966, loss = 0.11687123 Validation score: -28.790186 Iteration 967, loss = 0.11648270 Validation score: -28.784815 Iteration 968, loss = 0.11609583 Validation score: -28.779459 Iteration 969, loss = 0.11570984 Validation score: -28.774124 Iteration 970, loss = 0.11532559 Validation score: -28.768815 Iteration 971, loss = 0.11494321 Validation score: -28.763529 Iteration 972, loss = 0.11456160 Validation score: -28.745354 Iteration 973, loss = 0.11418190 Validation score: -28.724063 Iteration 974, loss = 0.11380403 Validation score: -28.702861 Iteration 975, loss = 0.11342722 Validation score: -28.681743 Iteration 976, loss = 0.11305225 Validation score: -28.660713 Iteration 977, loss = 0.11267883 Validation score: -28.639783 Iteration 978, loss = 0.11230715 Validation score: -28.618946 Iteration 979, loss = 0.11193701 Validation score: -28.598207 Iteration 980, loss = 0.11156831 Validation score: -28.577570 Iteration 981, loss = 0.11120161 Validation score: -28.557048 Iteration 982, loss = 0.11083600 Validation score: -28.536641 Iteration 983, loss = 0.11047267 Validation score: -28.516340 Iteration 984, loss = 0.11011087 Validation score: -28.496148 Iteration 985, loss = 0.10975049 Validation score: -28.476065 Iteration 986, loss = 0.10939157 Validation score: -28.456097 Iteration 987, loss = 0.10903410 Validation score: -28.436248 Iteration 988, loss = 0.10867811 Validation score: -28.416524 Iteration 989, loss = 0.10832514 Validation score: -28.396937 Iteration 990, loss = 0.10797296 Validation score: -28.377488 Iteration 991, loss = 0.10762149 Validation score: -28.358175 Iteration 992, loss = 0.10727219 Validation score: -28.338985 Iteration 993, loss = 0.10692504 Validation score: -28.319916 Iteration 994, loss = 0.10657928 Validation score: -28.300968 Iteration 995, loss = 0.10623491 Validation score: -28.282142 Iteration 996, loss = 0.10589196 Validation score: -28.263442 Iteration 997, loss = 0.10555043 Validation score: -28.244870 Iteration 998, loss = 0.10521033 Validation score: -28.226431 Iteration 999, loss = 0.10487241 Validation score: -28.208137 Iteration 1000, loss = 0.10453603 Validation score: -28.189987 Iteration 1, loss = 16.51579587 Validation score: -540.861913 Iteration 2, loss = 16.49208400 Validation score: -540.675786 Iteration 3, loss = 16.46838717 Validation score: -540.489697 Iteration 4, loss = 16.44301714 Validation score: -540.303649 Iteration 5, loss = 16.41758912 Validation score: -540.103130 Iteration 6, loss = 16.39212350 Validation score: -539.662559 Iteration 7, loss = 16.36663325 Validation score: -539.221084 Iteration 8, loss = 16.34112649 Validation score: -538.778987 Iteration 9, loss = 16.31560849 Validation score: -538.336436 Iteration 10, loss = 16.29008270 Validation score: -537.893531 Iteration 11, loss = 16.26455144 Validation score: -537.450319 Iteration 12, loss = 16.23901624 Validation score: -537.006821 Iteration 13, loss = 16.21347807 Validation score: -536.563033 Iteration 14, loss = 16.18793747 Validation score: -536.118944 Iteration 15, loss = 16.16239466 Validation score: -535.674533 Iteration 16, loss = 16.13684961 Validation score: -535.229777 Iteration 17, loss = 16.11130204 Validation score: -534.784656 Iteration 18, loss = 16.08575153 Validation score: -534.339148 Iteration 19, loss = 16.06015864 Validation score: -533.893301 Iteration 20, loss = 16.03447140 Validation score: -533.447099 Iteration 21, loss = 16.00795084 Validation score: -532.993356 Iteration 22, loss = 15.98105600 Validation score: -532.217362 Iteration 23, loss = 15.95321601 Validation score: -531.434917 Iteration 24, loss = 15.92430594 Validation score: -530.647613 Iteration 25, loss = 15.89524401 Validation score: -529.648849 Iteration 26, loss = 15.86515959 Validation score: -528.328515 Iteration 27, loss = 15.83385990 Validation score: -526.989532 Iteration 28, loss = 15.80181576 Validation score: -525.635024 Iteration 29, loss = 15.76950992 Validation score: -524.267628 Iteration 30, loss = 15.73697762 Validation score: -522.889592 Iteration 31, loss = 15.70424783 Validation score: -521.502848 Iteration 32, loss = 15.67134434 Validation score: -520.109052 Iteration 33, loss = 15.63828672 Validation score: -518.709620 Iteration 34, loss = 15.60509099 Validation score: -517.305754 Iteration 35, loss = 15.57177026 Validation score: -515.898461 Iteration 36, loss = 15.53446026 Validation score: -514.464983 Iteration 37, loss = 15.49453045 Validation score: -513.010457 Iteration 38, loss = 15.45410308 Validation score: -511.539087 Iteration 39, loss = 15.41214057 Validation score: -510.049139 Iteration 40, loss = 15.36900394 Validation score: -508.544088 Iteration 41, loss = 15.32485400 Validation score: -507.021001 Iteration 42, loss = 15.27673873 Validation score: -505.478590 Iteration 43, loss = 15.22764171 Validation score: -503.920619 Iteration 44, loss = 15.17780339 Validation score: -502.350793 Iteration 45, loss = 15.12734799 Validation score: -500.771565 Iteration 46, loss = 15.07646275 Validation score: -499.184959 Iteration 47, loss = 15.02521039 Validation score: -497.592646 Iteration 48, loss = 14.97364355 Validation score: -495.995997 Iteration 49, loss = 14.92182457 Validation score: -494.396248 Iteration 50, loss = 14.86971139 Validation score: -492.793994 Iteration 51, loss = 14.81728699 Validation score: -491.189995 Iteration 52, loss = 14.76467356 Validation score: -489.584853 Iteration 53, loss = 14.71189341 Validation score: -487.979030 Iteration 54, loss = 14.65896490 Validation score: -486.372876 Iteration 55, loss = 14.60590295 Validation score: -484.766641 Iteration 56, loss = 14.55275240 Validation score: -483.160461 Iteration 57, loss = 14.49948716 Validation score: -481.554411 Iteration 58, loss = 14.44611244 Validation score: -479.948514 Iteration 59, loss = 14.39263327 Validation score: -478.342752 Iteration 60, loss = 14.33904983 Validation score: -476.736704 Iteration 61, loss = 14.28529492 Validation score: -475.130424 Iteration 62, loss = 14.23143205 Validation score: -473.523901 Iteration 63, loss = 14.17746357 Validation score: -471.917082 Iteration 64, loss = 14.12339067 Validation score: -470.309881 Iteration 65, loss = 14.06908216 Validation score: -468.702059 Iteration 66, loss = 14.01458496 Validation score: -467.097618 Iteration 67, loss = 13.96010537 Validation score: -465.496321 Iteration 68, loss = 13.90549109 Validation score: -463.897751 Iteration 69, loss = 13.85074192 Validation score: -462.301492 Iteration 70, loss = 13.79586314 Validation score: -460.707131 Iteration 71, loss = 13.74066218 Validation score: -459.114145 Iteration 72, loss = 13.68524933 Validation score: -457.522174 Iteration 73, loss = 13.62969280 Validation score: -455.930860 Iteration 74, loss = 13.57399553 Validation score: -454.339850 Iteration 75, loss = 13.51817573 Validation score: -452.744374 Iteration 76, loss = 13.46225767 Validation score: -451.144529 Iteration 77, loss = 13.40617850 Validation score: -449.540389 Iteration 78, loss = 13.34993845 Validation score: -447.932013 Iteration 79, loss = 13.29339747 Validation score: -446.321106 Iteration 80, loss = 13.23638035 Validation score: -444.711718 Iteration 81, loss = 13.17915117 Validation score: -443.103205 Iteration 82, loss = 13.12149939 Validation score: -441.494935 Iteration 83, loss = 13.06352155 Validation score: -439.886371 Iteration 84, loss = 13.00513941 Validation score: -438.278481 Iteration 85, loss = 12.94589068 Validation score: -436.670614 Iteration 86, loss = 12.88633643 Validation score: -435.062176 Iteration 87, loss = 12.82649693 Validation score: -433.452572 Iteration 88, loss = 12.76596038 Validation score: -431.843103 Iteration 89, loss = 12.70442628 Validation score: -430.175572 Iteration 90, loss = 12.64239778 Validation score: -428.376479 Iteration 91, loss = 12.58005441 Validation score: -426.571682 Iteration 92, loss = 12.51694859 Validation score: -424.759540 Iteration 93, loss = 12.45285052 Validation score: -422.918802 Iteration 94, loss = 12.38825090 Validation score: -421.051299 Iteration 95, loss = 12.32319683 Validation score: -419.174753 Iteration 96, loss = 12.25755458 Validation score: -417.288555 Iteration 97, loss = 12.19102987 Validation score: -415.393023 Iteration 98, loss = 12.12408007 Validation score: -413.488439 Iteration 99, loss = 12.05660590 Validation score: -411.572745 Iteration 100, loss = 11.98795079 Validation score: -409.646495 Iteration 101, loss = 11.91888202 Validation score: -407.710162 Iteration 102, loss = 11.84943653 Validation score: -405.764153 Iteration 103, loss = 11.77964648 Validation score: -403.760362 Iteration 104, loss = 11.70796542 Validation score: -401.579051 Iteration 105, loss = 11.63518774 Validation score: -399.380055 Iteration 106, loss = 11.56192962 Validation score: -397.164911 Iteration 107, loss = 11.48749715 Validation score: -394.932634 Iteration 108, loss = 11.41258433 Validation score: -392.684633 Iteration 109, loss = 11.33725545 Validation score: -390.422101 Iteration 110, loss = 11.26155382 Validation score: -388.146050 Iteration 111, loss = 11.18551754 Validation score: -385.857348 Iteration 112, loss = 11.10918042 Validation score: -383.531994 Iteration 113, loss = 11.03257270 Validation score: -381.188212 Iteration 114, loss = 10.95572434 Validation score: -378.833352 Iteration 115, loss = 10.87825742 Validation score: -376.465848 Iteration 116, loss = 10.80015103 Validation score: -374.086338 Iteration 117, loss = 10.72180784 Validation score: -371.695381 Iteration 118, loss = 10.64325501 Validation score: -369.293466 Iteration 119, loss = 10.56425005 Validation score: -366.881135 Iteration 120, loss = 10.48498672 Validation score: -364.457448 Iteration 121, loss = 10.40548723 Validation score: -362.022206 Iteration 122, loss = 10.32548667 Validation score: -359.576032 Iteration 123, loss = 10.24532892 Validation score: -357.119497 Iteration 124, loss = 10.16503990 Validation score: -354.653110 Iteration 125, loss = 10.08464370 Validation score: -352.177335 Iteration 126, loss = 10.00416282 Validation score: -349.692591 Iteration 127, loss = 9.92361839 Validation score: -347.199264 Iteration 128, loss = 9.84303035 Validation score: -344.697709 Iteration 129, loss = 9.76241760 Validation score: -342.188257 Iteration 130, loss = 9.68179818 Validation score: -339.671221 Iteration 131, loss = 9.60114175 Validation score: -337.144985 Iteration 132, loss = 9.52037105 Validation score: -334.610127 Iteration 133, loss = 9.43960517 Validation score: -331.997608 Iteration 134, loss = 9.35886982 Validation score: -329.230280 Iteration 135, loss = 9.27818441 Validation score: -326.452828 Iteration 136, loss = 9.19756711 Validation score: -323.665679 Iteration 137, loss = 9.11683927 Validation score: -320.866031 Iteration 138, loss = 9.03570172 Validation score: -318.054632 Iteration 139, loss = 8.95462675 Validation score: -315.232180 Iteration 140, loss = 8.87363597 Validation score: -312.399331 Iteration 141, loss = 8.79274984 Validation score: -309.556709 Iteration 142, loss = 8.71198778 Validation score: -306.704908 Iteration 143, loss = 8.63086897 Validation score: -303.842780 Iteration 144, loss = 8.54975141 Validation score: -300.971118 Iteration 145, loss = 8.46876539 Validation score: -298.090673 Iteration 146, loss = 8.38793457 Validation score: -295.202159 Iteration 147, loss = 8.30719801 Validation score: -292.304735 Iteration 148, loss = 8.22659074 Validation score: -289.399226 Iteration 149, loss = 8.14618768 Validation score: -286.486420 Iteration 150, loss = 8.06600939 Validation score: -283.567074 Iteration 151, loss = 7.98607541 Validation score: -280.641917 Iteration 152, loss = 7.90638311 Validation score: -277.710849 Iteration 153, loss = 7.82625162 Validation score: -274.771461 Iteration 154, loss = 7.74616757 Validation score: -271.823995 Iteration 155, loss = 7.66622748 Validation score: -268.869726 Iteration 156, loss = 7.58654822 Validation score: -265.909845 Iteration 157, loss = 7.50715624 Validation score: -262.945470 Iteration 158, loss = 7.42802147 Validation score: -259.976024 Iteration 159, loss = 7.34905970 Validation score: -256.937215 Iteration 160, loss = 7.27020351 Validation score: -253.871742 Iteration 161, loss = 7.19082157 Validation score: -250.798576 Iteration 162, loss = 7.11168332 Validation score: -247.719521 Iteration 163, loss = 7.03244598 Validation score: -244.632981 Iteration 164, loss = 6.95319855 Validation score: -241.540955 Iteration 165, loss = 6.87422132 Validation score: -238.442174 Iteration 166, loss = 6.79482665 Validation score: -235.338780 Iteration 167, loss = 6.71572763 Validation score: -232.232738 Iteration 168, loss = 6.63652317 Validation score: -229.122574 Iteration 169, loss = 6.55674505 Validation score: -226.007880 Iteration 170, loss = 6.47706056 Validation score: -222.891063 Iteration 171, loss = 6.39765985 Validation score: -219.773180 Iteration 172, loss = 6.31832338 Validation score: -216.656372 Iteration 173, loss = 6.23936072 Validation score: -213.542604 Iteration 174, loss = 6.16081321 Validation score: -210.434923 Iteration 175, loss = 6.08271803 Validation score: -207.345596 Iteration 176, loss = 6.00510864 Validation score: -204.264185 Iteration 177, loss = 5.92803182 Validation score: -201.193291 Iteration 178, loss = 5.85177493 Validation score: -198.134237 Iteration 179, loss = 5.77612998 Validation score: -195.088269 Iteration 180, loss = 5.70108323 Validation score: -192.056134 Iteration 181, loss = 5.62659699 Validation score: -189.039035 Iteration 182, loss = 5.55276940 Validation score: -186.038104 Iteration 183, loss = 5.47961656 Validation score: -183.054411 Iteration 184, loss = 5.40715252 Validation score: -180.088965 Iteration 185, loss = 5.33538952 Validation score: -177.142724 Iteration 186, loss = 5.26433811 Validation score: -174.216599 Iteration 187, loss = 5.19404729 Validation score: -171.311610 Iteration 188, loss = 5.12447909 Validation score: -168.428522 Iteration 189, loss = 5.05564287 Validation score: -165.568092 Iteration 190, loss = 4.98756478 Validation score: -162.731870 Iteration 191, loss = 4.92031468 Validation score: -159.920448 Iteration 192, loss = 4.85381335 Validation score: -157.134394 Iteration 193, loss = 4.78806265 Validation score: -154.374256 Iteration 194, loss = 4.72306364 Validation score: -151.640562 Iteration 195, loss = 4.65881663 Validation score: -148.933817 Iteration 196, loss = 4.59504755 Validation score: -146.248813 Iteration 197, loss = 4.53179058 Validation score: -143.586889 Iteration 198, loss = 4.46923525 Validation score: -140.949244 Iteration 199, loss = 4.40738660 Validation score: -138.336951 Iteration 200, loss = 4.34624837 Validation score: -135.750972 Iteration 201, loss = 4.28582317 Validation score: -133.192174 Iteration 202, loss = 4.22611259 Validation score: -130.661334 Iteration 203, loss = 4.16711733 Validation score: -128.159154 Iteration 204, loss = 4.10883729 Validation score: -125.686261 Iteration 205, loss = 4.05127166 Validation score: -123.243223 Iteration 206, loss = 3.99441901 Validation score: -120.830546 Iteration 207, loss = 3.93827732 Validation score: -118.448685 Iteration 208, loss = 3.88284409 Validation score: -116.098045 Iteration 209, loss = 3.82811633 Validation score: -113.778986 Iteration 210, loss = 3.77409066 Validation score: -111.491827 Iteration 211, loss = 3.72076332 Validation score: -109.236847 Iteration 212, loss = 3.66813020 Validation score: -107.014290 Iteration 213, loss = 3.61619969 Validation score: -104.824423 Iteration 214, loss = 3.56495583 Validation score: -102.667411 Iteration 215, loss = 3.51439170 Validation score: -100.543386 Iteration 216, loss = 3.46450201 Validation score: -98.452455 Iteration 217, loss = 3.41528129 Validation score: -96.394700 Iteration 218, loss = 3.36672393 Validation score: -94.370175 Iteration 219, loss = 3.31882417 Validation score: -92.378911 Iteration 220, loss = 3.27157614 Validation score: -90.420917 Iteration 221, loss = 3.22497388 Validation score: -88.496179 Iteration 222, loss = 3.17901132 Validation score: -86.604660 Iteration 223, loss = 3.13370021 Validation score: -84.746447 Iteration 224, loss = 3.08904018 Validation score: -82.921444 Iteration 225, loss = 3.04500468 Validation score: -81.129540 Iteration 226, loss = 3.00158719 Validation score: -79.370607 Iteration 227, loss = 2.95878114 Validation score: -77.644496 Iteration 228, loss = 2.91657993 Validation score: -75.951047 Iteration 229, loss = 2.87497697 Validation score: -74.290081 Iteration 230, loss = 2.83396561 Validation score: -72.661402 Iteration 231, loss = 2.79353925 Validation score: -71.064803 Iteration 232, loss = 2.75369123 Validation score: -69.500058 Iteration 233, loss = 2.71441494 Validation score: -67.966931 Iteration 234, loss = 2.67570374 Validation score: -66.465168 Iteration 235, loss = 2.63755100 Validation score: -64.994505 Iteration 236, loss = 2.59995010 Validation score: -63.554664 Iteration 237, loss = 2.56289442 Validation score: -62.145356 Iteration 238, loss = 2.52637736 Validation score: -60.766279 Iteration 239, loss = 2.49039231 Validation score: -59.417121 Iteration 240, loss = 2.45493270 Validation score: -58.097559 Iteration 241, loss = 2.41999194 Validation score: -56.807260 Iteration 242, loss = 2.38574101 Validation score: -55.547477 Iteration 243, loss = 2.35204350 Validation score: -54.316205 Iteration 244, loss = 2.31875446 Validation score: -53.113138 Iteration 245, loss = 2.28589482 Validation score: -51.935984 Iteration 246, loss = 2.25286535 Validation score: -50.784608 Iteration 247, loss = 2.22021361 Validation score: -49.658853 Iteration 248, loss = 2.18794853 Validation score: -48.558535 Iteration 249, loss = 2.15607731 Validation score: -47.483446 Iteration 250, loss = 2.12460564 Validation score: -46.433358 Iteration 251, loss = 2.09353784 Validation score: -45.408024 Iteration 252, loss = 2.06288421 Validation score: -44.407279 Iteration 253, loss = 2.03266957 Validation score: -43.430827 Iteration 254, loss = 2.00286947 Validation score: -42.477640 Iteration 255, loss = 1.97368581 Validation score: -41.547519 Iteration 256, loss = 1.94492542 Validation score: -40.640242 Iteration 257, loss = 1.91658551 Validation score: -39.755568 Iteration 258, loss = 1.88866283 Validation score: -38.893235 Iteration 259, loss = 1.86115374 Validation score: -38.052965 Iteration 260, loss = 1.83405427 Validation score: -37.234466 Iteration 261, loss = 1.80736014 Validation score: -36.437430 Iteration 262, loss = 1.78106684 Validation score: -35.661536 Iteration 263, loss = 1.75516964 Validation score: -34.906451 Iteration 264, loss = 1.72966362 Validation score: -34.171834 Iteration 265, loss = 1.70454374 Validation score: -33.457332 Iteration 266, loss = 1.67980482 Validation score: -32.762586 Iteration 267, loss = 1.65544160 Validation score: -32.087229 Iteration 268, loss = 1.63144873 Validation score: -31.430888 Iteration 269, loss = 1.60782082 Validation score: -30.793187 Iteration 270, loss = 1.58455245 Validation score: -30.173743 Iteration 271, loss = 1.56163816 Validation score: -29.572172 Iteration 272, loss = 1.53907249 Validation score: -28.988088 Iteration 273, loss = 1.51689846 Validation score: -28.421096 Iteration 274, loss = 1.49507412 Validation score: -27.870824 Iteration 275, loss = 1.47359016 Validation score: -27.336898 Iteration 276, loss = 1.45244075 Validation score: -26.818941 Iteration 277, loss = 1.43162011 Validation score: -26.316574 Iteration 278, loss = 1.41152863 Validation score: -25.827094 Iteration 279, loss = 1.39210229 Validation score: -25.350767 Iteration 280, loss = 1.37309036 Validation score: -24.887463 Iteration 281, loss = 1.35438809 Validation score: -24.437035 Iteration 282, loss = 1.33597642 Validation score: -23.999135 Iteration 283, loss = 1.31780703 Validation score: -23.573618 Iteration 284, loss = 1.29992333 Validation score: -23.160318 Iteration 285, loss = 1.28232039 Validation score: -22.759053 Iteration 286, loss = 1.26499320 Validation score: -22.369624 Iteration 287, loss = 1.24793671 Validation score: -21.991822 Iteration 288, loss = 1.23116180 Validation score: -21.625400 Iteration 289, loss = 1.21465257 Validation score: -21.270132 Iteration 290, loss = 1.19839894 Validation score: -20.925780 Iteration 291, loss = 1.18239581 Validation score: -20.592098 Iteration 292, loss = 1.16663813 Validation score: -20.268832 Iteration 293, loss = 1.15112084 Validation score: -19.955724 Iteration 294, loss = 1.13583899 Validation score: -19.652510 Iteration 295, loss = 1.12078764 Validation score: -19.358923 Iteration 296, loss = 1.10596196 Validation score: -19.074695 Iteration 297, loss = 1.09135718 Validation score: -18.799557 Iteration 298, loss = 1.07696862 Validation score: -18.533238 Iteration 299, loss = 1.06279171 Validation score: -18.275470 Iteration 300, loss = 1.04882197 Validation score: -18.025987 Iteration 301, loss = 1.03505501 Validation score: -17.784523 Iteration 302, loss = 1.02148659 Validation score: -17.550817 Iteration 303, loss = 1.00812467 Validation score: -17.326201 Iteration 304, loss = 0.99502219 Validation score: -17.110154 Iteration 305, loss = 0.98206863 Validation score: -16.902186 Iteration 306, loss = 0.96926364 Validation score: -16.701837 Iteration 307, loss = 0.95660681 Validation score: -16.508677 Iteration 308, loss = 0.94417589 Validation score: -16.320920 Iteration 309, loss = 0.93192723 Validation score: -16.138426 Iteration 310, loss = 0.91984138 Validation score: -15.961058 Iteration 311, loss = 0.90791573 Validation score: -15.788675 Iteration 312, loss = 0.89614773 Validation score: -15.621139 Iteration 313, loss = 0.88447206 Validation score: -15.459115 Iteration 314, loss = 0.87285551 Validation score: -15.302400 Iteration 315, loss = 0.86137752 Validation score: -15.150794 Iteration 316, loss = 0.85003788 Validation score: -15.004104 Iteration 317, loss = 0.83888631 Validation score: -14.862129 Iteration 318, loss = 0.82790659 Validation score: -14.724688 Iteration 319, loss = 0.81706804 Validation score: -14.591604 Iteration 320, loss = 0.80636900 Validation score: -14.462706 Iteration 321, loss = 0.79580772 Validation score: -14.337828 Iteration 322, loss = 0.78541778 Validation score: -14.217746 Iteration 323, loss = 0.77514880 Validation score: -14.102118 Iteration 324, loss = 0.76498054 Validation score: -13.990631 Iteration 325, loss = 0.75495570 Validation score: -13.882163 Iteration 326, loss = 0.74507767 Validation score: -13.776616 Iteration 327, loss = 0.73532400 Validation score: -13.673895 Iteration 328, loss = 0.72569322 Validation score: -13.573907 Iteration 329, loss = 0.71618388 Validation score: -13.476559 Iteration 330, loss = 0.70679450 Validation score: -13.381764 Iteration 331, loss = 0.69752363 Validation score: -13.289434 Iteration 332, loss = 0.68836978 Validation score: -13.199486 Iteration 333, loss = 0.67933151 Validation score: -13.111837 Iteration 334, loss = 0.67040735 Validation score: -13.026407 Iteration 335, loss = 0.66159588 Validation score: -12.943120 Iteration 336, loss = 0.65289566 Validation score: -12.861902 Iteration 337, loss = 0.64433586 Validation score: -12.783179 Iteration 338, loss = 0.63586178 Validation score: -12.706756 Iteration 339, loss = 0.62746934 Validation score: -12.632012 Iteration 340, loss = 0.61921211 Validation score: -12.558905 Iteration 341, loss = 0.61105776 Validation score: -12.487393 Iteration 342, loss = 0.60300511 Validation score: -12.417434 Iteration 343, loss = 0.59505301 Validation score: -12.348988 Iteration 344, loss = 0.58720030 Validation score: -12.282015 Iteration 345, loss = 0.57944585 Validation score: -12.216476 Iteration 346, loss = 0.57178877 Validation score: -12.152604 Iteration 347, loss = 0.56423371 Validation score: -12.090021 Iteration 348, loss = 0.55677303 Validation score: -12.028699 Iteration 349, loss = 0.54940547 Validation score: -11.968611 Iteration 350, loss = 0.54213000 Validation score: -11.909731 Iteration 351, loss = 0.53494561 Validation score: -11.852032 Iteration 352, loss = 0.52786636 Validation score: -11.795623 Iteration 353, loss = 0.52085216 Validation score: -11.740290 Iteration 354, loss = 0.51394043 Validation score: -11.686016 Iteration 355, loss = 0.50711520 Validation score: -11.632783 Iteration 356, loss = 0.50037558 Validation score: -11.580573 Iteration 357, loss = 0.49372729 Validation score: -11.529397 Iteration 358, loss = 0.48715528 Validation score: -11.479166 Iteration 359, loss = 0.48067218 Validation score: -11.429871 Iteration 360, loss = 0.47427054 Validation score: -11.381499 Iteration 361, loss = 0.46794953 Validation score: -11.334038 Iteration 362, loss = 0.46170834 Validation score: -11.287475 Iteration 363, loss = 0.45554616 Validation score: -11.241798 Iteration 364, loss = 0.44946701 Validation score: -11.196881 Iteration 365, loss = 0.44346090 Validation score: -11.152798 Iteration 366, loss = 0.43753562 Validation score: -11.109539 Iteration 367, loss = 0.43168559 Validation score: -11.067095 Iteration 368, loss = 0.42591008 Validation score: -11.025457 Iteration 369, loss = 0.42020834 Validation score: -10.984615 Iteration 370, loss = 0.41459218 Validation score: -10.944338 Iteration 371, loss = 0.40902824 Validation score: -10.904822 Iteration 372, loss = 0.40354784 Validation score: -10.866060 Iteration 373, loss = 0.39813779 Validation score: -10.828045 Iteration 374, loss = 0.39279741 Validation score: -10.790768 Iteration 375, loss = 0.38752908 Validation score: -10.753918 Iteration 376, loss = 0.38232765 Validation score: -10.717784 Iteration 377, loss = 0.37719640 Validation score: -10.682362 Iteration 378, loss = 0.37213163 Validation score: -10.647643 Iteration 379, loss = 0.36713272 Validation score: -10.613619 Iteration 380, loss = 0.36219904 Validation score: -10.580284 Iteration 381, loss = 0.35732997 Validation score: -10.547626 Iteration 382, loss = 0.35252488 Validation score: -10.515636 Iteration 383, loss = 0.34779869 Validation score: -10.483878 Iteration 384, loss = 0.34311602 Validation score: -10.452340 Iteration 385, loss = 0.33849952 Validation score: -10.421468 Iteration 386, loss = 0.33395118 Validation score: -10.391256 Iteration 387, loss = 0.32946286 Validation score: -10.361695 Iteration 388, loss = 0.32503400 Validation score: -10.332779 Iteration 389, loss = 0.32066405 Validation score: -10.304497 Iteration 390, loss = 0.31635246 Validation score: -10.276840 Iteration 391, loss = 0.31209867 Validation score: -10.249798 Iteration 392, loss = 0.30790215 Validation score: -10.223361 Iteration 393, loss = 0.30376266 Validation score: -10.197513 Iteration 394, loss = 0.29967948 Validation score: -10.172243 Iteration 395, loss = 0.29565190 Validation score: -10.147542 Iteration 396, loss = 0.29168387 Validation score: -10.122800 Iteration 397, loss = 0.28776687 Validation score: -10.098030 Iteration 398, loss = 0.28390764 Validation score: -10.073863 Iteration 399, loss = 0.28010287 Validation score: -10.050287 Iteration 400, loss = 0.27635016 Validation score: -10.027293 Iteration 401, loss = 0.27264902 Validation score: -10.004869 Iteration 402, loss = 0.26899895 Validation score: -9.983004 Iteration 403, loss = 0.26539947 Validation score: -9.961686 Iteration 404, loss = 0.26185007 Validation score: -9.940902 Iteration 405, loss = 0.25835173 Validation score: -9.920637 Iteration 406, loss = 0.25488422 Validation score: -9.900920 Iteration 407, loss = 0.25144558 Validation score: -9.881734 Iteration 408, loss = 0.24805606 Validation score: -9.862338 Iteration 409, loss = 0.24470747 Validation score: -9.842713 Iteration 410, loss = 0.24140138 Validation score: -9.823625 Iteration 411, loss = 0.23814168 Validation score: -9.805059 Iteration 412, loss = 0.23492339 Validation score: -9.787001 Iteration 413, loss = 0.23174660 Validation score: -9.769434 Iteration 414, loss = 0.22861137 Validation score: -9.752344 Iteration 415, loss = 0.22551769 Validation score: -9.735717 Iteration 416, loss = 0.22246551 Validation score: -9.719538 Iteration 417, loss = 0.21945473 Validation score: -9.703793 Iteration 418, loss = 0.21648523 Validation score: -9.688469 Iteration 419, loss = 0.21356942 Validation score: -9.672736 Iteration 420, loss = 0.21068299 Validation score: -9.656639 Iteration 421, loss = 0.20783124 Validation score: -9.641045 Iteration 422, loss = 0.20502983 Validation score: -9.625940 Iteration 423, loss = 0.20226792 Validation score: -9.611306 Iteration 424, loss = 0.19954528 Validation score: -9.597130 Iteration 425, loss = 0.19686165 Validation score: -9.583395 Iteration 426, loss = 0.19421674 Validation score: -9.570085 Iteration 427, loss = 0.19161028 Validation score: -9.557187 Iteration 428, loss = 0.18904194 Validation score: -9.544684 Iteration 429, loss = 0.18651426 Validation score: -9.531736 Iteration 430, loss = 0.18402511 Validation score: -9.519273 Iteration 431, loss = 0.18157342 Validation score: -9.507275 Iteration 432, loss = 0.17915799 Validation score: -9.495721 Iteration 433, loss = 0.17678066 Validation score: -9.483693 Iteration 434, loss = 0.17443712 Validation score: -9.472145 Iteration 435, loss = 0.17213072 Validation score: -9.461055 Iteration 436, loss = 0.16985898 Validation score: -9.450403 Iteration 437, loss = 0.16762157 Validation score: -9.440167 Iteration 438, loss = 0.16541815 Validation score: 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loss = 0.13285782 Validation score: -9.286791 Iteration 456, loss = 0.13120696 Validation score: -9.280158 Iteration 457, loss = 0.12958282 Validation score: -9.272801 Iteration 458, loss = 0.12798667 Validation score: -9.265834 Iteration 459, loss = 0.12641647 Validation score: -9.259236 Iteration 460, loss = 0.12487164 Validation score: -9.252986 Iteration 461, loss = 0.12335194 Validation score: -9.246999 Iteration 462, loss = 0.12185731 Validation score: -9.241261 Iteration 463, loss = 0.12038713 Validation score: -9.235759 Iteration 464, loss = 0.11894136 Validation score: -9.230540 Iteration 465, loss = 0.11752093 Validation score: -9.224594 Iteration 466, loss = 0.11612241 Validation score: -9.218985 Iteration 467, loss = 0.11474874 Validation score: -9.213630 Iteration 468, loss = 0.11339784 Validation score: -9.208513 Iteration 469, loss = 0.11206933 Validation score: -9.203621 Iteration 470, loss = 0.11076293 Validation score: -9.198941 Iteration 471, loss = 0.10948172 Validation score: -9.193525 Iteration 472, loss = 0.10821711 Validation score: -9.188445 Iteration 473, loss = 0.10697670 Validation score: -9.183680 Iteration 474, loss = 0.10575722 Validation score: -9.179145 Iteration 475, loss = 0.10455835 Validation score: -9.174826 Iteration 476, loss = 0.10337969 Validation score: -9.170710 Iteration 477, loss = 0.10222095 Validation score: -9.166848 Iteration 478, loss = 0.10108473 Validation score: -9.162159 Iteration 479, loss = 0.09996384 Validation score: -9.157787 Iteration 480, loss = 0.09886452 Validation score: -9.153713 Iteration 481, loss = 0.09778402 Validation score: -9.149851 Iteration 482, loss = 0.09672202 Validation score: -9.146186 Iteration 483, loss = 0.09567816 Validation score: -9.142708 Iteration 484, loss = 0.09465220 Validation score: -9.139467 Iteration 485, loss = 0.09364645 Validation score: -9.135387 Iteration 486, loss = 0.09265441 Validation score: -9.131609 Iteration 487, loss = 0.09168172 Validation score: 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loss = 0.07752913 Validation score: -9.081219 Iteration 505, loss = 0.07682305 Validation score: -9.079234 Iteration 506, loss = 0.07612946 Validation score: -9.077382 Iteration 507, loss = 0.07544922 Validation score: -9.074685 Iteration 508, loss = 0.07477974 Validation score: -9.072260 Iteration 509, loss = 0.07412320 Validation score: -9.070086 Iteration 510, loss = 0.07347823 Validation score: -9.068080 Iteration 511, loss = 0.07284479 Validation score: -9.066227 Iteration 512, loss = 0.07222258 Validation score: -9.064518 Iteration 513, loss = 0.07161153 Validation score: -9.063006 Iteration 514, loss = 0.07101129 Validation score: -9.061675 Iteration 515, loss = 0.07042186 Validation score: -9.060442 Iteration 516, loss = 0.06984555 Validation score: -9.058352 Iteration 517, loss = 0.06927537 Validation score: -9.055490 Iteration 518, loss = 0.06871783 Validation score: -9.052883 Iteration 519, loss = 0.06817047 Validation score: -9.050513 Iteration 520, loss = 0.06763281 Validation score: -9.048432 Iteration 521, loss = 0.06710474 Validation score: -9.046616 Iteration 522, loss = 0.06658610 Validation score: -9.044981 Iteration 523, loss = 0.06607669 Validation score: -9.043512 Iteration 524, loss = 0.06557632 Validation score: -9.042197 Iteration 525, loss = 0.06507916 Validation score: -9.040905 Iteration 526, loss = 0.06458375 Validation score: -9.039633 Iteration 527, loss = 0.06409611 Validation score: -9.038440 Iteration 528, loss = 0.06361617 Validation score: -9.037315 Iteration 529, loss = 0.06314408 Validation score: -9.036183 Iteration 530, loss = 0.06267971 Validation score: -9.035038 Iteration 531, loss = 0.06222305 Validation score: -9.033877 Iteration 532, loss = 0.06177405 Validation score: -9.032697 Iteration 533, loss = 0.06133267 Validation score: -9.031492 Iteration 534, loss = 0.06090003 Validation score: -9.029356 Iteration 535, loss = 0.06047365 Validation score: -9.026378 Iteration 536, loss = 0.06005501 Validation score: -9.023605 Iteration 537, loss = 0.05964426 Validation score: -9.020955 Iteration 538, loss = 0.05924066 Validation score: -9.018481 Iteration 539, loss = 0.05884412 Validation score: -9.016102 Iteration 540, loss = 0.05845457 Validation score: -9.013811 Iteration 541, loss = 0.05807189 Validation score: -9.011596 Iteration 542, loss = 0.05769600 Validation score: -9.009449 Iteration 543, loss = 0.05732680 Validation score: -9.007363 Iteration 544, loss = 0.05696420 Validation score: -9.005328 Iteration 545, loss = 0.05660809 Validation score: -9.003338 Iteration 546, loss = 0.05625849 Validation score: -9.001449 Iteration 547, loss = 0.05591505 Validation score: -8.999647 Iteration 548, loss = 0.05557780 Validation score: -8.997858 Iteration 549, loss = 0.05524669 Validation score: -8.996079 Iteration 550, loss = 0.05492156 Validation score: -8.994303 Iteration 551, loss = 0.05460341 Validation score: -8.991671 Iteration 552, loss = 0.05428906 Validation score: -8.989122 Iteration 553, loss = 0.05398145 Validation score: -8.986649 Iteration 554, loss = 0.05367934 Validation score: -8.984243 Iteration 555, loss = 0.05338265 Validation score: -8.981900 Iteration 556, loss = 0.05309126 Validation score: -8.979612 Iteration 557, loss = 0.05280508 Validation score: -8.977374 Iteration 558, loss = 0.05252409 Validation score: -8.974348 Iteration 559, loss = 0.05224821 Validation score: -8.971506 Iteration 560, loss = 0.05197729 Validation score: -8.968772 Iteration 561, loss = 0.05171117 Validation score: -8.966140 Iteration 562, loss = 0.05144974 Validation score: -8.963601 Iteration 563, loss = 0.05119291 Validation score: -8.961147 Iteration 564, loss = 0.05094059 Validation score: -8.958771 Iteration 565, loss = 0.05069270 Validation score: -8.956467 Iteration 566, loss = 0.05044917 Validation score: -8.954287 Iteration 567, loss = 0.05020984 Validation score: -8.952161 Iteration 568, loss = 0.04997470 Validation score: -8.950082 Iteration 569, loss = 0.04974364 Validation score: -8.948046 Iteration 570, loss = 0.04951657 Validation score: -8.946048 Iteration 571, loss = 0.04929340 Validation score: -8.944083 Iteration 572, loss = 0.04907407 Validation score: -8.942148 Iteration 573, loss = 0.04885848 Validation score: -8.940238 Iteration 574, loss = 0.04864656 Validation score: -8.938350 Iteration 575, loss = 0.04843840 Validation score: -8.935701 Iteration 576, loss = 0.04823358 Validation score: -8.933148 Iteration 577, loss = 0.04803233 Validation score: -8.930684 Iteration 578, loss = 0.04783444 Validation score: -8.928303 Iteration 579, loss = 0.04763982 Validation score: -8.925999 Iteration 580, loss = 0.04744841 Validation score: -8.923766 Iteration 581, loss = 0.04726014 Validation score: -8.921599 Iteration 582, loss = 0.04707495 Validation score: -8.919492 Iteration 583, loss = 0.04689276 Validation score: -8.917442 Iteration 584, loss = 0.04671352 Validation score: -8.915442 Iteration 585, loss = 0.04653715 Validation score: -8.913489 Iteration 586, loss = 0.04636361 Validation score: -8.911578 Iteration 587, loss = 0.04619282 Validation score: -8.909705 Iteration 588, loss = 0.04602473 Validation score: -8.907867 Iteration 589, loss = 0.04585927 Validation score: -8.906060 Iteration 590, loss = 0.04569639 Validation score: -8.904281 Iteration 591, loss = 0.04553604 Validation score: -8.902527 Iteration 592, loss = 0.04537815 Validation score: -8.900795 Iteration 593, loss = 0.04522276 Validation score: -8.898357 Iteration 594, loss = 0.04506963 Validation score: -8.896011 Iteration 595, loss = 0.04491889 Validation score: -8.893750 Iteration 596, loss = 0.04477038 Validation score: -8.891570 Iteration 597, loss = 0.04462407 Validation score: -8.889464 Iteration 598, loss = 0.04447991 Validation score: -8.887428 Iteration 599, loss = 0.04433784 Validation score: -8.885455 Iteration 600, loss = 0.04419782 Validation score: -8.883543 Iteration 601, loss = 0.04405981 Validation score: -8.881684 Iteration 602, loss = 0.04392376 Validation score: -8.879876 Iteration 603, loss = 0.04378963 Validation score: -8.878114 Iteration 604, loss = 0.04365737 Validation score: -8.876394 Iteration 605, loss = 0.04352694 Validation score: -8.874712 Iteration 606, loss = 0.04339831 Validation score: -8.873064 Iteration 607, loss = 0.04327142 Validation score: -8.871447 Iteration 608, loss = 0.04314625 Validation score: -8.869858 Iteration 609, loss = 0.04302275 Validation score: -8.868294 Iteration 610, loss = 0.04290088 Validation score: -8.866752 Iteration 611, loss = 0.04278061 Validation score: -8.865229 Iteration 612, loss = 0.04266190 Validation score: -8.863723 Iteration 613, loss = 0.04254472 Validation score: -8.862232 Iteration 614, loss = 0.04242903 Validation score: -8.860754 Iteration 615, loss = 0.04231480 Validation score: -8.859287 Iteration 616, loss = 0.04220198 Validation score: -8.857829 Iteration 617, loss = 0.04209056 Validation score: -8.856378 Iteration 618, loss = 0.04198050 Validation score: -8.854935 Iteration 619, loss = 0.04187177 Validation score: -8.853496 Iteration 620, loss = 0.04176434 Validation score: -8.852061 Iteration 621, loss = 0.04165817 Validation score: -8.850629 Iteration 622, loss = 0.04155324 Validation score: -8.849200 Iteration 623, loss = 0.04144953 Validation score: -8.847772 Iteration 624, loss = 0.04134699 Validation score: -8.846346 Iteration 625, loss = 0.04124561 Validation score: -8.844919 Iteration 626, loss = 0.04114536 Validation score: -8.843493 Iteration 627, loss = 0.04104622 Validation score: -8.842066 Iteration 628, loss = 0.04094815 Validation score: -8.840639 Iteration 629, loss = 0.04085113 Validation score: -8.839211 Iteration 630, loss = 0.04075514 Validation score: -8.837783 Iteration 631, loss = 0.04066016 Validation score: -8.836353 Iteration 632, loss = 0.04056616 Validation score: -8.834923 Iteration 633, loss = 0.04047312 Validation score: -8.833492 Iteration 634, loss = 0.04038102 Validation score: -8.832060 Iteration 635, loss = 0.04028983 Validation score: -8.830627 Iteration 636, loss = 0.04019954 Validation score: -8.829194 Iteration 637, loss = 0.04011012 Validation score: -8.827760 Iteration 638, loss = 0.04002156 Validation score: -8.826326 Iteration 639, loss = 0.03993383 Validation score: -8.824892 Iteration 640, loss = 0.03984692 Validation score: -8.823459 Iteration 641, loss = 0.03976080 Validation score: -8.822026 Iteration 642, loss = 0.03967547 Validation score: -8.820594 Iteration 643, loss = 0.03959089 Validation score: -8.819163 Iteration 644, loss = 0.03950707 Validation score: -8.817732 Iteration 645, loss = 0.03942396 Validation score: -8.816304 Iteration 646, loss = 0.03934157 Validation score: -8.814877 Iteration 647, loss = 0.03925988 Validation score: -8.813451 Iteration 648, loss = 0.03917886 Validation score: -8.812028 Iteration 649, loss = 0.03909850 Validation score: -8.810608 Iteration 650, loss = 0.03901880 Validation score: -8.809189 Iteration 651, loss = 0.03893973 Validation score: -8.807773 Iteration 652, loss = 0.03886128 Validation score: -8.806361 Iteration 653, loss = 0.03878343 Validation score: -8.804951 Iteration 654, loss = 0.03870618 Validation score: -8.803544 Iteration 655, loss = 0.03862951 Validation score: -8.802140 Iteration 656, loss = 0.03855341 Validation score: -8.800740 Iteration 657, loss = 0.03847786 Validation score: -8.799344 Iteration 658, loss = 0.03840285 Validation score: -8.797950 Iteration 659, loss = 0.03832837 Validation score: -8.796561 Iteration 660, loss = 0.03825441 Validation score: -8.795175 Iteration 661, loss = 0.03818095 Validation score: -8.793793 Iteration 662, loss = 0.03810800 Validation score: -8.792414 Iteration 663, loss = 0.03803552 Validation score: -8.791040 Iteration 664, loss = 0.03796352 Validation score: -8.789669 Iteration 665, loss = 0.03789199 Validation score: -8.788301 Iteration 666, loss = 0.03782091 Validation score: -8.786938 Iteration 667, loss = 0.03775028 Validation score: -8.785578 Iteration 668, loss = 0.03768008 Validation score: -8.784222 Iteration 669, loss = 0.03761030 Validation score: -8.782869 Iteration 670, loss = 0.03754095 Validation score: -8.781520 Iteration 671, loss = 0.03747200 Validation score: -8.780174 Iteration 672, loss = 0.03740345 Validation score: -8.778832 Iteration 673, loss = 0.03733529 Validation score: -8.777493 Iteration 674, loss = 0.03726752 Validation score: -8.776157 Iteration 675, loss = 0.03720012 Validation score: -8.774824 Iteration 676, loss = 0.03713309 Validation score: -8.773495 Iteration 677, loss = 0.03706642 Validation score: -8.772168 Iteration 678, loss = 0.03700010 Validation score: -8.770843 Iteration 679, loss = 0.03693412 Validation score: -8.769522 Iteration 680, loss = 0.03686849 Validation score: -8.768203 Iteration 681, loss = 0.03680319 Validation score: -8.766886 Iteration 682, loss = 0.03673821 Validation score: -8.765572 Iteration 683, loss = 0.03667355 Validation score: -8.764260 Iteration 684, loss = 0.03660920 Validation score: -8.762949 Iteration 685, loss = 0.03654516 Validation score: -8.761641 Iteration 686, loss = 0.03648142 Validation score: -8.760335 Iteration 687, loss = 0.03641797 Validation score: -8.759030 Iteration 688, loss = 0.03635481 Validation score: -8.757726 Iteration 689, loss = 0.03629194 Validation score: -8.756424 Iteration 690, loss = 0.03622934 Validation score: -8.755124 Iteration 691, loss = 0.03616702 Validation score: -8.753824 Iteration 692, loss = 0.03610497 Validation score: -8.752526 Iteration 693, loss = 0.03604317 Validation score: -8.751228 Iteration 694, loss = 0.03598164 Validation score: -8.749931 Iteration 695, loss = 0.03592036 Validation score: -8.748635 Iteration 696, loss = 0.03585931 Validation score: -8.747337 Iteration 697, loss = 0.03579849 Validation score: -8.746037 Iteration 698, loss = 0.03573791 Validation score: -8.744736 Iteration 699, loss = 0.03567757 Validation score: -8.743434 Iteration 700, loss = 0.03561745 Validation score: -8.742131 Iteration 701, loss = 0.03555756 Validation score: -8.740827 Iteration 702, loss = 0.03549789 Validation score: -8.739522 Iteration 703, loss = 0.03543844 Validation score: -8.738217 Iteration 704, loss = 0.03537920 Validation score: -8.736911 Iteration 705, loss = 0.03532018 Validation score: -8.735604 Iteration 706, loss = 0.03526137 Validation score: -8.734298 Iteration 707, loss = 0.03520276 Validation score: -8.732991 Iteration 708, loss = 0.03514435 Validation score: -8.731683 Iteration 709, loss = 0.03508614 Validation score: -8.730376 Iteration 710, loss = 0.03502824 Validation score: -8.729065 Iteration 711, loss = 0.03497276 Validation score: -8.727753 Iteration 712, loss = 0.03491764 Validation score: -8.726441 Iteration 713, loss = 0.03486284 Validation score: -8.725130 Iteration 714, loss = 0.03480836 Validation score: -8.723821 Iteration 715, loss = 0.03475417 Validation score: -8.722514 Iteration 716, loss = 0.03470027 Validation score: -8.721210 Iteration 717, loss = 0.03464663 Validation score: -8.719909 Iteration 718, loss = 0.03459325 Validation score: -8.718612 Iteration 719, loss = 0.03454011 Validation score: -8.717319 Iteration 720, loss = 0.03448720 Validation score: -8.716029 Iteration 721, loss = 0.03443451 Validation score: -8.714743 Iteration 722, loss = 0.03438203 Validation score: -8.713461 Iteration 723, loss = 0.03432976 Validation score: -8.712182 Iteration 724, loss = 0.03427769 Validation score: -8.710906 Iteration 725, loss = 0.03422581 Validation score: -8.709633 Iteration 726, loss = 0.03417410 Validation score: -8.708363 Iteration 727, loss = 0.03412258 Validation score: -8.707094 Iteration 728, loss = 0.03407123 Validation score: -8.705828 Iteration 729, loss = 0.03402004 Validation score: -8.704563 Iteration 730, loss = 0.03396902 Validation score: -8.703299 Iteration 731, loss = 0.03391815 Validation score: -8.702035 Iteration 732, loss = 0.03386744 Validation score: -8.700772 Iteration 733, loss = 0.03381687 Validation score: -8.699508 Iteration 734, loss = 0.03376646 Validation score: -8.698243 Iteration 735, loss = 0.03371618 Validation score: -8.696978 Iteration 736, loss = 0.03366605 Validation score: -8.695710 Iteration 737, loss = 0.03361605 Validation score: -8.694441 Iteration 738, loss = 0.03356618 Validation score: -8.693169 Iteration 739, loss = 0.03351645 Validation score: -8.691895 Iteration 740, loss = 0.03346685 Validation score: -8.690617 Iteration 741, loss = 0.03341737 Validation score: -8.689337 Iteration 742, loss = 0.03336802 Validation score: -8.688052 Iteration 743, loss = 0.03331879 Validation score: -8.686763 Iteration 744, loss = 0.03326968 Validation score: -8.685470 Iteration 745, loss = 0.03322069 Validation score: -8.684173 Iteration 746, loss = 0.03317182 Validation score: -8.682870 Iteration 747, loss = 0.03312306 Validation score: -8.681563 Iteration 748, loss = 0.03307442 Validation score: -8.680251 Iteration 749, loss = 0.03302589 Validation score: -8.678933 Iteration 750, loss = 0.03297747 Validation score: -8.677609 Iteration 751, loss = 0.03292916 Validation score: -8.676280 Iteration 752, loss = 0.03288096 Validation score: -8.674945 Iteration 753, loss = 0.03283287 Validation score: -8.673604 Iteration 754, loss = 0.03278488 Validation score: -8.672257 Iteration 755, loss = 0.03273700 Validation score: -8.670903 Iteration 756, loss = 0.03268922 Validation score: -8.669544 Iteration 757, loss = 0.03264155 Validation score: -8.668179 Iteration 758, loss = 0.03259398 Validation score: -8.666807 Iteration 759, loss = 0.03254651 Validation score: -8.665429 Iteration 760, loss = 0.03249914 Validation score: -8.664045 Iteration 761, loss = 0.03245187 Validation score: -8.662654 Iteration 762, loss = 0.03240470 Validation score: -8.661257 Iteration 763, loss = 0.03235763 Validation score: -8.659854 Iteration 764, loss = 0.03231065 Validation score: -8.658445 Iteration 765, loss = 0.03226377 Validation score: -8.657030 Iteration 766, loss = 0.03221699 Validation score: -8.655609 Iteration 767, loss = 0.03217030 Validation score: -8.654181 Iteration 768, loss = 0.03212371 Validation score: -8.652748 Iteration 769, loss = 0.03207721 Validation score: -8.651308 Iteration 770, loss = 0.03203080 Validation score: -8.649863 Iteration 771, loss = 0.03198448 Validation score: -8.648411 Iteration 772, loss = 0.03193826 Validation score: -8.646954 Iteration 773, loss = 0.03189212 Validation score: -8.645492 Iteration 774, loss = 0.03184608 Validation score: -8.644023 Iteration 775, loss = 0.03180013 Validation score: -8.642550 Iteration 776, loss = 0.03175426 Validation score: -8.641070 Iteration 777, loss = 0.03170849 Validation score: -8.639586 Iteration 778, loss = 0.03166280 Validation score: -8.638095 Iteration 779, loss = 0.03161721 Validation score: -8.636600 Iteration 780, loss = 0.03157170 Validation score: -8.635099 Iteration 781, loss = 0.03152627 Validation score: -8.633594 Iteration 782, loss = 0.03148094 Validation score: -8.632083 Iteration 783, loss = 0.03143569 Validation score: -8.630567 Iteration 784, loss = 0.03139052 Validation score: -8.629046 Iteration 785, loss = 0.03134544 Validation score: -8.627521 Iteration 786, loss = 0.03130045 Validation score: -8.625990 Iteration 787, loss = 0.03125554 Validation score: -8.624455 Iteration 788, loss = 0.03121071 Validation score: -8.622915 Iteration 789, loss = 0.03116597 Validation score: -8.621371 Iteration 790, loss = 0.03112131 Validation score: -8.619822 Iteration 791, loss = 0.03107674 Validation score: -8.618268 Iteration 792, loss = 0.03103225 Validation score: -8.616710 Iteration 793, loss = 0.03098784 Validation score: -8.615147 Iteration 794, loss = 0.03094351 Validation score: -8.613580 Iteration 795, loss = 0.03089926 Validation score: -8.612009 Iteration 796, loss = 0.03085510 Validation score: -8.610433 Iteration 797, loss = 0.03081102 Validation score: -8.608853 Iteration 798, loss = 0.03076701 Validation score: -8.607269 Iteration 799, loss = 0.03072309 Validation score: -8.605681 Iteration 800, loss = 0.03067925 Validation score: -8.604088 Iteration 801, loss = 0.03063664 Validation score: -8.602410 Iteration 802, loss = 0.03059413 Validation score: -8.600655 Iteration 803, loss = 0.03055167 Validation score: -8.598829 Iteration 804, loss = 0.03050928 Validation score: -8.596941 Iteration 805, loss = 0.03046694 Validation score: -8.594998 Iteration 806, loss = 0.03042467 Validation score: -8.593008 Iteration 807, loss = 0.03038246 Validation score: -8.590976 Iteration 808, loss = 0.03034032 Validation score: -8.588910 Iteration 809, loss = 0.03029825 Validation score: -8.586817 Iteration 810, loss = 0.03025625 Validation score: -8.584701 Iteration 811, loss = 0.03021431 Validation score: -8.582570 Iteration 812, loss = 0.03017245 Validation score: -8.580428 Iteration 813, loss = 0.03013066 Validation score: -8.578281 Iteration 814, loss = 0.03008895 Validation score: -8.576132 Iteration 815, loss = 0.03004731 Validation score: -8.573986 Iteration 816, loss = 0.03000574 Validation score: -8.571846 Iteration 817, loss = 0.02996425 Validation score: -8.569716 Iteration 818, loss = 0.02992283 Validation score: -8.567599 Iteration 819, loss = 0.02988149 Validation score: -8.565496 Iteration 820, loss = 0.02984022 Validation score: -8.563411 Iteration 821, loss = 0.02979903 Validation score: -8.561345 Iteration 822, loss = 0.02975791 Validation score: -8.559299 Iteration 823, loss = 0.02971687 Validation score: -8.557275 Iteration 824, loss = 0.02967590 Validation score: -8.555274 Iteration 825, loss = 0.02963501 Validation score: -8.553295 Iteration 826, loss = 0.02959420 Validation score: -8.551340 Iteration 827, loss = 0.02955346 Validation score: -8.549408 Iteration 828, loss = 0.02951279 Validation score: -8.547499 Iteration 829, loss = 0.02947220 Validation score: -8.545613 Iteration 830, loss = 0.02943168 Validation score: -8.543749 Iteration 831, loss = 0.02939124 Validation score: -8.541908 Iteration 832, loss = 0.02935087 Validation score: -8.540086 Iteration 833, loss = 0.02931057 Validation score: -8.538285 Iteration 834, loss = 0.02927035 Validation score: -8.536503 Iteration 835, loss = 0.02923020 Validation score: -8.534739 Iteration 836, loss = 0.02919012 Validation score: -8.532991 Iteration 837, loss = 0.02915012 Validation score: -8.531259 Iteration 838, loss = 0.02911019 Validation score: -8.529541 Iteration 839, loss = 0.02907033 Validation score: -8.527835 Iteration 840, loss = 0.02903054 Validation score: -8.526142 Iteration 841, loss = 0.02899083 Validation score: -8.524458 Iteration 842, loss = 0.02895118 Validation score: -8.522784 Iteration 843, loss = 0.02891161 Validation score: -8.521117 Iteration 844, loss = 0.02887212 Validation score: -8.519457 Iteration 845, loss = 0.02883269 Validation score: -8.517802 Iteration 846, loss = 0.02879333 Validation score: -8.516152 Iteration 847, loss = 0.02875405 Validation score: -8.514504 Iteration 848, loss = 0.02871483 Validation score: -8.512859 Iteration 849, loss = 0.02867569 Validation score: -8.511214 Iteration 850, loss = 0.02863662 Validation score: -8.509569 Iteration 851, loss = 0.02859761 Validation score: -8.507924 Iteration 852, loss = 0.02855868 Validation score: -8.506276 Iteration 853, loss = 0.02851982 Validation score: -8.504627 Iteration 854, loss = 0.02848103 Validation score: -8.502974 Iteration 855, loss = 0.02844231 Validation score: -8.501317 Iteration 856, loss = 0.02840365 Validation score: -8.499656 Iteration 857, loss = 0.02836507 Validation score: -8.497989 Iteration 858, loss = 0.02832656 Validation score: -8.496318 Iteration 859, loss = 0.02828812 Validation score: -8.494640 Iteration 860, loss = 0.02824974 Validation score: -8.492957 Iteration 861, loss = 0.02821144 Validation score: -8.491267 Iteration 862, loss = 0.02817320 Validation score: -8.489570 Iteration 863, loss = 0.02813504 Validation score: -8.487866 Iteration 864, loss = 0.02809694 Validation score: -8.486155 Iteration 865, loss = 0.02805891 Validation score: -8.484437 Iteration 866, loss = 0.02802095 Validation score: -8.482712 Iteration 867, loss = 0.02798306 Validation score: -8.480979 Iteration 868, loss = 0.02794524 Validation score: -8.479239 Iteration 869, loss = 0.02790748 Validation score: -8.477491 Iteration 870, loss = 0.02786979 Validation score: -8.475737 Iteration 871, loss = 0.02783217 Validation score: -8.473975 Iteration 872, loss = 0.02779462 Validation score: -8.472206 Iteration 873, loss = 0.02775714 Validation score: -8.470430 Iteration 874, loss = 0.02771973 Validation score: -8.468647 Iteration 875, loss = 0.02768238 Validation score: -8.466858 Iteration 876, loss = 0.02764510 Validation score: -8.465062 Iteration 877, loss = 0.02760788 Validation score: -8.463259 Iteration 878, loss = 0.02757074 Validation score: -8.461451 Iteration 879, loss = 0.02753366 Validation score: -8.459636 Iteration 880, loss = 0.02749665 Validation score: -8.457816 Iteration 881, loss = 0.02745970 Validation score: -8.455990 Iteration 882, loss = 0.02742282 Validation score: -8.454158 Iteration 883, loss = 0.02738601 Validation score: -8.452322 Iteration 884, loss = 0.02734927 Validation score: -8.450480 Iteration 885, loss = 0.02731259 Validation score: -8.448633 Iteration 886, loss = 0.02727598 Validation score: -8.446782 Iteration 887, loss = 0.02723943 Validation score: -8.444926 Iteration 888, loss = 0.02720296 Validation score: -8.443066 Iteration 889, loss = 0.02716654 Validation score: -8.441202 Iteration 890, loss = 0.02713003 Validation score: -8.439322 Iteration 891, loss = 0.02709350 Validation score: -8.437427 Iteration 892, loss = 0.02705701 Validation score: -8.435520 Iteration 893, loss = 0.02702056 Validation score: -8.433602 Iteration 894, loss = 0.02698415 Validation score: -8.431676 Iteration 895, loss = 0.02694780 Validation score: -8.429741 Iteration 896, loss = 0.02691153 Validation score: -8.427888 Iteration 897, loss = 0.02687525 Validation score: -8.426107 Iteration 898, loss = 0.02683905 Validation score: -8.424303 Iteration 899, loss = 0.02680292 Validation score: -8.422477 Iteration 900, loss = 0.02676683 Validation score: -8.420630 Iteration 901, loss = 0.02673080 Validation score: -8.418765 Iteration 902, loss = 0.02669483 Validation score: -8.416881 Iteration 903, loss = 0.02665890 Validation score: -8.414981 Iteration 904, loss = 0.02662304 Validation score: -8.413066 Iteration 905, loss = 0.02658723 Validation score: -8.411138 Iteration 906, loss = 0.02655148 Validation score: -8.409196 Iteration 907, loss = 0.02651579 Validation score: -8.407244 Iteration 908, loss = 0.02648015 Validation score: -8.405282 Iteration 909, loss = 0.02644458 Validation score: -8.403312 Iteration 910, loss = 0.02640906 Validation score: -8.401334 Iteration 911, loss = 0.02637361 Validation score: -8.399350 Iteration 912, loss = 0.02633821 Validation score: -8.397361 Iteration 913, loss = 0.02630288 Validation score: -8.395367 Iteration 914, loss = 0.02626760 Validation score: -8.393371 Iteration 915, loss = 0.02623239 Validation score: -8.391372 Iteration 916, loss = 0.02619724 Validation score: -8.389371 Iteration 917, loss = 0.02616215 Validation score: -8.387370 Iteration 918, loss = 0.02612712 Validation score: -8.385368 Iteration 919, loss = 0.02609215 Validation score: -8.383367 Iteration 920, loss = 0.02605724 Validation score: -8.381366 Iteration 921, loss = 0.02602246 Validation score: -8.379456 Iteration 922, loss = 0.02598763 Validation score: -8.377628 Iteration 923, loss = 0.02595292 Validation score: -8.375782 Iteration 924, loss = 0.02591828 Validation score: -8.373920 Iteration 925, loss = 0.02588369 Validation score: -8.372041 Iteration 926, loss = 0.02584917 Validation score: -8.370147 Iteration 927, loss = 0.02581471 Validation score: -8.368238 Iteration 928, loss = 0.02578031 Validation score: -8.366315 Iteration 929, loss = 0.02574596 Validation score: -8.364379 Iteration 930, loss = 0.02571168 Validation score: -8.362432 Iteration 931, loss = 0.02567746 Validation score: -8.360473 Iteration 932, loss = 0.02564331 Validation score: -8.358505 Iteration 933, loss = 0.02560921 Validation score: -8.356528 Iteration 934, loss = 0.02557517 Validation score: -8.354543 Iteration 935, loss = 0.02554120 Validation score: -8.352551 Iteration 936, loss = 0.02550728 Validation score: -8.350553 Iteration 937, loss = 0.02547343 Validation score: -8.348551 Iteration 938, loss = 0.02543964 Validation score: -8.346544 Iteration 939, loss = 0.02540591 Validation score: -8.344534 Iteration 940, loss = 0.02537224 Validation score: -8.342521 Iteration 941, loss = 0.02533863 Validation score: -8.340507 Iteration 942, loss = 0.02530508 Validation score: -8.338492 Iteration 943, loss = 0.02527159 Validation score: -8.336476 Iteration 944, loss = 0.02523817 Validation score: -8.334460 Iteration 945, loss = 0.02520481 Validation score: -8.332444 Iteration 946, loss = 0.02517150 Validation score: -8.330430 Iteration 947, loss = 0.02513826 Validation score: -8.328417 Iteration 948, loss = 0.02510508 Validation score: -8.326405 Iteration 949, loss = 0.02507196 Validation score: -8.324396 Iteration 950, loss = 0.02503894 Validation score: -8.322480 Iteration 951, loss = 0.02500591 Validation score: -8.320557 Iteration 952, loss = 0.02497298 Validation score: -8.318627 Iteration 953, loss = 0.02494010 Validation score: -8.316689 Iteration 954, loss = 0.02490729 Validation score: -8.314744 Iteration 955, loss = 0.02487454 Validation score: -8.312793 Iteration 956, loss = 0.02484185 Validation score: -8.310836 Iteration 957, loss = 0.02480922 Validation score: -8.308873 Iteration 958, loss = 0.02477664 Validation score: -8.306905 Iteration 959, loss = 0.02474413 Validation score: -8.304932 Iteration 960, loss = 0.02471168 Validation score: -8.302954 Iteration 961, loss = 0.02467929 Validation score: -8.300973 Iteration 962, loss = 0.02464696 Validation score: -8.299081 Iteration 963, loss = 0.02461469 Validation score: -8.297175 Iteration 964, loss = 0.02458248 Validation score: -8.295257 Iteration 965, loss = 0.02455033 Validation score: -8.293326 Iteration 966, loss = 0.02451824 Validation score: -8.291384 Iteration 967, loss = 0.02448621 Validation score: -8.289431 Iteration 968, loss = 0.02445424 Validation score: -8.287468 Iteration 969, loss = 0.02442233 Validation score: -8.285495 Iteration 970, loss = 0.02439047 Validation score: -8.283514 Iteration 971, loss = 0.02435868 Validation score: -8.281525 Iteration 972, loss = 0.02432694 Validation score: -8.279528 Iteration 973, loss = 0.02429526 Validation score: -8.277526 Iteration 974, loss = 0.02426364 Validation score: -8.275518 Iteration 975, loss = 0.02423208 Validation score: -8.273505 Iteration 976, loss = 0.02420058 Validation score: -8.271489 Iteration 977, loss = 0.02416914 Validation score: -8.269469 Iteration 978, loss = 0.02413776 Validation score: -8.267446 Iteration 979, loss = 0.02410643 Validation score: -8.265421 Iteration 980, loss = 0.02407517 Validation score: -8.263489 Iteration 981, loss = 0.02404396 Validation score: -8.261546 Iteration 982, loss = 0.02401282 Validation score: -8.259592 Iteration 983, loss = 0.02398174 Validation score: -8.257627 Iteration 984, loss = 0.02395071 Validation score: -8.255653 Iteration 985, loss = 0.02391974 Validation score: -8.253671 Iteration 986, loss = 0.02388882 Validation score: -8.251680 Iteration 987, loss = 0.02385797 Validation score: -8.249682 Iteration 988, loss = 0.02382717 Validation score: -8.247677 Iteration 989, loss = 0.02379643 Validation score: -8.245666 Iteration 990, loss = 0.02376575 Validation score: -8.243650 Iteration 991, loss = 0.02373513 Validation score: -8.241630 Iteration 992, loss = 0.02370456 Validation score: -8.239605 Iteration 993, loss = 0.02367405 Validation score: -8.237578 Iteration 994, loss = 0.02364360 Validation score: -8.235548 Iteration 995, loss = 0.02361320 Validation score: -8.233516 Iteration 996, loss = 0.02358287 Validation score: -8.231482 Iteration 997, loss = 0.02355260 Validation score: -8.229543 Iteration 998, loss = 0.02352237 Validation score: -8.227593 Iteration 999, loss = 0.02349221 Validation score: -8.225633 Iteration 1000, loss = 0.02346211 Validation score: -8.223662 Iteration 1, loss = 16.91021085 Validation score: -1032.426543 Iteration 2, loss = 16.89495240 Validation score: -1031.486537 Iteration 3, loss = 16.87980009 Validation score: -1030.553521 Iteration 4, loss = 16.86475737 Validation score: -1029.627583 Iteration 5, loss = 16.84982527 Validation score: -1028.708772 Iteration 6, loss = 16.83496678 Validation score: -1027.796226 Iteration 7, loss = 16.82024147 Validation score: -1026.890357 Iteration 8, loss = 16.80563194 Validation score: -1025.991413 Iteration 9, loss = 16.79113318 Validation score: -1025.099556 Iteration 10, loss = 16.77667369 Validation score: -1024.214542 Iteration 11, loss = 16.76233864 Validation score: -1023.336704 Iteration 12, loss = 16.74815644 Validation score: -1022.468170 Iteration 13, loss = 16.73414437 Validation score: -1021.607526 Iteration 14, loss = 16.72024208 Validation score: -1020.716311 Iteration 15, loss = 16.70640554 Validation score: -1019.832049 Iteration 16, loss = 16.69266772 Validation score: -1018.955891 Iteration 17, loss = 16.67904025 Validation score: -1018.108882 Iteration 18, loss = 16.66552387 Validation score: -1017.272338 Iteration 19, loss = 16.65206742 Validation score: -1016.442622 Iteration 20, loss = 16.63870273 Validation score: -1015.619563 Iteration 21, loss = 16.62539325 Validation score: -1014.804344 Iteration 22, loss = 16.61222974 Validation score: -1014.019275 Iteration 23, loss = 16.59917837 Validation score: -1013.240331 Iteration 24, loss = 16.58626524 Validation score: -1012.467580 Iteration 25, loss = 16.57346531 Validation score: -1011.701305 Iteration 26, loss = 16.56081017 Validation score: -1010.941542 Iteration 27, loss = 16.54824617 Validation score: -1010.188028 Iteration 28, loss = 16.53577009 Validation score: -1009.440759 Iteration 29, loss = 16.52342678 Validation score: -1008.699701 Iteration 30, loss = 16.51120658 Validation score: -1007.964830 Iteration 31, loss = 16.49909477 Validation score: -1007.236112 Iteration 32, loss = 16.48708064 Validation score: -1006.513378 Iteration 33, loss = 16.47514798 Validation score: -1005.796609 Iteration 34, loss = 16.46332040 Validation score: -1005.085778 Iteration 35, loss = 16.45159716 Validation score: -1004.380848 Iteration 36, loss = 16.43999526 Validation score: -1003.682148 Iteration 37, loss = 16.42852966 Validation score: -1002.989555 Iteration 38, loss = 16.41716271 Validation score: -1002.302946 Iteration 39, loss = 16.40589312 Validation score: -1001.622201 Iteration 40, loss = 16.39471952 Validation score: -1000.947201 Iteration 41, loss = 16.38364053 Validation score: -1000.277830 Iteration 42, loss = 16.37265469 Validation score: -999.613974 Iteration 43, loss = 16.36176055 Validation score: -998.955518 Iteration 44, loss = 16.35094825 Validation score: -998.302239 Iteration 45, loss = 16.34020888 Validation score: -997.654054 Iteration 46, loss = 16.32955708 Validation score: -997.010876 Iteration 47, loss = 16.31899305 Validation score: -996.372646 Iteration 48, loss = 16.30853641 Validation score: -995.739286 Iteration 49, loss = 16.29816408 Validation score: -995.110692 Iteration 50, loss = 16.28787242 Validation score: -994.486759 Iteration 51, loss = 16.27765976 Validation score: -993.867382 Iteration 52, loss = 16.26752441 Validation score: -993.252457 Iteration 53, loss = 16.25746467 Validation score: -992.641878 Iteration 54, loss = 16.24747883 Validation score: -992.035538 Iteration 55, loss = 16.23756515 Validation score: -991.433331 Iteration 56, loss = 16.22772189 Validation score: -990.835152 Iteration 57, loss = 16.21794728 Validation score: -990.240891 Iteration 58, loss = 16.20823953 Validation score: -989.650441 Iteration 59, loss = 16.19859684 Validation score: -989.063694 Iteration 60, loss = 16.18901739 Validation score: -988.480539 Iteration 61, loss = 16.17949932 Validation score: -987.900866 Iteration 62, loss = 16.17004078 Validation score: -987.324564 Iteration 63, loss = 16.16063987 Validation score: -986.751518 Iteration 64, loss = 16.15129469 Validation score: -986.181616 Iteration 65, loss = 16.14200329 Validation score: -985.614742 Iteration 66, loss = 16.13276413 Validation score: -985.050816 Iteration 67, loss = 16.12358572 Validation score: -984.489701 Iteration 68, loss = 16.11445316 Validation score: -983.931260 Iteration 69, loss = 16.10536424 Validation score: -983.375356 Iteration 70, loss = 16.09631677 Validation score: -982.821856 Iteration 71, loss = 16.08730856 Validation score: -982.270622 Iteration 72, loss = 16.07833740 Validation score: -981.721522 Iteration 73, loss = 16.06940119 Validation score: -981.174422 Iteration 74, loss = 16.06049822 Validation score: -980.629185 Iteration 75, loss = 16.05162544 Validation score: -980.085674 Iteration 76, loss = 16.04278062 Validation score: -979.543753 Iteration 77, loss = 16.03396157 Validation score: -979.003283 Iteration 78, loss = 16.02516606 Validation score: -978.464126 Iteration 79, loss = 16.01639186 Validation score: -977.926144 Iteration 80, loss = 16.00763672 Validation score: -977.389195 Iteration 81, loss = 15.99889838 Validation score: -976.853140 Iteration 82, loss = 15.99017454 Validation score: -976.317835 Iteration 83, loss = 15.98146292 Validation score: -975.783137 Iteration 84, loss = 15.97276118 Validation score: -975.248901 Iteration 85, loss = 15.96406697 Validation score: -974.714980 Iteration 86, loss = 15.95537792 Validation score: -974.181227 Iteration 87, loss = 15.94669165 Validation score: -973.647492 Iteration 88, loss = 15.93800573 Validation score: -973.113626 Iteration 89, loss = 15.92931773 Validation score: -972.579476 Iteration 90, loss = 15.92062518 Validation score: -972.044889 Iteration 91, loss = 15.91192560 Validation score: -971.509710 Iteration 92, loss = 15.90321648 Validation score: -970.973784 Iteration 93, loss = 15.89449530 Validation score: -970.436954 Iteration 94, loss = 15.88575951 Validation score: -969.899062 Iteration 95, loss = 15.87700654 Validation score: -969.359949 Iteration 96, loss = 15.86823382 Validation score: -968.819456 Iteration 97, loss = 15.85943874 Validation score: -968.277422 Iteration 98, loss = 15.85061869 Validation score: -967.733687 Iteration 99, loss = 15.84177106 Validation score: -967.188088 Iteration 100, loss = 15.83289320 Validation score: -966.640464 Iteration 101, loss = 15.82398246 Validation score: -966.090653 Iteration 102, loss = 15.81503620 Validation score: -965.538492 Iteration 103, loss = 15.80605176 Validation score: -964.983819 Iteration 104, loss = 15.79702646 Validation score: -964.426472 Iteration 105, loss = 15.78795765 Validation score: -963.866287 Iteration 106, loss = 15.77884266 Validation score: -963.303103 Iteration 107, loss = 15.76967880 Validation score: -962.736758 Iteration 108, loss = 15.76046069 Validation score: -962.167035 Iteration 109, loss = 15.75118598 Validation score: -961.593768 Iteration 110, loss = 15.74185108 Validation score: -961.016504 Iteration 111, loss = 15.73241973 Validation score: -960.435072 Iteration 112, loss = 15.72291618 Validation score: -959.849300 Iteration 113, loss = 15.71333748 Validation score: -959.259018 Iteration 114, loss = 15.70368072 Validation score: -958.664058 Iteration 115, loss = 15.69394298 Validation score: -958.064250 Iteration 116, loss = 15.68412136 Validation score: -957.459428 Iteration 117, loss = 15.67421298 Validation score: -956.849423 Iteration 118, loss = 15.66421495 Validation score: -956.234071 Iteration 119, loss = 15.65412442 Validation score: -955.613204 Iteration 120, loss = 15.64393852 Validation score: -954.986658 Iteration 121, loss = 15.63365438 Validation score: -954.354268 Iteration 122, loss = 15.62326916 Validation score: -953.715867 Iteration 123, loss = 15.61278000 Validation score: -953.071293 Iteration 124, loss = 15.60218404 Validation score: -952.420379 Iteration 125, loss = 15.59147843 Validation score: -951.762962 Iteration 126, loss = 15.58066030 Validation score: -951.098876 Iteration 127, loss = 15.56972679 Validation score: -950.427956 Iteration 128, loss = 15.55867501 Validation score: -949.750037 Iteration 129, loss = 15.54749373 Validation score: -949.065151 Iteration 130, loss = 15.53620952 Validation score: -948.373118 Iteration 131, loss = 15.52479847 Validation score: -947.673759 Iteration 132, loss = 15.51324791 Validation score: -946.966770 Iteration 133, loss = 15.50156226 Validation score: -946.251974 Iteration 134, loss = 15.48975891 Validation score: -945.529165 Iteration 135, loss = 15.47783820 Validation score: -944.798175 Iteration 136, loss = 15.46577718 Validation score: -944.058834 Iteration 137, loss = 15.45357262 Validation score: -943.310963 Iteration 138, loss = 15.44122113 Validation score: -942.554385 Iteration 139, loss = 15.42871155 Validation score: -941.788925 Iteration 140, loss = 15.41599872 Validation score: -941.014393 Iteration 141, loss = 15.40311548 Validation score: -940.230600 Iteration 142, loss = 15.39005844 Validation score: -939.437351 Iteration 143, loss = 15.37687657 Validation score: -938.635001 Iteration 144, loss = 15.36355319 Validation score: -937.823318 Iteration 145, loss = 15.35005577 Validation score: -937.002070 Iteration 146, loss = 15.33629574 Validation score: -936.170212 Iteration 147, loss = 15.32230349 Validation score: -935.327544 Iteration 148, loss = 15.30819219 Validation score: -934.469971 Iteration 149, loss = 15.29396383 Validation score: -933.564639 Iteration 150, loss = 15.27953164 Validation score: -932.646439 Iteration 151, loss = 15.26487036 Validation score: -931.774088 Iteration 152, loss = 15.25003795 Validation score: -930.895343 Iteration 153, loss = 15.23497611 Validation score: -929.991873 Iteration 154, loss = 15.21968843 Validation score: -929.045583 Iteration 155, loss = 15.20424375 Validation score: -928.084969 Iteration 156, loss = 15.18862843 Validation score: -927.109727 Iteration 157, loss = 15.17273427 Validation score: -926.118816 Iteration 158, loss = 15.15666001 Validation score: -925.112497 Iteration 159, loss = 15.14034739 Validation score: -924.090480 Iteration 160, loss = 15.12376004 Validation score: -923.051578 Iteration 161, loss = 15.10685888 Validation score: -921.995577 Iteration 162, loss = 15.08964558 Validation score: -920.921648 Iteration 163, loss = 15.07210835 Validation score: -919.829591 Iteration 164, loss = 15.05427661 Validation score: -918.719186 Iteration 165, loss = 15.03614673 Validation score: -917.590194 Iteration 166, loss = 15.01767004 Validation score: -916.441816 Iteration 167, loss = 14.99880712 Validation score: -915.273076 Iteration 168, loss = 14.97946378 Validation score: -914.082749 Iteration 169, loss = 14.95974008 Validation score: -912.861157 Iteration 170, loss = 14.93964116 Validation score: -911.616065 Iteration 171, loss = 14.91906320 Validation score: -910.347815 Iteration 172, loss = 14.89806849 Validation score: -909.056294 Iteration 173, loss = 14.87666318 Validation score: -907.736907 Iteration 174, loss = 14.85485520 Validation score: -906.381929 Iteration 175, loss = 14.83254450 Validation score: -904.999916 Iteration 176, loss = 14.80965342 Validation score: -903.590816 Iteration 177, loss = 14.78630353 Validation score: -902.154210 Iteration 178, loss = 14.76248601 Validation score: -900.689993 Iteration 179, loss = 14.73799189 Validation score: -899.196754 Iteration 180, loss = 14.71296348 Validation score: -897.674263 Iteration 181, loss = 14.68741923 Validation score: -896.122434 Iteration 182, loss = 14.66144260 Validation score: -894.533418 Iteration 183, loss = 14.63496196 Validation score: -892.868121 Iteration 184, loss = 14.60797248 Validation score: -891.171012 Iteration 185, loss = 14.58047304 Validation score: -889.441866 Iteration 186, loss = 14.55245877 Validation score: -887.680423 Iteration 187, loss = 14.52392526 Validation score: -885.886394 Iteration 188, loss = 14.49471399 Validation score: -884.058394 Iteration 189, loss = 14.46490855 Validation score: -882.196213 Iteration 190, loss = 14.43450471 Validation score: -880.298309 Iteration 191, loss = 14.40322827 Validation score: -878.364535 Iteration 192, loss = 14.37138992 Validation score: -876.394871 Iteration 193, loss = 14.33895644 Validation score: -874.389062 Iteration 194, loss = 14.30591516 Validation score: -872.346826 Iteration 195, loss = 14.27190654 Validation score: -870.265932 Iteration 196, loss = 14.23713341 Validation score: -868.146257 Iteration 197, loss = 14.20169598 Validation score: -865.987637 Iteration 198, loss = 14.16559215 Validation score: -863.789875 Iteration 199, loss = 14.12881902 Validation score: -861.552745 Iteration 200, loss = 14.09137303 Validation score: -859.276001 Iteration 201, loss = 14.05317618 Validation score: -856.960520 Iteration 202, loss = 14.01428081 Validation score: -854.605836 Iteration 203, loss = 13.97468799 Validation score: -852.211508 Iteration 204, loss = 13.93439352 Validation score: -849.777114 Iteration 205, loss = 13.89332075 Validation score: -847.301752 Iteration 206, loss = 13.85141922 Validation score: -844.785090 Iteration 207, loss = 13.80875879 Validation score: -842.226799 Iteration 208, loss = 13.76527936 Validation score: -839.626546 Iteration 209, loss = 13.72104762 Validation score: -836.984001 Iteration 210, loss = 13.67604057 Validation score: -834.298318 Iteration 211, loss = 13.63003827 Validation score: -831.568926 Iteration 212, loss = 13.58322731 Validation score: -828.795586 Iteration 213, loss = 13.53561186 Validation score: -825.977584 Iteration 214, loss = 13.48686764 Validation score: -823.113398 Iteration 215, loss = 13.43727046 Validation score: -820.171032 Iteration 216, loss = 13.38682970 Validation score: -817.130948 Iteration 217, loss = 13.33554353 Validation score: -814.040696 Iteration 218, loss = 13.28335469 Validation score: -810.897907 Iteration 219, loss = 13.23017683 Validation score: -807.702896 Iteration 220, loss = 13.17588652 Validation score: -804.455721 Iteration 221, loss = 13.12070276 Validation score: -801.156400 Iteration 222, loss = 13.06435417 Validation score: -797.800659 Iteration 223, loss = 13.00704438 Validation score: -794.388866 Iteration 224, loss = 12.94880209 Validation score: -790.921329 Iteration 225, loss = 12.88962737 Validation score: -787.398308 Iteration 226, loss = 12.82951974 Validation score: -783.820022 Iteration 227, loss = 12.76834633 Validation score: -780.185573 Iteration 228, loss = 12.70589393 Validation score: -776.467453 Iteration 229, loss = 12.64244751 Validation score: -772.685540 Iteration 230, loss = 12.57801875 Validation score: -768.844819 Iteration 231, loss = 12.51260951 Validation score: -764.945683 Iteration 232, loss = 12.44622127 Validation score: -760.988487 Iteration 233, loss = 12.37885534 Validation score: -756.973564 Iteration 234, loss = 12.31051291 Validation score: -752.901232 Iteration 235, loss = 12.24119519 Validation score: -748.771797 Iteration 236, loss = 12.17090352 Validation score: -744.585564 Iteration 237, loss = 12.09963941 Validation score: -740.342841 Iteration 238, loss = 12.02740460 Validation score: -736.043942 Iteration 239, loss = 11.95401162 Validation score: -731.685616 Iteration 240, loss = 11.87953368 Validation score: -727.268655 Iteration 241, loss = 11.80397524 Validation score: -722.797138 Iteration 242, loss = 11.72731267 Validation score: -718.271513 Iteration 243, loss = 11.64964357 Validation score: -713.692236 Iteration 244, loss = 11.57097700 Validation score: -709.059783 Iteration 245, loss = 11.49132191 Validation score: -704.374648 Iteration 246, loss = 11.41067482 Validation score: -699.636189 Iteration 247, loss = 11.32881582 Validation score: -694.845115 Iteration 248, loss = 11.24590476 Validation score: -690.001953 Iteration 249, loss = 11.16201321 Validation score: -685.010455 Iteration 250, loss = 11.07715438 Validation score: -679.880455 Iteration 251, loss = 10.99134062 Validation score: -674.695157 Iteration 252, loss = 10.90458447 Validation score: -669.455480 Iteration 253, loss = 10.81669419 Validation score: -664.159688 Iteration 254, loss = 10.72782662 Validation score: -658.809026 Iteration 255, loss = 10.63802536 Validation score: -653.404731 Iteration 256, loss = 10.54729338 Validation score: -647.945223 Iteration 257, loss = 10.45528588 Validation score: -642.432062 Iteration 258, loss = 10.36235929 Validation score: -636.866779 Iteration 259, loss = 10.26853493 Validation score: -631.250889 Iteration 260, loss = 10.17383421 Validation score: -625.585900 Iteration 261, loss = 10.07827882 Validation score: -619.873321 Iteration 262, loss = 9.98189079 Validation score: -614.114667 Iteration 263, loss = 9.88469265 Validation score: -608.311469 Iteration 264, loss = 9.78670749 Validation score: -602.465275 Iteration 265, loss = 9.68786354 Validation score: -596.577948 Iteration 266, loss = 9.58822517 Validation score: -590.651074 Iteration 267, loss = 9.48785986 Validation score: -584.686269 Iteration 268, loss = 9.38679474 Validation score: -578.685184 Iteration 269, loss = 9.28505759 Validation score: -572.649501 Iteration 270, loss = 9.18267683 Validation score: -566.580938 Iteration 271, loss = 9.07968162 Validation score: -560.481250 Iteration 272, loss = 8.97610181 Validation score: -554.352228 Iteration 273, loss = 8.87196800 Validation score: -548.195698 Iteration 274, loss = 8.76731155 Validation score: -542.013524 Iteration 275, loss = 8.66216455 Validation score: -535.807606 Iteration 276, loss = 8.55655987 Validation score: -529.579877 Iteration 277, loss = 8.45053111 Validation score: -523.332304 Iteration 278, loss = 8.34411261 Validation score: -517.066886 Iteration 279, loss = 8.23726993 Validation score: -510.784110 Iteration 280, loss = 8.12916652 Validation score: -504.485840 Iteration 281, loss = 8.02061845 Validation score: -498.171402 Iteration 282, loss = 7.91072677 Validation score: -491.843631 Iteration 283, loss = 7.80027616 Validation score: -485.505321 Iteration 284, loss = 7.68940358 Validation score: -479.164308 Iteration 285, loss = 7.57798419 Validation score: -472.822278 Iteration 286, loss = 7.46625412 Validation score: -466.481718 Iteration 287, loss = 7.35433976 Validation score: -460.147033 Iteration 288, loss = 7.24219488 Validation score: -453.820615 Iteration 289, loss = 7.12872084 Validation score: -447.505042 Iteration 290, loss = 7.01446669 Validation score: -441.202768 Iteration 291, loss = 6.89965318 Validation score: -434.913687 Iteration 292, loss = 6.78480185 Validation score: -428.640388 Iteration 293, loss = 6.67011989 Validation score: -422.385407 Iteration 294, loss = 6.55444408 Validation score: -416.151616 Iteration 295, loss = 6.43474088 Validation score: -408.974092 Iteration 296, loss = 6.31258279 Validation score: -401.101213 Iteration 297, loss = 6.18893345 Validation score: -393.154623 Iteration 298, loss = 6.06385483 Validation score: -385.286060 Iteration 299, loss = 5.93542456 Validation score: -377.500247 Iteration 300, loss = 5.80147565 Validation score: -369.796129 Iteration 301, loss = 5.66163308 Validation score: -362.179957 Iteration 302, loss = 5.51863865 Validation score: -354.657943 Iteration 303, loss = 5.37599801 Validation score: -347.249538 Iteration 304, loss = 5.23182305 Validation score: -339.637814 Iteration 305, loss = 5.08857014 Validation score: -332.029299 Iteration 306, loss = 4.94292801 Validation score: -324.533693 Iteration 307, loss = 4.79346265 Validation score: -317.173906 Iteration 308, loss = 4.64084792 Validation score: -309.943419 Iteration 309, loss = 4.48713941 Validation score: -302.380771 Iteration 310, loss = 4.33356208 Validation score: -294.967962 Iteration 311, loss = 4.18306208 Validation score: -285.913983 Iteration 312, loss = 4.03611731 Validation score: -276.516088 Iteration 313, loss = 3.89215520 Validation score: -267.300111 Iteration 314, loss = 3.75053138 Validation score: -258.267358 Iteration 315, loss = 3.61154486 Validation score: -249.448364 Iteration 316, loss = 3.47737307 Validation score: -240.869872 Iteration 317, loss = 3.34833994 Validation score: -232.554863 Iteration 318, loss = 3.22185622 Validation score: -224.515996 Iteration 319, loss = 3.10008852 Validation score: -216.767711 Iteration 320, loss = 2.98281529 Validation score: -209.324807 Iteration 321, loss = 2.87135844 Validation score: -202.198551 Iteration 322, loss = 2.76511503 Validation score: -195.386053 Iteration 323, loss = 2.66335472 Validation score: -188.894716 Iteration 324, loss = 2.56760638 Validation score: -182.728228 Iteration 325, loss = 2.47732278 Validation score: -176.882153 Iteration 326, loss = 2.39244911 Validation score: -171.354710 Iteration 327, loss = 2.31344087 Validation score: -166.140817 Iteration 328, loss = 2.24017827 Validation score: -161.232343 Iteration 329, loss = 2.17249279 Validation score: -156.618376 Iteration 330, loss = 2.11017119 Validation score: -152.285512 Iteration 331, loss = 2.05220921 Validation score: -148.219695 Iteration 332, loss = 1.99799740 Validation score: -144.406630 Iteration 333, loss = 1.94777536 Validation score: -140.826618 Iteration 334, loss = 1.90144084 Validation score: -137.461339 Iteration 335, loss = 1.85875822 Validation score: -134.289703 Iteration 336, loss = 1.81941099 Validation score: -131.290464 Iteration 337, loss = 1.78306733 Validation score: -128.442643 Iteration 338, loss = 1.74939439 Validation score: -125.725920 Iteration 339, loss = 1.71806495 Validation score: -123.121020 Iteration 340, loss = 1.68855506 Validation score: -120.610886 Iteration 341, loss = 1.65948343 Validation score: -118.179161 Iteration 342, loss = 1.63179891 Validation score: -115.811410 Iteration 343, loss = 1.60527854 Validation score: -113.495245 Iteration 344, loss = 1.57972416 Validation score: -111.220394 Iteration 345, loss = 1.55496458 Validation score: -108.978689 Iteration 346, loss = 1.53085654 Validation score: -106.763996 Iteration 347, loss = 1.50728450 Validation score: -104.572088 Iteration 348, loss = 1.48415939 Validation score: -102.400458 Iteration 349, loss = 1.46141659 Validation score: -100.248107 Iteration 350, loss = 1.43901325 Validation score: -98.115304 Iteration 351, loss = 1.41692527 Validation score: -96.003337 Iteration 352, loss = 1.39514394 Validation score: -93.914273 Iteration 353, loss = 1.37367271 Validation score: -91.850717 Iteration 354, loss = 1.35252393 Validation score: -89.815606 Iteration 355, loss = 1.33171599 Validation score: -87.812016 Iteration 356, loss = 1.31127066 Validation score: -85.843006 Iteration 357, loss = 1.29121087 Validation score: -83.911488 Iteration 358, loss = 1.27155894 Validation score: -82.020126 Iteration 359, loss = 1.25233511 Validation score: -80.171265 Iteration 360, loss = 1.23355656 Validation score: -78.366881 Iteration 361, loss = 1.21523673 Validation score: -76.608562 Iteration 362, loss = 1.19738494 Validation score: -74.897495 Iteration 363, loss = 1.18000633 Validation score: -73.234479 Iteration 364, loss = 1.16310721 Validation score: -71.623902 Iteration 365, loss = 1.14695805 Validation score: -70.065263 Iteration 366, loss = 1.13126716 Validation score: -68.557658 Iteration 367, loss = 1.11602259 Validation score: -67.100013 Iteration 368, loss = 1.10121072 Validation score: -65.691112 Iteration 369, loss = 1.08681657 Validation score: -64.329631 Iteration 370, loss = 1.07282418 Validation score: -63.014159 Iteration 371, loss = 1.05921706 Validation score: -61.743227 Iteration 372, loss = 1.04597847 Validation score: -60.515334 Iteration 373, loss = 1.03309179 Validation score: -59.328963 Iteration 374, loss = 1.02040713 Validation score: -58.182083 Iteration 375, loss = 1.00785369 Validation score: -57.073308 Iteration 376, loss = 0.99558780 Validation score: -56.001268 Iteration 377, loss = 0.98359960 Validation score: -54.964615 Iteration 378, loss = 0.97187950 Validation score: -53.962035 Iteration 379, loss = 0.96041836 Validation score: -52.992251 Iteration 380, loss = 0.94920752 Validation score: -52.054025 Iteration 381, loss = 0.93823888 Validation score: -51.146167 Iteration 382, loss = 0.92750487 Validation score: -50.267525 Iteration 383, loss = 0.91699847 Validation score: -49.416993 Iteration 384, loss = 0.90671319 Validation score: -48.593506 Iteration 385, loss = 0.89664298 Validation score: -47.796039 Iteration 386, loss = 0.88678224 Validation score: -47.023604 Iteration 387, loss = 0.87712575 Validation score: -46.275246 Iteration 388, loss = 0.86766858 Validation score: -45.550045 Iteration 389, loss = 0.85840610 Validation score: -44.847112 Iteration 390, loss = 0.84933385 Validation score: -44.165586 Iteration 391, loss = 0.84044759 Validation score: -43.504632 Iteration 392, loss = 0.83174318 Validation score: -42.863443 Iteration 393, loss = 0.82321658 Validation score: -42.241234 Iteration 394, loss = 0.81486384 Validation score: -41.637247 Iteration 395, loss = 0.80668102 Validation score: -41.050746 Iteration 396, loss = 0.79866426 Validation score: -40.481018 Iteration 397, loss = 0.79080970 Validation score: -39.927376 Iteration 398, loss = 0.78311350 Validation score: -39.389153 Iteration 399, loss = 0.77557183 Validation score: -38.865710 Iteration 400, loss = 0.76818092 Validation score: -38.356429 Iteration 401, loss = 0.76093698 Validation score: -37.860720 Iteration 402, loss = 0.75383630 Validation score: -37.378015 Iteration 403, loss = 0.74687517 Validation score: -36.907773 Iteration 404, loss = 0.74004997 Validation score: -36.449479 Iteration 405, loss = 0.73335712 Validation score: -36.002642 Iteration 406, loss = 0.72679311 Validation score: -35.566798 Iteration 407, loss = 0.72035453 Validation score: -35.141508 Iteration 408, loss = 0.71403803 Validation score: -34.726356 Iteration 409, loss = 0.70784037 Validation score: -34.320955 Iteration 410, loss = 0.70175841 Validation score: -33.924936 Iteration 411, loss = 0.69578908 Validation score: -33.537958 Iteration 412, loss = 0.68992945 Validation score: -33.159700 Iteration 413, loss = 0.68417668 Validation score: -32.789861 Iteration 414, loss = 0.67852801 Validation score: -32.428161 Iteration 415, loss = 0.67298081 Validation score: -32.074340 Iteration 416, loss = 0.66753254 Validation score: -31.728154 Iteration 417, loss = 0.66218075 Validation score: -31.389376 Iteration 418, loss = 0.65692309 Validation score: -31.057793 Iteration 419, loss = 0.65175728 Validation score: -30.733208 Iteration 420, loss = 0.64668115 Validation score: -30.415435 Iteration 421, loss = 0.64169258 Validation score: -30.104299 Iteration 422, loss = 0.63678955 Validation score: -29.799637 Iteration 423, loss = 0.63197010 Validation score: -29.501293 Iteration 424, loss = 0.62723232 Validation score: -29.209122 Iteration 425, loss = 0.62244733 Validation score: -28.925678 Iteration 426, loss = 0.61771476 Validation score: -28.650500 Iteration 427, loss = 0.61304364 Validation score: -28.383164 Iteration 428, loss = 0.60843421 Validation score: -28.123287 Iteration 429, loss = 0.60388660 Validation score: -27.870518 Iteration 430, loss = 0.59940078 Validation score: -27.624533 Iteration 431, loss = 0.59497660 Validation score: -27.385038 Iteration 432, loss = 0.59061382 Validation score: -27.151759 Iteration 433, loss = 0.58631209 Validation score: -26.924443 Iteration 434, loss = 0.58207100 Validation score: -26.702856 Iteration 435, loss = 0.57789004 Validation score: -26.486777 Iteration 436, loss = 0.57376865 Validation score: -26.276003 Iteration 437, loss = 0.56970621 Validation score: -26.070340 Iteration 438, loss = 0.56570207 Validation score: -25.869606 Iteration 439, loss = 0.56175551 Validation score: -25.673630 Iteration 440, loss = 0.55786580 Validation score: -25.482246 Iteration 441, loss = 0.55403218 Validation score: -25.295300 Iteration 442, loss = 0.55025386 Validation score: -25.112642 Iteration 443, loss = 0.54653003 Validation score: -24.934128 Iteration 444, loss = 0.54285990 Validation score: -24.759621 Iteration 445, loss = 0.53924262 Validation score: -24.588989 Iteration 446, loss = 0.53567739 Validation score: -24.422103 Iteration 447, loss = 0.53216335 Validation score: -24.258840 Iteration 448, loss = 0.52869970 Validation score: -24.099080 Iteration 449, loss = 0.52528559 Validation score: -23.942707 Iteration 450, loss = 0.52192021 Validation score: -23.789609 Iteration 451, loss = 0.51860274 Validation score: -23.639677 Iteration 452, loss = 0.51533236 Validation score: -23.492805 Iteration 453, loss = 0.51210829 Validation score: -23.348892 Iteration 454, loss = 0.50892971 Validation score: -23.207837 Iteration 455, loss = 0.50579586 Validation score: -23.069546 Iteration 456, loss = 0.50270596 Validation score: -22.933924 Iteration 457, loss = 0.49965924 Validation score: -22.800883 Iteration 458, loss = 0.49665495 Validation score: -22.670336 Iteration 459, loss = 0.49369236 Validation score: -22.542198 Iteration 460, loss = 0.49077074 Validation score: -22.416388 Iteration 461, loss = 0.48788935 Validation score: -22.292830 Iteration 462, loss = 0.48504751 Validation score: -22.171448 Iteration 463, loss = 0.48224452 Validation score: -22.052170 Iteration 464, loss = 0.47947969 Validation score: -21.934927 Iteration 465, loss = 0.47675235 Validation score: -21.819653 Iteration 466, loss = 0.47406184 Validation score: -21.706286 Iteration 467, loss = 0.47140751 Validation score: -21.594764 Iteration 468, loss = 0.46878872 Validation score: -21.485031 Iteration 469, loss = 0.46620486 Validation score: -21.377031 Iteration 470, loss = 0.46365530 Validation score: -21.270713 Iteration 471, loss = 0.46113944 Validation score: -21.166026 Iteration 472, loss = 0.45865669 Validation score: -21.062924 Iteration 473, loss = 0.45620646 Validation score: -20.961363 Iteration 474, loss = 0.45378819 Validation score: -20.861299 Iteration 475, loss = 0.45140131 Validation score: -20.762693 Iteration 476, loss = 0.44904528 Validation score: -20.665507 Iteration 477, loss = 0.44671956 Validation score: -20.569706 Iteration 478, loss = 0.44442361 Validation score: -20.475255 Iteration 479, loss = 0.44215692 Validation score: -20.382123 Iteration 480, loss = 0.43991898 Validation score: -20.290279 Iteration 481, loss = 0.43770928 Validation score: -20.199695 Iteration 482, loss = 0.43552735 Validation score: -20.110344 Iteration 483, loss = 0.43337270 Validation score: -20.022200 Iteration 484, loss = 0.43124485 Validation score: -19.935238 Iteration 485, loss = 0.42914335 Validation score: -19.849437 Iteration 486, loss = 0.42706775 Validation score: -19.764774 Iteration 487, loss = 0.42501759 Validation score: -19.681227 Iteration 488, loss = 0.42299245 Validation score: -19.598778 Iteration 489, loss = 0.42099189 Validation score: -19.517406 Iteration 490, loss = 0.41901550 Validation score: -19.437094 Iteration 491, loss = 0.41706286 Validation score: -19.357824 Iteration 492, loss = 0.41513358 Validation score: -19.279579 Iteration 493, loss = 0.41322725 Validation score: -19.202343 Iteration 494, loss = 0.41134350 Validation score: -19.126099 Iteration 495, loss = 0.40948193 Validation score: -19.050832 Iteration 496, loss = 0.40764217 Validation score: -18.976527 Iteration 497, loss = 0.40582387 Validation score: -18.903169 Iteration 498, loss = 0.40402665 Validation score: -18.830743 Iteration 499, loss = 0.40225017 Validation score: -18.759236 Iteration 500, loss = 0.40049408 Validation score: -18.688633 Iteration 501, loss = 0.39875804 Validation score: -18.618921 Iteration 502, loss = 0.39704173 Validation score: -18.550086 Iteration 503, loss = 0.39534480 Validation score: -18.482114 Iteration 504, loss = 0.39366695 Validation score: -18.414993 Iteration 505, loss = 0.39200785 Validation score: -18.348708 Iteration 506, loss = 0.39036721 Validation score: -18.283247 Iteration 507, loss = 0.38874471 Validation score: -18.218598 Iteration 508, loss = 0.38714006 Validation score: -18.154746 Iteration 509, loss = 0.38555297 Validation score: -18.091681 Iteration 510, loss = 0.38398315 Validation score: -18.029388 Iteration 511, loss = 0.38243032 Validation score: -17.967856 Iteration 512, loss = 0.38089421 Validation score: -17.907072 Iteration 513, loss = 0.37937455 Validation score: -17.847024 Iteration 514, loss = 0.37787107 Validation score: -17.787700 Iteration 515, loss = 0.37638351 Validation score: -17.729087 Iteration 516, loss = 0.37491162 Validation score: -17.671175 Iteration 517, loss = 0.37345514 Validation score: -17.613952 Iteration 518, loss = 0.37201384 Validation score: -17.557405 Iteration 519, loss = 0.37058746 Validation score: -17.501524 Iteration 520, loss = 0.36917577 Validation score: -17.446298 Iteration 521, loss = 0.36777855 Validation score: -17.391715 Iteration 522, loss = 0.36639556 Validation score: -17.337765 Iteration 523, loss = 0.36502657 Validation score: -17.284437 Iteration 524, loss = 0.36367138 Validation score: -17.231720 Iteration 525, loss = 0.36231989 Validation score: -17.179612 Iteration 526, loss = 0.36097748 Validation score: -17.128101 Iteration 527, loss = 0.35964560 Validation score: -17.077175 Iteration 528, loss = 0.35832446 Validation score: -17.026821 Iteration 529, loss = 0.35701417 Validation score: -16.977029 Iteration 530, loss = 0.35571479 Validation score: -16.927786 Iteration 531, loss = 0.35442635 Validation score: -16.879080 Iteration 532, loss = 0.35314884 Validation score: -16.830899 Iteration 533, loss = 0.35188223 Validation score: -16.783233 Iteration 534, loss = 0.35062647 Validation score: -16.736068 Iteration 535, loss = 0.34938150 Validation score: -16.689396 Iteration 536, loss = 0.34814725 Validation score: -16.643205 Iteration 537, loss = 0.34692361 Validation score: -16.597486 Iteration 538, loss = 0.34579977 Validation score: -16.551106 Iteration 539, loss = 0.34469338 Validation score: -16.504141 Iteration 540, loss = 0.34359969 Validation score: -16.456660 Iteration 541, loss = 0.34251814 Validation score: -16.408724 Iteration 542, loss = 0.34144820 Validation score: -16.360390 Iteration 543, loss = 0.34038940 Validation score: -16.311710 Iteration 544, loss = 0.33934128 Validation score: -16.262734 Iteration 545, loss = 0.33830344 Validation score: -16.213507 Iteration 546, loss = 0.33727549 Validation score: -16.164074 Iteration 547, loss = 0.33625710 Validation score: -16.114477 Iteration 548, loss = 0.33524793 Validation score: -16.064755 Iteration 549, loss = 0.33424768 Validation score: -16.014949 Iteration 550, loss = 0.33325607 Validation score: -15.965097 Iteration 551, loss = 0.33227285 Validation score: -15.915235 Iteration 552, loss = 0.33129776 Validation score: -15.865402 Iteration 553, loss = 0.33033058 Validation score: -15.815631 Iteration 554, loss = 0.32937111 Validation score: -15.765959 Iteration 555, loss = 0.32841913 Validation score: -15.716420 Iteration 556, loss = 0.32747448 Validation score: -15.667045 Iteration 557, loss = 0.32653697 Validation score: -15.617868 Iteration 558, loss = 0.32560644 Validation score: -15.568919 Iteration 559, loss = 0.32468274 Validation score: -15.520228 Iteration 560, loss = 0.32376573 Validation score: -15.471823 Iteration 561, loss = 0.32285526 Validation score: -15.423731 Iteration 562, loss = 0.32195121 Validation score: -15.375977 Iteration 563, loss = 0.32105345 Validation score: -15.331052 Iteration 564, loss = 0.32016187 Validation score: -15.293719 Iteration 565, loss = 0.31927636 Validation score: -15.257165 Iteration 566, loss = 0.31839681 Validation score: -15.221402 Iteration 567, loss = 0.31752311 Validation score: -15.186443 Iteration 568, loss = 0.31665517 Validation score: -15.152298 Iteration 569, loss = 0.31579299 Validation score: -15.118982 Iteration 570, loss = 0.31493897 Validation score: -15.086497 Iteration 571, loss = 0.31409063 Validation score: -15.054846 Iteration 572, loss = 0.31324786 Validation score: -15.024028 Iteration 573, loss = 0.31241056 Validation score: -14.994043 Iteration 574, loss = 0.31157864 Validation score: -14.964889 Iteration 575, loss = 0.31075201 Validation score: -14.936563 Iteration 576, loss = 0.30993058 Validation score: -14.909061 Iteration 577, loss = 0.30911427 Validation score: -14.882379 Iteration 578, loss = 0.30830301 Validation score: -14.856510 Iteration 579, loss = 0.30749672 Validation score: -14.831448 Iteration 580, loss = 0.30669532 Validation score: -14.807186 Iteration 581, loss = 0.30589874 Validation score: -14.783715 Iteration 582, loss = 0.30513475 Validation score: -14.760929 Iteration 583, loss = 0.30437517 Validation score: -14.738808 Iteration 584, loss = 0.30361929 Validation score: -14.717335 Iteration 585, loss = 0.30286711 Validation score: -14.696498 Iteration 586, loss = 0.30211864 Validation score: -14.676289 Iteration 587, loss = 0.30137387 Validation score: -14.656702 Iteration 588, loss = 0.30063281 Validation score: -14.637733 Iteration 589, loss = 0.29989545 Validation score: -14.619383 Iteration 590, loss = 0.29916180 Validation score: -14.601651 Iteration 591, loss = 0.29843185 Validation score: -14.584541 Iteration 592, loss = 0.29770560 Validation score: -14.568053 Iteration 593, loss = 0.29698304 Validation score: -14.552194 Iteration 594, loss = 0.29626415 Validation score: -14.536964 Iteration 595, loss = 0.29554894 Validation score: -14.522369 Iteration 596, loss = 0.29483737 Validation score: -14.508412 Iteration 597, loss = 0.29412945 Validation score: -14.495096 Iteration 598, loss = 0.29342515 Validation score: -14.482422 Iteration 599, loss = 0.29272446 Validation score: -14.470392 Iteration 600, loss = 0.29202735 Validation score: -14.459007 Iteration 601, loss = 0.29133380 Validation score: -14.448267 Iteration 602, loss = 0.29064380 Validation score: -14.438170 Iteration 603, loss = 0.28995732 Validation score: -14.428714 Iteration 604, loss = 0.28927433 Validation score: -14.419895 Iteration 605, loss = 0.28859482 Validation score: -14.411709 Iteration 606, loss = 0.28791875 Validation score: -14.404151 Iteration 607, loss = 0.28724611 Validation score: -14.397213 Iteration 608, loss = 0.28657686 Validation score: -14.390890 Iteration 609, loss = 0.28591098 Validation score: -14.385172 Iteration 610, loss = 0.28524845 Validation score: -14.380051 Iteration 611, loss = 0.28459457 Validation score: -14.375635 Iteration 612, loss = 0.28394894 Validation score: -14.371892 Iteration 613, loss = 0.28330412 Validation score: -14.368788 Iteration 614, loss = 0.28266035 Validation score: -14.366292 Iteration 615, loss = 0.28201782 Validation score: -14.364372 Iteration 616, loss = 0.28137672 Validation score: -14.362995 Iteration 617, loss = 0.28073721 Validation score: -14.362130 Iteration 618, loss = 0.28010490 Validation score: -14.361608 Iteration 619, loss = 0.27947972 Validation score: -14.361404 Iteration 620, loss = 0.27885690 Validation score: -14.361501 Iteration 621, loss = 0.27823649 Validation score: -14.361886 Iteration 622, loss = 0.27761852 Validation score: -14.362549 Iteration 623, loss = 0.27700302 Validation score: -14.363485 Iteration 624, loss = 0.27639003 Validation score: -14.364692 Iteration 625, loss = 0.27577956 Validation score: -14.366170 Validation score did not improve more than tol=0.000000 for 5 consecutive epochs. Stopping. Iteration 1, loss = 11.47665068 Validation score: -400.821729 Iteration 2, loss = 11.44645274 Validation score: -399.787357 Iteration 3, loss = 11.41617058 Validation score: -398.753339 Iteration 4, loss = 11.38588391 Validation score: -397.719551 Iteration 5, loss = 11.35570011 Validation score: -396.688794 Iteration 6, loss = 11.32655333 Validation score: -395.658546 Iteration 7, loss = 11.29742273 Validation score: -394.628612 Iteration 8, loss = 11.26865703 Validation score: -393.602611 Iteration 9, loss = 11.24013097 Validation score: -392.579701 Iteration 10, loss = 11.21160295 Validation score: -391.559164 Iteration 11, loss = 11.18307502 Validation score: -390.540453 Iteration 12, loss = 11.15454282 Validation score: -389.523175 Iteration 13, loss = 11.12600052 Validation score: -388.506971 Iteration 14, loss = 11.09744253 Validation score: -387.491540 Iteration 15, loss = 11.06886517 Validation score: -386.456606 Iteration 16, loss = 11.04026519 Validation score: -385.414884 Iteration 17, loss = 11.01163968 Validation score: -384.373027 Iteration 18, loss = 10.98298596 Validation score: -383.330856 Iteration 19, loss = 10.95430154 Validation score: -382.288211 Iteration 20, loss = 10.92588808 Validation score: -381.246741 Iteration 21, loss = 10.89766341 Validation score: -380.205951 Iteration 22, loss = 10.87034302 Validation score: -379.166820 Iteration 23, loss = 10.84306600 Validation score: -378.128885 Iteration 24, loss = 10.81577479 Validation score: -377.091730 Iteration 25, loss = 10.78846160 Validation score: -376.054996 Iteration 26, loss = 10.76112023 Validation score: -375.025516 Iteration 27, loss = 10.73407090 Validation score: -374.010029 Iteration 28, loss = 10.70754339 Validation score: -373.001181 Iteration 29, loss = 10.68099702 Validation score: -371.998100 Iteration 30, loss = 10.65443140 Validation score: -370.999929 Iteration 31, loss = 10.62794131 Validation score: -370.005847 Iteration 32, loss = 10.60188343 Validation score: -369.014734 Iteration 33, loss = 10.57583822 Validation score: -368.026119 Iteration 34, loss = 10.54975699 Validation score: -367.039517 Iteration 35, loss = 10.52363318 Validation score: -366.054447 Iteration 36, loss = 10.49746061 Validation score: -365.070448 Iteration 37, loss = 10.47123347 Validation score: -364.087083 Iteration 38, loss = 10.44494632 Validation score: -363.103941 Iteration 39, loss = 10.41859411 Validation score: -362.202196 Iteration 40, loss = 10.39234571 Validation score: -361.330915 Iteration 41, loss = 10.36604498 Validation score: -360.457442 Iteration 42, loss = 10.33967537 Validation score: -359.581619 Iteration 43, loss = 10.31323214 Validation score: -358.703294 Iteration 44, loss = 10.28683484 Validation score: -357.822873 Iteration 45, loss = 10.26040940 Validation score: -356.940169 Iteration 46, loss = 10.23390310 Validation score: -356.055012 Iteration 47, loss = 10.20740713 Validation score: -355.167641 Iteration 48, loss = 10.18084380 Validation score: -354.277869 Iteration 49, loss = 10.15419135 Validation score: -353.385521 Iteration 50, loss = 10.12744717 Validation score: -352.490441 Iteration 51, loss = 10.10055795 Validation score: -351.592435 Iteration 52, loss = 10.07358377 Validation score: -350.691371 Iteration 53, loss = 10.04650644 Validation score: -349.787123 Iteration 54, loss = 10.01932395 Validation score: -348.879579 Iteration 55, loss = 9.99203441 Validation score: -347.968632 Iteration 56, loss = 9.96459130 Validation score: -347.055918 Iteration 57, loss = 9.93696496 Validation score: -346.140640 Iteration 58, loss = 9.90908098 Validation score: -345.222645 Iteration 59, loss = 9.88106615 Validation score: -344.301922 Iteration 60, loss = 9.85290818 Validation score: -343.378322 Iteration 61, loss = 9.82460429 Validation score: -342.451836 Iteration 62, loss = 9.79632189 Validation score: -341.523629 Iteration 63, loss = 9.76855457 Validation score: -340.592567 Iteration 64, loss = 9.74126706 Validation score: -339.658547 Iteration 65, loss = 9.71389210 Validation score: -338.721449 Iteration 66, loss = 9.68653147 Validation score: -337.781749 Iteration 67, loss = 9.65916474 Validation score: -336.839258 Iteration 68, loss = 9.63171376 Validation score: -335.891993 Iteration 69, loss = 9.60418662 Validation score: -334.949322 Iteration 70, loss = 9.57655800 Validation score: -334.004373 Iteration 71, loss = 9.54882319 Validation score: -333.055455 Iteration 72, loss = 9.52099501 Validation score: -332.103207 Iteration 73, loss = 9.49316642 Validation score: -331.147656 Iteration 74, loss = 9.46535649 Validation score: -330.201886 Iteration 75, loss = 9.43744126 Validation score: -329.253293 Iteration 76, loss = 9.40949618 Validation score: -328.302201 Iteration 77, loss = 9.38143033 Validation score: -327.351768 Iteration 78, loss = 9.35302242 Validation score: -326.398396 Iteration 79, loss = 9.32436119 Validation score: -325.441296 Iteration 80, loss = 9.29552754 Validation score: -324.480346 Iteration 81, loss = 9.26663038 Validation score: -323.516750 Iteration 82, loss = 9.23802147 Validation score: -322.550250 Iteration 83, loss = 9.20928748 Validation score: -321.580607 Iteration 84, loss = 9.18042662 Validation score: -320.607606 Iteration 85, loss = 9.15143719 Validation score: -319.631048 Iteration 86, loss = 9.12231762 Validation score: -318.650754 Iteration 87, loss = 9.09312234 Validation score: -317.676214 Iteration 88, loss = 9.06380750 Validation score: -316.714202 Iteration 89, loss = 9.03435678 Validation score: -315.747588 Iteration 90, loss = 9.00478306 Validation score: -314.776314 Iteration 91, loss = 8.97521657 Validation score: -313.800314 Iteration 92, loss = 8.94554220 Validation score: -312.819480 Iteration 93, loss = 8.91572855 Validation score: -311.833268 Iteration 94, loss = 8.88575815 Validation score: -310.841681 Iteration 95, loss = 8.85564776 Validation score: -309.844720 Iteration 96, loss = 8.82551146 Validation score: -308.843707 Iteration 97, loss = 8.79545679 Validation score: -307.838523 Iteration 98, loss = 8.76527294 Validation score: -306.829058 Iteration 99, loss = 8.73489366 Validation score: -305.815071 Iteration 100, loss = 8.70431004 Validation score: -304.796484 Iteration 101, loss = 8.67356631 Validation score: -303.773043 Iteration 102, loss = 8.64265721 Validation score: -302.744831 Iteration 103, loss = 8.61178838 Validation score: -301.750356 Iteration 104, loss = 8.58085646 Validation score: -300.765295 Iteration 105, loss = 8.54975690 Validation score: -299.774620 Iteration 106, loss = 8.51842831 Validation score: -298.778377 Iteration 107, loss = 8.48694448 Validation score: -297.776609 Iteration 108, loss = 8.45530610 Validation score: -296.769353 Iteration 109, loss = 8.42351383 Validation score: -295.756643 Iteration 110, loss = 8.39156830 Validation score: -294.738511 Iteration 111, loss = 8.35947016 Validation score: -293.714988 Iteration 112, loss = 8.32719318 Validation score: -292.685480 Iteration 113, loss = 8.29460138 Validation score: -291.650078 Iteration 114, loss = 8.26182647 Validation score: -290.608587 Iteration 115, loss = 8.22886712 Validation score: -289.561115 Iteration 116, loss = 8.19570668 Validation score: -288.507607 Iteration 117, loss = 8.16244634 Validation score: -287.448403 Iteration 118, loss = 8.12910977 Validation score: -286.383586 Iteration 119, loss = 8.09561849 Validation score: -285.313234 Iteration 120, loss = 8.06201614 Validation score: -284.237489 Iteration 121, loss = 8.02829380 Validation score: -283.156541 Iteration 122, loss = 7.99449004 Validation score: -282.070434 Iteration 123, loss = 7.96054531 Validation score: -280.979209 Iteration 124, loss = 7.92646036 Validation score: -279.882910 Iteration 125, loss = 7.89225782 Validation score: -278.781713 Iteration 126, loss = 7.85796233 Validation score: -277.675647 Iteration 127, loss = 7.82350695 Validation score: -276.564703 Iteration 128, loss = 7.78886195 Validation score: -275.448926 Iteration 129, loss = 7.75403687 Validation score: -274.328348 Iteration 130, loss = 7.71898333 Validation score: -273.202859 Iteration 131, loss = 7.68373068 Validation score: -272.072516 Iteration 132, loss = 7.64832192 Validation score: -270.937375 Iteration 133, loss = 7.61278578 Validation score: -269.797553 Iteration 134, loss = 7.57714420 Validation score: -268.653102 Iteration 135, loss = 7.54128831 Validation score: -267.502459 Iteration 136, loss = 7.50517614 Validation score: -266.345884 Iteration 137, loss = 7.46890556 Validation score: -265.183611 Iteration 138, loss = 7.43248268 Validation score: -264.015856 Iteration 139, loss = 7.39593005 Validation score: -262.842862 Iteration 140, loss = 7.35923933 Validation score: -261.664855 Iteration 141, loss = 7.32239389 Validation score: -260.481992 Iteration 142, loss = 7.28540387 Validation score: -259.294416 Iteration 143, loss = 7.24827889 Validation score: -258.102268 Iteration 144, loss = 7.21102588 Validation score: -256.905681 Iteration 145, loss = 7.17364934 Validation score: -255.704784 Iteration 146, loss = 7.13615374 Validation score: -254.499704 Iteration 147, loss = 7.09854591 Validation score: -253.290573 Iteration 148, loss = 7.06082915 Validation score: -252.077512 Iteration 149, loss = 7.02298129 Validation score: -250.860656 Iteration 150, loss = 6.98494718 Validation score: -249.640119 Iteration 151, loss = 6.94678438 Validation score: -248.415936 Iteration 152, loss = 6.90833007 Validation score: -247.187778 Iteration 153, loss = 6.86972170 Validation score: -245.954856 Iteration 154, loss = 6.83082064 Validation score: -244.717446 Iteration 155, loss = 6.79179192 Validation score: -243.475806 Iteration 156, loss = 6.75264536 Validation score: -242.222721 Iteration 157, loss = 6.71342290 Validation score: -240.963979 Iteration 158, loss = 6.67419104 Validation score: -239.701089 Iteration 159, loss = 6.63487009 Validation score: -238.434262 Iteration 160, loss = 6.59546768 Validation score: -237.163701 Iteration 161, loss = 6.55589154 Validation score: -235.889571 Iteration 162, loss = 6.51617502 Validation score: -234.556324 Iteration 163, loss = 6.47628409 Validation score: -233.209858 Iteration 164, loss = 6.43605473 Validation score: -231.853494 Iteration 165, loss = 6.39571042 Validation score: -230.463962 Iteration 166, loss = 6.35529206 Validation score: -229.068453 Iteration 167, loss = 6.31480772 Validation score: -227.667344 Iteration 168, loss = 6.27426713 Validation score: -226.261053 Iteration 169, loss = 6.23353912 Validation score: -224.849553 Iteration 170, loss = 6.19272303 Validation score: -223.433194 Iteration 171, loss = 6.15186881 Validation score: -222.012357 Iteration 172, loss = 6.11098653 Validation score: -220.587422 Iteration 173, loss = 6.07008614 Validation score: -219.158754 Iteration 174, loss = 6.02917736 Validation score: -217.726698 Iteration 175, loss = 5.98815237 Validation score: -216.290834 Iteration 176, loss = 5.94698444 Validation score: -214.851633 Iteration 177, loss = 5.90558304 Validation score: -213.408649 Iteration 178, loss = 5.86406673 Validation score: -211.962395 Iteration 179, loss = 5.82250580 Validation score: -210.512777 Iteration 180, loss = 5.78066152 Validation score: -209.059639 Iteration 181, loss = 5.73876431 Validation score: -207.603556 Iteration 182, loss = 5.69685213 Validation score: -206.144633 Iteration 183, loss = 5.65486792 Validation score: -204.683022 Iteration 184, loss = 5.61273300 Validation score: -203.218850 Iteration 185, loss = 5.57049507 Validation score: -201.752869 Iteration 186, loss = 5.52821245 Validation score: -200.285624 Iteration 187, loss = 5.48589142 Validation score: -198.816757 Iteration 188, loss = 5.44343244 Validation score: -197.346862 Iteration 189, loss = 5.40092972 Validation score: -195.876139 Iteration 190, loss = 5.35840714 Validation score: -194.405156 Iteration 191, loss = 5.31580094 Validation score: -192.933815 Iteration 192, loss = 5.27310172 Validation score: -191.462419 Iteration 193, loss = 5.23032960 Validation score: -189.991595 Iteration 194, loss = 5.18756105 Validation score: -188.521644 Iteration 195, loss = 5.14486746 Validation score: -187.053558 Iteration 196, loss = 5.10201219 Validation score: -185.587930 Iteration 197, loss = 5.05918660 Validation score: -184.125576 Iteration 198, loss = 5.01643711 Validation score: -182.667021 Iteration 199, loss = 4.97384894 Validation score: -181.212766 Iteration 200, loss = 4.93131629 Validation score: -179.762930 Iteration 201, loss = 4.88885218 Validation score: -178.318016 Iteration 202, loss = 4.84659088 Validation score: -176.878502 Iteration 203, loss = 4.80455263 Validation score: -175.386032 Iteration 204, loss = 4.76275628 Validation score: -173.895047 Iteration 205, loss = 4.72117567 Validation score: -172.409417 Iteration 206, loss = 4.67974626 Validation score: -170.920424 Iteration 207, loss = 4.63859838 Validation score: -169.405435 Iteration 208, loss = 4.59774827 Validation score: -167.897291 Iteration 209, loss = 4.55721107 Validation score: -166.396534 Iteration 210, loss = 4.51700094 Validation score: -164.903679 Iteration 211, loss = 4.47712186 Validation score: -163.418787 Iteration 212, loss = 4.43739182 Validation score: -161.942385 Iteration 213, loss = 4.39801261 Validation score: -160.474969 Iteration 214, loss = 4.35899724 Validation score: -159.017010 Iteration 215, loss = 4.32035773 Validation score: -157.568953 Iteration 216, loss = 4.28210521 Validation score: -156.131222 Iteration 217, loss = 4.24424993 Validation score: -154.704220 Iteration 218, loss = 4.20680133 Validation score: -153.288328 Iteration 219, loss = 4.16976805 Validation score: -151.883910 Iteration 220, loss = 4.13315794 Validation score: -150.491310 Iteration 221, loss = 4.09697811 Validation score: -149.110854 Iteration 222, loss = 4.06115637 Validation score: -147.741969 Iteration 223, loss = 4.02576307 Validation score: -146.385050 Iteration 224, loss = 3.99080924 Validation score: -145.040464 Iteration 225, loss = 3.95630063 Validation score: -143.708544 Iteration 226, loss = 3.92224221 Validation score: -142.389600 Iteration 227, loss = 3.88863819 Validation score: -141.083918 Iteration 228, loss = 3.85549191 Validation score: -139.791758 Iteration 229, loss = 3.82280584 Validation score: -138.513357 Iteration 230, loss = 3.79058168 Validation score: -137.248930 Iteration 231, loss = 3.75882033 Validation score: -135.998666 Iteration 232, loss = 3.72752798 Validation score: -134.762769 Iteration 233, loss = 3.69669844 Validation score: -133.541377 Iteration 234, loss = 3.66632964 Validation score: -132.238747 Iteration 235, loss = 3.63641929 Validation score: -130.948141 Iteration 236, loss = 3.60696439 Validation score: -129.671658 Iteration 237, loss = 3.57796121 Validation score: -128.409399 Iteration 238, loss = 3.54940532 Validation score: -127.161439 Iteration 239, loss = 3.52129157 Validation score: -125.927836 Iteration 240, loss = 3.49361416 Validation score: -124.708623 Iteration 241, loss = 3.46636661 Validation score: -123.503815 Iteration 242, loss = 3.43954183 Validation score: -122.313402 Iteration 243, loss = 3.41313212 Validation score: -121.137356 Iteration 244, loss = 3.38712921 Validation score: -119.975626 Iteration 245, loss = 3.36152429 Validation score: -118.828140 Iteration 246, loss = 3.33630806 Validation score: -117.694806 Iteration 247, loss = 3.31147078 Validation score: -116.575512 Iteration 248, loss = 3.28700227 Validation score: -115.470125 Iteration 249, loss = 3.26289201 Validation score: -114.378493 Iteration 250, loss = 3.23912917 Validation score: -113.300445 Iteration 251, loss = 3.21570266 Validation score: -112.235794 Iteration 252, loss = 3.19260120 Validation score: -111.184335 Iteration 253, loss = 3.16981336 Validation score: -110.145845 Iteration 254, loss = 3.14732763 Validation score: -109.120089 Iteration 255, loss = 3.12513246 Validation score: -108.106817 Iteration 256, loss = 3.10321634 Validation score: -107.105768 Iteration 257, loss = 3.08156781 Validation score: -106.116667 Iteration 258, loss = 3.06017556 Validation score: -105.139232 Iteration 259, loss = 3.03902844 Validation score: -104.173173 Iteration 260, loss = 3.01811554 Validation score: -103.218192 Iteration 261, loss = 2.99742615 Validation score: -102.273985 Iteration 262, loss = 2.97694990 Validation score: -101.340246 Iteration 263, loss = 2.95667671 Validation score: -100.416666 Iteration 264, loss = 2.93659682 Validation score: -99.502933 Iteration 265, loss = 2.91670086 Validation score: -98.598738 Iteration 266, loss = 2.89697981 Validation score: -97.703772 Iteration 267, loss = 2.87742502 Validation score: -96.817726 Iteration 268, loss = 2.85802825 Validation score: -95.940297 Iteration 269, loss = 2.83878164 Validation score: -95.071186 Iteration 270, loss = 2.81967771 Validation score: -94.210098 Iteration 271, loss = 2.80070937 Validation score: -93.356743 Iteration 272, loss = 2.78176534 Validation score: -92.510331 Iteration 273, loss = 2.76287397 Validation score: -91.670682 Iteration 274, loss = 2.74407764 Validation score: -90.837611 Iteration 275, loss = 2.72537419 Validation score: -90.010934 Iteration 276, loss = 2.70675859 Validation score: -89.190799 Iteration 277, loss = 2.68822721 Validation score: -88.377001 Iteration 278, loss = 2.66977866 Validation score: -87.569339 Iteration 279, loss = 2.65141096 Validation score: -86.767613 Iteration 280, loss = 2.63312217 Validation score: -85.971628 Iteration 281, loss = 2.61491039 Validation score: -85.181192 Iteration 282, loss = 2.59677379 Validation score: -84.396120 Iteration 283, loss = 2.57871058 Validation score: -83.616230 Iteration 284, loss = 2.56071905 Validation score: -82.841349 Iteration 285, loss = 2.54279755 Validation score: -82.071307 Iteration 286, loss = 2.52494448 Validation score: -81.305942 Iteration 287, loss = 2.50715834 Validation score: -80.545097 Iteration 288, loss = 2.48943767 Validation score: -79.788623 Iteration 289, loss = 2.47178110 Validation score: -79.036377 Iteration 290, loss = 2.45418731 Validation score: -78.288222 Iteration 291, loss = 2.43665505 Validation score: -77.544028 Iteration 292, loss = 2.41918315 Validation score: -76.803672 Iteration 293, loss = 2.40177049 Validation score: -76.067036 Iteration 294, loss = 2.38441601 Validation score: -75.334010 Iteration 295, loss = 2.36711871 Validation score: -74.604490 Iteration 296, loss = 2.34987767 Validation score: -73.878378 Iteration 297, loss = 2.33269199 Validation score: -73.155580 Iteration 298, loss = 2.31556085 Validation score: -72.436012 Iteration 299, loss = 2.29848348 Validation score: -71.719593 Iteration 300, loss = 2.28145915 Validation score: -71.006248 Iteration 301, loss = 2.26448720 Validation score: -70.295908 Iteration 302, loss = 2.24756699 Validation score: -69.588509 Iteration 303, loss = 2.23069796 Validation score: -68.883992 Iteration 304, loss = 2.21387956 Validation score: -68.182305 Iteration 305, loss = 2.19711130 Validation score: -67.483399 Iteration 306, loss = 2.18039274 Validation score: -66.787229 Iteration 307, loss = 2.16372347 Validation score: -66.093757 Iteration 308, loss = 2.14710313 Validation score: -65.402948 Iteration 309, loss = 2.13053138 Validation score: -64.714771 Iteration 310, loss = 2.11400793 Validation score: -64.029201 Iteration 311, loss = 2.09753252 Validation score: -63.346216 Iteration 312, loss = 2.08110495 Validation score: -62.665796 Iteration 313, loss = 2.06472501 Validation score: -61.987929 Iteration 314, loss = 2.04839257 Validation score: -61.312603 Iteration 315, loss = 2.03210749 Validation score: -60.639811 Iteration 316, loss = 2.01586970 Validation score: -59.969550 Iteration 317, loss = 1.99967914 Validation score: -59.301818 Iteration 318, loss = 1.98361835 Validation score: -58.637057 Iteration 319, loss = 1.96761703 Validation score: -57.975220 Iteration 320, loss = 1.95166109 Validation score: -57.316270 Iteration 321, loss = 1.93575103 Validation score: -56.660176 Iteration 322, loss = 1.91988734 Validation score: -56.006917 Iteration 323, loss = 1.90407047 Validation score: -55.356474 Iteration 324, loss = 1.88830089 Validation score: -54.708837 Iteration 325, loss = 1.87257902 Validation score: -54.064001 Iteration 326, loss = 1.85684860 Validation score: -53.420807 Iteration 327, loss = 1.84104679 Validation score: -52.779395 Iteration 328, loss = 1.82525602 Validation score: -52.139896 Iteration 329, loss = 1.80948310 Validation score: -51.502435 Iteration 330, loss = 1.79373406 Validation score: -50.867133 Iteration 331, loss = 1.77801431 Validation score: -50.234103 Iteration 332, loss = 1.76232868 Validation score: -49.603454 Iteration 333, loss = 1.74668145 Validation score: -48.975290 Iteration 334, loss = 1.73107650 Validation score: -48.349711 Iteration 335, loss = 1.71551726 Validation score: -47.726813 Iteration 336, loss = 1.70000683 Validation score: -47.106688 Iteration 337, loss = 1.68454800 Validation score: -46.491114 Iteration 338, loss = 1.66913626 Validation score: -45.880389 Iteration 339, loss = 1.65377714 Validation score: -45.272218 Iteration 340, loss = 1.63847482 Validation score: -44.666708 Iteration 341, loss = 1.62323118 Validation score: -44.063963 Iteration 342, loss = 1.60804794 Validation score: -43.464083 Iteration 343, loss = 1.59292665 Validation score: -42.867162 Iteration 344, loss = 1.57786874 Validation score: -42.273292 Iteration 345, loss = 1.56287551 Validation score: -41.682563 Iteration 346, loss = 1.54794813 Validation score: -41.095060 Iteration 347, loss = 1.53308772 Validation score: -40.510865 Iteration 348, loss = 1.51829528 Validation score: -39.930060 Iteration 349, loss = 1.50357175 Validation score: -39.352723 Iteration 350, loss = 1.48891800 Validation score: -38.778932 Iteration 351, loss = 1.47433484 Validation score: -38.208759 Iteration 352, loss = 1.45982304 Validation score: -37.642279 Iteration 353, loss = 1.44538332 Validation score: -37.079563 Iteration 354, loss = 1.43101635 Validation score: -36.520681 Iteration 355, loss = 1.41672278 Validation score: -35.965701 Iteration 356, loss = 1.40250323 Validation score: -35.414690 Iteration 357, loss = 1.38835828 Validation score: -34.867714 Iteration 358, loss = 1.37428849 Validation score: -34.324838 Iteration 359, loss = 1.36029440 Validation score: -33.786125 Iteration 360, loss = 1.34637654 Validation score: -33.251638 Iteration 361, loss = 1.33253541 Validation score: -32.721438 Iteration 362, loss = 1.31876584 Validation score: -32.195517 Iteration 363, loss = 1.30506953 Validation score: -31.673940 Iteration 364, loss = 1.29144977 Validation score: -31.156767 Iteration 365, loss = 1.27790721 Validation score: -30.644779 Iteration 366, loss = 1.26444258 Validation score: -30.139236 Iteration 367, loss = 1.25105654 Validation score: -29.638371 Iteration 368, loss = 1.23774965 Validation score: -29.142233 Iteration 369, loss = 1.22452246 Validation score: -28.650868 Iteration 370, loss = 1.21137549 Validation score: -28.164325 Iteration 371, loss = 1.19830924 Validation score: -27.682647 Iteration 372, loss = 1.18532417 Validation score: -27.205877 Iteration 373, loss = 1.17242075 Validation score: -26.734058 Iteration 374, loss = 1.15959942 Validation score: -26.267229 Iteration 375, loss = 1.14686059 Validation score: -25.805430 Iteration 376, loss = 1.13420467 Validation score: -25.348697 Iteration 377, loss = 1.12163207 Validation score: -24.897067 Iteration 378, loss = 1.10914315 Validation score: -24.450572 Iteration 379, loss = 1.09673828 Validation score: -24.009245 Iteration 380, loss = 1.08441782 Validation score: -23.573117 Iteration 381, loss = 1.07218210 Validation score: -23.142217 Iteration 382, loss = 1.06003145 Validation score: -22.716571 Iteration 383, loss = 1.04796620 Validation score: -22.296206 Iteration 384, loss = 1.03598768 Validation score: -21.881149 Iteration 385, loss = 1.02409960 Validation score: -21.471319 Iteration 386, loss = 1.01230393 Validation score: -21.066761 Iteration 387, loss = 1.00058902 Validation score: -20.667513 Iteration 388, loss = 0.98895586 Validation score: -20.273610 Iteration 389, loss = 0.97741206 Validation score: -19.885166 Iteration 390, loss = 0.96596112 Validation score: -19.502186 Iteration 391, loss = 0.95459781 Validation score: -19.124674 Iteration 392, loss = 0.94332247 Validation score: -18.752633 Iteration 393, loss = 0.93213540 Validation score: -18.386066 Iteration 394, loss = 0.92103690 Validation score: -18.024971 Iteration 395, loss = 0.91002723 Validation score: -17.669349 Iteration 396, loss = 0.89910665 Validation score: -17.319196 Iteration 397, loss = 0.88827541 Validation score: -16.974509 Iteration 398, loss = 0.87753373 Validation score: -16.635280 Iteration 399, loss = 0.86688182 Validation score: -16.301503 Iteration 400, loss = 0.85631986 Validation score: -15.973166 Iteration 401, loss = 0.84584804 Validation score: -15.650260 Iteration 402, loss = 0.83546652 Validation score: -15.332770 Iteration 403, loss = 0.82518172 Validation score: -15.020661 Iteration 404, loss = 0.81498268 Validation score: -14.713930 Iteration 405, loss = 0.80486958 Validation score: -14.412569 Iteration 406, loss = 0.79485064 Validation score: -14.116468 Iteration 407, loss = 0.78490374 Validation score: -13.825611 Iteration 408, loss = 0.77504510 Validation score: -13.539976 Iteration 409, loss = 0.76527498 Validation score: -13.259541 Iteration 410, loss = 0.75549445 Validation score: -12.985019 Iteration 411, loss = 0.74570994 Validation score: -12.716261 Iteration 412, loss = 0.73599038 Validation score: -12.453127 Iteration 413, loss = 0.72633834 Validation score: -12.195485 Iteration 414, loss = 0.71675613 Validation score: -11.943211 Iteration 415, loss = 0.70724586 Validation score: -11.696187 Iteration 416, loss = 0.69780941 Validation score: -11.454302 Iteration 417, loss = 0.68844851 Validation score: -11.217450 Iteration 418, loss = 0.67916470 Validation score: -10.985530 Iteration 419, loss = 0.66995940 Validation score: -10.758446 Iteration 420, loss = 0.66083386 Validation score: -10.536106 Iteration 421, loss = 0.65179202 Validation score: -10.318471 Iteration 422, loss = 0.64283011 Validation score: -10.105459 Iteration 423, loss = 0.63394880 Validation score: -9.896936 Iteration 424, loss = 0.62515387 Validation score: -9.692822 Iteration 425, loss = 0.61644328 Validation score: -9.493040 Iteration 426, loss = 0.60781772 Validation score: -9.297514 Iteration 427, loss = 0.59927784 Validation score: -9.106171 Iteration 428, loss = 0.59082419 Validation score: -8.918941 Iteration 429, loss = 0.58245729 Validation score: -8.735754 Iteration 430, loss = 0.57417758 Validation score: -8.556543 Iteration 431, loss = 0.56598546 Validation score: -8.381242 Iteration 432, loss = 0.55788296 Validation score: -8.209858 Iteration 433, loss = 0.54986652 Validation score: -8.042327 Iteration 434, loss = 0.54193954 Validation score: -7.878508 Iteration 435, loss = 0.53410176 Validation score: -7.718338 Iteration 436, loss = 0.52635277 Validation score: -7.561758 Iteration 437, loss = 0.51865795 Validation score: -7.408566 Iteration 438, loss = 0.51104548 Validation score: -7.258723 Iteration 439, loss = 0.50351811 Validation score: -7.112190 Iteration 440, loss = 0.49607693 Validation score: -6.968925 Iteration 441, loss = 0.48876176 Validation score: -6.828906 Iteration 442, loss = 0.48153994 Validation score: -6.692091 Iteration 443, loss = 0.47440640 Validation score: -6.558435 Iteration 444, loss = 0.46736779 Validation score: -6.427977 Iteration 445, loss = 0.46041894 Validation score: -6.300667 Iteration 446, loss = 0.45356037 Validation score: -6.176494 Iteration 447, loss = 0.44680834 Validation score: -6.055399 Iteration 448, loss = 0.44014708 Validation score: -5.937323 Iteration 449, loss = 0.43357639 Validation score: -5.822206 Iteration 450, loss = 0.42709602 Validation score: -5.709989 Iteration 451, loss = 0.42070568 Validation score: -5.600612 Iteration 452, loss = 0.41440504 Validation score: -5.494016 Iteration 453, loss = 0.40819374 Validation score: -5.390141 Iteration 454, loss = 0.40207136 Validation score: -5.288928 Iteration 455, loss = 0.39603749 Validation score: -5.190317 Iteration 456, loss = 0.39009080 Validation score: -5.094232 Iteration 457, loss = 0.38422113 Validation score: -5.000614 Iteration 458, loss = 0.37843964 Validation score: -4.909323 Iteration 459, loss = 0.37274285 Validation score: -4.820309 Iteration 460, loss = 0.36712952 Validation score: -4.735457 Iteration 461, loss = 0.36159930 Validation score: -4.653424 Iteration 462, loss = 0.35614977 Validation score: -4.574058 Iteration 463, loss = 0.35078474 Validation score: -4.497282 Iteration 464, loss = 0.34550148 Validation score: -4.423017 Iteration 465, loss = 0.34029939 Validation score: -4.351190 Iteration 466, loss = 0.33517785 Validation score: -4.281723 Iteration 467, loss = 0.33013622 Validation score: -4.214544 Iteration 468, loss = 0.32517383 Validation score: -4.149579 Iteration 469, loss = 0.32028999 Validation score: -4.086756 Iteration 470, loss = 0.31548401 Validation score: -4.026005 Iteration 471, loss = 0.31075601 Validation score: -3.967179 Iteration 472, loss = 0.30631211 Validation score: -3.910285 Iteration 473, loss = 0.30198171 Validation score: -3.855257 Iteration 474, loss = 0.29772810 Validation score: -3.802104 Iteration 475, loss = 0.29354937 Validation score: -3.750758 Iteration 476, loss = 0.28944378 Validation score: -3.701151 Iteration 477, loss = 0.28540998 Validation score: -3.653217 Iteration 478, loss = 0.28144671 Validation score: -3.606893 Iteration 479, loss = 0.27755272 Validation score: -3.562118 Iteration 480, loss = 0.27372681 Validation score: -3.518830 Iteration 481, loss = 0.26996780 Validation score: -3.476970 Iteration 482, loss = 0.26627454 Validation score: -3.436482 Iteration 483, loss = 0.26264637 Validation score: -3.397241 Iteration 484, loss = 0.25908168 Validation score: -3.359202 Iteration 485, loss = 0.25557896 Validation score: -3.322315 Iteration 486, loss = 0.25213770 Validation score: -3.286598 Iteration 487, loss = 0.24875692 Validation score: -3.251998 Iteration 488, loss = 0.24543520 Validation score: -3.218463 Iteration 489, loss = 0.24221002 Validation score: -3.185982 Iteration 490, loss = 0.23904376 Validation score: -3.154502 Iteration 491, loss = 0.23592905 Validation score: -3.123977 Iteration 492, loss = 0.23286534 Validation score: -3.094359 Iteration 493, loss = 0.22985213 Validation score: -3.065550 Iteration 494, loss = 0.22688893 Validation score: -3.037512 Iteration 495, loss = 0.22397478 Validation score: -3.010260 Iteration 496, loss = 0.22110927 Validation score: -2.983755 Iteration 497, loss = 0.21829151 Validation score: -2.957955 Iteration 498, loss = 0.21552091 Validation score: -2.932774 Iteration 499, loss = 0.21279655 Validation score: -2.908181 Iteration 500, loss = 0.21011794 Validation score: -2.884192 Iteration 501, loss = 0.20748411 Validation score: -2.860773 Iteration 502, loss = 0.20489425 Validation score: -2.837891 Iteration 503, loss = 0.20237491 Validation score: -2.815549 Iteration 504, loss = 0.19990210 Validation score: -2.793713 Iteration 505, loss = 0.19747134 Validation score: -2.772351 Iteration 506, loss = 0.19508168 Validation score: -2.751435 Iteration 507, loss = 0.19273223 Validation score: -2.730935 Iteration 508, loss = 0.19042208 Validation score: -2.710827 Iteration 509, loss = 0.18815039 Validation score: -2.691086 Iteration 510, loss = 0.18591630 Validation score: -2.671690 Iteration 511, loss = 0.18371902 Validation score: -2.652619 Iteration 512, loss = 0.18155776 Validation score: -2.633852 Iteration 513, loss = 0.17943174 Validation score: -2.615374 Iteration 514, loss = 0.17734024 Validation score: -2.597168 Iteration 515, loss = 0.17528254 Validation score: -2.579219 Iteration 516, loss = 0.17325793 Validation score: -2.561516 Iteration 517, loss = 0.17126576 Validation score: -2.544045 Iteration 518, loss = 0.16930923 Validation score: -2.526759 Iteration 519, loss = 0.16739044 Validation score: -2.509656 Iteration 520, loss = 0.16549997 Validation score: -2.492735 Iteration 521, loss = 0.16363755 Validation score: -2.475994 Iteration 522, loss = 0.16180288 Validation score: -2.459433 Iteration 523, loss = 0.15999571 Validation score: -2.443053 Iteration 524, loss = 0.15821574 Validation score: -2.426855 Iteration 525, loss = 0.15646272 Validation score: -2.410840 Iteration 526, loss = 0.15473741 Validation score: -2.395031 Iteration 527, loss = 0.15304495 Validation score: -2.379422 Iteration 528, loss = 0.15137817 Validation score: -2.364007 Iteration 529, loss = 0.14973664 Validation score: -2.348781 Iteration 530, loss = 0.14811995 Validation score: -2.333742 Iteration 531, loss = 0.14652770 Validation score: -2.318885 Iteration 532, loss = 0.14496331 Validation score: -2.304214 Iteration 533, loss = 0.14343017 Validation score: -2.289724 Iteration 534, loss = 0.14192049 Validation score: -2.275401 Iteration 535, loss = 0.14043773 Validation score: -2.261247 Iteration 536, loss = 0.13897704 Validation score: -2.247263 Iteration 537, loss = 0.13753818 Validation score: -2.233453 Iteration 538, loss = 0.13612090 Validation score: -2.219817 Iteration 539, loss = 0.13472732 Validation score: -2.206355 Iteration 540, loss = 0.13335495 Validation score: -2.193065 Iteration 541, loss = 0.13200265 Validation score: -2.179944 Iteration 542, loss = 0.13067010 Validation score: -2.166991 Iteration 543, loss = 0.12935855 Validation score: -2.154213 Iteration 544, loss = 0.12806780 Validation score: -2.141615 Iteration 545, loss = 0.12679607 Validation score: -2.129198 Iteration 546, loss = 0.12554316 Validation score: -2.116966 Iteration 547, loss = 0.12430882 Validation score: -2.104921 Iteration 548, loss = 0.12309391 Validation score: -2.093049 Iteration 549, loss = 0.12189739 Validation score: -2.081349 Iteration 550, loss = 0.12071774 Validation score: -2.069821 Iteration 551, loss = 0.11955659 Validation score: -2.058486 Iteration 552, loss = 0.11841297 Validation score: -2.047347 Iteration 553, loss = 0.11728610 Validation score: -2.036405 Iteration 554, loss = 0.11617576 Validation score: -2.025662 Iteration 555, loss = 0.11508172 Validation score: -2.015120 Iteration 556, loss = 0.11400377 Validation score: -2.004781 Iteration 557, loss = 0.11294226 Validation score: -1.994616 Iteration 558, loss = 0.11189635 Validation score: -1.984625 Iteration 559, loss = 0.11086547 Validation score: -1.974841 Iteration 560, loss = 0.10985020 Validation score: -1.965263 Iteration 561, loss = 0.10884968 Validation score: -1.955894 Iteration 562, loss = 0.10786371 Validation score: -1.946732 Iteration 563, loss = 0.10689209 Validation score: -1.937780 Iteration 564, loss = 0.10593459 Validation score: -1.929037 Iteration 565, loss = 0.10499135 Validation score: -1.920463 Iteration 566, loss = 0.10406135 Validation score: -1.912100 Iteration 567, loss = 0.10314509 Validation score: -1.903947 Iteration 568, loss = 0.10224203 Validation score: -1.896004 Iteration 569, loss = 0.10135197 Validation score: -1.888270 Iteration 570, loss = 0.10047471 Validation score: -1.880745 Iteration 571, loss = 0.09961003 Validation score: -1.873429 Iteration 572, loss = 0.09875805 Validation score: -1.866273 Iteration 573, loss = 0.09791766 Validation score: -1.859326 Iteration 574, loss = 0.09708951 Validation score: -1.852586 Iteration 575, loss = 0.09627310 Validation score: -1.846053 Iteration 576, loss = 0.09546823 Validation score: -1.839726 Iteration 577, loss = 0.09467471 Validation score: -1.833603 Iteration 578, loss = 0.09389726 Validation score: -1.827024 Iteration 579, loss = 0.09313966 Validation score: -1.820046 Iteration 580, loss = 0.09239335 Validation score: -1.812721 Iteration 581, loss = 0.09165810 Validation score: -1.805097 Iteration 582, loss = 0.09093372 Validation score: -1.797218 Iteration 583, loss = 0.09021999 Validation score: -1.789123 Iteration 584, loss = 0.08951673 Validation score: -1.780851 Iteration 585, loss = 0.08882375 Validation score: -1.772435 Iteration 586, loss = 0.08814086 Validation score: -1.763905 Iteration 587, loss = 0.08746788 Validation score: -1.755292 Iteration 588, loss = 0.08680463 Validation score: -1.746619 Iteration 589, loss = 0.08615095 Validation score: -1.737911 Iteration 590, loss = 0.08550667 Validation score: -1.729190 Iteration 591, loss = 0.08487161 Validation score: -1.719990 Iteration 592, loss = 0.08424561 Validation score: -1.710021 Iteration 593, loss = 0.08362852 Validation score: -1.700074 Iteration 594, loss = 0.08302017 Validation score: -1.690163 Iteration 595, loss = 0.08242042 Validation score: -1.680302 Iteration 596, loss = 0.08182910 Validation score: -1.670505 Iteration 597, loss = 0.08124608 Validation score: -1.660783 Iteration 598, loss = 0.08067120 Validation score: -1.651145 Iteration 599, loss = 0.08010431 Validation score: -1.641602 Iteration 600, loss = 0.07954528 Validation score: -1.632162 Iteration 601, loss = 0.07899397 Validation score: -1.622831 Iteration 602, loss = 0.07845024 Validation score: -1.613617 Iteration 603, loss = 0.07791394 Validation score: -1.604525 Iteration 604, loss = 0.07738496 Validation score: -1.595560 Iteration 605, loss = 0.07686315 Validation score: -1.586727 Iteration 606, loss = 0.07634839 Validation score: -1.578029 Iteration 607, loss = 0.07584055 Validation score: -1.569470 Iteration 608, loss = 0.07533951 Validation score: -1.561053 Iteration 609, loss = 0.07484514 Validation score: -1.552779 Iteration 610, loss = 0.07435733 Validation score: -1.544651 Iteration 611, loss = 0.07387595 Validation score: -1.536671 Iteration 612, loss = 0.07340089 Validation score: -1.528838 Iteration 613, loss = 0.07293203 Validation score: -1.521154 Iteration 614, loss = 0.07246927 Validation score: -1.513620 Iteration 615, loss = 0.07201248 Validation score: -1.506236 Iteration 616, loss = 0.07156157 Validation score: -1.499001 Iteration 617, loss = 0.07111643 Validation score: -1.491916 Iteration 618, loss = 0.07067695 Validation score: -1.484979 Iteration 619, loss = 0.07024303 Validation score: -1.478190 Iteration 620, loss = 0.06981457 Validation score: -1.471549 Iteration 621, loss = 0.06939147 Validation score: -1.465054 Iteration 622, loss = 0.06897363 Validation score: -1.458704 Iteration 623, loss = 0.06856097 Validation score: -1.452498 Iteration 624, loss = 0.06815338 Validation score: -1.446434 Iteration 625, loss = 0.06775077 Validation score: -1.440511 Iteration 626, loss = 0.06735307 Validation score: -1.434727 Iteration 627, loss = 0.06696016 Validation score: -1.429081 Iteration 628, loss = 0.06657199 Validation score: -1.423570 Iteration 629, loss = 0.06618844 Validation score: -1.418193 Iteration 630, loss = 0.06580946 Validation score: -1.412948 Iteration 631, loss = 0.06543494 Validation score: -1.407833 Iteration 632, loss = 0.06506483 Validation score: -1.402845 Iteration 633, loss = 0.06469902 Validation score: -1.397984 Iteration 634, loss = 0.06433746 Validation score: -1.393246 Iteration 635, loss = 0.06398007 Validation score: -1.388630 Iteration 636, loss = 0.06362677 Validation score: -1.384133 Iteration 637, loss = 0.06327749 Validation score: -1.379754 Iteration 638, loss = 0.06293216 Validation score: -1.375490 Iteration 639, loss = 0.06259071 Validation score: -1.371338 Iteration 640, loss = 0.06225308 Validation score: -1.367297 Iteration 641, loss = 0.06191919 Validation score: -1.363365 Iteration 642, loss = 0.06158899 Validation score: -1.359539 Iteration 643, loss = 0.06126242 Validation score: -1.355817 Iteration 644, loss = 0.06093940 Validation score: -1.352197 Iteration 645, loss = 0.06061988 Validation score: -1.348677 Iteration 646, loss = 0.06030381 Validation score: -1.345254 Iteration 647, loss = 0.05999111 Validation score: -1.341926 Iteration 648, loss = 0.05968174 Validation score: -1.338692 Iteration 649, loss = 0.05937564 Validation score: -1.335548 Iteration 650, loss = 0.05907276 Validation score: -1.332494 Iteration 651, loss = 0.05877304 Validation score: -1.329526 Iteration 652, loss = 0.05847642 Validation score: -1.326642 Iteration 653, loss = 0.05818287 Validation score: -1.323841 Iteration 654, loss = 0.05789233 Validation score: -1.321120 Iteration 655, loss = 0.05760475 Validation score: -1.318478 Iteration 656, loss = 0.05732008 Validation score: -1.315912 Iteration 657, loss = 0.05703828 Validation score: -1.313421 Iteration 658, loss = 0.05675929 Validation score: -1.311002 Iteration 659, loss = 0.05648309 Validation score: -1.308653 Iteration 660, loss = 0.05620961 Validation score: -1.306373 Iteration 661, loss = 0.05593883 Validation score: -1.304159 Iteration 662, loss = 0.05567069 Validation score: -1.302010 Iteration 663, loss = 0.05540515 Validation score: -1.299924 Iteration 664, loss = 0.05514219 Validation score: -1.297899 Iteration 665, loss = 0.05488175 Validation score: -1.295934 Iteration 666, loss = 0.05462380 Validation score: -1.294025 Iteration 667, loss = 0.05436830 Validation score: -1.292173 Iteration 668, loss = 0.05411521 Validation score: -1.290374 Iteration 669, loss = 0.05386450 Validation score: -1.288628 Iteration 670, loss = 0.05361613 Validation score: -1.286933 Iteration 671, loss = 0.05337007 Validation score: -1.285286 Iteration 672, loss = 0.05312629 Validation score: -1.283687 Iteration 673, loss = 0.05288474 Validation score: -1.282134 Iteration 674, loss = 0.05264541 Validation score: -1.280625 Iteration 675, loss = 0.05240825 Validation score: -1.279159 Iteration 676, loss = 0.05217324 Validation score: -1.277734 Iteration 677, loss = 0.05194034 Validation score: -1.276349 Iteration 678, loss = 0.05170953 Validation score: -1.275002 Iteration 679, loss = 0.05148078 Validation score: -1.273692 Iteration 680, loss = 0.05125405 Validation score: -1.272418 Iteration 681, loss = 0.05102933 Validation score: -1.271178 Iteration 682, loss = 0.05080658 Validation score: -1.269971 Iteration 683, loss = 0.05058577 Validation score: -1.268795 Iteration 684, loss = 0.05036689 Validation score: -1.267650 Iteration 685, loss = 0.05014989 Validation score: -1.266533 Iteration 686, loss = 0.04993477 Validation score: -1.265445 Iteration 687, loss = 0.04972149 Validation score: -1.264383 Iteration 688, loss = 0.04951004 Validation score: -1.263346 Iteration 689, loss = 0.04930037 Validation score: -1.262333 Iteration 690, loss = 0.04909249 Validation score: -1.261344 Iteration 691, loss = 0.04888635 Validation score: -1.260376 Iteration 692, loss = 0.04868194 Validation score: -1.259429 Iteration 693, loss = 0.04847924 Validation score: -1.258502 Iteration 694, loss = 0.04827822 Validation score: -1.257594 Iteration 695, loss = 0.04807887 Validation score: -1.256704 Iteration 696, loss = 0.04788116 Validation score: -1.255830 Iteration 697, loss = 0.04768507 Validation score: -1.254972 Iteration 698, loss = 0.04749058 Validation score: -1.254129 Iteration 699, loss = 0.04729768 Validation score: -1.253299 Iteration 700, loss = 0.04710635 Validation score: -1.252483 Iteration 701, loss = 0.04691656 Validation score: -1.251678 Iteration 702, loss = 0.04672830 Validation score: -1.250885 Iteration 703, loss = 0.04654155 Validation score: -1.250102 Iteration 704, loss = 0.04635629 Validation score: -1.249328 Iteration 705, loss = 0.04617250 Validation score: -1.248564 Iteration 706, loss = 0.04599017 Validation score: -1.247807 Iteration 707, loss = 0.04580929 Validation score: -1.247057 Iteration 708, loss = 0.04562983 Validation score: -1.246313 Iteration 709, loss = 0.04545177 Validation score: -1.245576 Iteration 710, loss = 0.04527511 Validation score: -1.244843 Iteration 711, loss = 0.04509982 Validation score: -1.244114 Iteration 712, loss = 0.04492590 Validation score: -1.243389 Iteration 713, loss = 0.04475332 Validation score: -1.242666 Iteration 714, loss = 0.04458208 Validation score: -1.241946 Iteration 715, loss = 0.04441215 Validation score: -1.241227 Iteration 716, loss = 0.04424352 Validation score: -1.240510 Iteration 717, loss = 0.04407619 Validation score: -1.239793 Iteration 718, loss = 0.04391012 Validation score: -1.239075 Iteration 719, loss = 0.04374532 Validation score: -1.238357 Iteration 720, loss = 0.04358177 Validation score: -1.237637 Iteration 721, loss = 0.04341945 Validation score: -1.236915 Iteration 722, loss = 0.04325835 Validation score: -1.236192 Iteration 723, loss = 0.04309847 Validation score: -1.235465 Iteration 724, loss = 0.04293978 Validation score: -1.234734 Iteration 725, loss = 0.04278227 Validation score: -1.234000 Iteration 726, loss = 0.04262594 Validation score: -1.233262 Iteration 727, loss = 0.04247076 Validation score: -1.232519 Iteration 728, loss = 0.04232063 Validation score: -1.231948 Iteration 729, loss = 0.04217670 Validation score: -1.231533 Iteration 730, loss = 0.04203195 Validation score: -1.231257 Iteration 731, loss = 0.04188663 Validation score: -1.231106 Iteration 732, loss = 0.04174098 Validation score: -1.231066 Iteration 733, loss = 0.04159522 Validation score: -1.231124 Iteration 734, loss = 0.04144956 Validation score: -1.231267 Iteration 735, loss = 0.04130420 Validation score: -1.231485 Iteration 736, loss = 0.04115931 Validation score: -1.231765 Iteration 737, loss = 0.04102173 Validation score: -1.231913 Iteration 738, loss = 0.04088558 Validation score: -1.231935 Validation score did not improve more than tol=0.000000 for 5 consecutive epochs. Stopping. Iteration 1, loss = 19.11605589 Validation score: -382.226706 Iteration 2, loss = 19.08081182 Validation score: -381.786591 Iteration 3, loss = 19.04537073 Validation score: -381.344905 Iteration 4, loss = 19.00972923 Validation score: -380.901617 Iteration 5, loss = 18.97388386 Validation score: -380.454412 Iteration 6, loss = 18.93783107 Validation score: -379.990345 Iteration 7, loss = 18.90155358 Validation score: -379.524414 Iteration 8, loss = 18.86505345 Validation score: -379.057064 Iteration 9, loss = 18.82834776 Validation score: -378.588144 Iteration 10, loss = 18.79143287 Validation score: -378.125425 Iteration 11, loss = 18.75438332 Validation score: -377.669089 Iteration 12, loss = 18.71710548 Validation score: -377.210553 Iteration 13, loss = 18.67962799 Validation score: -376.750069 Iteration 14, loss = 18.64188444 Validation score: -376.287531 Iteration 15, loss = 18.60388230 Validation score: -375.823324 Iteration 16, loss = 18.56561867 Validation score: -375.357391 Iteration 17, loss = 18.52717062 Validation score: -374.889885 Iteration 18, loss = 18.48847915 Validation score: -374.420653 Iteration 19, loss = 18.44952179 Validation score: -373.949556 Iteration 20, loss = 18.41029373 Validation score: -373.476470 Iteration 21, loss = 18.37079026 Validation score: -373.001277 Iteration 22, loss = 18.33100675 Validation score: -372.523871 Iteration 23, loss = 18.29093868 Validation score: -372.044152 Iteration 24, loss = 18.25058917 Validation score: -371.562024 Iteration 25, loss = 18.21004330 Validation score: -371.077399 Iteration 26, loss = 18.16920372 Validation score: -370.590196 Iteration 27, loss = 18.12806409 Validation score: -370.100336 Iteration 28, loss = 18.08660507 Validation score: -369.608379 Iteration 29, loss = 18.04477783 Validation score: -369.114227 Iteration 30, loss = 18.00263035 Validation score: -368.617785 Iteration 31, loss = 17.96015954 Validation score: -368.118960 Iteration 32, loss = 17.91735171 Validation score: -367.617707 Iteration 33, loss = 17.87420925 Validation score: -367.113934 Iteration 34, loss = 17.83073698 Validation score: -366.607741 Iteration 35, loss = 17.78686182 Validation score: -366.099011 Iteration 36, loss = 17.74260772 Validation score: -365.587634 Iteration 37, loss = 17.69799917 Validation score: -365.073508 Iteration 38, loss = 17.65303429 Validation score: -364.556538 Iteration 39, loss = 17.60774433 Validation score: -364.036893 Iteration 40, loss = 17.56210443 Validation score: -363.516941 Iteration 41, loss = 17.51610503 Validation score: -362.993437 Iteration 42, loss = 17.46974398 Validation score: -362.466349 Iteration 43, loss = 17.42291327 Validation score: -361.935236 Iteration 44, loss = 17.37527998 Validation score: -361.400115 Iteration 45, loss = 17.32722949 Validation score: -360.860996 Iteration 46, loss = 17.27876475 Validation score: -360.317886 Iteration 47, loss = 17.22988813 Validation score: -359.770788 Iteration 48, loss = 17.18060151 Validation score: -359.219698 Iteration 49, loss = 17.13090634 Validation score: -358.661287 Iteration 50, loss = 17.08080371 Validation score: -358.097932 Iteration 51, loss = 17.03020973 Validation score: -357.529807 Iteration 52, loss = 16.97918289 Validation score: -356.956960 Iteration 53, loss = 16.92759638 Validation score: -356.379434 Iteration 54, loss = 16.87544971 Validation score: -355.797260 Iteration 55, loss = 16.82286407 Validation score: -355.210461 Iteration 56, loss = 16.76984224 Validation score: -354.619058 Iteration 57, loss = 16.71638653 Validation score: -354.023062 Iteration 58, loss = 16.66249882 Validation score: -353.422483 Iteration 59, loss = 16.60818069 Validation score: -352.817324 Iteration 60, loss = 16.55343339 Validation score: -352.207587 Iteration 61, loss = 16.49825791 Validation score: -351.593270 Iteration 62, loss = 16.44265504 Validation score: -350.974369 Iteration 63, loss = 16.38664719 Validation score: -350.350938 Iteration 64, loss = 16.33024168 Validation score: -349.722964 Iteration 65, loss = 16.27340491 Validation score: -349.090433 Iteration 66, loss = 16.21613790 Validation score: -348.453332 Iteration 67, loss = 16.15844151 Validation score: -347.811643 Iteration 68, loss = 16.10031648 Validation score: -347.165352 Iteration 69, loss = 16.04176343 Validation score: -346.514440 Iteration 70, loss = 15.98278421 Validation score: -345.858987 Iteration 71, loss = 15.92342657 Validation score: -345.198965 Iteration 72, loss = 15.86364496 Validation score: -344.534347 Iteration 73, loss = 15.80298061 Validation score: -343.864778 Iteration 74, loss = 15.74163363 Validation score: -343.190263 Iteration 75, loss = 15.67983159 Validation score: -342.510736 Iteration 76, loss = 15.61755029 Validation score: -341.826202 Iteration 77, loss = 15.55478779 Validation score: -341.136665 Iteration 78, loss = 15.49145445 Validation score: -340.441927 Iteration 79, loss = 15.42754246 Validation score: -339.742009 Iteration 80, loss = 15.36313026 Validation score: -339.037239 Iteration 81, loss = 15.29828030 Validation score: -338.327012 Iteration 82, loss = 15.23290815 Validation score: -337.611376 Iteration 83, loss = 15.16698492 Validation score: -336.890373 Iteration 84, loss = 15.10058537 Validation score: -336.164040 Iteration 85, loss = 15.03371568 Validation score: -335.432408 Iteration 86, loss = 14.96638156 Validation score: -334.695506 Iteration 87, loss = 14.89858830 Validation score: -333.953359 Iteration 88, loss = 14.83034087 Validation score: -333.205990 Iteration 89, loss = 14.76164397 Validation score: -332.453419 Iteration 90, loss = 14.69250205 Validation score: -331.695665 Iteration 91, loss = 14.62291941 Validation score: -330.932743 Iteration 92, loss = 14.55290018 Validation score: -330.164670 Iteration 93, loss = 14.48244840 Validation score: -329.391460 Iteration 94, loss = 14.41156949 Validation score: -328.612944 Iteration 95, loss = 14.34017025 Validation score: -327.733386 Iteration 96, loss = 14.26812001 Validation score: -326.839641 Iteration 97, loss = 14.19562339 Validation score: -325.939520 Iteration 98, loss = 14.12268699 Validation score: -325.033033 Iteration 99, loss = 14.04919000 Validation score: -324.136882 Iteration 100, loss = 13.97519116 Validation score: -323.236967 Iteration 101, loss = 13.90075398 Validation score: -322.330796 Iteration 102, loss = 13.82588619 Validation score: -321.418388 Iteration 103, loss = 13.75059524 Validation score: -320.499761 Iteration 104, loss = 13.67488835 Validation score: -319.574934 Iteration 105, loss = 13.59873972 Validation score: -318.648598 Iteration 106, loss = 13.52198647 Validation score: -317.720364 Iteration 107, loss = 13.44479895 Validation score: -316.789884 Iteration 108, loss = 13.36690686 Validation score: -315.856846 Iteration 109, loss = 13.28843955 Validation score: -314.920968 Iteration 110, loss = 13.20950096 Validation score: -313.982003 Iteration 111, loss = 13.12999243 Validation score: -313.038066 Iteration 112, loss = 13.04949877 Validation score: -312.089438 Iteration 113, loss = 12.96851146 Validation score: -311.136250 Iteration 114, loss = 12.88683959 Validation score: -310.179278 Iteration 115, loss = 12.80390138 Validation score: -309.218456 Iteration 116, loss = 12.72039486 Validation score: -308.253709 Iteration 117, loss = 12.63637215 Validation score: -307.284960 Iteration 118, loss = 12.55121153 Validation score: -306.310965 Iteration 119, loss = 12.46462912 Validation score: -305.331655 Iteration 120, loss = 12.37748559 Validation score: -304.347078 Iteration 121, loss = 12.28982025 Validation score: -303.357299 Iteration 122, loss = 12.20166960 Validation score: -302.362381 Iteration 123, loss = 12.11273015 Validation score: -301.363318 Iteration 124, loss = 12.02238786 Validation score: -300.360044 Iteration 125, loss = 11.93156796 Validation score: -299.352505 Iteration 126, loss = 11.83997513 Validation score: -298.341821 Iteration 127, loss = 11.74568025 Validation score: -297.327779 Iteration 128, loss = 11.65046209 Validation score: -296.310625 Iteration 129, loss = 11.55373690 Validation score: -295.290133 Iteration 130, loss = 11.45632834 Validation score: -294.266596 Iteration 131, loss = 11.35596866 Validation score: -293.240805 Iteration 132, loss = 11.25446748 Validation score: -292.212434 Iteration 133, loss = 11.15238515 Validation score: -291.181215 Iteration 134, loss = 11.04981090 Validation score: -290.146934 Iteration 135, loss = 10.94682664 Validation score: -289.109419 Iteration 136, loss = 10.84352504 Validation score: -288.068554 Iteration 137, loss = 10.73970550 Validation score: -287.024357 Iteration 138, loss = 10.63453068 Validation score: -285.976726 Iteration 139, loss = 10.52835649 Validation score: -284.925245 Iteration 140, loss = 10.42148116 Validation score: -283.869883 Iteration 141, loss = 10.31359147 Validation score: -282.810652 Iteration 142, loss = 10.20551043 Validation score: -281.747584 Iteration 143, loss = 10.09731058 Validation score: -280.670714 Iteration 144, loss = 9.98881597 Validation score: -279.547523 Iteration 145, loss = 9.88004052 Validation score: -278.419736 Iteration 146, loss = 9.77112702 Validation score: -277.287426 Iteration 147, loss = 9.66144124 Validation score: -276.150508 Iteration 148, loss = 9.55061190 Validation score: -275.009087 Iteration 149, loss = 9.43983290 Validation score: -273.863275 Iteration 150, loss = 9.32917357 Validation score: -272.713186 Iteration 151, loss = 9.21869892 Validation score: -271.558937 Iteration 152, loss = 9.10846911 Validation score: -270.400649 Iteration 153, loss = 8.99824572 Validation score: -269.237636 Iteration 154, loss = 8.88763153 Validation score: -268.070109 Iteration 155, loss = 8.77738315 Validation score: -266.898272 Iteration 156, loss = 8.66754876 Validation score: -265.722324 Iteration 157, loss = 8.55770645 Validation score: -264.541707 Iteration 158, loss = 8.44782435 Validation score: -263.356685 Iteration 159, loss = 8.33846222 Validation score: -262.167513 Iteration 160, loss = 8.22966821 Validation score: -260.974439 Iteration 161, loss = 8.11991558 Validation score: -259.777062 Iteration 162, loss = 8.00936217 Validation score: -258.575674 Iteration 163, loss = 7.89835651 Validation score: -257.370051 Iteration 164, loss = 7.78671746 Validation score: -256.159797 Iteration 165, loss = 7.67561340 Validation score: -254.945309 Iteration 166, loss = 7.56512871 Validation score: -253.726514 Iteration 167, loss = 7.45532819 Validation score: -252.503858 Iteration 168, loss = 7.34592243 Validation score: -251.276959 Iteration 169, loss = 7.23672275 Validation score: -250.046323 Iteration 170, loss = 7.12837099 Validation score: -248.812443 Iteration 171, loss = 7.02092841 Validation score: -247.575793 Iteration 172, loss = 6.91445117 Validation score: -246.336837 Iteration 173, loss = 6.80899087 Validation score: -245.096025 Iteration 174, loss = 6.70459497 Validation score: -243.853802 Iteration 175, loss = 6.60130728 Validation score: -242.610602 Iteration 176, loss = 6.49916832 Validation score: -241.366852 Iteration 177, loss = 6.39821564 Validation score: -240.122975 Iteration 178, loss = 6.29848408 Validation score: -238.879388 Iteration 179, loss = 6.20000601 Validation score: -237.636504 Iteration 180, loss = 6.10281153 Validation score: -236.394732 Iteration 181, loss = 6.00692861 Validation score: -235.154478 Iteration 182, loss = 5.91238323 Validation score: -233.916145 Iteration 183, loss = 5.81919946 Validation score: -232.680131 Iteration 184, loss = 5.72739961 Validation score: -231.446834 Iteration 185, loss = 5.63700423 Validation score: -230.216646 Iteration 186, loss = 5.54803220 Validation score: -228.989956 Iteration 187, loss = 5.46050078 Validation score: -227.767150 Iteration 188, loss = 5.37442564 Validation score: -226.548610 Iteration 189, loss = 5.28964239 Validation score: -225.334888 Iteration 190, loss = 5.20623591 Validation score: -224.126321 Iteration 191, loss = 5.12417985 Validation score: -222.920102 Iteration 192, loss = 5.04349207 Validation score: -221.716890 Iteration 193, loss = 4.96429134 Validation score: -220.517311 Iteration 194, loss = 4.88653694 Validation score: -219.197856 Iteration 195, loss = 4.80991768 Validation score: -217.851632 Iteration 196, loss = 4.73482457 Validation score: -216.513842 Iteration 197, loss = 4.66127365 Validation score: -215.185128 Iteration 198, loss = 4.58927823 Validation score: -213.866101 Iteration 199, loss = 4.51884819 Validation score: -212.557336 Iteration 200, loss = 4.44993330 Validation score: -211.259382 Iteration 201, loss = 4.38203081 Validation score: -209.972742 Iteration 202, loss = 4.31569388 Validation score: -208.697896 Iteration 203, loss = 4.25092901 Validation score: -207.435299 Iteration 204, loss = 4.18773909 Validation score: -206.185376 Iteration 205, loss = 4.12612348 Validation score: -204.948532 Iteration 206, loss = 4.06607818 Validation score: -203.725143 Iteration 207, loss = 4.00748563 Validation score: -202.512318 Iteration 208, loss = 3.95011362 Validation score: -201.310744 Iteration 209, loss = 3.89421973 Validation score: -200.121050 Iteration 210, loss = 3.83979739 Validation score: -198.943806 Iteration 211, loss = 3.78445423 Validation score: -197.712427 Iteration 212, loss = 3.72953230 Validation score: -196.411147 Iteration 213, loss = 3.67543823 Validation score: -195.076275 Iteration 214, loss = 3.62215301 Validation score: -193.744782 Iteration 215, loss = 3.56996203 Validation score: -192.419298 Iteration 216, loss = 3.51891947 Validation score: -191.101968 Iteration 217, loss = 3.46883897 Validation score: -189.794278 Iteration 218, loss = 3.41991318 Validation score: -188.497151 Iteration 219, loss = 3.37169459 Validation score: -187.211409 Iteration 220, loss = 3.32440665 Validation score: -185.938315 Iteration 221, loss = 3.27831498 Validation score: 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score: -166.715641 Iteration 238, loss = 2.64099033 Validation score: -165.734607 Iteration 239, loss = 2.61162118 Validation score: -164.768723 Iteration 240, loss = 2.58323223 Validation score: -163.818290 Iteration 241, loss = 2.55579317 Validation score: -162.883505 Iteration 242, loss = 2.52927031 Validation score: -161.906114 Iteration 243, loss = 2.50346012 Validation score: -160.896764 Iteration 244, loss = 2.47833916 Validation score: -159.909376 Iteration 245, loss = 2.45401304 Validation score: -158.943881 Iteration 246, loss = 2.43044745 Validation score: -158.000101 Iteration 247, loss = 2.40760724 Validation score: -157.077761 Iteration 248, loss = 2.38545686 Validation score: -156.176505 Iteration 249, loss = 2.36396084 Validation score: -155.295909 Iteration 250, loss = 2.34308408 Validation score: -154.435488 Iteration 251, loss = 2.32279220 Validation score: -153.594712 Iteration 252, loss = 2.30305174 Validation score: -152.773009 Iteration 253, loss = 2.28383040 Validation score: -151.969776 Iteration 254, loss = 2.26509713 Validation score: -151.184386 Iteration 255, loss = 2.24682231 Validation score: -150.416191 Iteration 256, loss = 2.22897777 Validation score: -149.664534 Iteration 257, loss = 2.21153685 Validation score: -148.928748 Iteration 258, loss = 2.19447443 Validation score: -148.208161 Iteration 259, loss = 2.17776692 Validation score: -147.502104 Iteration 260, loss = 2.16139222 Validation score: -146.809912 Iteration 261, loss = 2.14532972 Validation score: -146.130924 Iteration 262, loss = 2.12956018 Validation score: -145.464490 Iteration 263, loss = 2.11406576 Validation score: -144.809972 Iteration 264, loss = 2.09882987 Validation score: -144.166745 Iteration 265, loss = 2.08383715 Validation score: -143.534198 Iteration 266, loss = 2.06907337 Validation score: -142.911738 Iteration 267, loss = 2.05452537 Validation score: -142.298789 Iteration 268, loss = 2.04018098 Validation score: -141.694791 Iteration 269, loss = 2.02602896 Validation score: -141.099207 Iteration 270, loss = 2.01205889 Validation score: -140.511517 Iteration 271, loss = 1.99826115 Validation score: -139.931220 Iteration 272, loss = 1.98462683 Validation score: -139.357837 Iteration 273, loss = 1.97114769 Validation score: -138.790907 Iteration 274, loss = 1.95781607 Validation score: -138.229991 Iteration 275, loss = 1.94464248 Validation score: -137.674674 Iteration 276, loss = 1.93160643 Validation score: -137.124559 Iteration 277, loss = 1.91869940 Validation score: -136.579271 Iteration 278, loss = 1.90591536 Validation score: -136.038451 Iteration 279, loss = 1.89324867 Validation score: -135.501760 Iteration 280, loss = 1.88069409 Validation score: -134.968876 Iteration 281, loss = 1.86824672 Validation score: -134.439494 Iteration 282, loss = 1.85590196 Validation score: -133.913327 Iteration 283, loss = 1.84365553 Validation score: -133.390102 Iteration 284, loss = 1.83150342 Validation score: -132.869563 Iteration 285, loss = 1.81944187 Validation score: -132.351470 Iteration 286, loss = 1.80746734 Validation score: -131.835596 Iteration 287, loss = 1.79557653 Validation score: -131.321728 Iteration 288, loss = 1.78376631 Validation score: -130.809669 Iteration 289, loss = 1.77203378 Validation score: -130.299230 Iteration 290, loss = 1.76037617 Validation score: -129.790240 Iteration 291, loss = 1.74879091 Validation score: -129.282536 Iteration 292, loss = 1.73727558 Validation score: -128.775967 Iteration 293, loss = 1.72582788 Validation score: -128.270395 Iteration 294, loss = 1.71444567 Validation score: -127.765689 Iteration 295, loss = 1.70312694 Validation score: -127.261730 Iteration 296, loss = 1.69186980 Validation score: -126.758408 Iteration 297, loss = 1.68067248 Validation score: -126.255621 Iteration 298, loss = 1.66953331 Validation score: -125.753277 Iteration 299, loss = 1.65845074 Validation score: -125.251291 Iteration 300, loss = 1.64742332 Validation score: -124.749585 Iteration 301, loss = 1.63644970 Validation score: -124.248090 Iteration 302, loss = 1.62552861 Validation score: -123.746742 Iteration 303, loss = 1.61465888 Validation score: -123.245485 Iteration 304, loss = 1.60383943 Validation score: -122.744268 Iteration 305, loss = 1.59306925 Validation score: -122.243046 Iteration 306, loss = 1.58234741 Validation score: -121.741780 Iteration 307, loss = 1.57167306 Validation score: -121.240436 Iteration 308, loss = 1.56104543 Validation score: -120.738983 Iteration 309, loss = 1.55046381 Validation score: -120.237398 Iteration 310, loss = 1.53992754 Validation score: -119.735659 Iteration 311, loss = 1.52943605 Validation score: -119.233750 Iteration 312, loss = 1.51898883 Validation score: -118.731657 Iteration 313, loss = 1.50858539 Validation score: -118.229373 Iteration 314, loss = 1.49822534 Validation score: -117.726889 Iteration 315, loss = 1.48790831 Validation score: -117.224205 Iteration 316, loss = 1.47763400 Validation score: 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score: -108.656200 Iteration 333, loss = 1.30939321 Validation score: -108.151869 Iteration 334, loss = 1.29986897 Validation score: -107.647650 Iteration 335, loss = 1.29038727 Validation score: -107.143577 Iteration 336, loss = 1.28094842 Validation score: -106.639682 Iteration 337, loss = 1.27158097 Validation score: -106.136061 Iteration 338, loss = 1.26229741 Validation score: -105.632745 Iteration 339, loss = 1.25306091 Validation score: -105.129768 Iteration 340, loss = 1.24387141 Validation score: -104.627158 Iteration 341, loss = 1.23472891 Validation score: -104.124947 Iteration 342, loss = 1.22577167 Validation score: -103.623340 Iteration 343, loss = 1.21687588 Validation score: -103.122353 Iteration 344, loss = 1.20800413 Validation score: -102.621999 Iteration 345, loss = 1.19915890 Validation score: -102.122287 Iteration 346, loss = 1.19034248 Validation score: -101.623226 Iteration 347, loss = 1.18155701 Validation score: -101.124822 Iteration 348, loss = 1.17280446 Validation score: -100.627084 Iteration 349, loss = 1.16408666 Validation score: -100.130016 Iteration 350, loss = 1.15540530 Validation score: -99.633625 Iteration 351, loss = 1.14676195 Validation score: -99.137918 Iteration 352, loss = 1.13815804 Validation score: -98.642901 Iteration 353, loss = 1.12959490 Validation score: -98.148582 Iteration 354, loss = 1.12107375 Validation score: -97.654970 Iteration 355, loss = 1.11259572 Validation score: -97.162074 Iteration 356, loss = 1.10421785 Validation score: -96.669738 Iteration 357, loss = 1.09593749 Validation score: -96.178001 Iteration 358, loss = 1.08769831 Validation score: -95.686901 Iteration 359, loss = 1.07950131 Validation score: -95.196479 Iteration 360, loss = 1.07134744 Validation score: -94.706775 Iteration 361, loss = 1.06323759 Validation score: -94.217831 Iteration 362, loss = 1.05517258 Validation score: -93.729689 Iteration 363, loss = 1.04715320 Validation score: -93.242391 Iteration 364, loss = 1.03918016 Validation score: -92.755977 Iteration 365, loss = 1.03125415 Validation score: -92.270490 Iteration 366, loss = 1.02337579 Validation score: -91.785971 Iteration 367, loss = 1.01554566 Validation score: -91.302461 Iteration 368, loss = 1.00776433 Validation score: -90.820000 Iteration 369, loss = 1.00005127 Validation score: -90.338796 Iteration 370, loss = 0.99242777 Validation score: -89.858872 Iteration 371, loss = 0.98484280 Validation score: -89.380243 Iteration 372, loss = 0.97729800 Validation score: -88.902928 Iteration 373, loss = 0.96979488 Validation score: -88.426940 Iteration 374, loss = 0.96233480 Validation score: -87.952292 Iteration 375, loss = 0.95494450 Validation score: -87.478831 Iteration 376, loss = 0.94762729 Validation score: -87.006590 Iteration 377, loss = 0.94035655 Validation score: -86.535605 Iteration 378, loss = 0.93313305 Validation score: -86.065913 Iteration 379, loss = 0.92595748 Validation score: -85.597550 Iteration 380, loss = 0.91883049 Validation score: -85.130550 Iteration 381, loss = 0.91175265 Validation score: -84.664950 Iteration 382, loss = 0.90477144 Validation score: -84.200953 Iteration 383, loss = 0.89783115 Validation score: -83.738577 Iteration 384, loss = 0.89093249 Validation score: -83.277832 Iteration 385, loss = 0.88407682 Validation score: -82.818731 Iteration 386, loss = 0.87726538 Validation score: -82.361282 Iteration 387, loss = 0.87053038 Validation score: -81.905330 Iteration 388, loss = 0.86386131 Validation score: -81.450904 Iteration 389, loss = 0.85723918 Validation score: -80.998037 Iteration 390, loss = 0.85066466 Validation score: -80.546761 Iteration 391, loss = 0.84413837 Validation score: -80.097107 Iteration 392, loss = 0.83766082 Validation score: -79.649107 Iteration 393, loss = 0.83123515 Validation score: -79.201609 Iteration 394, loss = 0.82481971 Validation score: -78.754758 Iteration 395, loss = 0.81843784 Validation score: -78.308684 Iteration 396, loss = 0.81209186 Validation score: -77.863505 Iteration 397, loss = 0.80582230 Validation score: -77.419160 Iteration 398, loss = 0.79959393 Validation score: -76.975765 Iteration 399, loss = 0.79340737 Validation score: -76.533427 Iteration 400, loss = 0.78726392 Validation score: -76.092246 Iteration 401, loss = 0.78116473 Validation score: -75.652315 Iteration 402, loss = 0.77512001 Validation score: -75.213885 Iteration 403, loss = 0.76914132 Validation score: -74.777016 Iteration 404, loss = 0.76320261 Validation score: -74.341762 Iteration 405, loss = 0.75731260 Validation score: -73.908006 Iteration 406, loss = 0.75148424 Validation score: -73.475810 Iteration 407, loss = 0.74570115 Validation score: -73.045236 Iteration 408, loss = 0.73998071 Validation score: -72.616505 Iteration 409, loss = 0.73430679 Validation score: -72.189653 Iteration 410, loss = 0.72867476 Validation score: -71.764709 Iteration 411, loss = 0.72311972 Validation score: -71.341536 Iteration 412, loss = 0.71760950 Validation score: -70.920179 Iteration 413, loss = 0.71214424 Validation score: -70.500683 Iteration 414, loss = 0.70672455 Validation score: -70.083090 Iteration 415, loss = 0.70135095 Validation score: -69.667440 Iteration 416, loss = 0.69606162 Validation score: -69.253940 Iteration 417, loss = 0.69081562 Validation score: -68.842606 Iteration 418, loss = 0.68561011 Validation score: -68.433455 Iteration 419, loss = 0.68044612 Validation score: -68.026499 Iteration 420, loss = 0.67532621 Validation score: -67.621585 Iteration 421, loss = 0.67028388 Validation score: -67.218744 Iteration 422, loss = 0.66528477 Validation score: -66.818007 Iteration 423, loss = 0.66032935 Validation score: -66.419405 Iteration 424, loss = 0.65544256 Validation score: -66.023130 Iteration 425, loss = 0.65059892 Validation score: -65.629192 Iteration 426, loss = 0.64579486 Validation score: -65.237598 Iteration 427, loss = 0.64104094 Validation score: -64.848101 Iteration 428, loss = 0.63637187 Validation score: -64.460739 Iteration 429, loss = 0.63174425 Validation score: -64.075550 Iteration 430, loss = 0.62716877 Validation score: -63.692730 Iteration 431, loss = 0.62264194 Validation score: -63.312296 Iteration 432, loss = 0.61815895 Validation score: -62.934099 Iteration 433, loss = 0.61372711 Validation score: -62.558169 Iteration 434, loss = 0.60934617 Validation score: -62.184699 Iteration 435, loss = 0.60501993 Validation score: -61.813713 Iteration 436, loss = 0.60074471 Validation score: -61.445055 Iteration 437, loss = 0.59651420 Validation score: -61.078749 Iteration 438, loss = 0.59232165 Validation score: -60.714817 Iteration 439, loss = 0.58818144 Validation score: -60.353441 Iteration 440, loss = 0.58408358 Validation score: -59.994622 Iteration 441, loss = 0.58001903 Validation score: -59.638359 Iteration 442, loss = 0.57602201 Validation score: -59.284488 Iteration 443, loss = 0.57206061 Validation score: -58.933026 Iteration 444, loss = 0.56813503 Validation score: -58.583988 Iteration 445, loss = 0.56424565 Validation score: -58.237391 Iteration 446, loss = 0.56039276 Validation score: -57.893248 Iteration 447, loss = 0.55661678 Validation score: -57.551736 Iteration 448, loss = 0.55287151 Validation score: -57.212847 Iteration 449, loss = 0.54916740 Validation score: -56.876562 Iteration 450, loss = 0.54549464 Validation score: -56.542870 Iteration 451, loss = 0.54185375 Validation score: -56.211761 Iteration 452, loss = 0.53828805 Validation score: -55.883068 Iteration 453, loss = 0.53475640 Validation score: -55.556800 Iteration 454, loss = 0.53125465 Validation score: -55.232968 Iteration 455, loss = 0.52779013 Validation score: -54.911585 Iteration 456, loss = 0.52435655 Validation score: -54.592666 Iteration 457, loss = 0.52095426 Validation score: -54.276224 Iteration 458, loss = 0.51763324 Validation score: -53.962444 Iteration 459, loss = 0.51434906 Validation score: -53.651320 Iteration 460, loss = 0.51109028 Validation score: -53.342841 Iteration 461, loss = 0.50785784 Validation score: -53.036995 Iteration 462, loss = 0.50466227 Validation score: -52.733770 Iteration 463, loss = 0.50150469 Validation score: -52.433160 Iteration 464, loss = 0.49842299 Validation score: -52.135006 Iteration 465, loss = 0.49536713 Validation score: -51.839322 Iteration 466, loss = 0.49233284 Validation score: -51.546130 Iteration 467, loss = 0.48931865 Validation score: -51.255455 Iteration 468, loss = 0.48632579 Validation score: -50.967322 Iteration 469, loss = 0.48337131 Validation score: -50.681748 Iteration 470, loss = 0.48045534 Validation score: -50.398906 Iteration 471, loss = 0.47760471 Validation score: -50.118788 Iteration 472, loss = 0.47477496 Validation score: -49.841384 Iteration 473, loss = 0.47196690 Validation score: -49.566673 Iteration 474, loss = 0.46919978 Validation score: -49.294473 Iteration 475, loss = 0.46646946 Validation score: -49.024779 Iteration 476, loss = 0.46375732 Validation score: -48.757583 Iteration 477, loss = 0.46107894 Validation score: -48.493031 Iteration 478, loss = 0.45843164 Validation score: -48.231092 Iteration 479, loss = 0.45581107 Validation score: -47.971764 Iteration 480, loss = 0.45323926 Validation score: -47.714865 Iteration 481, loss = 0.45069314 Validation score: -47.460389 Iteration 482, loss = 0.44816521 Validation score: -47.208321 Iteration 483, loss = 0.44567081 Validation score: -46.958819 Iteration 484, loss = 0.44320820 Validation score: -46.711864 Iteration 485, loss = 0.44076881 Validation score: -46.467407 Iteration 486, loss = 0.43836811 Validation score: -46.225273 Iteration 487, loss = 0.43599229 Validation score: -45.985449 Iteration 488, loss = 0.43363156 Validation score: -45.747924 Iteration 489, loss = 0.43131582 Validation score: -45.512875 Iteration 490, loss = 0.42902358 Validation score: -45.280272 Iteration 491, loss = 0.42674660 Validation score: -45.050086 Iteration 492, loss = 0.42449009 Validation score: -44.822140 Iteration 493, loss = 0.42226900 Validation score: -44.596437 Iteration 494, loss = 0.42006801 Validation score: -44.373124 Iteration 495, loss = 0.41789188 Validation score: -44.152133 Iteration 496, loss = 0.41575156 Validation score: -43.933292 Iteration 497, loss = 0.41362730 Validation score: -43.716578 Iteration 498, loss = 0.41152779 Validation score: -43.502179 Iteration 499, loss = 0.40945437 Validation score: -43.290067 Iteration 500, loss = 0.40739974 Validation score: -43.080062 Iteration 501, loss = 0.40536468 Validation score: -42.872159 Iteration 502, loss = 0.40335998 Validation score: -42.666501 Iteration 503, loss = 0.40138044 Validation score: -42.463029 Iteration 504, loss = 0.39941493 Validation score: -42.261716 Iteration 505, loss = 0.39747206 Validation score: -42.062388 Iteration 506, loss = 0.39554624 Validation score: -41.865092 Iteration 507, loss = 0.39364108 Validation score: -41.669796 Iteration 508, loss = 0.39177687 Validation score: -41.476639 Iteration 509, loss = 0.38992292 Validation score: -41.285600 Iteration 510, loss = 0.38808067 Validation score: -41.096589 Iteration 511, loss = 0.38625187 Validation score: -40.909581 Iteration 512, loss = 0.38444548 Validation score: -40.724468 Iteration 513, loss = 0.38267187 Validation score: -40.541267 Iteration 514, loss = 0.38090566 Validation score: -40.359968 Iteration 515, loss = 0.37916239 Validation score: -40.180714 Iteration 516, loss = 0.37744518 Validation score: -40.003385 Iteration 517, loss = 0.37573869 Validation score: -39.827961 Iteration 518, loss = 0.37403959 Validation score: -39.654416 Iteration 519, loss = 0.37237543 Validation score: -39.482682 Iteration 520, loss = 0.37072779 Validation score: -39.312716 Iteration 521, loss = 0.36908650 Validation score: -39.144542 Iteration 522, loss = 0.36746003 Validation score: -38.978268 Iteration 523, loss = 0.36585953 Validation score: -38.813874 Iteration 524, loss = 0.36427317 Validation score: -38.651260 Iteration 525, loss = 0.36269915 Validation score: -38.490443 Iteration 526, loss = 0.36115821 Validation score: -38.331256 Iteration 527, loss = 0.35961830 Validation score: -38.173774 Iteration 528, loss = 0.35809105 Validation score: -38.017947 Iteration 529, loss = 0.35658033 Validation score: -37.863916 Iteration 530, loss = 0.35509218 Validation score: -37.711661 Iteration 531, loss = 0.35361408 Validation score: -37.561075 Iteration 532, loss = 0.35214427 Validation score: -37.412139 Iteration 533, loss = 0.35069148 Validation score: -37.264778 Iteration 534, loss = 0.34926092 Validation score: -37.119029 Iteration 535, loss = 0.34783399 Validation score: -36.974790 Iteration 536, loss = 0.34643410 Validation score: -36.832206 Iteration 537, loss = 0.34504891 Validation score: -36.691304 Iteration 538, loss = 0.34367213 Validation score: -36.552059 Iteration 539, loss = 0.34230063 Validation score: -36.414447 Iteration 540, loss = 0.34093510 Validation score: -36.278446 Iteration 541, loss = 0.33959213 Validation score: -36.143844 Iteration 542, loss = 0.33826954 Validation score: -36.010639 Iteration 543, loss = 0.33694168 Validation score: -35.878778 Iteration 544, loss = 0.33564425 Validation score: -35.748502 Iteration 545, loss = 0.33435792 Validation score: -35.619791 Iteration 546, loss = 0.33307695 Validation score: -35.492675 Iteration 547, loss = 0.33180194 Validation score: -35.367131 Iteration 548, loss = 0.33054099 Validation score: -35.242972 Iteration 549, loss = 0.32930609 Validation score: -35.120043 Iteration 550, loss = 0.32807415 Validation score: -34.998345 Iteration 551, loss = 0.32684066 Validation score: -34.877984 Iteration 552, loss = 0.32562273 Validation score: -34.759155 Iteration 553, loss = 0.32442464 Validation score: -34.641835 Iteration 554, loss = 0.32323203 Validation score: -34.525828 Iteration 555, loss = 0.32204781 Validation score: -34.411119 Iteration 556, loss = 0.32087000 Validation score: -34.297728 Iteration 557, loss = 0.31971059 Validation score: -34.185720 Iteration 558, loss = 0.31856033 Validation score: -34.074818 Iteration 559, loss = 0.31741645 Validation score: -33.965285 Iteration 560, loss = 0.31628675 Validation score: -33.857049 Iteration 561, loss = 0.31516761 Validation score: -33.750069 Iteration 562, loss = 0.31404840 Validation score: -33.644290 Iteration 563, loss = 0.31294415 Validation score: -33.539818 Iteration 564, loss = 0.31185589 Validation score: -33.436370 Iteration 565, loss = 0.31076773 Validation score: -33.334145 Iteration 566, loss = 0.30969234 Validation score: -33.233202 Iteration 567, loss = 0.30862985 Validation score: -33.133476 Iteration 568, loss = 0.30757187 Validation score: -33.034875 Iteration 569, loss = 0.30651550 Validation score: -32.937386 Iteration 570, loss = 0.30546915 Validation score: -32.841113 Iteration 571, loss = 0.30444556 Validation score: -32.745969 Iteration 572, loss = 0.30342007 Validation score: -32.651943 Iteration 573, loss = 0.30238454 Validation score: -32.558950 Iteration 574, loss = 0.30138341 Validation score: -32.467010 Iteration 575, loss = 0.30038827 Validation score: -32.376118 Iteration 576, loss = 0.29939117 Validation score: -32.286265 Iteration 577, loss = 0.29839874 Validation score: -32.197519 Iteration 578, loss = 0.29741342 Validation score: -32.109988 Iteration 579, loss = 0.29643021 Validation score: -32.023640 Iteration 580, loss = 0.29545245 Validation score: -31.938361 Iteration 581, loss = 0.29450742 Validation score: -31.853998 Iteration 582, loss = 0.29355876 Validation score: -31.770417 Iteration 583, loss = 0.29260475 Validation score: -31.687634 Iteration 584, loss = 0.29164304 Validation score: -31.605658 Iteration 585, loss = 0.29071082 Validation score: -31.524637 Iteration 586, loss = 0.28979006 Validation score: -31.444791 Iteration 587, loss = 0.28887414 Validation score: -31.366091 Iteration 588, loss = 0.28795615 Validation score: -31.288511 Iteration 589, loss = 0.28704384 Validation score: -31.211934 Iteration 590, loss = 0.28614061 Validation score: -31.136205 Iteration 591, loss = 0.28523807 Validation score: -31.061319 Iteration 592, loss = 0.28433599 Validation score: -30.987264 Iteration 593, loss = 0.28343497 Validation score: -30.914022 Iteration 594, loss = 0.28257440 Validation score: -30.841535 Iteration 595, loss = 0.28171362 Validation score: -30.769941 Iteration 596, loss = 0.28083866 Validation score: -30.699224 Iteration 597, loss = 0.27995377 Validation score: -30.629277 Iteration 598, loss = 0.27909797 Validation score: -30.560247 Iteration 599, loss = 0.27825003 Validation score: -30.492128 Iteration 600, loss = 0.27741052 Validation score: -30.424763 Iteration 601, loss = 0.27657221 Validation score: -30.358166 Iteration 602, loss = 0.27573348 Validation score: -30.292333 Iteration 603, loss = 0.27489974 Validation score: -30.227362 Iteration 604, loss = 0.27406799 Validation score: -30.163230 Iteration 605, loss = 0.27323502 Validation score: -30.099913 Iteration 606, loss = 0.27241042 Validation score: -30.037538 Iteration 607, loss = 0.27161681 Validation score: -29.975823 Iteration 608, loss = 0.27081928 Validation score: -29.914771 Iteration 609, loss = 0.27000965 Validation score: -29.854386 Iteration 610, loss = 0.26919497 Validation score: -29.794817 Iteration 611, loss = 0.26840762 Validation score: -29.735904 Iteration 612, loss = 0.26762216 Validation score: -29.677652 Iteration 613, loss = 0.26683550 Validation score: -29.620056 Iteration 614, loss = 0.26604826 Validation score: -29.563222 Iteration 615, loss = 0.26528034 Validation score: -29.505800 Iteration 616, loss = 0.26450765 Validation score: -29.448034 Iteration 617, loss = 0.26373650 Validation score: -29.391122 Iteration 618, loss = 0.26298538 Validation score: -29.335203 Iteration 619, loss = 0.26223212 Validation score: -29.280260 Iteration 620, loss = 0.26147623 Validation score: -29.226278 Iteration 621, loss = 0.26072712 Validation score: -29.173076 Iteration 622, loss = 0.25999631 Validation score: -29.120630 Iteration 623, loss = 0.25925551 Validation score: -29.068932 Iteration 624, loss = 0.25851488 Validation score: -29.018112 Iteration 625, loss = 0.25778163 Validation score: -28.968017 Iteration 626, loss = 0.25705334 Validation score: -28.918788 Iteration 627, loss = 0.25632855 Validation score: -28.870389 Iteration 628, loss = 0.25560611 Validation score: -28.821491 Iteration 629, loss = 0.25487761 Validation score: -28.773323 Iteration 630, loss = 0.25418897 Validation score: -28.725861 Iteration 631, loss = 0.25348215 Validation score: -28.679091 Iteration 632, loss = 0.25275898 Validation score: -28.632998 Iteration 633, loss = 0.25205608 Validation score: -28.587744 Iteration 634, loss = 0.25137140 Validation score: -28.541950 Iteration 635, loss = 0.25067417 Validation score: -28.497071 Iteration 636, loss = 0.24998488 Validation score: -28.452909 Iteration 637, loss = 0.24929538 Validation score: -28.409448 Iteration 638, loss = 0.24860599 Validation score: -28.366798 Iteration 639, loss = 0.24791920 Validation score: -28.324917 Iteration 640, loss = 0.24722972 Validation score: -28.283761 Iteration 641, loss = 0.24656253 Validation score: -28.243180 Iteration 642, loss = 0.24589715 Validation score: -28.201734 Iteration 643, loss = 0.24521679 Validation score: -28.160964 Iteration 644, loss = 0.24455168 Validation score: -28.120828 Iteration 645, loss = 0.24389419 Validation score: -28.081311 Iteration 646, loss = 0.24323399 Validation score: -28.042394 Iteration 647, loss = 0.24258131 Validation score: -28.004190 Iteration 648, loss = 0.24192876 Validation score: -27.966831 Iteration 649, loss = 0.24127617 Validation score: -27.928786 Iteration 650, loss = 0.24061659 Validation score: -27.891455 Iteration 651, loss = 0.23996477 Validation score: -27.854656 Iteration 652, loss = 0.23933786 Validation score: -27.818231 Iteration 653, loss = 0.23870422 Validation score: -27.782348 Iteration 654, loss = 0.23805699 Validation score: -27.746986 Iteration 655, loss = 0.23741791 Validation score: -27.712095 Iteration 656, loss = 0.23679227 Validation score: -27.676123 Iteration 657, loss = 0.23616476 Validation score: -27.640891 Iteration 658, loss = 0.23554146 Validation score: -27.606360 Iteration 659, loss = 0.23491734 Validation score: -27.572668 Iteration 660, loss = 0.23429595 Validation score: -27.539607 Iteration 661, loss = 0.23367390 Validation score: -27.506959 Iteration 662, loss = 0.23305275 Validation score: -27.474704 Iteration 663, loss = 0.23245492 Validation score: -27.441085 Iteration 664, loss = 0.23184814 Validation score: -27.408185 Iteration 665, loss = 0.23123006 Validation score: -27.375790 Iteration 666, loss = 0.23062359 Validation score: -27.344048 Iteration 667, loss = 0.23002915 Validation score: -27.312750 Iteration 668, loss = 0.22943226 Validation score: -27.281876 Iteration 669, loss = 0.22883286 Validation score: -27.251405 Iteration 670, loss = 0.22824644 Validation score: -27.220024 Iteration 671, loss = 0.22764782 Validation score: -27.189490 Iteration 672, loss = 0.22705601 Validation score: -27.159407 Iteration 673, loss = 0.22646869 Validation score: -27.129755 Iteration 674, loss = 0.22588413 Validation score: -27.100372 Iteration 675, loss = 0.22530486 Validation score: -27.071249 Iteration 676, loss = 0.22472399 Validation score: -27.042515 Iteration 677, loss = 0.22416437 Validation score: -27.012625 Iteration 678, loss = 0.22358335 Validation score: -26.981431 Iteration 679, loss = 0.22301243 Validation score: -26.950288 Iteration 680, loss = 0.22242876 Validation score: -26.919991 Iteration 681, loss = 0.22185375 Validation score: -26.890362 Iteration 682, loss = 0.22125986 Validation score: -26.861375 Iteration 683, loss = 0.22065406 Validation score: -26.833142 Iteration 684, loss = 0.22005657 Validation score: -26.805616 Iteration 685, loss = 0.21945393 Validation score: -26.778750 Iteration 686, loss = 0.21884865 Validation score: -26.752684 Iteration 687, loss = 0.21824354 Validation score: -26.727353 Iteration 688, loss = 0.21764057 Validation score: -26.702562 Iteration 689, loss = 0.21703200 Validation score: -26.678088 Iteration 690, loss = 0.21642921 Validation score: -26.654057 Iteration 691, loss = 0.21582678 Validation score: -26.630440 Iteration 692, loss = 0.21522164 Validation score: -26.607202 Iteration 693, loss = 0.21462278 Validation score: -26.582489 Iteration 694, loss = 0.21402005 Validation score: -26.556633 Iteration 695, loss = 0.21341207 Validation score: -26.531597 Iteration 696, loss = 0.21281918 Validation score: -26.507003 Iteration 697, loss = 0.21222416 Validation score: -26.482844 Iteration 698, loss = 0.21162047 Validation score: -26.459245 Iteration 699, loss = 0.21102732 Validation score: -26.436176 Iteration 700, loss = 0.21043680 Validation score: -26.413796 Iteration 701, loss = 0.20984218 Validation score: -26.392054 Iteration 702, loss = 0.20923629 Validation score: -26.371579 Iteration 703, loss = 0.20853541 Validation score: -26.352276 Iteration 704, loss = 0.20782572 Validation score: -26.334198 Iteration 705, loss = 0.20709704 Validation score: -26.317248 Iteration 706, loss = 0.20635685 Validation score: -26.299591 Iteration 707, loss = 0.20559887 Validation score: -26.283056 Iteration 708, loss = 0.20483326 Validation score: -26.267562 Iteration 709, loss = 0.20405809 Validation score: -26.253230 Iteration 710, loss = 0.20328713 Validation score: -26.237645 Iteration 711, loss = 0.20250510 Validation score: -26.222940 Iteration 712, loss = 0.20171614 Validation score: -26.209209 Iteration 713, loss = 0.20093107 Validation score: -26.196390 Iteration 714, loss = 0.20014370 Validation score: -26.184619 Iteration 715, loss = 0.19935180 Validation score: -26.173679 Iteration 716, loss = 0.19856448 Validation score: -26.163458 Iteration 717, loss = 0.19777659 Validation score: -26.153907 Iteration 718, loss = 0.19698850 Validation score: -26.144835 Iteration 719, loss = 0.19620870 Validation score: -26.134234 Iteration 720, loss = 0.19542321 Validation score: -26.124370 Iteration 721, loss = 0.19464198 Validation score: -26.115188 Iteration 722, loss = 0.19387401 Validation score: -26.106497 Iteration 723, loss = 0.19309867 Validation score: -26.098465 Iteration 724, loss = 0.19232508 Validation score: -26.090978 Iteration 725, loss = 0.19156258 Validation score: -26.084199 Iteration 726, loss = 0.19080755 Validation score: -26.075658 Iteration 727, loss = 0.19004485 Validation score: -26.067734 Iteration 728, loss = 0.18929590 Validation score: -26.060247 Iteration 729, loss = 0.18854795 Validation score: -26.053170 Iteration 730, loss = 0.18780547 Validation score: -26.023895 Iteration 731, loss = 0.18706896 Validation score: -25.981206 Iteration 732, loss = 0.18633381 Validation score: -25.939255 Iteration 733, loss = 0.18560376 Validation score: -25.898323 Iteration 734, loss = 0.18488184 Validation score: -25.858205 Iteration 735, loss = 0.18416085 Validation score: -25.816141 Iteration 736, loss = 0.18344412 Validation score: -25.774889 Iteration 737, loss = 0.18273775 Validation score: -25.734422 Iteration 738, loss = 0.18203261 Validation score: -25.694707 Iteration 739, loss = 0.18133422 Validation score: -25.655570 Iteration 740, loss = 0.18063623 Validation score: -25.615302 Iteration 741, loss = 0.17995013 Validation score: -25.571475 Iteration 742, loss = 0.17926620 Validation score: -25.528087 Iteration 743, loss = 0.17858359 Validation score: -25.485115 Iteration 744, loss = 0.17790263 Validation score: -25.442532 Iteration 745, loss = 0.17722861 Validation score: -25.400540 Iteration 746, loss = 0.17656724 Validation score: -25.358648 Iteration 747, loss = 0.17589953 Validation score: -25.317109 Iteration 748, loss = 0.17524423 Validation score: -25.275924 Iteration 749, loss = 0.17458993 Validation score: -25.235087 Iteration 750, loss = 0.17393695 Validation score: -25.194586 Iteration 751, loss = 0.17330224 Validation score: -25.154274 Iteration 752, loss = 0.17266306 Validation score: -25.114150 Iteration 753, loss = 0.17201966 Validation score: -25.074216 Iteration 754, loss = 0.17138515 Validation score: -25.034607 Iteration 755, loss = 0.17076051 Validation score: -24.995306 Iteration 756, loss = 0.17013663 Validation score: -24.956295 Iteration 757, loss = 0.16951951 Validation score: -24.917451 Iteration 758, loss = 0.16889511 Validation score: -24.878879 Iteration 759, loss = 0.16828285 Validation score: -24.840443 Iteration 760, loss = 0.16767748 Validation score: -24.802150 Iteration 761, loss = 0.16706866 Validation score: -24.764138 Iteration 762, loss = 0.16647307 Validation score: -24.726900 Iteration 763, loss = 0.16587947 Validation score: -24.689887 Iteration 764, loss = 0.16528563 Validation score: -24.653093 Iteration 765, loss = 0.16469921 Validation score: -24.616511 Iteration 766, loss = 0.16411341 Validation score: -24.580133 Iteration 767, loss = 0.16353909 Validation score: -24.543817 Iteration 768, loss = 0.16295252 Validation score: -24.507571 Iteration 769, loss = 0.16212419 Validation score: -24.471450 Iteration 770, loss = 0.16121496 Validation score: -24.435712 Iteration 771, loss = 0.16016902 Validation score: -24.399628 Iteration 772, loss = 0.15899060 Validation score: -24.363094 Iteration 773, loss = 0.15784605 Validation score: -24.386816 Iteration 774, loss = 0.15660820 Validation score: -24.441909 Iteration 775, loss = 0.15501868 Validation score: -24.569477 Iteration 776, loss = 0.15379017 Validation score: -24.703893 Iteration 777, loss = 0.15288658 Validation score: -24.821086 Iteration 778, loss = 0.15266706 Validation score: -24.887250 Validation score did not improve more than tol=0.000000 for 5 consecutive epochs. Stopping. Iteration 1, loss = 17.95201988 Validation score: -1471.379252 Iteration 2, loss = 17.89907079 Validation score: -1466.816675 Iteration 3, loss = 17.84693892 Validation score: -1462.279847 Iteration 4, loss = 17.79500299 Validation score: -1457.766895 Iteration 5, loss = 17.74301356 Validation score: -1453.171665 Iteration 6, loss = 17.69099841 Validation score: -1448.492424 Iteration 7, loss = 17.63916755 Validation score: -1443.649465 Iteration 8, loss = 17.58859638 Validation score: -1438.826294 Iteration 9, loss = 17.53832484 Validation score: -1434.026079 Iteration 10, loss = 17.48945578 Validation score: -1429.247888 Iteration 11, loss = 17.44103384 Validation score: -1424.496516 Iteration 12, loss = 17.39389692 Validation score: -1419.770383 Iteration 13, loss = 17.34703648 Validation score: -1415.068409 Iteration 14, loss = 17.30043946 Validation score: -1410.389811 Iteration 15, loss = 17.25409529 Validation score: -1405.733990 Iteration 16, loss = 17.20799533 Validation score: -1401.100476 Iteration 17, loss = 17.16213244 Validation score: -1396.488890 Iteration 18, loss = 17.11646706 Validation score: -1391.899597 Iteration 19, loss = 17.07092642 Validation score: -1387.331463 Iteration 20, loss = 17.02549590 Validation score: -1382.783917 Iteration 21, loss = 16.98013713 Validation score: -1378.254061 Iteration 22, loss = 16.93517339 Validation score: -1373.761403 Iteration 23, loss = 16.89062602 Validation score: -1369.303410 Iteration 24, loss = 16.84741058 Validation score: -1364.885609 Iteration 25, loss = 16.80530762 Validation score: -1360.505124 Iteration 26, loss = 16.76371601 Validation score: -1356.159650 Iteration 27, loss = 16.72237380 Validation score: -1351.844962 Iteration 28, loss = 16.68119848 Validation score: -1347.559476 Iteration 29, loss = 16.64026008 Validation score: -1343.301757 Iteration 30, loss = 16.59954944 Validation score: -1339.070504 Iteration 31, loss = 16.55905802 Validation score: -1334.864534 Iteration 32, loss = 16.51874552 Validation score: -1330.677569 Iteration 33, loss = 16.47890942 Validation score: -1326.510266 Iteration 34, loss = 16.43927471 Validation score: -1322.362478 Iteration 35, loss = 16.39983404 Validation score: -1318.233861 Iteration 36, loss = 16.36098008 Validation score: -1314.124770 Iteration 37, loss = 16.32256479 Validation score: -1309.885267 Iteration 38, loss = 16.28481380 Validation score: -1305.610630 Iteration 39, loss = 16.24760050 Validation score: -1301.357945 Iteration 40, loss = 16.21056489 Validation score: -1297.126474 Iteration 41, loss = 16.17369095 Validation score: -1292.915402 Iteration 42, loss = 16.13751113 Validation score: -1288.733316 Iteration 43, loss = 16.10139165 Validation score: -1284.576887 Iteration 44, loss = 16.06530800 Validation score: -1280.445333 Iteration 45, loss = 16.02943936 Validation score: -1276.351638 Iteration 46, loss = 15.99419104 Validation score: -1272.293414 Iteration 47, loss = 15.95904014 Validation score: -1268.265269 Iteration 48, loss = 15.92382544 Validation score: -1264.271313 Iteration 49, loss = 15.88933408 Validation score: -1260.309287 Iteration 50, loss = 15.85495636 Validation score: -1256.376871 Iteration 51, loss = 15.82104937 Validation score: -1252.480499 Iteration 52, loss = 15.78749408 Validation score: -1248.617641 Iteration 53, loss = 15.75404284 Validation score: -1244.785953 Iteration 54, loss = 15.72053289 Validation score: -1240.978849 Iteration 55, loss = 15.68702196 Validation score: -1237.244447 Iteration 56, loss = 15.65356699 Validation score: -1233.627543 Iteration 57, loss = 15.61999189 Validation score: -1230.025453 Iteration 58, loss = 15.58647018 Validation score: -1226.437663 Iteration 59, loss = 15.55300452 Validation score: -1222.863620 Iteration 60, loss = 15.51959720 Validation score: -1219.302750 Iteration 61, loss = 15.48600038 Validation score: -1215.745289 Iteration 62, loss = 15.45313152 Validation score: -1212.205149 Iteration 63, loss = 15.42074649 Validation score: -1208.784754 Iteration 64, loss = 15.38846766 Validation score: -1205.394960 Iteration 65, loss = 15.35628071 Validation score: -1202.018199 Iteration 66, loss = 15.32413532 Validation score: -1198.653944 Iteration 67, loss = 15.29168328 Validation score: -1195.296742 Iteration 68, loss = 15.25885297 Validation score: -1191.944745 Iteration 69, loss = 15.22594954 Validation score: -1188.598206 Iteration 70, loss = 15.19305044 Validation score: -1185.257214 Iteration 71, loss = 15.16016262 Validation score: -1181.921745 Iteration 72, loss = 15.12729104 Validation score: -1178.591697 Iteration 73, loss = 15.09443907 Validation score: -1175.266916 Iteration 74, loss = 15.06283167 Validation score: -1171.998340 Iteration 75, loss = 15.03183598 Validation score: -1168.780272 Iteration 76, loss = 15.00093496 Validation score: -1165.607562 Iteration 77, loss = 14.97003074 Validation score: -1162.474873 Iteration 78, loss = 14.93919647 Validation score: -1159.382441 Iteration 79, loss = 14.90863887 Validation score: -1156.324429 Iteration 80, loss = 14.87810882 Validation score: -1153.301955 Iteration 81, loss = 14.84793395 Validation score: -1150.296763 Iteration 82, loss = 14.81828046 Validation score: -1147.307034 Iteration 83, loss = 14.78866424 Validation score: -1144.331076 Iteration 84, loss = 14.75908540 Validation score: -1141.367316 Iteration 85, loss = 14.72954319 Validation score: -1138.414302 Iteration 86, loss = 14.70003626 Validation score: -1135.470696 Iteration 87, loss = 14.67030163 Validation score: -1132.533604 Iteration 88, loss = 14.64041812 Validation score: -1129.602012 Iteration 89, loss = 14.61065550 Validation score: -1126.678104 Iteration 90, loss = 14.58151581 Validation score: -1123.760772 Iteration 91, loss = 14.55236651 Validation score: -1120.848999 Iteration 92, loss = 14.52319751 Validation score: -1117.881794 Iteration 93, loss = 14.49402023 Validation score: -1114.752641 Iteration 94, loss = 14.46483623 Validation score: -1111.625753 Iteration 95, loss = 14.43564603 Validation score: -1108.500534 Iteration 96, loss = 14.40644964 Validation score: -1105.322633 Iteration 97, loss = 14.37724439 Validation score: -1102.102717 Iteration 98, loss = 14.34801504 Validation score: -1098.883462 Iteration 99, loss = 14.31877506 Validation score: -1095.664430 Iteration 100, loss = 14.28959662 Validation score: -1092.442970 Iteration 101, loss = 14.26041676 Validation score: -1089.219048 Iteration 102, loss = 14.23127300 Validation score: -1085.992438 Iteration 103, loss = 14.20210425 Validation score: -1082.762986 Iteration 104, loss = 14.17291892 Validation score: -1079.530538 Iteration 105, loss = 14.14346287 Validation score: -1076.281982 Iteration 106, loss = 14.11386453 Validation score: -1073.018673 Iteration 107, loss = 14.08420392 Validation score: -1069.741790 Iteration 108, loss = 14.05448545 Validation score: -1066.452359 Iteration 109, loss = 14.02471269 Validation score: -1063.151274 Iteration 110, loss = 13.99506849 Validation score: -1059.851446 Iteration 111, loss = 13.96615193 Validation score: -1056.548579 Iteration 112, loss = 13.93701892 Validation score: -1053.242690 Iteration 113, loss = 13.90785707 Validation score: -1049.933521 Iteration 114, loss = 13.87867884 Validation score: -1046.620829 Iteration 115, loss = 13.84948145 Validation score: -1043.304379 Iteration 116, loss = 13.82026217 Validation score: -1039.983952 Iteration 117, loss = 13.79099752 Validation score: -1036.655638 Iteration 118, loss = 13.76173994 Validation score: -1033.402554 Iteration 119, loss = 13.73248602 Validation score: -1031.030846 Iteration 120, loss = 13.70319917 Validation score: -1028.659696 Iteration 121, loss = 13.67387635 Validation score: -1026.288667 Iteration 122, loss = 13.64451463 Validation score: -1023.917348 Iteration 123, loss = 13.61502504 Validation score: -1021.544311 Iteration 124, loss = 13.58543087 Validation score: -1019.168808 Iteration 125, loss = 13.55575837 Validation score: -1016.790673 Iteration 126, loss = 13.52602422 Validation score: -1014.409740 Iteration 127, loss = 13.49622736 Validation score: -1012.025843 Iteration 128, loss = 13.46636668 Validation score: -1009.638817 Iteration 129, loss = 13.43644866 Validation score: -1007.248609 Iteration 130, loss = 13.40645110 Validation score: -1004.855045 Iteration 131, loss = 13.37639280 Validation score: -1002.457850 Iteration 132, loss = 13.34626651 Validation score: -1000.056869 Iteration 133, loss = 13.31606983 Validation score: -997.651808 Iteration 134, loss = 13.28578528 Validation score: -995.242528 Iteration 135, loss = 13.25542608 Validation score: -992.828894 Iteration 136, loss = 13.22499100 Validation score: -990.410768 Iteration 137, loss = 13.19447880 Validation score: -987.988018 Iteration 138, loss = 13.16388823 Validation score: -985.560508 Iteration 139, loss = 13.13321804 Validation score: -983.128108 Iteration 140, loss = 13.10308711 Validation score: -980.694898 Iteration 141, loss = 13.07330218 Validation score: -978.263433 Iteration 142, loss = 13.04356318 Validation score: -975.832919 Iteration 143, loss = 13.01378438 Validation score: -973.402625 Iteration 144, loss = 12.98465004 Validation score: -970.987929 Iteration 145, loss = 12.95622049 Validation score: -968.586512 Iteration 146, loss = 12.92782124 Validation score: -966.196278 Iteration 147, loss = 12.89943865 Validation score: -963.815324 Iteration 148, loss = 12.87110098 Validation score: -961.446112 Iteration 149, loss = 12.84268514 Validation score: -959.086633 Iteration 150, loss = 12.81434619 Validation score: -956.732570 Iteration 151, loss = 12.78627800 Validation score: -954.382718 Iteration 152, loss = 12.75820296 Validation score: -952.035785 Iteration 153, loss = 12.73010658 Validation score: -949.690600 Iteration 154, loss = 12.70197407 Validation score: -947.345621 Iteration 155, loss = 12.67387067 Validation score: -944.999606 Iteration 156, loss = 12.64586810 Validation score: -942.652095 Iteration 157, loss = 12.61782236 Validation score: -940.218918 Iteration 158, loss = 12.58970552 Validation score: -937.766117 Iteration 159, loss = 12.56151314 Validation score: -935.308327 Iteration 160, loss = 12.53324110 Validation score: -932.844922 Iteration 161, loss = 12.50491328 Validation score: -930.367876 Iteration 162, loss = 12.47643434 Validation score: -927.877502 Iteration 163, loss = 12.44794720 Validation score: -925.374827 Iteration 164, loss = 12.41949088 Validation score: -922.860011 Iteration 165, loss = 12.39094278 Validation score: -920.333524 Iteration 166, loss = 12.36232063 Validation score: -917.796364 Iteration 167, loss = 12.33376286 Validation score: -915.248530 Iteration 168, loss = 12.30509923 Validation score: -913.455671 Iteration 169, loss = 12.27635772 Validation score: -911.713200 Iteration 170, loss = 12.24759997 Validation score: -909.960202 Iteration 171, loss = 12.21884471 Validation score: -908.202397 Iteration 172, loss = 12.19022516 Validation score: -906.514598 Iteration 173, loss = 12.16149931 Validation score: -904.812531 Iteration 174, loss = 12.13275475 Validation score: -903.094623 Iteration 175, loss = 12.10467913 Validation score: -901.365416 Iteration 176, loss = 12.07704493 Validation score: -899.625064 Iteration 177, loss = 12.04938136 Validation score: -897.873840 Iteration 178, loss = 12.02170382 Validation score: -896.112326 Iteration 179, loss = 11.99396240 Validation score: -894.340553 Iteration 180, loss = 11.96614352 Validation score: -892.558540 Iteration 181, loss = 11.93824149 Validation score: -890.766300 Iteration 182, loss = 11.91025109 Validation score: -888.963832 Iteration 183, loss = 11.88216749 Validation score: -887.151131 Iteration 184, loss = 11.85503788 Validation score: -885.333477 Iteration 185, loss = 11.82833270 Validation score: -883.510346 Iteration 186, loss = 11.80160963 Validation score: -881.681255 Iteration 187, loss = 11.77485627 Validation score: -879.845762 Iteration 188, loss = 11.74806136 Validation score: -878.003459 Iteration 189, loss = 11.72124210 Validation score: -876.153477 Iteration 190, loss = 11.69436982 Validation score: -874.295518 Iteration 191, loss = 11.66771575 Validation score: -872.435898 Iteration 192, loss = 11.64195444 Validation score: -870.573832 Iteration 193, loss = 11.61615489 Validation score: -868.708389 Iteration 194, loss = 11.59031277 Validation score: -866.838897 Iteration 195, loss = 11.56470071 Validation score: -864.970001 Iteration 196, loss = 11.53987331 Validation score: -863.100680 Iteration 197, loss = 11.51501254 Validation score: -861.230432 Iteration 198, loss = 11.49013504 Validation score: -859.358363 Iteration 199, loss = 11.46520266 Validation score: -857.483656 Iteration 200, loss = 11.44096230 Validation score: -855.611888 Iteration 201, loss = 11.41668025 Validation score: -853.741829 Iteration 202, loss = 11.39230722 Validation score: -851.872358 Iteration 203, loss = 11.36788483 Validation score: -850.001941 Iteration 204, loss = 11.34340276 Validation score: -848.128011 Iteration 205, loss = 11.31885263 Validation score: -846.249921 Iteration 206, loss = 11.29420407 Validation score: -844.367078 Iteration 207, loss = 11.26945242 Validation score: -842.478937 Iteration 208, loss = 11.24503900 Validation score: -840.592442 Iteration 209, loss = 11.22076793 Validation score: -838.706496 Iteration 210, loss = 11.19639287 Validation score: -836.820096 Iteration 211, loss = 11.17191019 Validation score: -834.932328 Iteration 212, loss = 11.14731654 Validation score: -833.042357 Iteration 213, loss = 11.12261840 Validation score: -831.147691 Iteration 214, loss = 11.09780625 Validation score: -829.247798 Iteration 215, loss = 11.07286651 Validation score: -827.342189 Iteration 216, loss = 11.04782402 Validation score: -825.432144 Iteration 217, loss = 11.02265467 Validation score: -823.530853 Iteration 218, loss = 10.99735620 Validation score: -821.637757 Iteration 219, loss = 10.97192685 Validation score: -819.738160 Iteration 220, loss = 10.94636497 Validation score: -817.831608 Iteration 221, loss = 10.92066980 Validation score: -815.917558 Iteration 222, loss = 10.89486203 Validation score: -813.994133 Iteration 223, loss = 10.86890976 Validation score: -812.061131 Iteration 224, loss = 10.84280584 Validation score: -810.119874 Iteration 225, loss = 10.81657870 Validation score: -808.170044 Iteration 226, loss = 10.79021032 Validation score: -806.211345 Iteration 227, loss = 10.76369966 Validation score: -804.243506 Iteration 228, loss = 10.73704569 Validation score: -802.266273 Iteration 229, loss = 10.71024769 Validation score: -800.279533 Iteration 230, loss = 10.68332052 Validation score: -798.281416 Iteration 231, loss = 10.65623577 Validation score: -796.271988 Iteration 232, loss = 10.62900155 Validation score: -794.252690 Iteration 233, loss = 10.60164660 Validation score: -792.224013 Iteration 234, loss = 10.57417130 Validation score: -790.185669 Iteration 235, loss = 10.54658296 Validation score: -788.139076 Iteration 236, loss = 10.51889109 Validation score: -786.082101 Iteration 237, loss = 10.49106106 Validation score: -784.014551 Iteration 238, loss = 10.46307922 Validation score: -781.936243 Iteration 239, loss = 10.43495022 Validation score: -779.848517 Iteration 240, loss = 10.40666495 Validation score: -777.751097 Iteration 241, loss = 10.37821144 Validation score: -775.643691 Iteration 242, loss = 10.34961392 Validation score: -773.524521 Iteration 243, loss = 10.32085774 Validation score: -771.393486 Iteration 244, loss = 10.29193970 Validation score: -769.250493 Iteration 245, loss = 10.26290384 Validation score: -767.098330 Iteration 246, loss = 10.23372485 Validation score: -764.936629 Iteration 247, loss = 10.20438069 Validation score: -762.763552 Iteration 248, loss = 10.17488580 Validation score: -760.578937 Iteration 249, loss = 10.14523144 Validation score: -758.384123 Iteration 250, loss = 10.11541942 Validation score: -756.177327 Iteration 251, loss = 10.08544678 Validation score: -753.958431 Iteration 252, loss = 10.05531405 Validation score: -751.728803 Iteration 253, loss = 10.02502119 Validation score: -749.486705 Iteration 254, loss = 9.99456716 Validation score: -747.232050 Iteration 255, loss = 9.96394537 Validation score: -744.966135 Iteration 256, loss = 9.93314579 Validation score: -742.688732 Iteration 257, loss = 9.90218907 Validation score: -740.398167 Iteration 258, loss = 9.87106699 Validation score: -738.094398 Iteration 259, loss = 9.83977626 Validation score: -735.777382 Iteration 260, loss = 9.80831706 Validation score: -733.447076 Iteration 261, loss = 9.77668951 Validation score: -731.103438 Iteration 262, loss = 9.74490994 Validation score: -728.747868 Iteration 263, loss = 9.71296683 Validation score: -726.380412 Iteration 264, loss = 9.68083058 Validation score: -724.000633 Iteration 265, loss = 9.64854581 Validation score: -721.606935 Iteration 266, loss = 9.61609835 Validation score: -719.199321 Iteration 267, loss = 9.58348063 Validation score: -716.777790 Iteration 268, loss = 9.55069295 Validation score: -714.342337 Iteration 269, loss = 9.51773555 Validation score: -711.892955 Iteration 270, loss = 9.48460436 Validation score: -709.429400 Iteration 271, loss = 9.45128925 Validation score: -706.953086 Iteration 272, loss = 9.41780396 Validation score: -704.463873 Iteration 273, loss = 9.38413886 Validation score: -701.960239 Iteration 274, loss = 9.35030761 Validation score: -699.442217 Iteration 275, loss = 9.31680205 Validation score: -696.947312 Iteration 276, loss = 9.28327362 Validation score: -694.634544 Iteration 277, loss = 9.24959849 Validation score: -692.308513 Iteration 278, loss = 9.21577818 Validation score: -689.969227 Iteration 279, loss = 9.18180802 Validation score: -687.616690 Iteration 280, loss = 9.14765208 Validation score: -685.252500 Iteration 281, loss = 9.11328408 Validation score: -682.876484 Iteration 282, loss = 9.07877036 Validation score: -680.487167 Iteration 283, loss = 9.04407252 Validation score: -678.084567 Iteration 284, loss = 9.00921654 Validation score: -675.668683 Iteration 285, loss = 8.97419341 Validation score: -673.239513 Iteration 286, loss = 8.93900378 Validation score: -670.797058 Iteration 287, loss = 8.90364831 Validation score: -668.341320 Iteration 288, loss = 8.86812767 Validation score: -665.872301 Iteration 289, loss = 8.83244250 Validation score: -663.390008 Iteration 290, loss = 8.79660585 Validation score: -660.895697 Iteration 291, loss = 8.76059927 Validation score: -658.389243 Iteration 292, loss = 8.72442060 Validation score: -655.869291 Iteration 293, loss = 8.68809208 Validation score: -653.335879 Iteration 294, loss = 8.65161526 Validation score: -650.789028 Iteration 295, loss = 8.61495365 Validation score: -648.230537 Iteration 296, loss = 8.57816249 Validation score: -645.660316 Iteration 297, loss = 8.54119704 Validation score: -643.078148 Iteration 298, loss = 8.50403049 Validation score: -640.483933 Iteration 299, loss = 8.46669844 Validation score: -637.877583 Iteration 300, loss = 8.42920248 Validation score: -635.259024 Iteration 301, loss = 8.39154412 Validation score: -632.628196 Iteration 302, loss = 8.35371695 Validation score: -629.984993 Iteration 303, loss = 8.31566589 Validation score: -627.329388 Iteration 304, loss = 8.27744753 Validation score: -624.661348 Iteration 305, loss = 8.23906715 Validation score: -621.980876 Iteration 306, loss = 8.20053418 Validation score: -619.286239 Iteration 307, loss = 8.16180885 Validation score: -616.577600 Iteration 308, loss = 8.12286661 Validation score: -613.855137 Iteration 309, loss = 8.08375380 Validation score: -611.119018 Iteration 310, loss = 8.04447333 Validation score: -608.369404 Iteration 311, loss = 8.00502801 Validation score: -605.606448 Iteration 312, loss = 7.96542053 Validation score: -602.830298 Iteration 313, loss = 7.92565350 Validation score: -600.041098 Iteration 314, loss = 7.88574836 Validation score: -597.240260 Iteration 315, loss = 7.84568927 Validation score: -594.427790 Iteration 316, loss = 7.80547090 Validation score: -591.603720 Iteration 317, loss = 7.76510460 Validation score: -588.768506 Iteration 318, loss = 7.72459947 Validation score: -585.922143 Iteration 319, loss = 7.68394825 Validation score: -583.064635 Iteration 320, loss = 7.64315351 Validation score: -580.196002 Iteration 321, loss = 7.60215729 Validation score: -577.318592 Iteration 322, loss = 7.56097653 Validation score: -574.431822 Iteration 323, loss = 7.51964797 Validation score: -571.535604 Iteration 324, loss = 7.47817509 Validation score: -568.630272 Iteration 325, loss = 7.43655851 Validation score: -565.715739 Iteration 326, loss = 7.39480172 Validation score: -562.791934 Iteration 327, loss = 7.35290899 Validation score: -559.858415 Iteration 328, loss = 7.31088279 Validation score: -556.915203 Iteration 329, loss = 7.26872910 Validation score: -553.962730 Iteration 330, loss = 7.22644803 Validation score: -551.001000 Iteration 331, loss = 7.18404150 Validation score: -548.030036 Iteration 332, loss = 7.14138291 Validation score: -545.047930 Iteration 333, loss = 7.09859040 Validation score: -542.055336 Iteration 334, loss = 7.05564155 Validation score: -539.052473 Iteration 335, loss = 7.01257810 Validation score: -536.039560 Iteration 336, loss = 6.96939053 Validation score: -533.016813 Iteration 337, loss = 6.92608846 Validation score: -529.986089 Iteration 338, loss = 6.88267393 Validation score: -526.947433 Iteration 339, loss = 6.83915741 Validation score: -523.900551 Iteration 340, loss = 6.79554250 Validation score: -520.845570 Iteration 341, loss = 6.75180819 Validation score: -517.782623 Iteration 342, loss = 6.70799262 Validation score: -514.712208 Iteration 343, loss = 6.66408633 Validation score: -511.634437 Iteration 344, loss = 6.62009013 Validation score: -508.549439 Iteration 345, loss = 6.57600839 Validation score: -505.457354 Iteration 346, loss = 6.53186707 Validation score: -502.357941 Iteration 347, loss = 6.48766919 Validation score: -499.251409 Iteration 348, loss = 6.44340397 Validation score: -496.137976 Iteration 349, loss = 6.39907449 Validation score: -493.017859 Iteration 350, loss = 6.35468532 Validation score: -489.891285 Iteration 351, loss = 6.31023877 Validation score: -486.758489 Iteration 352, loss = 6.26573893 Validation score: -483.619710 Iteration 353, loss = 6.22118990 Validation score: -480.475196 Iteration 354, loss = 6.17659583 Validation score: -477.325199 Iteration 355, loss = 6.13196085 Validation score: -474.169977 Iteration 356, loss = 6.08729533 Validation score: -471.009802 Iteration 357, loss = 6.04258933 Validation score: -467.844937 Iteration 358, loss = 5.99786077 Validation score: -464.675655 Iteration 359, loss = 5.95310774 Validation score: -461.502238 Iteration 360, loss = 5.90833457 Validation score: -458.288692 Iteration 361, loss = 5.86351558 Validation score: -455.047392 Iteration 362, loss = 5.81864854 Validation score: -451.803034 Iteration 363, loss = 5.77377188 Validation score: -448.555849 Iteration 364, loss = 5.72888610 Validation score: -445.306063 Iteration 365, loss = 5.68400095 Validation score: -442.053925 Iteration 366, loss = 5.63911863 Validation score: -438.799696 Iteration 367, loss = 5.59424440 Validation score: -435.543650 Iteration 368, loss = 5.54938347 Validation score: -432.286070 Iteration 369, loss = 5.50454104 Validation score: -429.027250 Iteration 370, loss = 5.45972225 Validation score: -425.767496 Iteration 371, loss = 5.41493804 Validation score: -422.507131 Iteration 372, loss = 5.37018057 Validation score: -419.246466 Iteration 373, loss = 5.32546743 Validation score: -415.985829 Iteration 374, loss = 5.28079795 Validation score: -412.725558 Iteration 375, loss = 5.23617725 Validation score: -409.465998 Iteration 376, loss = 5.19161042 Validation score: -406.207501 Iteration 377, loss = 5.14710254 Validation score: -402.950423 Iteration 378, loss = 5.10266421 Validation score: -399.695142 Iteration 379, loss = 5.05828830 Validation score: -396.442013 Iteration 380, loss = 5.01399161 Validation score: -393.191410 Iteration 381, loss = 4.96977371 Validation score: -389.943715 Iteration 382, loss = 4.92562128 Validation score: -386.699206 Iteration 383, loss = 4.88154668 Validation score: -383.458276 Iteration 384, loss = 4.83756012 Validation score: -380.221316 Iteration 385, loss = 4.79366695 Validation score: -376.988725 Iteration 386, loss = 4.74987839 Validation score: -373.760706 Iteration 387, loss = 4.70615257 Validation score: -370.537659 Iteration 388, loss = 4.66254443 Validation score: -367.320003 Iteration 389, loss = 4.61904778 Validation score: -364.108158 Iteration 390, loss = 4.57566807 Validation score: -360.902545 Iteration 391, loss = 4.53241070 Validation score: 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score: -307.790285 Iteration 408, loss = 3.82142197 Validation score: -304.768018 Iteration 409, loss = 3.78132646 Validation score: -301.758007 Iteration 410, loss = 3.74143576 Validation score: -298.760881 Iteration 411, loss = 3.70175547 Validation score: -295.777248 Iteration 412, loss = 3.66229098 Validation score: -292.807691 Iteration 413, loss = 3.62304750 Validation score: -289.852777 Iteration 414, loss = 3.58403007 Validation score: -286.913052 Iteration 415, loss = 3.54525078 Validation score: -283.989065 Iteration 416, loss = 3.50669660 Validation score: -281.081305 Iteration 417, loss = 3.46838940 Validation score: -278.169396 Iteration 418, loss = 3.43032641 Validation score: -275.241726 Iteration 419, loss = 3.39251189 Validation score: -272.330543 Iteration 420, loss = 3.35494999 Validation score: -269.436324 Iteration 421, loss = 3.31764468 Validation score: -266.559528 Iteration 422, loss = 3.28060298 Validation score: -263.700621 Iteration 423, loss = 3.24382286 Validation score: -260.860008 Iteration 424, loss = 3.20731318 Validation score: -258.038104 Iteration 425, loss = 3.17107423 Validation score: -255.235310 Iteration 426, loss = 3.13510931 Validation score: -252.452012 Iteration 427, loss = 3.09942160 Validation score: -249.688584 Iteration 428, loss = 3.06401412 Validation score: -246.945386 Iteration 429, loss = 3.02888974 Validation score: -244.222765 Iteration 430, loss = 2.99405313 Validation score: -241.521078 Iteration 431, loss = 2.95948222 Validation score: -238.837924 Iteration 432, loss = 2.92510129 Validation score: -236.173887 Iteration 433, loss = 2.89095854 Validation score: -233.529519 Iteration 434, loss = 2.85706523 Validation score: -230.905339 Iteration 435, loss = 2.82345213 Validation score: -228.301954 Iteration 436, loss = 2.79008672 Validation score: -225.719813 Iteration 437, loss = 2.75699442 Validation score: -223.159216 Iteration 438, loss = 2.72420009 Validation score: -220.620567 Iteration 439, loss = 2.69169490 Validation score: -218.104092 Iteration 440, loss = 2.65946751 Validation score: -215.610145 Iteration 441, loss = 2.62753956 Validation score: -213.139054 Iteration 442, loss = 2.59591609 Validation score: -210.691126 Iteration 443, loss = 2.56460156 Validation score: -208.266646 Iteration 444, loss = 2.53359994 Validation score: -205.865879 Iteration 445, loss = 2.50291470 Validation score: -203.489069 Iteration 446, loss = 2.47256010 Validation score: -201.136562 Iteration 447, loss = 2.44251670 Validation score: -198.808551 Iteration 448, loss = 2.41280077 Validation score: -196.505091 Iteration 449, loss = 2.38341642 Validation score: -194.226348 Iteration 450, loss = 2.35435900 Validation score: -191.972476 Iteration 451, loss = 2.32562987 Validation score: -189.743607 Iteration 452, loss = 2.29723010 Validation score: -187.539856 Iteration 453, loss = 2.26916048 Validation score: -185.361324 Iteration 454, loss = 2.24142152 Validation score: -183.208093 Iteration 455, loss = 2.21401348 Validation score: -181.080228 Iteration 456, loss = 2.18693641 Validation score: -178.977779 Iteration 457, loss = 2.16019459 Validation score: -176.900905 Iteration 458, loss = 2.13377887 Validation score: -174.838863 Iteration 459, loss = 2.10769720 Validation score: -172.767438 Iteration 460, loss = 2.08194804 Validation score: -170.722317 Iteration 461, loss = 2.05652620 Validation score: -168.703514 Iteration 462, loss = 2.03143027 Validation score: -166.711029 Iteration 463, loss = 2.00665899 Validation score: -164.744848 Iteration 464, loss = 1.98219631 Validation score: -162.805322 Iteration 465, loss = 1.95804080 Validation score: -160.892356 Iteration 466, loss = 1.93420007 Validation score: -159.005848 Iteration 467, loss = 1.91067394 Validation score: -157.145715 Iteration 468, loss = 1.88746449 Validation score: -155.311959 Iteration 469, loss = 1.86456234 Validation score: -153.504321 Iteration 470, loss = 1.84197174 Validation score: -151.722666 Iteration 471, loss = 1.81968735 Validation score: -149.966968 Iteration 472, loss = 1.79770983 Validation score: -148.236941 Iteration 473, loss = 1.77603349 Validation score: -146.532424 Iteration 474, loss = 1.75465545 Validation score: -144.853244 Iteration 475, loss = 1.73357319 Validation score: -143.199220 Iteration 476, loss = 1.71278405 Validation score: -141.570161 Iteration 477, loss = 1.69228531 Validation score: -139.965868 Iteration 478, loss = 1.67207413 Validation score: -138.386136 Iteration 479, loss = 1.65214803 Validation score: -136.830862 Iteration 480, loss = 1.63250661 Validation score: -135.299697 Iteration 481, loss = 1.61314378 Validation score: -133.792410 Iteration 482, loss = 1.59405603 Validation score: -132.308765 Iteration 483, loss = 1.57524018 Validation score: -130.848516 Iteration 484, loss = 1.55669881 Validation score: -129.411524 Iteration 485, loss = 1.53841499 Validation score: -127.997407 Iteration 486, loss = 1.52039867 Validation score: 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score: -107.178428 Iteration 503, loss = 1.24935127 Validation score: -106.124235 Iteration 504, loss = 1.23511983 Validation score: -105.086766 Iteration 505, loss = 1.22106765 Validation score: -104.065709 Iteration 506, loss = 1.20719347 Validation score: -103.060754 Iteration 507, loss = 1.19349588 Validation score: -102.071596 Iteration 508, loss = 1.17997815 Validation score: -101.098026 Iteration 509, loss = 1.16662686 Validation score: -100.139639 Iteration 510, loss = 1.15345167 Validation score: -99.196138 Iteration 511, loss = 1.14044589 Validation score: -98.267229 Iteration 512, loss = 1.12760761 Validation score: -97.352623 Iteration 513, loss = 1.11493482 Validation score: -96.452030 Iteration 514, loss = 1.10242927 Validation score: -95.565259 Iteration 515, loss = 1.09008008 Validation score: -94.691928 Iteration 516, loss = 1.07789363 Validation score: -93.831758 Iteration 517, loss = 1.06586399 Validation score: -92.984477 Iteration 518, loss = 1.05398904 Validation score: -92.149813 Iteration 519, loss = 1.04226659 Validation score: -91.327500 Iteration 520, loss = 1.03069654 Validation score: -90.517362 Iteration 521, loss = 1.01927288 Validation score: -89.719043 Iteration 522, loss = 1.00799701 Validation score: -88.932287 Iteration 523, loss = 0.99686471 Validation score: -88.156844 Iteration 524, loss = 0.98587385 Validation score: -87.392466 Iteration 525, loss = 0.97502232 Validation score: -86.638909 Iteration 526, loss = 0.96430799 Validation score: -85.895934 Iteration 527, loss = 0.95373528 Validation score: -85.163386 Iteration 528, loss = 0.94328641 Validation score: -84.441026 Iteration 529, loss = 0.93297357 Validation score: -83.728538 Iteration 530, loss = 0.92279094 Validation score: -83.025701 Iteration 531, loss = 0.91273489 Validation score: -82.332296 Iteration 532, loss = 0.90280351 Validation score: -81.648111 Iteration 533, loss = 0.89298382 Validation score: -80.972902 Iteration 534, loss = 0.88327376 Validation score: 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-70.694997 Iteration 551, loss = 0.73492258 Validation score: -70.151651 Iteration 552, loss = 0.72709548 Validation score: -69.614177 Iteration 553, loss = 0.71934969 Validation score: -69.082973 Iteration 554, loss = 0.71164049 Validation score: -68.557845 Iteration 555, loss = 0.70401352 Validation score: -68.038548 Iteration 556, loss = 0.69647233 Validation score: -67.524916 Iteration 557, loss = 0.68901323 Validation score: -67.016790 Iteration 558, loss = 0.68163578 Validation score: -66.514022 Iteration 559, loss = 0.67433947 Validation score: -66.016469 Iteration 560, loss = 0.66712379 Validation score: -65.523994 Iteration 561, loss = 0.65998816 Validation score: -65.036471 Iteration 562, loss = 0.65293200 Validation score: -64.553777 Iteration 563, loss = 0.64595469 Validation score: -64.075796 Iteration 564, loss = 0.63905560 Validation score: -63.602416 Iteration 565, loss = 0.63223740 Validation score: -63.133584 Iteration 566, loss = 0.62549297 Validation score: -62.669193 Iteration 567, loss = 0.61882416 Validation score: -62.209090 Iteration 568, loss = 0.61223309 Validation score: -61.753185 Iteration 569, loss = 0.60565718 Validation score: -61.299465 Iteration 570, loss = 0.59913868 Validation score: -60.848091 Iteration 571, loss = 0.59268562 Validation score: -60.399203 Iteration 572, loss = 0.58629846 Validation score: -59.952920 Iteration 573, loss = 0.57997755 Validation score: -59.509343 Iteration 574, loss = 0.57372311 Validation score: -59.068558 Iteration 575, loss = 0.56753528 Validation score: -58.630637 Iteration 576, loss = 0.56141272 Validation score: -58.195638 Iteration 577, loss = 0.55535905 Validation score: -57.763653 Iteration 578, loss = 0.54936946 Validation score: -57.334714 Iteration 579, loss = 0.54344666 Validation score: -56.908809 Iteration 580, loss = 0.53758977 Validation score: -56.485960 Iteration 581, loss = 0.53179840 Validation score: -56.066183 Iteration 582, loss = 0.52609182 Validation score: -55.646205 Iteration 583, loss = 0.52062310 Validation score: -55.226312 Iteration 584, loss = 0.51520707 Validation score: -54.806770 Iteration 585, loss = 0.50984608 Validation score: -54.387818 Iteration 586, loss = 0.50453905 Validation score: -53.969675 Iteration 587, loss = 0.49928585 Validation score: -53.552541 Iteration 588, loss = 0.49410092 Validation score: -53.136869 Iteration 589, loss = 0.48897943 Validation score: -52.722388 Iteration 590, loss = 0.48390945 Validation score: -52.309245 Iteration 591, loss = 0.47889380 Validation score: -51.897607 Iteration 592, loss = 0.47393237 Validation score: -51.487622 Iteration 593, loss = 0.46902506 Validation score: -51.079424 Iteration 594, loss = 0.46417171 Validation score: -50.673131 Iteration 595, loss = 0.45937213 Validation score: -50.268848 Iteration 596, loss = 0.45462610 Validation score: -49.866667 Iteration 597, loss = 0.44993550 Validation score: -49.466703 Iteration 598, loss = 0.44529656 Validation score: 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-27.745650 Iteration 663, loss = 0.23980241 Validation score: -27.485283 Iteration 664, loss = 0.23780051 Validation score: -27.226551 Iteration 665, loss = 0.23582884 Validation score: -26.969531 Iteration 666, loss = 0.23387006 Validation score: -26.714319 Iteration 667, loss = 0.23191007 Validation score: -26.460972 Iteration 668, loss = 0.22996409 Validation score: -26.209537 Iteration 669, loss = 0.22805306 Validation score: -25.961476 Iteration 670, loss = 0.22615392 Validation score: -25.716645 Iteration 671, loss = 0.22426504 Validation score: -25.474914 Iteration 672, loss = 0.22238808 Validation score: -25.234770 Iteration 673, loss = 0.22054584 Validation score: -24.996272 Iteration 674, loss = 0.21871933 Validation score: -24.759475 Iteration 675, loss = 0.21690922 Validation score: -24.525778 Iteration 676, loss = 0.21512370 Validation score: -24.293705 Iteration 677, loss = 0.21334457 Validation score: -24.063291 Iteration 678, loss = 0.21158649 Validation score: -23.835887 Iteration 679, loss = 0.20983577 Validation score: -23.611356 Iteration 680, loss = 0.20809700 Validation score: -23.388273 Iteration 681, loss = 0.20637961 Validation score: -23.166683 Iteration 682, loss = 0.20469028 Validation score: -22.946622 Iteration 683, loss = 0.20304515 Validation score: -22.729373 Iteration 684, loss = 0.20141449 Validation score: -22.514799 Iteration 685, loss = 0.19980093 Validation score: -22.301544 Iteration 686, loss = 0.19820861 Validation score: -22.089652 Iteration 687, loss = 0.19663021 Validation score: -21.879160 Iteration 688, loss = 0.19507416 Validation score: -21.671293 Iteration 689, loss = 0.19353152 Validation score: -21.465923 Iteration 690, loss = 0.19201049 Validation score: -21.261766 Iteration 691, loss = 0.19052048 Validation score: -21.058863 Iteration 692, loss = 0.18904039 Validation score: -20.857260 Iteration 693, loss = 0.18756570 Validation score: -20.658106 Iteration 694, loss = 0.18610064 Validation score: -20.461268 Iteration 695, loss = 0.18462499 Validation score: -20.267050 Iteration 696, loss = 0.18319201 Validation score: -20.074185 Iteration 697, loss = 0.18176969 Validation score: -19.882664 Iteration 698, loss = 0.18035844 Validation score: -19.692477 Iteration 699, loss = 0.17895914 Validation score: -19.503614 Iteration 700, loss = 0.17757256 Validation score: -19.316063 Iteration 701, loss = 0.17620848 Validation score: -19.130845 Iteration 702, loss = 0.17486570 Validation score: -18.947808 Iteration 703, loss = 0.17353282 Validation score: -18.766817 Iteration 704, loss = 0.17221182 Validation score: -18.586745 Iteration 705, loss = 0.17091697 Validation score: -18.407613 Iteration 706, loss = 0.16963523 Validation score: -18.229437 Iteration 707, loss = 0.16839049 Validation score: -18.053244 Iteration 708, loss = 0.16718118 Validation score: -17.878917 Iteration 709, loss = 0.16597910 Validation score: -17.706356 Iteration 710, loss = 0.16480510 Validation score: -17.534537 Iteration 711, loss = 0.16364049 Validation score: -17.363511 Iteration 712, loss = 0.16248562 Validation score: -17.193328 Iteration 713, loss = 0.16134107 Validation score: -17.024038 Iteration 714, loss = 0.16020733 Validation score: -16.855688 Iteration 715, loss = 0.15910086 Validation score: -16.689204 Iteration 716, loss = 0.15800807 Validation score: -16.524509 Iteration 717, loss = 0.15692348 Validation score: -16.361541 Iteration 718, loss = 0.15584785 Validation score: -16.200245 Iteration 719, loss = 0.15478936 Validation score: -16.039733 Iteration 720, loss = 0.15375237 Validation score: -15.880073 Iteration 721, loss = 0.15272628 Validation score: -15.721285 Iteration 722, loss = 0.15172393 Validation score: -15.563421 Iteration 723, loss = 0.15073149 Validation score: -15.407326 Iteration 724, loss = 0.14975096 Validation score: -15.252924 Iteration 725, loss = 0.14877265 Validation score: -15.100146 Iteration 726, loss = 0.14781682 Validation score: -14.948199 Iteration 727, loss = 0.14687888 Validation score: -14.797127 Iteration 728, loss = 0.14594747 Validation score: -14.646972 Iteration 729, loss = 0.14506413 Validation score: -14.497896 Iteration 730, loss = 0.14421253 Validation score: -14.350656 Iteration 731, loss = 0.14334832 Validation score: -14.205185 Iteration 732, loss = 0.14248414 Validation score: -14.061396 Iteration 733, loss = 0.14163303 Validation score: -13.919257 Iteration 734, loss = 0.14079399 Validation score: -13.778047 Iteration 735, loss = 0.13996581 Validation score: -13.637839 Iteration 736, loss = 0.13914022 Validation score: -13.498697 Iteration 737, loss = 0.13832644 Validation score: -13.360559 Iteration 738, loss = 0.13752795 Validation score: -13.224124 Iteration 739, loss = 0.13673261 Validation score: -13.089335 Iteration 740, loss = 0.13592855 Validation score: -12.956136 Iteration 741, loss = 0.13515431 Validation score: -12.823963 Iteration 742, loss = 0.13441745 Validation score: -12.693926 Iteration 743, loss = 0.13372497 Validation score: -12.565955 Iteration 744, loss = 0.13303350 Validation score: -12.440584 Iteration 745, loss = 0.13235042 Validation score: -12.317685 Iteration 746, loss = 0.13167374 Validation score: -12.196583 Iteration 747, loss = 0.13101773 Validation score: -12.077164 Iteration 748, loss = 0.13038010 Validation score: -11.959968 Iteration 749, loss = 0.12974963 Validation score: -11.844368 Iteration 750, loss = 0.12912684 Validation score: -11.730880 Iteration 751, loss = 0.12850474 Validation score: -11.619409 Iteration 752, loss = 0.12789558 Validation score: -11.509367 Iteration 753, loss = 0.12728699 Validation score: -11.400748 Iteration 754, loss = 0.12670574 Validation score: -11.293641 Iteration 755, loss = 0.12612505 Validation score: -11.188027 Iteration 756, loss = 0.12555951 Validation score: -11.084343 Iteration 757, loss = 0.12499584 Validation score: -10.982498 Iteration 758, loss = 0.12443222 Validation score: -10.882419 Iteration 759, loss = 0.12386967 Validation score: -10.784042 Iteration 760, loss = 0.12332484 Validation score: -10.686902 Iteration 761, loss = 0.12278640 Validation score: -10.591022 Iteration 762, loss = 0.12225097 Validation score: -10.496422 Iteration 763, loss = 0.12172612 Validation score: -10.403020 Iteration 764, loss = 0.12120520 Validation score: -10.310828 Iteration 765, loss = 0.12068344 Validation score: -10.220189 Iteration 766, loss = 0.12017615 Validation score: -10.131113 Iteration 767, loss = 0.11967339 Validation score: -10.043518 Iteration 768, loss = 0.11917253 Validation score: -9.957020 Iteration 769, loss = 0.11868143 Validation score: -9.871617 Iteration 770, loss = 0.11819160 Validation score: -9.787307 Iteration 771, loss = 0.11771243 Validation score: -9.704356 Iteration 772, loss = 0.11723346 Validation score: -9.622694 Iteration 773, loss = 0.11675387 Validation score: -9.542263 Iteration 774, loss = 0.11628805 Validation score: -9.462772 Iteration 775, loss = 0.11582443 Validation score: -9.384227 Iteration 776, loss = 0.11536156 Validation score: -9.306633 Iteration 777, loss = 0.11489968 Validation score: -9.229990 Iteration 778, loss = 0.11443900 Validation score: -9.154297 Iteration 779, loss = 0.11399450 Validation score: -9.079715 Iteration 780, loss = 0.11355044 Validation score: -9.006183 Iteration 781, loss = 0.11310455 Validation score: -8.933644 Iteration 782, loss = 0.11265725 Validation score: -8.862049 Iteration 783, loss = 0.11221698 Validation score: -8.791217 Iteration 784, loss = 0.11178721 Validation score: -8.721150 Iteration 785, loss = 0.11135770 Validation score: -8.651845 Iteration 786, loss = 0.11092416 Validation score: -8.582578 Iteration 787, loss = 0.11047318 Validation score: -8.513430 Iteration 788, loss = 0.11002050 Validation score: -8.444527 Iteration 789, loss = 0.10956745 Validation score: -8.375890 Iteration 790, loss = 0.10911123 Validation score: -8.307499 Iteration 791, loss = 0.10865558 Validation score: -8.239408 Iteration 792, loss = 0.10819756 Validation score: -8.171661 Iteration 793, loss = 0.10773827 Validation score: -8.104291 Iteration 794, loss = 0.10728158 Validation score: -8.037310 Iteration 795, loss = 0.10682421 Validation score: -7.970751 Iteration 796, loss = 0.10637011 Validation score: -7.904593 Iteration 797, loss = 0.10591263 Validation score: -7.838882 Iteration 798, loss = 0.10545921 Validation score: -7.773569 Iteration 799, loss = 0.10500962 Validation score: -7.708725 Iteration 800, loss = 0.10456050 Validation score: -7.644365 Iteration 801, loss = 0.10411184 Validation score: -7.580504 Iteration 802, loss = 0.10366397 Validation score: -7.517154 Iteration 803, loss = 0.10322209 Validation score: -7.454191 Iteration 804, loss = 0.10278019 Validation score: -7.391599 Iteration 805, loss = 0.10234030 Validation score: -7.329521 Iteration 806, loss = 0.10190544 Validation score: -7.267966 Iteration 807, loss = 0.10147174 Validation score: -7.206942 Iteration 808, loss = 0.10103946 Validation score: -7.146454 Iteration 809, loss = 0.10061081 Validation score: -7.086302 Iteration 810, loss = 0.10018415 Validation score: -7.026476 Iteration 811, loss = 0.09976484 Validation score: -6.967193 Iteration 812, loss = 0.09934690 Validation score: -6.908459 Iteration 813, loss = 0.09893041 Validation score: -6.850276 Iteration 814, loss = 0.09851193 Validation score: -6.792521 Iteration 815, loss = 0.09809418 Validation score: -6.735211 Iteration 816, loss = 0.09769968 Validation score: -6.678375 Iteration 817, loss = 0.09731029 Validation score: -6.622004 Iteration 818, loss = 0.09690432 Validation score: -6.566417 Iteration 819, loss = 0.09649133 Validation score: -6.511649 Iteration 820, loss = 0.09609502 Validation score: -6.457449 Iteration 821, loss = 0.09571327 Validation score: -6.403537 Iteration 822, loss = 0.09533056 Validation score: -6.350306 Iteration 823, loss = 0.09495170 Validation score: -6.297427 Iteration 824, loss = 0.09457497 Validation score: -6.245290 Iteration 825, loss = 0.09419822 Validation score: -6.193903 Iteration 826, loss = 0.09382051 Validation score: -6.143260 Iteration 827, loss = 0.09344260 Validation score: -6.093351 Iteration 828, loss = 0.09306981 Validation score: -6.043745 Iteration 829, loss = 0.09270039 Validation score: -5.994700 Iteration 830, loss = 0.09234440 Validation score: -5.946621 Iteration 831, loss = 0.09198515 Validation score: -5.899484 Iteration 832, loss = 0.09162047 Validation score: -5.853279 Iteration 833, loss = 0.09127651 Validation score: -5.807739 Iteration 834, loss = 0.09093275 Validation score: -5.762404 Iteration 835, loss = 0.09058682 Validation score: -5.717778 Iteration 836, loss = 0.09024208 Validation score: -5.673357 Iteration 837, loss = 0.08989529 Validation score: -5.629644 Iteration 838, loss = 0.08954807 Validation score: -5.586612 Iteration 839, loss = 0.08922396 Validation score: -5.544476 Iteration 840, loss = 0.08889689 Validation score: -5.503185 Iteration 841, loss = 0.08857174 Validation score: -5.462161 Iteration 842, loss = 0.08823949 Validation score: -5.421408 Iteration 843, loss = 0.08790389 Validation score: -5.381503 Iteration 844, loss = 0.08757289 Validation score: -5.342196 Iteration 845, loss = 0.08725847 Validation score: -5.303492 Iteration 846, loss = 0.08693981 Validation score: -5.265384 Iteration 847, loss = 0.08661730 Validation score: -5.227853 Iteration 848, loss = 0.08631750 Validation score: -5.190497 Iteration 849, loss = 0.08601053 Validation score: -5.153303 Iteration 850, loss = 0.08569772 Validation score: -5.116899 Iteration 851, loss = 0.08539002 Validation score: -5.081258 Iteration 852, loss = 0.08508110 Validation score: -5.046366 Iteration 853, loss = 0.08478051 Validation score: -5.011978 Iteration 854, loss = 0.08448615 Validation score: -4.977433 Iteration 855, loss = 0.08418405 Validation score: -4.943427 Iteration 856, loss = 0.08388516 Validation score: -4.909484 Iteration 857, loss = 0.08359698 Validation score: -4.876285 Iteration 858, loss = 0.08330738 Validation score: -4.843797 Iteration 859, loss = 0.08301676 Validation score: -4.811993 Iteration 860, loss = 0.08272711 Validation score: -4.780631 Iteration 861, loss = 0.08243992 Validation score: -4.749704 Iteration 862, loss = 0.08216420 Validation score: -4.718682 Iteration 863, loss = 0.08188465 Validation score: -4.687575 Iteration 864, loss = 0.08160303 Validation score: -4.657148 Iteration 865, loss = 0.08132532 Validation score: -4.627377 Iteration 866, loss = 0.08104732 Validation score: -4.598246 Iteration 867, loss = 0.08078093 Validation score: -4.569523 Iteration 868, loss = 0.08050925 Validation score: -4.541163 Iteration 869, loss = 0.08023456 Validation score: -4.512614 Iteration 870, loss = 0.07996902 Validation score: -4.483885 Iteration 871, loss = 0.07970401 Validation score: -4.455797 Iteration 872, loss = 0.07944109 Validation score: -4.428319 Iteration 873, loss = 0.07918191 Validation score: -4.401387 Iteration 874, loss = 0.07892402 Validation score: -4.374976 Iteration 875, loss = 0.07866644 Validation score: -4.349065 Iteration 876, loss = 0.07840927 Validation score: -4.323628 Iteration 877, loss = 0.07815890 Validation score: -4.297792 Iteration 878, loss = 0.07790546 Validation score: -4.271594 Iteration 879, loss = 0.07764877 Validation score: -4.245929 Iteration 880, loss = 0.07739862 Validation score: -4.220763 Iteration 881, loss = 0.07715259 Validation score: -4.196099 Iteration 882, loss = 0.07690616 Validation score: -4.171909 Iteration 883, loss = 0.07665920 Validation score: -4.147284 Iteration 884, loss = 0.07641361 Validation score: -4.123175 Iteration 885, loss = 0.07616980 Validation score: -4.099534 Iteration 886, loss = 0.07592848 Validation score: -4.076348 Iteration 887, loss = 0.07568994 Validation score: -4.052684 Iteration 888, loss = 0.07544894 Validation score: -4.029520 Iteration 889, loss = 0.07521061 Validation score: -4.006829 Iteration 890, loss = 0.07497349 Validation score: -3.983651 Iteration 891, loss = 0.07473726 Validation score: -3.961010 Iteration 892, loss = 0.07450403 Validation score: -3.938875 Iteration 893, loss = 0.07427023 Validation score: -3.917226 Iteration 894, loss = 0.07403818 Validation score: -3.896011 Iteration 895, loss = 0.07380812 Validation score: -3.874245 Iteration 896, loss = 0.07357748 Validation score: -3.852961 Iteration 897, loss = 0.07334838 Validation score: -3.832133 Iteration 898, loss = 0.07312148 Validation score: -3.810778 Iteration 899, loss = 0.07289548 Validation score: -3.789945 Iteration 900, loss = 0.07267028 Validation score: -3.769609 Iteration 901, loss = 0.07244661 Validation score: -3.749718 Iteration 902, loss = 0.07222338 Validation score: -3.730254 Iteration 903, loss = 0.07200224 Validation score: -3.710175 Iteration 904, loss = 0.07177929 Validation score: -3.690566 Iteration 905, loss = 0.07156242 Validation score: -3.671398 Iteration 906, loss = 0.07134787 Validation score: -3.651611 Iteration 907, loss = 0.07113262 Validation score: -3.632314 Iteration 908, loss = 0.07091857 Validation score: -3.613488 Iteration 909, loss = 0.07070663 Validation score: -3.595086 Iteration 910, loss = 0.07049507 Validation score: -3.577091 Iteration 911, loss = 0.07028439 Validation score: -3.558418 Iteration 912, loss = 0.07007392 Validation score: -3.540203 Iteration 913, loss = 0.06986445 Validation score: -3.522446 Iteration 914, loss = 0.06965687 Validation score: -3.505117 Iteration 915, loss = 0.06945218 Validation score: -3.487106 Iteration 916, loss = 0.06924416 Validation score: -3.469551 Iteration 917, loss = 0.06903963 Validation score: -3.452427 Iteration 918, loss = 0.06883576 Validation score: -3.435734 Iteration 919, loss = 0.06863514 Validation score: -3.418338 Iteration 920, loss = 0.06843074 Validation score: -3.401428 Iteration 921, loss = 0.06823088 Validation score: -3.384952 Iteration 922, loss = 0.06803076 Validation score: -3.368887 Iteration 923, loss = 0.06783188 Validation score: -3.352077 Iteration 924, loss = 0.06763262 Validation score: -3.335753 Iteration 925, loss = 0.06743583 Validation score: -3.319882 Iteration 926, loss = 0.06723905 Validation score: -3.304438 Iteration 927, loss = 0.06704238 Validation score: -3.289397 Iteration 928, loss = 0.06684970 Validation score: -3.273558 Iteration 929, loss = 0.06665375 Validation score: -3.257001 Iteration 930, loss = 0.06646204 Validation score: -3.240965 Iteration 931, loss = 0.06627124 Validation score: -3.225445 Iteration 932, loss = 0.06608113 Validation score: -3.210405 Iteration 933, loss = 0.06589103 Validation score: -3.195815 Iteration 934, loss = 0.06570103 Validation score: -3.181650 Iteration 935, loss = 0.06551123 Validation score: -3.167887 Iteration 936, loss = 0.06532305 Validation score: -3.154486 Iteration 937, loss = 0.06513494 Validation score: -3.141425 Iteration 938, loss = 0.06494815 Validation score: -3.127476 Iteration 939, loss = 0.06476225 Validation score: -3.112742 Iteration 940, loss = 0.06457753 Validation score: -3.098515 Iteration 941, loss = 0.06439449 Validation score: -3.084762 Iteration 942, loss = 0.06421154 Validation score: -3.071453 Iteration 943, loss = 0.06402877 Validation score: -3.058563 Iteration 944, loss = 0.06384735 Validation score: -3.046049 Iteration 945, loss = 0.06366575 Validation score: -3.033888 Iteration 946, loss = 0.06348718 Validation score: -3.020809 Iteration 947, loss = 0.06330705 Validation score: -3.006917 Iteration 948, loss = 0.06312837 Validation score: -2.993543 Iteration 949, loss = 0.06295170 Validation score: -2.980650 Iteration 950, loss = 0.06277509 Validation score: -2.968207 Iteration 951, loss = 0.06259861 Validation score: -2.956186 Iteration 952, loss = 0.06242236 Validation score: -2.944565 Iteration 953, loss = 0.06224641 Validation score: -2.933302 Iteration 954, loss = 0.06207132 Validation score: -2.922376 Iteration 955, loss = 0.06189846 Validation score: -2.910498 Iteration 956, loss = 0.06172507 Validation score: -2.897757 Iteration 957, loss = 0.06155329 Validation score: -2.885536 Iteration 958, loss = 0.06138265 Validation score: -2.873800 Iteration 959, loss = 0.06121249 Validation score: -2.862499 Iteration 960, loss = 0.06104228 Validation score: -2.851605 Iteration 961, loss = 0.06087273 Validation score: -2.841103 Iteration 962, loss = 0.06070351 Validation score: -2.830962 Iteration 963, loss = 0.06053457 Validation score: -2.821158 Iteration 964, loss = 0.06036775 Validation score: -2.810346 Iteration 965, loss = 0.06020023 Validation score: -2.798626 Iteration 966, loss = 0.06003444 Validation score: -2.787421 Iteration 967, loss = 0.05986972 Validation score: -2.776701 Iteration 968, loss = 0.05970583 Validation score: -2.766417 Iteration 969, loss = 0.05954172 Validation score: -2.756540 Iteration 970, loss = 0.05937745 Validation score: -2.747055 Iteration 971, loss = 0.05920785 Validation score: -2.737822 Iteration 972, loss = 0.05903274 Validation score: -2.728830 Iteration 973, loss = 0.05885648 Validation score: -2.720066 Iteration 974, loss = 0.05868334 Validation score: -2.710160 Iteration 975, loss = 0.05850496 Validation score: -2.699226 Iteration 976, loss = 0.05832606 Validation score: -2.688739 Iteration 977, loss = 0.05814923 Validation score: -2.678658 Iteration 978, loss = 0.05797170 Validation score: -2.668969 Iteration 979, loss = 0.05779403 Validation score: -2.659647 Iteration 980, loss = 0.05761618 Validation score: -2.650666 Iteration 981, loss = 0.05743827 Validation score: -2.642003 Iteration 982, loss = 0.05726040 Validation score: -2.633637 Iteration 983, loss = 0.05708267 Validation score: -2.625547 Iteration 984, loss = 0.05690517 Validation score: -2.617716 Iteration 985, loss = 0.05672798 Validation score: -2.610126 Iteration 986, loss = 0.05655116 Validation score: -2.602761 Iteration 987, loss = 0.05637600 Validation score: -2.594196 Iteration 988, loss = 0.05619982 Validation score: -2.585956 Iteration 989, loss = 0.05602529 Validation score: -2.578019 Iteration 990, loss = 0.05585143 Validation score: -2.568943 Iteration 991, loss = 0.05567860 Validation score: -2.560259 Iteration 992, loss = 0.05550642 Validation score: -2.551937 Iteration 993, loss = 0.05533472 Validation score: -2.543949 Iteration 994, loss = 0.05516354 Validation score: -2.536270 Iteration 995, loss = 0.05499292 Validation score: -2.528873 Iteration 996, loss = 0.05482288 Validation score: -2.521736 Iteration 997, loss = 0.05465346 Validation score: -2.514838 Iteration 998, loss = 0.05448464 Validation score: -2.508166 Iteration 999, loss = 0.05430375 Validation score: -2.501699 Iteration 1000, loss = 0.05411945 Validation score: -2.493965 Iteration 1, loss = 12.81853758 Validation score: -1372.483867 Iteration 2, loss = 12.77974218 Validation score: -1369.708193 Iteration 3, loss = 12.74147829 Validation score: -1366.946676 Iteration 4, loss = 12.70346220 Validation score: -1364.199416 Iteration 5, loss = 12.66569787 Validation score: -1361.466496 Iteration 6, loss = 12.62818828 Validation score: -1358.747957 Iteration 7, loss = 12.59093567 Validation score: -1356.043651 Iteration 8, loss = 12.55394155 Validation score: -1353.353398 Iteration 9, loss = 12.51720672 Validation score: -1350.677219 Iteration 10, loss = 12.48073120 Validation score: -1348.014827 Iteration 11, loss = 12.44455422 Validation score: -1345.365843 Iteration 12, loss = 12.40940794 Validation score: -1342.729948 Iteration 13, loss = 12.37460995 Validation score: -1340.106407 Iteration 14, loss = 12.34007497 Validation score: -1337.494308 Iteration 15, loss = 12.30579288 Validation score: -1334.892592 Iteration 16, loss = 12.27175365 Validation score: -1332.300087 Iteration 17, loss = 12.23795154 Validation score: -1329.715534 Iteration 18, loss = 12.20465190 Validation score: -1327.132703 Iteration 19, loss = 12.17293542 Validation score: -1324.552961 Iteration 20, loss = 12.14131332 Validation score: -1321.976527 Iteration 21, loss = 12.10979832 Validation score: -1319.403210 Iteration 22, loss = 12.07877795 Validation score: -1316.839364 Iteration 23, loss = 12.04850995 Validation score: -1314.284564 Iteration 24, loss = 12.01840183 Validation score: -1311.738228 Iteration 25, loss = 11.98856441 Validation score: -1309.199578 Iteration 26, loss = 11.95924861 Validation score: -1306.667854 Iteration 27, loss = 11.93009784 Validation score: -1304.142263 Iteration 28, loss = 11.90111306 Validation score: -1301.621996 Iteration 29, loss = 11.87229333 Validation score: -1299.106244 Iteration 30, loss = 11.84363639 Validation score: -1296.594215 Iteration 31, loss = 11.81513906 Validation score: -1294.085147 Iteration 32, loss = 11.78679755 Validation score: -1291.578322 Iteration 33, loss = 11.75860769 Validation score: -1289.073075 Iteration 34, loss = 11.73056507 Validation score: -1286.568791 Iteration 35, loss = 11.70266517 Validation score: -1284.064909 Iteration 36, loss = 11.67490346 Validation score: -1281.560916 Iteration 37, loss = 11.64727543 Validation score: -1279.056340 Iteration 38, loss = 11.61977664 Validation score: -1276.550745 Iteration 39, loss = 11.59240273 Validation score: -1274.043721 Iteration 40, loss = 11.56514942 Validation score: -1271.534882 Iteration 41, loss = 11.53799517 Validation score: -1269.023281 Iteration 42, loss = 11.51093385 Validation score: -1266.508513 Iteration 43, loss = 11.48397275 Validation score: -1263.990187 Iteration 44, loss = 11.45710766 Validation score: -1261.467924 Iteration 45, loss = 11.43033639 Validation score: -1258.941358 Iteration 46, loss = 11.40365653 Validation score: -1256.410125 Iteration 47, loss = 11.37706065 Validation score: -1253.873871 Iteration 48, loss = 11.35054423 Validation score: -1251.332243 Iteration 49, loss = 11.32410320 Validation score: -1248.784891 Iteration 50, loss = 11.29773357 Validation score: -1246.231469 Iteration 51, loss = 11.27143135 Validation score: -1243.671629 Iteration 52, loss = 11.24519924 Validation score: -1241.105030 Iteration 53, loss = 11.21903885 Validation score: -1238.531331 Iteration 54, loss = 11.19313801 Validation score: -1235.950060 Iteration 55, loss = 11.16814949 Validation score: -1233.360898 Iteration 56, loss = 11.14321822 Validation score: -1230.763517 Iteration 57, loss = 11.11833858 Validation score: -1228.157585 Iteration 58, loss = 11.09350515 Validation score: -1225.542763 Iteration 59, loss = 11.06893913 Validation score: -1222.926066 Iteration 60, loss = 11.04454109 Validation score: -1220.305436 Iteration 61, loss = 11.02019549 Validation score: -1217.679753 Iteration 62, loss = 10.99589624 Validation score: -1215.099822 Iteration 63, loss = 10.97163742 Validation score: -1212.757569 Iteration 64, loss = 10.94741332 Validation score: -1210.410934 Iteration 65, loss = 10.92321838 Validation score: -1208.059308 Iteration 66, loss = 10.89904720 Validation score: -1205.702103 Iteration 67, loss = 10.87489450 Validation score: -1203.338747 Iteration 68, loss = 10.85075513 Validation score: -1200.968683 Iteration 69, loss = 10.82662406 Validation score: -1198.591371 Iteration 70, loss = 10.80249634 Validation score: -1196.206280 Iteration 71, loss = 10.77836711 Validation score: -1193.812893 Iteration 72, loss = 10.75423159 Validation score: -1191.410700 Iteration 73, loss = 10.73018838 Validation score: -1189.003465 Iteration 74, loss = 10.70605237 Validation score: -1186.590313 Iteration 75, loss = 10.68239335 Validation score: -1184.166823 Iteration 76, loss = 10.65870605 Validation score: -1181.732916 Iteration 77, loss = 10.63492345 Validation score: -1179.289112 Iteration 78, loss = 10.61110332 Validation score: -1176.835435 Iteration 79, loss = 10.58723448 Validation score: -1174.373495 Iteration 80, loss = 10.56327793 Validation score: -1171.902928 Iteration 81, loss = 10.53946963 Validation score: -1169.417519 Iteration 82, loss = 10.51573085 Validation score: -1166.917962 Iteration 83, loss = 10.49196482 Validation score: -1164.404831 Iteration 84, loss = 10.46841578 Validation score: -1162.179137 Iteration 85, loss = 10.44491198 Validation score: -1159.954618 Iteration 86, loss = 10.42138158 Validation score: -1157.719644 Iteration 87, loss = 10.39770706 Validation score: -1155.474526 Iteration 88, loss = 10.37399903 Validation score: -1153.219481 Iteration 89, loss = 10.35025418 Validation score: -1150.954646 Iteration 90, loss = 10.32646894 Validation score: -1148.680080 Iteration 91, loss = 10.30263950 Validation score: -1146.395778 Iteration 92, loss = 10.27896649 Validation score: -1144.097672 Iteration 93, loss = 10.25536671 Validation score: -1141.788324 Iteration 94, loss = 10.23166781 Validation score: -1139.467990 Iteration 95, loss = 10.20794021 Validation score: -1137.135123 Iteration 96, loss = 10.18417736 Validation score: -1134.790151 Iteration 97, loss = 10.16031935 Validation score: -1132.435644 Iteration 98, loss = 10.13631437 Validation score: -1130.071413 Iteration 99, loss = 10.11216026 Validation score: -1127.697266 Iteration 100, loss = 10.08791126 Validation score: -1125.312950 Iteration 101, loss = 10.06356504 Validation score: -1122.918155 Iteration 102, loss = 10.03911866 Validation score: -1120.512528 Iteration 103, loss = 10.01456876 Validation score: -1118.095680 Iteration 104, loss = 9.98985433 Validation score: -1115.668590 Iteration 105, loss = 9.96487614 Validation score: -1113.230502 Iteration 106, loss = 9.93973986 Validation score: -1110.780682 Iteration 107, loss = 9.91444461 Validation score: -1108.318418 Iteration 108, loss = 9.88906246 Validation score: -1105.841501 Iteration 109, loss = 9.86371501 Validation score: -1103.349883 Iteration 110, loss = 9.83822500 Validation score: -1100.843459 Iteration 111, loss = 9.81259995 Validation score: -1098.322080 Iteration 112, loss = 9.78749955 Validation score: -1095.785892 Iteration 113, loss = 9.76248852 Validation score: -1093.235773 Iteration 114, loss = 9.73722928 Validation score: -1090.680110 Iteration 115, loss = 9.71189618 Validation score: -1088.066956 Iteration 116, loss = 9.68650281 Validation score: -1085.305265 Iteration 117, loss = 9.66111453 Validation score: -1082.517665 Iteration 118, loss = 9.63583853 Validation score: -1079.710004 Iteration 119, loss = 9.61109767 Validation score: -1076.881659 Iteration 120, loss = 9.58625923 Validation score: -1074.032007 Iteration 121, loss = 9.56132496 Validation score: -1071.161408 Iteration 122, loss = 9.53651390 Validation score: -1068.269763 Iteration 123, loss = 9.51171227 Validation score: -1065.351670 Iteration 124, loss = 9.48720732 Validation score: -1062.417266 Iteration 125, loss = 9.46300199 Validation score: -1059.465447 Iteration 126, loss = 9.43880344 Validation score: -1056.495861 Iteration 127, loss = 9.41456666 Validation score: -1053.507413 Iteration 128, loss = 9.39022979 Validation score: -1050.499038 Iteration 129, loss = 9.36565601 Validation score: -1047.462366 Iteration 130, loss = 9.34080119 Validation score: -1044.396994 Iteration 131, loss = 9.31579304 Validation score: -1041.302486 Iteration 132, loss = 9.29084835 Validation score: -1038.185280 Iteration 133, loss = 9.26588567 Validation score: -1035.044316 Iteration 134, loss = 9.24078686 Validation score: -1031.878570 Iteration 135, loss = 9.21554617 Validation score: -1028.687054 Iteration 136, loss = 9.19015983 Validation score: -1025.468501 Iteration 137, loss = 9.16467764 Validation score: -1022.222807 Iteration 138, loss = 9.13908162 Validation score: -1018.947006 Iteration 139, loss = 9.11328366 Validation score: -1015.596446 Iteration 140, loss = 9.08737538 Validation score: -1012.201357 Iteration 141, loss = 9.06115798 Validation score: -1008.760604 Iteration 142, loss = 9.03492754 Validation score: -1005.310028 Iteration 143, loss = 9.00886120 Validation score: -1002.119866 Iteration 144, loss = 8.98275734 Validation score: -998.886730 Iteration 145, loss = 8.95676094 Validation score: -995.611542 Iteration 146, loss = 8.93091740 Validation score: -992.295987 Iteration 147, loss = 8.90497868 Validation score: -988.935680 Iteration 148, loss = 8.87843476 Validation score: -985.529485 Iteration 149, loss = 8.85166933 Validation score: -982.076291 Iteration 150, loss = 8.82496825 Validation score: -978.577692 Iteration 151, loss = 8.79814396 Validation score: -975.036488 Iteration 152, loss = 8.77145204 Validation score: -971.451585 Iteration 153, loss = 8.74455181 Validation score: -967.821890 Iteration 154, loss = 8.71743836 Validation score: -964.146329 Iteration 155, loss = 8.69010671 Validation score: -960.423852 Iteration 156, loss = 8.66255191 Validation score: -956.653442 Iteration 157, loss = 8.63476906 Validation score: -952.834120 Iteration 158, loss = 8.60666467 Validation score: -948.958527 Iteration 159, loss = 8.57805653 Validation score: -945.025947 Iteration 160, loss = 8.54914831 Validation score: -941.033928 Iteration 161, loss = 8.51978880 Validation score: -936.981953 Iteration 162, loss = 8.49009931 Validation score: -932.869547 Iteration 163, loss = 8.46007016 Validation score: -928.694605 Iteration 164, loss = 8.42946109 Validation score: -924.454085 Iteration 165, loss = 8.39811042 Validation score: -920.146619 Iteration 166, loss = 8.36627800 Validation score: -915.771071 Iteration 167, loss = 8.33384402 Validation score: -911.327504 Iteration 168, loss = 8.30094352 Validation score: -906.816002 Iteration 169, loss = 8.26744486 Validation score: -902.231149 Iteration 170, loss = 8.23319028 Validation score: -897.573381 Iteration 171, loss = 8.19841504 Validation score: -892.843148 Iteration 172, loss = 8.16293921 Validation score: -888.040416 Iteration 173, loss = 8.12688352 Validation score: -883.165739 Iteration 174, loss = 8.09028837 Validation score: -878.219694 Iteration 175, loss = 8.05315818 Validation score: -873.202894 Iteration 176, loss = 8.01549731 Validation score: -868.115997 Iteration 177, loss = 7.97731016 Validation score: -862.959708 Iteration 178, loss = 7.93860124 Validation score: -857.734786 Iteration 179, loss = 7.89938155 Validation score: -852.442300 Iteration 180, loss = 7.85965559 Validation score: -847.083110 Iteration 181, loss = 7.81939803 Validation score: -841.654660 Iteration 182, loss = 7.77861332 Validation score: -836.158169 Iteration 183, loss = 7.73732676 Validation score: -830.594895 Iteration 184, loss = 7.69554480 Validation score: -824.966135 Iteration 185, loss = 7.65327419 Validation score: -819.273226 Iteration 186, loss = 7.61052204 Validation score: -813.517545 Iteration 187, loss = 7.56729580 Validation score: -807.700508 Iteration 188, loss = 7.52312252 Validation score: -801.815735 Iteration 189, loss = 7.47839178 Validation score: -795.865526 Iteration 190, loss = 7.43314685 Validation score: -789.852138 Iteration 191, loss = 7.38744968 Validation score: -783.779056 Iteration 192, loss = 7.34136807 Validation score: -777.648532 Iteration 193, loss = 7.29481861 Validation score: -771.462786 Iteration 194, loss = 7.24781633 Validation score: -765.224015 Iteration 195, loss = 7.20036761 Validation score: -758.934374 Iteration 196, loss = 7.15248700 Validation score: -752.596018 Iteration 197, loss = 7.10419586 Validation score: -746.211183 Iteration 198, loss = 7.05550828 Validation score: -739.781996 Iteration 199, loss = 7.00643727 Validation score: -733.310581 Iteration 200, loss = 6.95699352 Validation score: -726.799214 Iteration 201, loss = 6.90718097 Validation score: -720.249878 Iteration 202, loss = 6.85701313 Validation score: -713.664733 Iteration 203, loss = 6.80651433 Validation score: -707.045949 Iteration 204, loss = 6.75569907 Validation score: -700.395700 Iteration 205, loss = 6.70458198 Validation score: -693.716173 Iteration 206, loss = 6.65317775 Validation score: -687.009559 Iteration 207, loss = 6.60124544 Validation score: -680.259480 Iteration 208, loss = 6.54852854 Validation score: -673.470279 Iteration 209, loss = 6.49521185 Validation score: -666.642708 Iteration 210, loss = 6.44121237 Validation score: -659.781010 Iteration 211, loss = 6.38687346 Validation score: -652.889230 Iteration 212, loss = 6.33222720 Validation score: -645.971235 Iteration 213, loss = 6.27730365 Validation score: -639.030742 Iteration 214, loss = 6.22213110 Validation score: -632.071330 Iteration 215, loss = 6.16672135 Validation score: -625.096494 Iteration 216, loss = 6.11110789 Validation score: -618.109593 Iteration 217, loss = 6.05531862 Validation score: -611.113890 Iteration 218, loss = 5.99937709 Validation score: -604.112567 Iteration 219, loss = 5.94330607 Validation score: -597.108729 Iteration 220, loss = 5.88712759 Validation score: -590.105414 Iteration 221, loss = 5.83048845 Validation score: -583.105497 Iteration 222, loss = 5.77359210 Validation score: -576.111961 Iteration 223, loss = 5.71659902 Validation score: -569.127718 Iteration 224, loss = 5.65953584 Validation score: -562.155618 Iteration 225, loss = 5.60242795 Validation score: -555.198451 Iteration 226, loss = 5.54529962 Validation score: -548.258957 Iteration 227, loss = 5.48817415 Validation score: -541.274339 Iteration 228, loss = 5.43107396 Validation score: -534.080230 Iteration 229, loss = 5.37402068 Validation score: -526.916582 Iteration 230, loss = 5.31703522 Validation score: -519.785989 Iteration 231, loss = 5.26013783 Validation score: -512.690990 Iteration 232, loss = 5.20334810 Validation score: -505.587745 Iteration 233, loss = 5.14668506 Validation score: -498.097519 Iteration 234, loss = 5.09016713 Validation score: -490.643889 Iteration 235, loss = 5.03381219 Validation score: -483.229788 Iteration 236, loss = 4.97763756 Validation score: -475.858076 Iteration 237, loss = 4.92166004 Validation score: -468.531547 Iteration 238, loss = 4.86589584 Validation score: -461.252926 Iteration 239, loss = 4.81036067 Validation score: -454.024864 Iteration 240, loss = 4.75503182 Validation score: -446.853334 Iteration 241, loss = 4.69991698 Validation score: -439.740503 Iteration 242, loss = 4.64506664 Validation score: -432.688489 Iteration 243, loss = 4.59049518 Validation score: -425.678758 Iteration 244, loss = 4.53619115 Validation score: -418.635566 Iteration 245, loss = 4.48215342 Validation score: -411.662127 Iteration 246, loss = 4.42842794 Validation score: -404.761358 Iteration 247, loss = 4.37516998 Validation score: -397.935276 Iteration 248, loss = 4.32187828 Validation score: -391.168964 Iteration 249, loss = 4.26800530 Validation score: -384.454467 Iteration 250, loss = 4.21424397 Validation score: -377.798067 Iteration 251, loss = 4.16034257 Validation score: -371.206993 Iteration 252, loss = 4.10666968 Validation score: -364.685239 Iteration 253, loss = 4.05325467 Validation score: -358.236332 Iteration 254, loss = 4.00012361 Validation score: -351.863393 Iteration 255, loss = 3.94729965 Validation score: -345.569174 Iteration 256, loss = 3.89480335 Validation score: -339.356096 Iteration 257, loss = 3.84266757 Validation score: -333.226341 Iteration 258, loss = 3.79092355 Validation score: -327.179629 Iteration 259, loss = 3.73953873 Validation score: -321.214859 Iteration 260, loss = 3.68856592 Validation score: -315.337154 Iteration 261, loss = 3.63798751 Validation score: -309.547793 Iteration 262, loss = 3.58782135 Validation score: -303.848953 Iteration 263, loss = 3.53808124 Validation score: -298.240336 Iteration 264, loss = 3.48876635 Validation score: -292.722611 Iteration 265, loss = 3.43983470 Validation score: -287.293239 Iteration 266, loss = 3.39079049 Validation score: -281.951922 Iteration 267, loss = 3.34214602 Validation score: -276.699195 Iteration 268, loss = 3.29377955 Validation score: -271.534527 Iteration 269, loss = 3.24577714 Validation score: -266.457308 Iteration 270, loss = 3.19817079 Validation score: -261.466738 Iteration 271, loss = 3.15060603 Validation score: -256.559562 Iteration 272, loss = 3.10328842 Validation score: -251.735652 Iteration 273, loss = 3.05637333 Validation score: -246.995576 Iteration 274, loss = 3.00987700 Validation score: -242.338930 Iteration 275, loss = 2.96374475 Validation score: -237.765836 Iteration 276, loss = 2.91806562 Validation score: -232.714381 Iteration 277, loss = 2.87280450 Validation score: -227.684339 Iteration 278, loss = 2.82796424 Validation score: -222.738283 Iteration 279, loss = 2.78355070 Validation score: -217.876505 Iteration 280, loss = 2.73944160 Validation score: -213.086241 Iteration 281, loss = 2.69427087 Validation score: -208.361313 Iteration 282, loss = 2.64894192 Validation score: -203.705484 Iteration 283, loss = 2.60387538 Validation score: -199.121704 Iteration 284, loss = 2.55918004 Validation score: -194.608947 Iteration 285, loss = 2.51517668 Validation score: 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score: -128.283703 Iteration 302, loss = 1.80998601 Validation score: -124.943470 Iteration 303, loss = 1.77120361 Validation score: -121.664279 Iteration 304, loss = 1.73272627 Validation score: -118.446861 Iteration 305, loss = 1.69506760 Validation score: -115.292129 Iteration 306, loss = 1.65803219 Validation score: -112.200702 Iteration 307, loss = 1.62152336 Validation score: -109.171433 Iteration 308, loss = 1.58551635 Validation score: -106.205046 Iteration 309, loss = 1.55016135 Validation score: -103.301752 Iteration 310, loss = 1.51542587 Validation score: -100.461069 Iteration 311, loss = 1.48131244 Validation score: -97.684587 Iteration 312, loss = 1.44789392 Validation score: -94.971703 Iteration 313, loss = 1.41516311 Validation score: -92.320063 Iteration 314, loss = 1.38312351 Validation score: -89.729163 Iteration 315, loss = 1.35177812 Validation score: -87.199994 Iteration 316, loss = 1.32100276 Validation score: -84.730195 Iteration 317, loss = 1.29086123 Validation score: -82.317419 Iteration 318, loss = 1.26120498 Validation score: -79.960743 Iteration 319, loss = 1.23178870 Validation score: -77.659850 Iteration 320, loss = 1.20301581 Validation score: -75.375085 Iteration 321, loss = 1.17489856 Validation score: -73.111605 Iteration 322, loss = 1.14743221 Validation score: -70.904387 Iteration 323, loss = 1.12061461 Validation score: -68.752940 Iteration 324, loss = 1.09444195 Validation score: -66.659319 Iteration 325, loss = 1.06891618 Validation score: -64.619846 Iteration 326, loss = 1.04403095 Validation score: -62.636300 Iteration 327, loss = 1.01977556 Validation score: -60.705106 Iteration 328, loss = 0.99614705 Validation score: -58.827808 Iteration 329, loss = 0.97313839 Validation score: -57.000954 Iteration 330, loss = 0.95063865 Validation score: -55.221451 Iteration 331, loss = 0.92872708 Validation score: -53.490873 Iteration 332, loss = 0.90726713 Validation score: -51.809225 Iteration 333, loss = 0.88625112 Validation score: -50.169350 Iteration 334, loss = 0.86571750 Validation score: -48.571124 Iteration 335, loss = 0.84571855 Validation score: -47.014336 Iteration 336, loss = 0.82624864 Validation score: -45.498696 Iteration 337, loss = 0.80730895 Validation score: -44.025478 Iteration 338, loss = 0.78888382 Validation score: -42.593947 Iteration 339, loss = 0.77096093 Validation score: -41.201849 Iteration 340, loss = 0.75354365 Validation score: -39.848721 Iteration 341, loss = 0.73661424 Validation score: -38.535455 Iteration 342, loss = 0.72006178 Validation score: -37.261090 Iteration 343, loss = 0.70372587 Validation score: -36.024835 Iteration 344, loss = 0.68778440 Validation score: -34.825902 Iteration 345, loss = 0.67223711 Validation score: -33.663504 Iteration 346, loss = 0.65708258 Validation score: -32.536858 Iteration 347, loss = 0.64231832 Validation score: -31.445188 Iteration 348, loss = 0.62794262 Validation score: -30.388694 Iteration 349, loss = 0.61394814 Validation score: -29.365471 Iteration 350, loss = 0.60033272 Validation score: -28.374784 Iteration 351, loss = 0.58708908 Validation score: -27.415900 Iteration 352, loss = 0.57421112 Validation score: -26.488095 Iteration 353, loss = 0.56169229 Validation score: -25.590648 Iteration 354, loss = 0.54952566 Validation score: -24.722848 Iteration 355, loss = 0.53770398 Validation score: -23.883992 Iteration 356, loss = 0.52622368 Validation score: -23.074082 Iteration 357, loss = 0.51506673 Validation score: -22.291613 Iteration 358, loss = 0.50423539 Validation score: -21.535926 Iteration 359, loss = 0.49371778 Validation score: -20.806366 Iteration 360, loss = 0.48350589 Validation score: -20.102291 Iteration 361, loss = 0.47358812 Validation score: -19.423007 Iteration 362, loss = 0.46395909 Validation score: -18.767899 Iteration 363, loss = 0.45461221 Validation score: -18.136362 Iteration 364, loss = 0.44554037 Validation score: -17.528286 Iteration 365, loss = 0.43673421 Validation score: -16.942507 Iteration 366, loss = 0.42818728 Validation score: -16.378459 Iteration 367, loss = 0.41989109 Validation score: -15.835586 Iteration 368, loss = 0.41183807 Validation score: -15.313342 Iteration 369, loss = 0.40402077 Validation score: -14.811187 Iteration 370, loss = 0.39643185 Validation score: -14.328596 Iteration 371, loss = 0.38906415 Validation score: -13.865051 Iteration 372, loss = 0.38191063 Validation score: -13.420045 Iteration 373, loss = 0.37496443 Validation score: -12.993082 Iteration 374, loss = 0.36821884 Validation score: -12.583676 Iteration 375, loss = 0.36166731 Validation score: -12.191352 Iteration 376, loss = 0.35530347 Validation score: -11.815646 Iteration 377, loss = 0.34912114 Validation score: -11.456106 Iteration 378, loss = 0.34311538 Validation score: -11.112491 Iteration 379, loss = 0.33727748 Validation score: -10.784116 Iteration 380, loss = 0.33160455 Validation score: -10.470567 Iteration 381, loss = 0.32608997 Validation score: -10.171440 Iteration 382, loss = 0.32072843 Validation score: -9.886341 Iteration 383, loss = 0.31551476 Validation score: -9.614886 Iteration 384, loss = 0.31044398 Validation score: -9.356699 Iteration 385, loss = 0.30551125 Validation score: -9.111416 Iteration 386, loss = 0.30071192 Validation score: -8.878682 Iteration 387, loss = 0.29604147 Validation score: -8.658150 Iteration 388, loss = 0.29149555 Validation score: -8.449485 Iteration 389, loss = 0.28706997 Validation score: -8.252359 Iteration 390, loss = 0.28276065 Validation score: -8.066453 Iteration 391, loss = 0.27856371 Validation score: -7.891460 Iteration 392, loss = 0.27447535 Validation score: -7.727078 Iteration 393, loss = 0.27049196 Validation score: -7.573016 Iteration 394, loss = 0.26661380 Validation score: -7.428913 Iteration 395, loss = 0.26286156 Validation score: -7.294470 Iteration 396, loss = 0.25920499 Validation score: -7.169400 Iteration 397, loss = 0.25564063 Validation score: -7.053422 Iteration 398, loss = 0.25211411 Validation score: -6.946409 Iteration 399, loss = 0.24865652 Validation score: -6.848166 Iteration 400, loss = 0.24528195 Validation score: -6.758537 Iteration 401, loss = 0.24198543 Validation score: -6.677266 Iteration 402, loss = 0.23876430 Validation score: -6.604099 Iteration 403, loss = 0.23561664 Validation score: -6.538794 Iteration 404, loss = 0.23254054 Validation score: -6.481112 Iteration 405, loss = 0.22953414 Validation score: -6.430822 Iteration 406, loss = 0.22659558 Validation score: -6.387699 Iteration 407, loss = 0.22372306 Validation score: -6.351526 Iteration 408, loss = 0.22091480 Validation score: -6.322091 Iteration 409, loss = 0.21816905 Validation score: -6.299191 Iteration 410, loss = 0.21548413 Validation score: -6.282625 Iteration 411, loss = 0.21285838 Validation score: -6.272203 Iteration 412, loss = 0.21029018 Validation score: -6.267737 Iteration 413, loss = 0.20777796 Validation score: -6.269048 Iteration 414, loss = 0.20532019 Validation score: -6.275961 Iteration 415, loss = 0.20291538 Validation score: -6.288306 Iteration 416, loss = 0.20056209 Validation score: -6.305920 Iteration 417, loss = 0.19825891 Validation score: -6.328644 Iteration 418, loss = 0.19600449 Validation score: -6.356325 Validation score did not improve more than tol=0.000000 for 5 consecutive epochs. Stopping. Iteration 1, loss = 28.54837138 Validation score: -4588.804239 Iteration 2, loss = 28.44061738 Validation score: -4573.195287 Iteration 3, loss = 28.33627218 Validation score: -4557.632776 Iteration 4, loss = 28.23301906 Validation score: -4541.822733 Iteration 5, loss = 28.13591296 Validation score: -4525.937068 Iteration 6, loss = 28.04030353 Validation score: -4510.129164 Iteration 7, loss = 27.94557838 Validation score: -4494.438196 Iteration 8, loss = 27.85115211 Validation score: -4478.872872 Iteration 9, loss = 27.75859057 Validation score: -4463.495290 Iteration 10, loss = 27.66801195 Validation score: -4448.278657 Iteration 11, loss = 27.57970965 Validation score: -4433.271470 Iteration 12, loss = 27.49289162 Validation score: -4418.447434 Iteration 13, loss = 27.40700204 Validation score: -4403.787478 Iteration 14, loss = 27.32201943 Validation score: -4389.277331 Iteration 15, loss = 27.23953597 Validation score: -4374.857057 Iteration 16, loss = 27.16090153 Validation score: -4360.371401 Iteration 17, loss = 27.08315175 Validation score: -4346.033920 Iteration 18, loss = 27.00599453 Validation score: -4332.271758 Iteration 19, loss = 26.93076146 Validation score: -4318.563770 Iteration 20, loss = 26.85978443 Validation score: -4304.934684 Iteration 21, loss = 26.79360604 Validation score: -4291.402657 Iteration 22, loss = 26.72801760 Validation score: -4276.892222 Iteration 23, loss = 26.66260738 Validation score: -4262.242727 Iteration 24, loss = 26.59764152 Validation score: -4247.706837 Iteration 25, loss = 26.53332230 Validation score: -4233.284334 Iteration 26, loss = 26.47156615 Validation score: -4218.996778 Iteration 27, loss = 26.41144973 Validation score: -4204.872457 Iteration 28, loss = 26.35195611 Validation score: -4191.029676 Iteration 29, loss = 26.29558885 Validation score: -4177.427284 Iteration 30, loss = 26.23973041 Validation score: -4164.047059 Iteration 31, loss = 26.18436152 Validation score: -4150.881598 Iteration 32, loss = 26.12986525 Validation score: -4137.918030 Iteration 33, loss = 26.07592912 Validation score: -4125.140811 Iteration 34, loss = 26.02239896 Validation score: -4112.535860 Iteration 35, loss = 25.96925266 Validation score: -4100.090407 Iteration 36, loss = 25.91489183 Validation score: -4087.693172 Iteration 37, loss = 25.85976867 Validation score: -4075.356192 Iteration 38, loss = 25.80467584 Validation score: -4063.085091 Iteration 39, loss = 25.74965368 Validation score: -4050.882181 Iteration 40, loss = 25.69473125 Validation score: -4038.747905 Iteration 41, loss = 25.64031808 Validation score: -4026.682078 Iteration 42, loss = 25.58640067 Validation score: -4014.595023 Iteration 43, loss = 25.53205928 Validation score: -4002.503777 Iteration 44, loss = 25.47783597 Validation score: -3990.418380 Iteration 45, loss = 25.42350183 Validation score: -3978.318429 Iteration 46, loss = 25.36894727 Validation score: -3966.231589 Iteration 47, loss = 25.31376525 Validation score: -3954.118579 Iteration 48, loss = 25.25790922 Validation score: -3941.986595 Iteration 49, loss = 25.20209831 Validation score: -3929.864306 Iteration 50, loss = 25.14620978 Validation score: -3917.754782 Iteration 51, loss = 25.09025890 Validation score: -3905.660649 Iteration 52, loss = 25.03431476 Validation score: -3893.582412 Iteration 53, loss = 24.97839820 Validation score: -3881.514394 Iteration 54, loss = 24.92248471 Validation score: -3869.457943 Iteration 55, loss = 24.86658607 Validation score: -3857.424021 Iteration 56, loss = 24.81071187 Validation score: -3846.743834 Iteration 57, loss = 24.75486974 Validation score: -3836.845183 Iteration 58, loss = 24.69906563 Validation score: -3826.946363 Iteration 59, loss = 24.64330403 Validation score: -3817.047803 Iteration 60, loss = 24.58758810 Validation score: -3807.149777 Iteration 61, loss = 24.53191989 Validation score: -3797.252423 Iteration 62, loss = 24.47630041 Validation score: -3787.355755 Iteration 63, loss = 24.42072982 Validation score: -3777.459678 Iteration 64, loss = 24.36511316 Validation score: -3767.557763 Iteration 65, loss = 24.30984344 Validation score: -3757.652084 Iteration 66, loss = 24.25534960 Validation score: -3747.742601 Iteration 67, loss = 24.20092389 Validation score: -3737.829159 Iteration 68, loss = 24.14655807 Validation score: -3727.911499 Iteration 69, loss = 24.09224402 Validation score: -3717.989272 Iteration 70, loss = 24.03797376 Validation score: -3708.062051 Iteration 71, loss = 23.98373940 Validation score: -3698.129343 Iteration 72, loss = 23.92953319 Validation score: -3688.190597 Iteration 73, loss = 23.87534748 Validation score: -3678.245212 Iteration 74, loss = 23.82111249 Validation score: -3668.285990 Iteration 75, loss = 23.76686879 Validation score: -3658.312690 Iteration 76, loss = 23.71259237 Validation score: -3648.324995 Iteration 77, loss = 23.65788063 Validation score: -3638.306423 Iteration 78, loss = 23.60291268 Validation score: -3628.257824 Iteration 79, loss = 23.54777333 Validation score: -3618.179860 Iteration 80, loss = 23.49251512 Validation score: -3608.074764 Iteration 81, loss = 23.43761683 Validation score: -3597.942698 Iteration 82, loss = 23.38259135 Validation score: -3587.783711 Iteration 83, loss = 23.32743437 Validation score: -3577.597757 Iteration 84, loss = 23.27214127 Validation score: -3567.384704 Iteration 85, loss = 23.21670719 Validation score: -3557.144348 Iteration 86, loss = 23.16112706 Validation score: -3546.876420 Iteration 87, loss = 23.10539557 Validation score: -3536.580595 Iteration 88, loss = 23.04948626 Validation score: -3526.249905 Iteration 89, loss = 22.99293303 Validation score: -3515.884515 Iteration 90, loss = 22.93614507 Validation score: -3505.484482 Iteration 91, loss = 22.88021513 Validation score: -3495.038573 Iteration 92, loss = 22.82438616 Validation score: -3484.549858 Iteration 93, loss = 22.76856433 Validation score: -3474.026637 Iteration 94, loss = 22.71245142 Validation score: -3463.474801 Iteration 95, loss = 22.65637024 Validation score: -3452.895123 Iteration 96, loss = 22.60004337 Validation score: -3442.288065 Iteration 97, loss = 22.54378752 Validation score: -3431.663183 Iteration 98, loss = 22.48734276 Validation score: -3421.019879 Iteration 99, loss = 22.43065307 Validation score: -3410.357435 Iteration 100, loss = 22.37371568 Validation score: -3399.675043 Iteration 101, loss = 22.31652697 Validation score: -3388.971816 Iteration 102, loss = 22.25908259 Validation score: -3378.246814 Iteration 103, loss = 22.20139108 Validation score: -3367.578446 Iteration 104, loss = 22.14411752 Validation score: -3357.315929 Iteration 105, loss = 22.08806937 Validation score: -3347.060279 Iteration 106, loss = 22.03224717 Validation score: -3336.833016 Iteration 107, loss = 21.97776979 Validation score: -3326.642056 Iteration 108, loss = 21.92347051 Validation score: -3316.480210 Iteration 109, loss = 21.86899507 Validation score: -3306.339749 Iteration 110, loss = 21.81484916 Validation score: -3296.229797 Iteration 111, loss = 21.76150900 Validation score: -3286.081564 Iteration 112, loss = 21.70744964 Validation score: -3275.919270 Iteration 113, loss = 21.65369911 Validation score: -3265.745085 Iteration 114, loss = 21.59964887 Validation score: -3255.560614 Iteration 115, loss = 21.54454403 Validation score: -3245.369108 Iteration 116, loss = 21.48932822 Validation score: -3235.172702 Iteration 117, loss = 21.43402784 Validation score: -3225.009455 Iteration 118, loss = 21.37954470 Validation score: -3215.199740 Iteration 119, loss = 21.32487727 Validation score: -3205.745571 Iteration 120, loss = 21.26999291 Validation score: -3196.324470 Iteration 121, loss = 21.21344789 Validation score: -3186.922257 Iteration 122, loss = 21.15442398 Validation score: -3177.533296 Iteration 123, loss = 21.09469931 Validation score: -3168.155537 Iteration 124, loss = 21.03458688 Validation score: -3158.789859 Iteration 125, loss = 20.97462716 Validation score: -3149.428133 Iteration 126, loss = 20.91459806 Validation score: -3140.066763 Iteration 127, loss = 20.85425405 Validation score: -3130.702266 Iteration 128, loss = 20.79361112 Validation score: -3121.331460 Iteration 129, loss = 20.73168792 Validation score: -3111.896082 Iteration 130, loss = 20.66729475 Validation score: -3102.397385 Iteration 131, loss = 20.60219542 Validation score: -3092.837824 Iteration 132, loss = 20.53687098 Validation score: -3083.233066 Iteration 133, loss = 20.47210947 Validation score: -3074.497566 Iteration 134, loss = 20.40695627 Validation score: -3066.197580 Iteration 135, loss = 20.34277175 Validation score: -3057.875396 Iteration 136, loss = 20.27653190 Validation score: -3049.535187 Iteration 137, loss = 20.20908402 Validation score: -3041.172892 Iteration 138, loss = 20.14104878 Validation score: -3032.816736 Iteration 139, loss = 20.07289039 Validation score: -3024.460569 Iteration 140, loss = 20.00424667 Validation score: -3016.080916 Iteration 141, loss = 19.93534940 Validation score: -3007.628973 Iteration 142, loss = 19.86631803 Validation score: -2999.167719 Iteration 143, loss = 19.79704907 Validation score: -2990.646854 Iteration 144, loss = 19.72765496 Validation score: -2982.065896 Iteration 145, loss = 19.65814853 Validation score: -2973.425313 Iteration 146, loss = 19.58882023 Validation score: -2964.724900 Iteration 147, loss = 19.51946352 Validation score: -2955.934734 Iteration 148, loss = 19.45020546 Validation score: -2947.071641 Iteration 149, loss = 19.38081625 Validation score: -2938.155830 Iteration 150, loss = 19.31108802 Validation score: -2929.186794 Iteration 151, loss = 19.24123987 Validation score: -2920.164122 Iteration 152, loss = 19.17152228 Validation score: -2911.084632 Iteration 153, loss = 19.10190046 Validation score: -2901.948261 Iteration 154, loss = 19.03219918 Validation score: -2892.755013 Iteration 155, loss = 18.96241767 Validation score: -2883.504948 Iteration 156, loss = 18.89255412 Validation score: -2874.198177 Iteration 157, loss = 18.82291638 Validation score: -2864.864904 Iteration 158, loss = 18.75348088 Validation score: -2855.502575 Iteration 159, loss = 18.68400791 Validation score: -2846.108943 Iteration 160, loss = 18.61473833 Validation score: -2836.661058 Iteration 161, loss = 18.54715463 Validation score: -2827.177804 Iteration 162, loss = 18.48003700 Validation score: -2817.698185 Iteration 163, loss = 18.41296405 Validation score: -2808.217900 Iteration 164, loss = 18.34586710 Validation score: -2798.731432 Iteration 165, loss = 18.27902760 Validation score: -2789.230820 Iteration 166, loss = 18.21248830 Validation score: -2779.713378 Iteration 167, loss = 18.14594333 Validation score: -2770.176697 Iteration 168, loss = 18.07956863 Validation score: -2760.617940 Iteration 169, loss = 18.01362776 Validation score: -2751.041098 Iteration 170, loss = 17.94774228 Validation score: -2741.444107 Iteration 171, loss = 17.88176574 Validation score: -2731.825119 Iteration 172, loss = 17.81569158 Validation score: -2722.182484 Iteration 173, loss = 17.74966272 Validation score: -2712.508411 Iteration 174, loss = 17.68526318 Validation score: -2702.853931 Iteration 175, loss = 17.62132667 Validation score: -2693.213555 Iteration 176, loss = 17.55743106 Validation score: -2683.582374 Iteration 177, loss = 17.49356109 Validation score: -2673.955996 Iteration 178, loss = 17.42970237 Validation score: -2664.330497 Iteration 179, loss = 17.36645344 Validation score: -2654.698638 Iteration 180, loss = 17.30352642 Validation score: -2645.057545 Iteration 181, loss = 17.24074755 Validation score: -2635.406886 Iteration 182, loss = 17.17826479 Validation score: -2625.744146 Iteration 183, loss = 17.11352464 Validation score: -2616.012079 Iteration 184, loss = 17.04803423 Validation score: -2606.202812 Iteration 185, loss = 16.98292816 Validation score: -2596.320164 Iteration 186, loss = 16.91749475 Validation score: -2586.367685 Iteration 187, loss = 16.85191837 Validation score: -2576.342884 Iteration 188, loss = 16.78687467 Validation score: -2566.249311 Iteration 189, loss = 16.72209901 Validation score: -2556.116154 Iteration 190, loss = 16.65801943 Validation score: -2545.969546 Iteration 191, loss = 16.59423122 Validation score: -2535.807303 Iteration 192, loss = 16.53036040 Validation score: -2525.515616 Iteration 193, loss = 16.46640473 Validation score: -2515.081071 Iteration 194, loss = 16.40236167 Validation score: -2504.623074 Iteration 195, loss = 16.33671347 Validation score: -2494.107343 Iteration 196, loss = 16.26904236 Validation score: -2483.535474 Iteration 197, loss = 16.20092967 Validation score: -2473.684145 Iteration 198, loss = 16.13180611 Validation score: -2463.928616 Iteration 199, loss = 16.05850568 Validation score: -2454.128038 Iteration 200, loss = 15.98433828 Validation score: -2444.284882 Iteration 201, loss = 15.90942017 Validation score: -2434.401305 Iteration 202, loss = 15.83395708 Validation score: -2424.488961 Iteration 203, loss = 15.75789762 Validation score: -2414.311734 Iteration 204, loss = 15.68130459 Validation score: -2398.457982 Iteration 205, loss = 15.60424821 Validation score: -2382.510056 Iteration 206, loss = 15.52681137 Validation score: -2366.476209 Iteration 207, loss = 15.44914535 Validation score: -2350.372770 Iteration 208, loss = 15.37120572 Validation score: -2334.214040 Iteration 209, loss = 15.29282757 Validation score: -2317.819030 Iteration 210, loss = 15.20568481 Validation score: -2301.234155 Iteration 211, loss = 15.11576769 Validation score: -2284.444494 Iteration 212, loss = 15.02312985 Validation score: -2267.492152 Iteration 213, loss = 14.92979383 Validation score: -2250.418207 Iteration 214, loss = 14.83580194 Validation score: -2233.252224 Iteration 215, loss = 14.74130811 Validation score: -2216.041659 Iteration 216, loss = 14.64632359 Validation score: -2198.811164 Iteration 217, loss = 14.55124390 Validation score: -2181.619607 Iteration 218, loss = 14.45661858 Validation score: -2164.474600 Iteration 219, loss = 14.36183515 Validation score: -2147.367334 Iteration 220, loss = 14.26462916 Validation score: -2130.252672 Iteration 221, loss = 14.16194440 Validation score: -2113.147745 Iteration 222, loss = 14.05882544 Validation score: -2096.057663 Iteration 223, loss = 13.95157155 Validation score: -2078.962840 Iteration 224, loss = 13.84357774 Validation score: -2061.908890 Iteration 225, loss = 13.73578835 Validation score: -2044.916610 Iteration 226, loss = 13.62781424 Validation score: -2028.184273 Iteration 227, loss = 13.51975074 Validation score: -2012.040298 Iteration 228, loss = 13.41171053 Validation score: -1995.978261 Iteration 229, loss = 13.30421732 Validation score: -1980.010000 Iteration 230, loss = 13.19782167 Validation score: -1964.138565 Iteration 231, loss = 13.09173760 Validation score: -1948.366399 Iteration 232, loss = 12.98605837 Validation score: -1932.687630 Iteration 233, loss = 12.87687069 Validation score: -1917.082446 Iteration 234, loss = 12.76620813 Validation score: -1901.559659 Iteration 235, loss = 12.65610333 Validation score: -1886.139041 Iteration 236, loss = 12.54659733 Validation score: -1870.835511 Iteration 237, loss = 12.43784027 Validation score: -1855.650346 Iteration 238, loss = 12.32947845 Validation score: -1840.584455 Iteration 239, loss = 12.22155915 Validation score: -1825.638468 Iteration 240, loss = 12.11416446 Validation score: -1810.806142 Iteration 241, loss = 12.00729408 Validation score: -1796.088719 Iteration 242, loss = 11.90197508 Validation score: -1781.493368 Iteration 243, loss = 11.79788088 Validation score: -1767.017045 Iteration 244, loss = 11.69465963 Validation score: -1752.683097 Iteration 245, loss = 11.59272131 Validation score: -1738.489348 Iteration 246, loss = 11.49185187 Validation score: -1725.179196 Iteration 247, loss = 11.38914655 Validation score: -1712.371094 Iteration 248, loss = 11.28624792 Validation score: -1699.647927 Iteration 249, loss = 11.18397809 Validation score: -1687.011614 Iteration 250, loss = 11.07996060 Validation score: -1674.451245 Iteration 251, loss = 10.97366050 Validation score: -1661.971273 Iteration 252, loss = 10.86756433 Validation score: -1649.582324 Iteration 253, loss = 10.76242092 Validation score: -1637.291483 Iteration 254, loss = 10.65835146 Validation score: -1624.765023 Iteration 255, loss = 10.55552199 Validation score: -1611.834928 Iteration 256, loss = 10.45405086 Validation score: -1599.001561 Iteration 257, loss = 10.35329927 Validation score: -1586.265393 Iteration 258, loss = 10.25312237 Validation score: -1573.628572 Iteration 259, loss = 10.15354059 Validation score: -1561.091492 Iteration 260, loss = 10.05456057 Validation score: -1548.652797 Iteration 261, loss = 9.95664388 Validation score: -1536.313375 Iteration 262, loss = 9.85937271 Validation score: -1524.074211 Iteration 263, loss = 9.76277151 Validation score: -1511.937747 Iteration 264, loss = 9.66682521 Validation score: -1499.904868 Iteration 265, loss = 9.57156984 Validation score: -1487.975224 Iteration 266, loss = 9.47722456 Validation score: -1476.149237 Iteration 267, loss = 9.38393188 Validation score: -1464.428170 Iteration 268, loss = 9.29160111 Validation score: -1452.812792 Iteration 269, loss = 9.20006620 Validation score: -1441.304438 Iteration 270, loss = 9.10932869 Validation score: -1429.906383 Iteration 271, loss = 9.01952285 Validation score: -1418.619770 Iteration 272, loss = 8.93047552 Validation score: -1407.445791 Iteration 273, loss = 8.84218975 Validation score: -1396.385670 Iteration 274, loss = 8.75467610 Validation score: -1385.441041 Iteration 275, loss = 8.66793905 Validation score: -1374.613155 Iteration 276, loss = 8.58154317 Validation score: -1363.894075 Iteration 277, loss = 8.49589513 Validation score: -1353.285321 Iteration 278, loss = 8.41109293 Validation score: -1342.779594 Iteration 279, loss = 8.32688191 Validation score: -1332.380240 Iteration 280, loss = 8.24338782 Validation score: -1322.090395 Iteration 281, loss = 8.16074235 Validation score: -1311.912522 Iteration 282, loss = 8.07888937 Validation score: -1301.887541 Iteration 283, loss = 7.99373566 Validation score: -1292.015294 Iteration 284, loss = 7.90905448 Validation score: -1282.295838 Iteration 285, loss = 7.82489884 Validation score: -1272.729176 Iteration 286, loss = 7.74133141 Validation score: -1263.314397 Iteration 287, loss = 7.65837564 Validation score: -1254.050744 Iteration 288, loss = 7.57607889 Validation score: -1244.937591 Iteration 289, loss = 7.49448794 Validation score: -1235.973535 Iteration 290, loss = 7.41363282 Validation score: -1227.159098 Iteration 291, loss = 7.33355882 Validation score: -1218.493897 Iteration 292, loss = 7.25429591 Validation score: -1209.977591 Iteration 293, loss = 7.17586273 Validation score: -1201.611264 Iteration 294, loss = 7.09769691 Validation score: -1193.395808 Iteration 295, loss = 7.02024809 Validation score: -1185.313880 Iteration 296, loss = 6.94330965 Validation score: -1177.366973 Iteration 297, loss = 6.86721664 Validation score: -1169.556362 Iteration 298, loss = 6.79200080 Validation score: -1161.883119 Iteration 299, loss = 6.71771689 Validation score: -1154.348086 Iteration 300, loss = 6.64438065 Validation score: -1146.951994 Iteration 301, loss = 6.57199505 Validation score: -1139.695383 Iteration 302, loss = 6.50058171 Validation score: -1132.578614 Iteration 303, loss = 6.43018059 Validation score: -1125.602607 Iteration 304, loss = 6.36079747 Validation score: -1118.767289 Iteration 305, loss = 6.29244038 Validation score: -1112.072430 Iteration 306, loss = 6.22482118 Validation score: -1105.501706 Iteration 307, loss = 6.15769856 Validation score: -1099.056181 Iteration 308, loss = 6.09155264 Validation score: -1092.736602 Iteration 309, loss = 6.02639982 Validation score: 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5.10815552 Validation score: -1002.250906 Iteration 326, loss = 5.05645234 Validation score: -997.865991 Iteration 327, loss = 5.00558927 Validation score: -993.578402 Iteration 328, loss = 4.95555162 Validation score: -989.391849 Iteration 329, loss = 4.90652938 Validation score: -985.304284 Iteration 330, loss = 4.85835435 Validation score: -981.313513 Iteration 331, loss = 4.81103902 Validation score: -977.417206 Iteration 332, loss = 4.76459260 Validation score: -973.612913 Iteration 333, loss = 4.71902127 Validation score: -969.898075 Iteration 334, loss = 4.67432845 Validation score: -966.270041 Iteration 335, loss = 4.63051506 Validation score: -962.726071 Iteration 336, loss = 4.58755355 Validation score: -959.267697 Iteration 337, loss = 4.54545410 Validation score: -955.891905 Iteration 338, loss = 4.50422000 Validation score: -952.595643 Iteration 339, loss = 4.46384525 Validation score: -949.375821 Iteration 340, loss = 4.42433594 Validation score: -946.228674 Iteration 341, loss = 4.38581683 Validation score: -943.151134 Iteration 342, loss = 4.34813590 Validation score: -940.140123 Iteration 343, loss = 4.31127974 Validation score: -937.192552 Iteration 344, loss = 4.27523404 Validation score: -934.305336 Iteration 345, loss = 4.23998372 Validation score: -931.475397 Iteration 346, loss = 4.20551297 Validation score: -928.699669 Iteration 347, loss = 4.17180533 Validation score: -925.975113 Iteration 348, loss = 4.13884385 Validation score: -923.298713 Iteration 349, loss = 4.10661107 Validation score: -920.667491 Iteration 350, loss = 4.07508915 Validation score: -918.078507 Iteration 351, loss = 4.04427868 Validation score: -915.528243 Iteration 352, loss = 4.01414711 Validation score: -913.013921 Iteration 353, loss = 3.98467014 Validation score: -910.532814 Iteration 354, loss = 3.95582933 Validation score: -908.082250 Iteration 355, loss = 3.92760611 Validation score: -905.659617 Iteration 356, loss = 3.89998186 Validation score: -903.262367 Iteration 357, loss = 3.87293794 Validation score: -900.888018 Iteration 358, loss = 3.84645575 Validation score: -898.534161 Iteration 359, loss = 3.82051678 Validation score: -896.198459 Iteration 360, loss = 3.79512649 Validation score: -893.877250 Iteration 361, loss = 3.76986699 Validation score: -891.557453 Iteration 362, loss = 3.74459735 Validation score: -889.028581 Iteration 363, loss = 3.71973325 Validation score: -885.604727 Iteration 364, loss = 3.69526913 Validation score: -882.170948 Iteration 365, loss = 3.67119841 Validation score: -878.729221 Iteration 366, loss = 3.64732694 Validation score: -875.247366 Iteration 367, loss = 3.62302808 Validation score: -871.698434 Iteration 368, loss = 3.59851695 Validation score: -868.090632 Iteration 369, loss = 3.57420699 Validation score: -864.431253 Iteration 370, loss = 3.54916624 Validation score: -860.680661 Iteration 371, loss = 3.52407606 Validation score: -856.849979 Iteration 372, loss = 3.49907500 Validation score: 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score: -783.791456 Iteration 389, loss = 3.07910848 Validation score: -779.250219 Iteration 390, loss = 3.05579380 Validation score: -774.691642 Iteration 391, loss = 3.03259859 Validation score: -770.118803 Iteration 392, loss = 3.00957452 Validation score: -765.534470 Iteration 393, loss = 2.98672259 Validation score: -760.941131 Iteration 394, loss = 2.96404321 Validation score: -756.341025 Iteration 395, loss = 2.94153628 Validation score: -751.736165 Iteration 396, loss = 2.91920126 Validation score: -747.128365 Iteration 397, loss = 2.89703728 Validation score: -742.519256 Iteration 398, loss = 2.87504314 Validation score: -737.910308 Iteration 399, loss = 2.85321740 Validation score: -733.302846 Iteration 400, loss = 2.83155844 Validation score: -728.698064 Iteration 401, loss = 2.81006447 Validation score: -724.097039 Iteration 402, loss = 2.78879374 Validation score: -719.505964 Iteration 403, loss = 2.76784843 Validation score: -714.925111 Iteration 404, loss = 2.74742386 Validation score: -710.369199 Iteration 405, loss = 2.72738675 Validation score: -705.836804 Iteration 406, loss = 2.70754599 Validation score: -701.326639 Iteration 407, loss = 2.68789385 Validation score: -696.837548 Iteration 408, loss = 2.66845775 Validation score: -692.371457 Iteration 409, loss = 2.64928809 Validation score: -687.927082 Iteration 410, loss = 2.63029177 Validation score: -683.503273 Iteration 411, loss = 2.61146211 Validation score: -679.098997 Iteration 412, loss = 2.59279289 Validation score: -674.713327 Iteration 413, loss = 2.57427836 Validation score: -670.345435 Iteration 414, loss = 2.55591317 Validation score: -665.994578 Iteration 415, loss = 2.53783809 Validation score: -661.663680 Iteration 416, loss = 2.52003666 Validation score: -657.351772 Iteration 417, loss = 2.50238431 Validation score: -653.057986 Iteration 418, loss = 2.48487514 Validation score: -648.781546 Iteration 419, loss = 2.46750370 Validation score: -644.521759 Iteration 420, loss = 2.45026495 Validation score: -640.278008 Iteration 421, loss = 2.43315426 Validation score: -636.049740 Iteration 422, loss = 2.41616732 Validation score: -631.836467 Iteration 423, loss = 2.39930016 Validation score: -627.637752 Iteration 424, loss = 2.38254911 Validation score: -623.453210 Iteration 425, loss = 2.36594939 Validation score: -619.286511 Iteration 426, loss = 2.34948894 Validation score: -615.136867 Iteration 427, loss = 2.33313920 Validation score: -611.003577 Iteration 428, loss = 2.31689707 Validation score: -606.886017 Iteration 429, loss = 2.30075968 Validation score: -602.783630 Iteration 430, loss = 2.28472435 Validation score: -598.695926 Iteration 431, loss = 2.26878861 Validation score: -594.622465 Iteration 432, loss = 2.25295015 Validation score: -590.562864 Iteration 433, loss = 2.23720683 Validation score: -586.516780 Iteration 434, loss = 2.22155664 Validation score: -582.483916 Iteration 435, loss = 2.20599772 Validation score: -578.464008 Iteration 436, loss = 2.19052832 Validation score: -574.456829 Iteration 437, loss = 2.17514681 Validation score: -570.462178 Iteration 438, loss = 2.15985167 Validation score: -566.479884 Iteration 439, loss = 2.14464147 Validation score: -562.509800 Iteration 440, loss = 2.12951488 Validation score: -558.551799 Iteration 441, loss = 2.11447064 Validation score: -554.605777 Iteration 442, loss = 2.09950757 Validation score: -550.671645 Iteration 443, loss = 2.08462457 Validation score: -546.749330 Iteration 444, loss = 2.06982060 Validation score: -542.838776 Iteration 445, loss = 2.05509467 Validation score: -538.939937 Iteration 446, loss = 2.04044586 Validation score: -535.052780 Iteration 447, loss = 2.02589817 Validation score: -531.177818 Iteration 448, loss = 2.01148583 Validation score: -527.185594 Iteration 449, loss = 1.99714527 Validation score: -523.209558 Iteration 450, loss = 1.98287229 Validation score: -519.249310 Iteration 451, loss = 1.96867021 Validation score: -515.304494 Iteration 452, loss = 1.95453801 Validation score: -511.374802 Iteration 453, loss = 1.94053642 Validation score: -507.461864 Iteration 454, loss = 1.92668019 Validation score: -503.565237 Iteration 455, loss = 1.91271145 Validation score: -499.682407 Iteration 456, loss = 1.89878487 Validation score: -495.813335 Iteration 457, loss = 1.88490640 Validation score: -491.957996 Iteration 458, loss = 1.87107796 Validation score: -488.116376 Iteration 459, loss = 1.85730128 Validation score: -484.288470 Iteration 460, loss = 1.84357789 Validation score: -480.474282 Iteration 461, loss = 1.82990916 Validation score: -476.673823 Iteration 462, loss = 1.81629629 Validation score: -472.887110 Iteration 463, loss = 1.80274035 Validation score: -469.114165 Iteration 464, loss = 1.78924228 Validation score: -465.355017 Iteration 465, loss = 1.77580291 Validation score: -461.609697 Iteration 466, loss = 1.76243381 Validation score: -457.879126 Iteration 467, loss = 1.74919091 Validation score: 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score: -397.209139 Iteration 484, loss = 1.54270248 Validation score: -393.764437 Iteration 485, loss = 1.53138679 Validation score: -390.344303 Iteration 486, loss = 1.52013668 Validation score: -386.948050 Iteration 487, loss = 1.50899924 Validation score: -383.583228 Iteration 488, loss = 1.49825092 Validation score: -380.248290 Iteration 489, loss = 1.48758365 Validation score: -376.941859 Iteration 490, loss = 1.47699416 Validation score: -373.662709 Iteration 491, loss = 1.46647951 Validation score: -370.409754 Iteration 492, loss = 1.45603705 Validation score: -367.182029 Iteration 493, loss = 1.44566441 Validation score: -363.978675 Iteration 494, loss = 1.43535942 Validation score: -360.798933 Iteration 495, loss = 1.42511038 Validation score: -357.642612 Iteration 496, loss = 1.41489030 Validation score: -354.509072 Iteration 497, loss = 1.40472578 Validation score: -351.397748 Iteration 498, loss = 1.39462622 Validation score: -348.310287 Iteration 499, loss = 1.38463061 Validation score: -345.245995 Iteration 500, loss = 1.37469193 Validation score: -342.204252 Iteration 501, loss = 1.36480922 Validation score: -339.184501 Iteration 502, loss = 1.35498157 Validation score: -336.186246 Iteration 503, loss = 1.34526380 Validation score: -333.211318 Iteration 504, loss = 1.33565629 Validation score: -330.259065 Iteration 505, loss = 1.32610826 Validation score: -327.328898 Iteration 506, loss = 1.31661827 Validation score: -324.420287 Iteration 507, loss = 1.30728090 Validation score: -321.536518 Iteration 508, loss = 1.29801212 Validation score: -318.676726 Iteration 509, loss = 1.28881410 Validation score: -315.839328 Iteration 510, loss = 1.27968348 Validation score: -313.023707 Iteration 511, loss = 1.27060984 Validation score: -310.229304 Iteration 512, loss = 1.26159168 Validation score: -307.455613 Iteration 513, loss = 1.25262761 Validation score: -304.729261 Iteration 514, loss = 1.24371639 Validation score: -302.049324 Iteration 515, loss = 1.23485690 Validation score: -299.388085 Iteration 516, loss = 1.22604812 Validation score: -296.745246 Iteration 517, loss = 1.21728912 Validation score: -294.120538 Iteration 518, loss = 1.20857909 Validation score: -291.759232 Iteration 519, loss = 1.19991726 Validation score: -289.554928 Iteration 520, loss = 1.19130295 Validation score: -287.365720 Iteration 521, loss = 1.18269357 Validation score: -285.180332 Iteration 522, loss = 1.17400984 Validation score: -282.999966 Iteration 523, loss = 1.16535373 Validation score: -280.825697 Iteration 524, loss = 1.15672737 Validation score: -278.658487 Iteration 525, loss = 1.14813269 Validation score: -276.499193 Iteration 526, loss = 1.13957140 Validation score: -274.348584 Iteration 527, loss = 1.13104506 Validation score: -272.207341 Iteration 528, loss = 1.12255501 Validation score: -270.076074 Iteration 529, loss = 1.11410248 Validation score: -267.955323 Iteration 530, loss = 1.10577134 Validation score: -265.840854 Iteration 531, loss = 1.09751785 Validation score: -263.723644 Iteration 532, loss = 1.08895537 Validation score: -261.595595 Iteration 533, loss = 1.08030713 Validation score: -259.459814 Iteration 534, loss = 1.07164658 Validation score: -257.319103 Iteration 535, loss = 1.06298250 Validation score: -255.175983 Iteration 536, loss = 1.05432274 Validation score: -253.032724 Iteration 537, loss = 1.04567432 Validation score: -250.891364 Iteration 538, loss = 1.03705887 Validation score: -248.754494 Iteration 539, loss = 1.02848987 Validation score: -246.623665 Iteration 540, loss = 1.01995127 Validation score: -244.500270 Iteration 541, loss = 1.01146638 Validation score: -242.386104 Iteration 542, loss = 1.00302928 Validation score: -240.282213 Iteration 543, loss = 0.99463427 Validation score: -238.189529 Iteration 544, loss = 0.98628406 Validation score: -236.143792 Iteration 545, loss = 0.97798099 Validation score: -234.142975 Iteration 546, loss = 0.96973734 Validation score: -232.151630 Iteration 547, loss = 0.96156674 Validation score: -230.170762 Iteration 548, loss = 0.95344378 Validation score: -228.201259 Iteration 549, loss = 0.94537062 Validation score: -226.243907 Iteration 550, loss = 0.93734912 Validation score: -224.299400 Iteration 551, loss = 0.92938285 Validation score: -222.368680 Iteration 552, loss = 0.92149127 Validation score: -220.452236 Iteration 553, loss = 0.91365614 Validation score: -218.550494 Iteration 554, loss = 0.90587836 Validation score: -216.663821 Iteration 555, loss = 0.89815862 Validation score: -214.792528 Iteration 556, loss = 0.89049750 Validation score: -212.936878 Iteration 557, loss = 0.88289900 Validation score: -211.099642 Iteration 558, loss = 0.87537421 Validation score: -209.280668 Iteration 559, loss = 0.86790645 Validation score: -207.479806 Iteration 560, loss = 0.86049589 Validation score: -205.696905 Iteration 561, loss = 0.85314265 Validation score: -203.931818 Iteration 562, loss = 0.84584679 Validation score: 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score: -175.594364 Iteration 579, loss = 0.72924360 Validation score: -174.000824 Iteration 580, loss = 0.72312607 Validation score: -172.417682 Iteration 581, loss = 0.71706821 Validation score: -170.845596 Iteration 582, loss = 0.71106942 Validation score: -169.285160 Iteration 583, loss = 0.70513472 Validation score: -167.738714 Iteration 584, loss = 0.69925679 Validation score: -166.206506 Iteration 585, loss = 0.69343283 Validation score: -164.688758 Iteration 586, loss = 0.68766362 Validation score: -163.183928 Iteration 587, loss = 0.68195532 Validation score: -161.692401 Iteration 588, loss = 0.67630171 Validation score: -160.214512 Iteration 589, loss = 0.67070222 Validation score: -158.750547 Iteration 590, loss = 0.66515627 Validation score: -157.300750 Iteration 591, loss = 0.65966328 Validation score: -155.865322 Iteration 592, loss = 0.65425774 Validation score: -154.439969 Iteration 593, loss = 0.64898919 Validation score: -153.025165 Iteration 594, loss = 0.64377370 Validation score: -151.619787 Iteration 595, loss = 0.63860926 Validation score: -150.224436 Iteration 596, loss = 0.63349472 Validation score: -148.839660 Iteration 597, loss = 0.62845483 Validation score: -147.466210 Iteration 598, loss = 0.62346959 Validation score: -146.104483 Iteration 599, loss = 0.61853368 Validation score: -144.754832 Iteration 600, loss = 0.61364627 Validation score: -143.417563 Iteration 601, loss = 0.60880657 Validation score: -142.092941 Iteration 602, loss = 0.60401381 Validation score: -140.781192 Iteration 603, loss = 0.59926724 Validation score: -139.482503 Iteration 604, loss = 0.59456614 Validation score: -138.197025 Iteration 605, loss = 0.58990979 Validation score: -136.924877 Iteration 606, loss = 0.58529751 Validation score: -135.666145 Iteration 607, loss = 0.58072903 Validation score: -134.422196 Iteration 608, loss = 0.57620288 Validation score: -133.191604 Iteration 609, loss = 0.57171916 Validation score: -131.974388 Iteration 610, loss = 0.56727689 Validation score: -130.770545 Iteration 611, loss = 0.56287546 Validation score: -129.580047 Iteration 612, loss = 0.55851433 Validation score: -128.402847 Iteration 613, loss = 0.55419294 Validation score: -127.238876 Iteration 614, loss = 0.54991076 Validation score: -126.088051 Iteration 615, loss = 0.54566728 Validation score: -124.950271 Iteration 616, loss = 0.54146200 Validation score: -123.825423 Iteration 617, loss = 0.53729443 Validation score: -122.713380 Iteration 618, loss = 0.53316412 Validation score: -121.614006 Iteration 619, loss = 0.52907062 Validation score: -120.527153 Iteration 620, loss = 0.52501349 Validation score: -119.452666 Iteration 621, loss = 0.52099230 Validation score: -118.390383 Iteration 622, loss = 0.51700666 Validation score: -117.340137 Iteration 623, loss = 0.51305616 Validation score: -116.301753 Iteration 624, loss = 0.50914043 Validation score: -115.275056 Iteration 625, loss = 0.50526694 Validation score: -114.261102 Iteration 626, loss = 0.50143805 Validation score: -113.258529 Iteration 627, loss = 0.49764398 Validation score: -112.267135 Iteration 628, loss = 0.49388374 Validation score: -111.286718 Iteration 629, loss = 0.49015692 Validation score: -110.317081 Iteration 630, loss = 0.48646311 Validation score: -109.358026 Iteration 631, loss = 0.48280193 Validation score: -108.409357 Iteration 632, loss = 0.47917301 Validation score: -107.470885 Iteration 633, loss = 0.47557598 Validation score: -106.542418 Iteration 634, loss = 0.47201050 Validation score: -105.623773 Iteration 635, loss = 0.46847622 Validation score: -104.714769 Iteration 636, loss = 0.46497284 Validation score: -103.815227 Iteration 637, loss = 0.46150002 Validation score: -102.924975 Iteration 638, loss = 0.45805745 Validation score: -102.043846 Iteration 639, loss = 0.45464484 Validation score: -101.171673 Iteration 640, loss = 0.45126189 Validation score: -100.308300 Iteration 641, loss = 0.44790831 Validation score: -99.453571 Iteration 642, loss = 0.44458381 Validation score: -98.607336 Iteration 643, loss = 0.44128811 Validation score: -97.769451 Iteration 644, loss = 0.43802095 Validation score: -96.939776 Iteration 645, loss = 0.43478206 Validation score: -96.118175 Iteration 646, loss = 0.43157116 Validation score: -95.304519 Iteration 647, loss = 0.42838801 Validation score: -94.498681 Iteration 648, loss = 0.42523233 Validation score: -93.700539 Iteration 649, loss = 0.42210389 Validation score: -92.909978 Iteration 650, loss = 0.41900243 Validation score: -92.126884 Iteration 651, loss = 0.41596409 Validation score: -91.341940 Iteration 652, loss = 0.41303995 Validation score: -90.555985 Iteration 653, loss = 0.41013809 Validation score: -89.769832 Iteration 654, loss = 0.40725877 Validation score: -88.984258 Iteration 655, loss = 0.40440225 Validation score: -88.200007 Iteration 656, loss = 0.40156876 Validation score: -87.417784 Iteration 657, loss = 0.39875848 Validation score: -86.638254 Iteration 658, loss = 0.39597161 Validation score: -85.862037 Iteration 659, loss = 0.39320826 Validation score: -85.089715 Iteration 660, loss = 0.39046855 Validation score: -84.321825 Iteration 661, loss = 0.38775254 Validation score: -83.558860 Iteration 662, loss = 0.38506025 Validation score: -82.801271 Iteration 663, loss = 0.38239169 Validation score: -82.049469 Iteration 664, loss = 0.37974682 Validation score: -81.303820 Iteration 665, loss = 0.37712556 Validation score: -80.564655 Iteration 666, loss = 0.37452782 Validation score: -79.832261 Iteration 667, loss = 0.37195348 Validation score: -79.106893 Iteration 668, loss = 0.36940239 Validation score: -78.388767 Iteration 669, loss = 0.36687439 Validation score: -77.678066 Iteration 670, loss = 0.36436930 Validation score: -76.974943 Iteration 671, loss = 0.36188691 Validation score: -76.279517 Iteration 672, loss = 0.35942703 Validation score: -75.591883 Iteration 673, loss = 0.35698942 Validation score: -74.912107 Iteration 674, loss = 0.35457388 Validation score: -74.240230 Iteration 675, loss = 0.35218017 Validation score: -73.576271 Iteration 676, loss = 0.34980805 Validation score: -72.920228 Iteration 677, loss = 0.34745728 Validation score: -72.272080 Iteration 678, loss = 0.34512765 Validation score: -71.631787 Iteration 679, loss = 0.34281890 Validation score: -70.999295 Iteration 680, loss = 0.34053793 Validation score: -70.378976 Iteration 681, loss = 0.33828387 Validation score: -69.770270 Iteration 682, loss = 0.33604725 Validation score: -69.172629 Iteration 683, loss = 0.33382804 Validation score: -68.585514 Iteration 684, loss = 0.33162620 Validation score: -68.008402 Iteration 685, loss = 0.32944172 Validation score: -67.440786 Iteration 686, loss = 0.32727457 Validation score: -66.882176 Iteration 687, loss = 0.32512473 Validation score: -66.332100 Iteration 688, loss = 0.32299333 Validation score: -65.790180 Iteration 689, loss = 0.32088788 Validation score: -65.251490 Iteration 690, loss = 0.31880808 Validation score: -64.716070 Iteration 691, loss = 0.31674564 Validation score: -64.183966 Iteration 692, loss = 0.31470047 Validation score: -63.655230 Iteration 693, loss = 0.31267248 Validation score: -63.129912 Iteration 694, loss = 0.31066157 Validation score: -62.608067 Iteration 695, loss = 0.30866763 Validation score: -62.089748 Iteration 696, loss = 0.30669055 Validation score: -61.575008 Iteration 697, loss = 0.30473022 Validation score: -61.063900 Iteration 698, loss = 0.30278653 Validation score: -60.556474 Iteration 699, loss = 0.30085936 Validation score: -60.052776 Iteration 700, loss = 0.29894858 Validation score: -59.552853 Iteration 701, loss = 0.29705671 Validation score: -59.061248 Iteration 702, loss = 0.29518313 Validation score: -58.577519 Iteration 703, loss = 0.29332345 Validation score: -58.101239 Iteration 704, loss = 0.29147773 Validation score: -57.631996 Iteration 705, loss = 0.28964914 Validation score: -57.164877 Iteration 706, loss = 0.28783845 Validation score: -56.699983 Iteration 707, loss = 0.28604278 Validation score: -56.237418 Iteration 708, loss = 0.28426204 Validation score: -55.777282 Iteration 709, loss = 0.28249614 Validation score: -55.319679 Iteration 710, loss = 0.28074498 Validation score: -54.864705 Iteration 711, loss = 0.27903003 Validation score: -54.419278 Iteration 712, loss = 0.27734104 Validation score: -53.982746 Iteration 713, loss = 0.27566580 Validation score: -53.554490 Iteration 714, loss = 0.27400430 Validation score: -53.133930 Iteration 715, loss = 0.27235650 Validation score: -52.720517 Iteration 716, loss = 0.27073371 Validation score: -52.315153 Iteration 717, loss = 0.26915056 Validation score: -51.917208 Iteration 718, loss = 0.26758152 Validation score: -51.526097 Iteration 719, loss = 0.26602643 Validation score: -51.141278 Iteration 720, loss = 0.26448517 Validation score: -50.762247 Iteration 721, loss = 0.26295758 Validation score: -50.388541 Iteration 722, loss = 0.26144353 Validation score: -50.019731 Iteration 723, loss = 0.25994290 Validation score: -49.655427 Iteration 724, loss = 0.25845554 Validation score: -49.295268 Iteration 725, loss = 0.25698133 Validation score: -48.938926 Iteration 726, loss = 0.25552013 Validation score: -48.586105 Iteration 727, loss = 0.25407181 Validation score: -48.236535 Iteration 728, loss = 0.25263623 Validation score: -47.889974 Iteration 729, loss = 0.25121328 Validation score: -47.546203 Iteration 730, loss = 0.24980279 Validation score: -47.205030 Iteration 731, loss = 0.24840466 Validation score: -46.866283 Iteration 732, loss = 0.24701873 Validation score: -46.529811 Iteration 733, loss = 0.24564489 Validation score: -46.195482 Iteration 734, loss = 0.24428298 Validation score: -45.863184 Iteration 735, loss = 0.24293289 Validation score: -45.532820 Iteration 736, loss = 0.24159449 Validation score: -45.204307 Iteration 737, loss = 0.24026764 Validation score: -44.877577 Iteration 738, loss = 0.23895222 Validation score: -44.552577 Iteration 739, loss = 0.23764810 Validation score: -44.229262 Iteration 740, loss = 0.23635517 Validation score: -43.907601 Iteration 741, loss = 0.23507329 Validation score: -43.587569 Iteration 742, loss = 0.23380237 Validation score: -43.269151 Iteration 743, loss = 0.23254227 Validation score: -42.952342 Iteration 744, loss = 0.23129288 Validation score: -42.637139 Iteration 745, loss = 0.23005410 Validation score: -42.323547 Iteration 746, loss = 0.22882581 Validation score: -42.011577 Iteration 747, loss = 0.22760791 Validation score: -41.701243 Iteration 748, loss = 0.22640030 Validation score: -41.392561 Iteration 749, loss = 0.22520286 Validation score: -41.085552 Iteration 750, loss = 0.22401549 Validation score: -40.780239 Iteration 751, loss = 0.22283811 Validation score: -40.476645 Iteration 752, loss = 0.22167060 Validation score: -40.174796 Iteration 753, loss = 0.22051288 Validation score: -39.874718 Iteration 754, loss = 0.21936484 Validation score: -39.576437 Iteration 755, loss = 0.21822639 Validation score: -39.279979 Iteration 756, loss = 0.21709745 Validation score: -38.985370 Iteration 757, loss = 0.21597792 Validation score: -38.692635 Iteration 758, loss = 0.21486770 Validation score: -38.401799 Iteration 759, loss = 0.21376672 Validation score: -38.112883 Iteration 760, loss = 0.21267487 Validation score: -37.825910 Iteration 761, loss = 0.21159208 Validation score: -37.540899 Iteration 762, loss = 0.21051826 Validation score: -37.257870 Iteration 763, loss = 0.20945332 Validation score: -36.976838 Iteration 764, loss = 0.20839718 Validation score: -36.697818 Iteration 765, loss = 0.20734975 Validation score: -36.420824 Iteration 766, loss = 0.20631095 Validation score: -36.145866 Iteration 767, loss = 0.20528070 Validation score: -35.872954 Iteration 768, loss = 0.20425892 Validation score: -35.602094 Iteration 769, loss = 0.20324553 Validation score: -35.333293 Iteration 770, loss = 0.20224044 Validation score: -35.066553 Iteration 771, loss = 0.20124358 Validation score: -34.801877 Iteration 772, loss = 0.20025487 Validation score: -34.539263 Iteration 773, loss = 0.19927423 Validation score: -34.278711 Iteration 774, loss = 0.19830158 Validation score: -34.020216 Iteration 775, loss = 0.19733686 Validation score: -33.763774 Iteration 776, loss = 0.19637998 Validation score: -33.509378 Iteration 777, loss = 0.19543086 Validation score: -33.257020 Iteration 778, loss = 0.19448944 Validation score: -33.006691 Iteration 779, loss = 0.19355564 Validation score: -32.758381 Iteration 780, loss = 0.19262939 Validation score: -32.512077 Iteration 781, loss = 0.19171062 Validation score: -32.267768 Iteration 782, loss = 0.19079925 Validation score: -32.025439 Iteration 783, loss = 0.18989522 Validation score: -31.785077 Iteration 784, loss = 0.18899846 Validation score: -31.546665 Iteration 785, loss = 0.18810889 Validation score: -31.310189 Iteration 786, loss = 0.18722645 Validation score: -31.075632 Iteration 787, loss = 0.18635107 Validation score: -30.842976 Iteration 788, loss = 0.18548269 Validation score: -30.612205 Iteration 789, loss = 0.18462124 Validation score: -30.383301 Iteration 790, loss = 0.18376665 Validation score: -30.156244 Iteration 791, loss = 0.18292047 Validation score: -29.924989 Iteration 792, loss = 0.18207803 Validation score: -29.696202 Iteration 793, loss = 0.18124387 Validation score: -29.469834 Iteration 794, loss = 0.18041629 Validation score: -29.245833 Iteration 795, loss = 0.17959525 Validation score: -29.024149 Iteration 796, loss = 0.17878068 Validation score: -28.804727 Iteration 797, loss = 0.17797251 Validation score: -28.587517 Iteration 798, loss = 0.17717070 Validation score: -28.372466 Iteration 799, loss = 0.17637517 Validation score: -28.159522 Iteration 800, loss = 0.17558587 Validation score: -27.948636 Iteration 801, loss = 0.17480275 Validation score: -27.739755 Iteration 802, loss = 0.17402574 Validation score: -27.532832 Iteration 803, loss = 0.17325479 Validation score: -27.327819 Iteration 804, loss = 0.17248985 Validation score: -27.124668 Iteration 805, loss = 0.17173085 Validation score: -26.923335 Iteration 806, loss = 0.17097775 Validation score: -26.723776 Iteration 807, loss = 0.17023154 Validation score: -26.520151 Iteration 808, loss = 0.16948927 Validation score: -26.318850 Iteration 809, loss = 0.16875376 Validation score: -26.119806 Iteration 810, loss = 0.16802392 Validation score: -25.922950 Iteration 811, loss = 0.16729968 Validation score: -25.728215 Iteration 812, loss = 0.16658100 Validation score: -25.535535 Iteration 813, loss = 0.16586782 Validation score: -25.344846 Iteration 814, loss = 0.16516010 Validation score: -25.156086 Iteration 815, loss = 0.16445778 Validation score: -24.969193 Iteration 816, loss = 0.16376082 Validation score: -24.784109 Iteration 817, loss = 0.16306917 Validation score: -24.600777 Iteration 818, loss = 0.16238278 Validation score: -24.419143 Iteration 819, loss = 0.16170161 Validation score: -24.239155 Iteration 820, loss = 0.16102561 Validation score: -24.060764 Iteration 821, loss = 0.16035473 Validation score: -23.883921 Iteration 822, loss = 0.15968892 Validation score: -23.708583 Iteration 823, loss = 0.15902815 Validation score: -23.534708 Iteration 824, loss = 0.15837371 Validation score: -23.356700 Iteration 825, loss = 0.15772177 Validation score: -23.180687 Iteration 826, loss = 0.15707605 Validation score: -23.006604 Iteration 827, loss = 0.15643516 Validation score: -22.834391 Iteration 828, loss = 0.15579905 Validation score: -22.663985 Iteration 829, loss = 0.15516769 Validation score: -22.495330 Iteration 830, loss = 0.15454102 Validation score: -22.328367 Iteration 831, loss = 0.15391902 Validation score: -22.163042 Iteration 832, loss = 0.15330163 Validation score: -21.999302 Iteration 833, loss = 0.15268883 Validation score: -21.837094 Iteration 834, loss = 0.15208056 Validation score: -21.676371 Iteration 835, loss = 0.15147679 Validation score: -21.517087 Iteration 836, loss = 0.15087747 Validation score: -21.359195 Iteration 837, loss = 0.15028258 Validation score: -21.202656 Iteration 838, loss = 0.14968981 Validation score: -21.046566 Iteration 839, loss = 0.14908481 Validation score: -20.885636 Iteration 840, loss = 0.14848078 Validation score: -20.725837 Iteration 841, loss = 0.14787909 Validation score: -20.567175 Iteration 842, loss = 0.14727948 Validation score: -20.409652 Iteration 843, loss = 0.14668212 Validation score: -20.253261 Iteration 844, loss = 0.14608720 Validation score: -20.097993 Iteration 845, loss = 0.14549483 Validation score: -19.943832 Iteration 846, loss = 0.14490516 Validation score: -19.790761 Iteration 847, loss = 0.14431830 Validation score: -19.638760 Iteration 848, loss = 0.14373433 Validation score: -19.487807 Iteration 849, loss = 0.14315336 Validation score: -19.337880 Iteration 850, loss = 0.14257544 Validation score: -19.188956 Iteration 851, loss = 0.14200064 Validation score: -19.041013 Iteration 852, loss = 0.14142903 Validation score: -18.894029 Iteration 853, loss = 0.14086063 Validation score: -18.747981 Iteration 854, loss = 0.14029550 Validation score: -18.602850 Iteration 855, loss = 0.13973366 Validation score: -18.458617 Iteration 856, loss = 0.13917587 Validation score: -18.310171 Iteration 857, loss = 0.13862014 Validation score: -18.163152 Iteration 858, loss = 0.13806846 Validation score: -18.017519 Iteration 859, loss = 0.13752013 Validation score: -17.873234 Iteration 860, loss = 0.13697514 Validation score: -17.730258 Iteration 861, loss = 0.13643351 Validation score: -17.588554 Iteration 862, loss = 0.13589523 Validation score: -17.448084 Iteration 863, loss = 0.13536030 Validation score: -17.308812 Iteration 864, loss = 0.13482872 Validation score: -17.170704 Iteration 865, loss = 0.13430048 Validation score: -17.033728 Iteration 866, loss = 0.13377557 Validation score: -16.897852 Iteration 867, loss = 0.13325399 Validation score: -16.763046 Iteration 868, loss = 0.13273572 Validation score: -16.629283 Iteration 869, loss = 0.13222075 Validation score: -16.496536 Iteration 870, loss = 0.13170906 Validation score: -16.364781 Iteration 871, loss = 0.13120065 Validation score: -16.233996 Iteration 872, loss = 0.13069548 Validation score: -16.104158 Iteration 873, loss = 0.13019356 Validation score: -15.975249 Iteration 874, loss = 0.12969485 Validation score: -15.847252 Iteration 875, loss = 0.12919934 Validation score: -15.720149 Iteration 876, loss = 0.12870701 Validation score: -15.593928 Iteration 877, loss = 0.12821840 Validation score: -15.463794 Iteration 878, loss = 0.12773194 Validation score: -15.335048 Iteration 879, loss = 0.12724914 Validation score: -15.207655 Iteration 880, loss = 0.12676944 Validation score: -15.081582 Iteration 881, loss = 0.12629279 Validation score: -14.956797 Iteration 882, loss = 0.12581919 Validation score: -14.833265 Iteration 883, loss = 0.12534861 Validation score: -14.710953 Iteration 884, loss = 0.12488104 Validation score: -14.589830 Iteration 885, loss = 0.12441644 Validation score: -14.469862 Iteration 886, loss = 0.12395481 Validation score: -14.351020 Iteration 887, loss = 0.12349611 Validation score: -14.233272 Iteration 888, loss = 0.12304033 Validation score: -14.116589 Iteration 889, loss = 0.12258744 Validation score: -14.000943 Iteration 890, loss = 0.12213743 Validation score: -13.886307 Iteration 891, loss = 0.12169028 Validation score: -13.772655 Iteration 892, loss = 0.12124596 Validation score: -13.637478 Iteration 893, loss = 0.12080445 Validation score: -13.503422 Iteration 894, loss = 0.12036573 Validation score: -13.370495 Iteration 895, loss = 0.11992978 Validation score: -13.238677 Iteration 896, loss = 0.11949658 Validation score: -13.107947 Iteration 897, loss = 0.11906611 Validation score: -12.978286 Iteration 898, loss = 0.11863834 Validation score: -12.849677 Iteration 899, loss = 0.11821327 Validation score: -12.722102 Iteration 900, loss = 0.11779086 Validation score: -12.595547 Iteration 901, loss = 0.11737109 Validation score: -12.469997 Iteration 902, loss = 0.11695396 Validation score: -12.345439 Iteration 903, loss = 0.11654012 Validation score: -12.217454 Iteration 904, loss = 0.11612759 Validation score: -12.090934 Iteration 905, loss = 0.11571831 Validation score: -11.965847 Iteration 906, loss = 0.11531157 Validation score: -11.842160 Iteration 907, loss = 0.11490661 Validation score: -11.719803 Iteration 908, loss = 0.11450401 Validation score: -11.598742 Iteration 909, loss = 0.11410381 Validation score: -11.478944 Iteration 910, loss = 0.11370601 Validation score: -11.360375 Iteration 911, loss = 0.11331059 Validation score: -11.243004 Iteration 912, loss = 0.11291755 Validation score: -11.126798 Iteration 913, loss = 0.11252688 Validation score: -11.011725 Iteration 914, loss = 0.11212161 Validation score: -10.897390 Iteration 915, loss = 0.11169906 Validation score: -10.783806 Iteration 916, loss = 0.11127458 Validation score: -10.670980 Iteration 917, loss = 0.11084862 Validation score: -10.558914 Iteration 918, loss = 0.11042159 Validation score: -10.447604 Iteration 919, loss = 0.10999387 Validation score: -10.337047 Iteration 920, loss = 0.10956580 Validation score: -10.227235 Iteration 921, loss = 0.10913766 Validation score: -10.118157 Iteration 922, loss = 0.10870973 Validation score: -10.009806 Iteration 923, loss = 0.10828224 Validation score: -9.902170 Iteration 924, loss = 0.10785541 Validation score: -9.795240 Iteration 925, loss = 0.10742943 Validation score: -9.689006 Iteration 926, loss = 0.10700446 Validation score: -9.583460 Iteration 927, loss = 0.10658066 Validation score: -9.478593 Iteration 928, loss = 0.10615816 Validation score: -9.374400 Iteration 929, loss = 0.10573707 Validation score: -9.270874 Iteration 930, loss = 0.10531750 Validation score: -9.168012 Iteration 931, loss = 0.10489975 Validation score: -9.061871 Iteration 932, loss = 0.10448330 Validation score: -8.956838 Iteration 933, loss = 0.10406880 Validation score: -8.852894 Iteration 934, loss = 0.10365613 Validation score: -8.750020 Iteration 935, loss = 0.10324532 Validation score: -8.648198 Iteration 936, loss = 0.10283643 Validation score: -8.547408 Iteration 937, loss = 0.10242949 Validation score: -8.447632 Iteration 938, loss = 0.10202455 Validation score: -8.348852 Iteration 939, loss = 0.10162163 Validation score: -8.251049 Iteration 940, loss = 0.10122075 Validation score: -8.154208 Iteration 941, loss = 0.10082194 Validation score: -8.058311 Iteration 942, loss = 0.10042522 Validation score: -7.963343 Iteration 943, loss = 0.10003060 Validation score: -7.869289 Iteration 944, loss = 0.09963808 Validation score: -7.776136 Iteration 945, loss = 0.09924768 Validation score: -7.683869 Iteration 946, loss = 0.09885941 Validation score: -7.592476 Iteration 947, loss = 0.09847326 Validation score: -7.501947 Iteration 948, loss = 0.09808923 Validation score: -7.412271 Iteration 949, loss = 0.09770734 Validation score: -7.323437 Iteration 950, loss = 0.09732756 Validation score: -7.235436 Iteration 951, loss = 0.09694991 Validation score: -7.148261 Iteration 952, loss = 0.09657438 Validation score: -7.061903 Iteration 953, loss = 0.09620096 Validation score: -6.976355 Iteration 954, loss = 0.09582964 Validation score: -6.891612 Iteration 955, loss = 0.09546043 Validation score: -6.807667 Iteration 956, loss = 0.09509330 Validation score: -6.724515 Iteration 957, loss = 0.09472825 Validation score: -6.642151 Iteration 958, loss = 0.09436528 Validation score: -6.560571 Iteration 959, loss = 0.09400437 Validation score: -6.479770 Iteration 960, loss = 0.09364551 Validation score: -6.399746 Iteration 961, loss = 0.09328869 Validation score: -6.320493 Iteration 962, loss = 0.09293391 Validation score: 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loss = 0.08693983 Validation score: -4.994004 Iteration 980, loss = 0.08659979 Validation score: -4.929275 Iteration 981, loss = 0.08626132 Validation score: -4.865901 Iteration 982, loss = 0.08592446 Validation score: -4.803811 Iteration 983, loss = 0.08559061 Validation score: -4.739843 Iteration 984, loss = 0.08525776 Validation score: -4.674307 Iteration 985, loss = 0.08492535 Validation score: -4.610555 Iteration 986, loss = 0.08459607 Validation score: -4.548493 Iteration 987, loss = 0.08426836 Validation score: -4.488030 Iteration 988, loss = 0.08394224 Validation score: -4.429074 Iteration 989, loss = 0.08361773 Validation score: -4.371535 Iteration 990, loss = 0.08329546 Validation score: -4.312362 Iteration 991, loss = 0.08297414 Validation score: -4.254777 Iteration 992, loss = 0.08265502 Validation score: -4.198683 Iteration 993, loss = 0.08233779 Validation score: -4.141077 Iteration 994, loss = 0.08202212 Validation score: -4.085114 Iteration 995, loss = 0.08170831 Validation score: -4.030693 Iteration 996, loss = 0.08139603 Validation score: -3.977712 Iteration 997, loss = 0.08108532 Validation score: -3.926075 Iteration 998, loss = 0.08077617 Validation score: -3.875687 Iteration 999, loss = 0.08046997 Validation score: -3.823651 Iteration 1000, loss = 0.08016413 Validation score: -3.770224 Iteration 1, loss = 15.18442368 Validation score: -1829.485295 Iteration 2, loss = 15.13009018 Validation score: -1820.758033 Iteration 3, loss = 15.07582979 Validation score: -1812.024619 Iteration 4, loss = 15.02145944 Validation score: -1803.280812 Iteration 5, loss = 14.96680194 Validation score: -1794.525083 Iteration 6, loss = 14.91203338 Validation score: -1785.758280 Iteration 7, loss = 14.85718936 Validation score: -1776.980747 Iteration 8, loss = 14.80210385 Validation score: -1768.190484 Iteration 9, loss = 14.74696667 Validation score: -1759.296969 Iteration 10, loss = 14.69175615 Validation score: -1750.372451 Iteration 11, loss = 14.63646979 Validation score: -1741.434510 Iteration 12, loss = 14.58110855 Validation score: -1732.483364 Iteration 13, loss = 14.52560436 Validation score: -1723.516447 Iteration 14, loss = 14.46984882 Validation score: -1714.534516 Iteration 15, loss = 14.41400720 Validation score: -1705.538174 Iteration 16, loss = 14.35806527 Validation score: -1696.528406 Iteration 17, loss = 14.30195769 Validation score: -1687.505685 Iteration 18, loss = 14.24576362 Validation score: -1678.470297 Iteration 19, loss = 14.18948501 Validation score: -1669.422456 Iteration 20, loss = 14.13312348 Validation score: -1660.362337 Iteration 21, loss = 14.07668038 Validation score: -1651.290104 Iteration 22, loss = 14.02016918 Validation score: -1642.205900 Iteration 23, loss = 13.96369228 Validation score: -1633.110046 Iteration 24, loss = 13.90714819 Validation score: -1623.993790 Iteration 25, loss = 13.85054895 Validation score: -1614.859249 Iteration 26, loss = 13.79395143 Validation score: -1605.713351 Iteration 27, loss = 13.73720603 Validation score: -1596.556050 Iteration 28, loss = 13.68027549 Validation score: -1587.387840 Iteration 29, loss = 13.62325373 Validation score: -1578.209140 Iteration 30, loss = 13.56614263 Validation score: -1569.020311 Iteration 31, loss = 13.50894390 Validation score: -1559.821666 Iteration 32, loss = 13.45165910 Validation score: -1550.613477 Iteration 33, loss = 13.39428968 Validation score: -1541.395982 Iteration 34, loss = 13.33667658 Validation score: -1532.160067 Iteration 35, loss = 13.27896920 Validation score: -1522.907750 Iteration 36, loss = 13.22126449 Validation score: -1513.640506 Iteration 37, loss = 13.16349713 Validation score: -1504.359592 Iteration 38, loss = 13.10571184 Validation score: -1495.067252 Iteration 39, loss = 13.04786376 Validation score: -1485.764043 Iteration 40, loss = 12.98993361 Validation score: -1476.450482 Iteration 41, loss = 12.93192361 Validation score: -1467.127065 Iteration 42, loss = 12.87383582 Validation score: -1457.794279 Iteration 43, loss = 12.81567224 Validation score: -1448.452608 Iteration 44, loss = 12.75743477 Validation score: -1439.102536 Iteration 45, loss = 12.69912527 Validation score: -1429.744554 Iteration 46, loss = 12.64074557 Validation score: -1420.379161 Iteration 47, loss = 12.58229745 Validation score: -1411.006863 Iteration 48, loss = 12.52378270 Validation score: -1401.628178 Iteration 49, loss = 12.46520308 Validation score: -1392.243635 Iteration 50, loss = 12.40656037 Validation score: -1382.853776 Iteration 51, loss = 12.34785635 Validation score: -1373.459155 Iteration 52, loss = 12.28909280 Validation score: -1364.060339 Iteration 53, loss = 12.23027359 Validation score: -1354.654510 Iteration 54, loss = 12.17129840 Validation score: -1345.239311 Iteration 55, loss = 12.11220320 Validation score: -1335.816559 Iteration 56, loss = 12.05303475 Validation score: -1326.387878 Iteration 57, loss = 11.99379938 Validation score: -1316.954738 Iteration 58, loss = 11.93444571 Validation score: -1307.517817 Iteration 59, loss = 11.87485353 Validation score: -1298.078459 Iteration 60, loss = 11.81519036 Validation score: -1288.637918 Iteration 61, loss = 11.75546460 Validation score: -1279.197377 Iteration 62, loss = 11.69568389 Validation score: -1269.757962 Iteration 63, loss = 11.63585525 Validation score: -1260.320751 Iteration 64, loss = 11.57584043 Validation score: -1250.886359 Iteration 65, loss = 11.51588431 Validation score: -1241.456704 Iteration 66, loss = 11.45587414 Validation score: -1232.033325 Iteration 67, loss = 11.39581958 Validation score: -1222.617491 Iteration 68, loss = 11.33551371 Validation score: -1213.209842 Iteration 69, loss = 11.27513056 Validation score: -1203.811400 Iteration 70, loss = 11.21470452 Validation score: -1194.423109 Iteration 71, loss = 11.15417437 Validation score: -1185.043382 Iteration 72, loss = 11.09353699 Validation score: -1175.673316 Iteration 73, loss = 11.03287241 Validation score: -1166.313953 Iteration 74, loss = 10.97219034 Validation score: -1156.966283 Iteration 75, loss = 10.91149963 Validation score: -1147.631264 Iteration 76, loss = 10.85080836 Validation score: -1138.309820 Iteration 77, loss = 10.79012395 Validation score: -1129.002852 Iteration 78, loss = 10.72945325 Validation score: -1119.711239 Iteration 79, loss = 10.66880261 Validation score: -1110.435845 Iteration 80, loss = 10.60817793 Validation score: -1101.177516 Iteration 81, loss = 10.54758472 Validation score: -1091.937085 Iteration 82, loss = 10.48702816 Validation score: -1082.715372 Iteration 83, loss = 10.42651312 Validation score: -1073.513186 Iteration 84, loss = 10.36604420 Validation score: -1064.331322 Iteration 85, loss = 10.30562578 Validation score: -1055.170565 Iteration 86, loss = 10.24530624 Validation score: -1046.029923 Iteration 87, loss = 10.18491116 Validation score: -1036.910355 Iteration 88, loss = 10.12454016 Validation score: -1027.812746 Iteration 89, loss = 10.06420043 Validation score: -1018.742242 Iteration 90, loss = 10.00390012 Validation score: -1009.694391 Iteration 91, loss = 9.94364675 Validation score: -1000.670074 Iteration 92, loss = 9.88343246 Validation score: -991.669092 Iteration 93, loss = 9.82298317 Validation score: -982.692431 Iteration 94, loss = 9.76258605 Validation score: -973.740897 Iteration 95, loss = 9.70224792 Validation score: -964.815416 Iteration 96, loss = 9.64197353 Validation score: -955.916893 Iteration 97, loss = 9.58177114 Validation score: -947.046218 Iteration 98, loss = 9.52164836 Validation score: -938.204258 Iteration 99, loss = 9.46160050 Validation score: -929.391114 Iteration 100, loss = 9.40164150 Validation score: -920.607550 Iteration 101, loss = 9.34177609 Validation score: -911.854316 Iteration 102, loss = 9.28201019 Validation score: -903.132151 Iteration 103, loss = 9.22234938 Validation score: -894.441779 Iteration 104, loss = 9.16279891 Validation score: -885.783904 Iteration 105, loss = 9.10336374 Validation score: -877.159213 Iteration 106, loss = 9.04404862 Validation score: -868.568375 Iteration 107, loss = 8.98485803 Validation score: -860.012041 Iteration 108, loss = 8.92554205 Validation score: -851.481644 Iteration 109, loss = 8.86614707 Validation score: -842.978825 Iteration 110, loss = 8.80681809 Validation score: -834.502785 Iteration 111, loss = 8.74746692 Validation score: -826.055306 Iteration 112, loss = 8.68821588 Validation score: -817.638006 Iteration 113, loss = 8.62908728 Validation score: -809.252324 Iteration 114, loss = 8.57007499 Validation score: -800.899577 Iteration 115, loss = 8.51118678 Validation score: -792.580980 Iteration 116, loss = 8.45236845 Validation score: -784.296955 Iteration 117, loss = 8.39343907 Validation score: -776.048624 Iteration 118, loss = 8.33462882 Validation score: -767.837025 Iteration 119, loss = 8.27594874 Validation score: -759.663122 Iteration 120, loss = 8.21740887 Validation score: -751.527816 Iteration 121, loss = 8.15901833 Validation score: -743.431948 Iteration 122, loss = 8.10078550 Validation score: -735.376312 Iteration 123, loss = 8.04269888 Validation score: -727.359048 Iteration 124, loss = 7.98464130 Validation score: -719.381381 Iteration 125, loss = 7.92674592 Validation score: -711.444439 Iteration 126, loss = 7.86902099 Validation score: -703.549261 Iteration 127, loss = 7.81147407 Validation score: -695.696812 Iteration 128, loss = 7.75411212 Validation score: -687.887981 Iteration 129, loss = 7.69694153 Validation score: -680.123601 Iteration 130, loss = 7.63996819 Validation score: -672.404444 Iteration 131, loss = 7.58319755 Validation score: -664.731235 Iteration 132, loss = 7.52663463 Validation score: -657.104654 Iteration 133, loss = 7.47028411 Validation score: -649.525341 Iteration 134, loss = 7.41408460 Validation score: -641.995552 Iteration 135, loss = 7.35801690 Validation score: -634.516363 Iteration 136, loss = 7.30225668 Validation score: -627.088145 Iteration 137, loss = 7.24671565 Validation score: -619.711272 Iteration 138, loss = 7.19139846 Validation score: -612.386123 Iteration 139, loss = 7.13630943 Validation score: -605.113075 Iteration 140, loss = 7.08145257 Validation score: -597.892506 Iteration 141, loss = 7.02683163 Validation score: -590.724790 Iteration 142, loss = 6.97245009 Validation score: -583.610301 Iteration 143, loss = 6.91831123 Validation score: -576.549405 Iteration 144, loss = 6.86441811 Validation score: -569.542468 Iteration 145, loss = 6.81077363 Validation score: -562.589847 Iteration 146, loss = 6.75737415 Validation score: -555.691813 Iteration 147, loss = 6.70421957 Validation score: -548.848827 Iteration 148, loss = 6.65141666 Validation score: -542.064446 Iteration 149, loss = 6.59888481 Validation score: -535.338178 Iteration 150, loss = 6.54661079 Validation score: -528.669631 Iteration 151, loss = 6.49457759 Validation score: -522.058185 Iteration 152, loss = 6.44275602 Validation score: -515.503718 Iteration 153, loss = 6.39119929 Validation score: -509.006157 Iteration 154, loss = 6.33976059 Validation score: -502.556484 Iteration 155, loss = 6.28808193 Validation score: -496.155937 Iteration 156, loss = 6.23661143 Validation score: -489.805594 Iteration 157, loss = 6.18536619 Validation score: -483.506439 Iteration 158, loss = 6.13435907 Validation score: -477.259374 Iteration 159, loss = 6.08359876 Validation score: -471.064355 Iteration 160, loss = 6.03308526 Validation score: -464.922229 Iteration 161, loss = 5.98283964 Validation score: -458.833772 Iteration 162, loss = 5.93286585 Validation score: -452.792653 Iteration 163, loss = 5.88316654 Validation score: -446.795204 Iteration 164, loss = 5.83375067 Validation score: -440.850400 Iteration 165, loss = 5.78461368 Validation score: -434.958995 Iteration 166, loss = 5.73576044 Validation score: -429.120306 Iteration 167, loss = 5.68720288 Validation score: -423.335114 Iteration 168, loss = 5.63895054 Validation score: -417.604131 Iteration 169, loss = 5.59100831 Validation score: -411.928002 Iteration 170, loss = 5.54338058 Validation score: -406.307316 Iteration 171, loss = 5.49607131 Validation score: -400.742603 Iteration 172, loss = 5.44908578 Validation score: -395.234413 Iteration 173, loss = 5.40223287 Validation score: -389.781203 Iteration 174, loss = 5.35565270 Validation score: -384.382321 Iteration 175, loss = 5.30919008 Validation score: -379.037021 Iteration 176, loss = 5.26279876 Validation score: -373.746488 Iteration 177, loss = 5.21670967 Validation score: -368.511748 Iteration 178, loss = 5.17085144 Validation score: -363.241955 Iteration 179, loss = 5.12520746 Validation score: -357.819552 Iteration 180, loss = 5.07981465 Validation score: -352.452932 Iteration 181, loss = 5.03474432 Validation score: -347.143636 Iteration 182, loss = 4.99000588 Validation score: -341.893003 Iteration 183, loss = 4.94560755 Validation score: -336.702196 Iteration 184, loss = 4.90155648 Validation score: -331.572216 Iteration 185, loss = 4.85785886 Validation score: -326.503921 Iteration 186, loss = 4.81438145 Validation score: -321.495476 Iteration 187, loss = 4.77103790 Validation score: -316.547617 Iteration 188, loss = 4.72799154 Validation score: -311.659829 Iteration 189, loss = 4.68525188 Validation score: -306.832792 Iteration 190, loss = 4.64286141 Validation score: -302.066927 Iteration 191, loss = 4.60082569 Validation score: -297.362720 Iteration 192, loss = 4.55914657 Validation score: -292.720565 Iteration 193, loss = 4.51783000 Validation score: -288.140775 Iteration 194, loss = 4.47688066 Validation score: -283.648881 Iteration 195, loss = 4.43630216 Validation score: -279.295492 Iteration 196, loss = 4.39609722 Validation score: -275.013219 Iteration 197, loss = 4.35626778 Validation score: -270.801903 Iteration 198, loss = 4.31664482 Validation score: -266.657652 Iteration 199, loss = 4.27716548 Validation score: -262.581329 Iteration 200, loss = 4.23788572 Validation score: -258.573457 Iteration 201, loss = 4.19894676 Validation score: -254.634405 Iteration 202, loss = 4.16018923 Validation score: -250.763049 Iteration 203, loss = 4.12130029 Validation score: -246.959945 Iteration 204, loss = 4.08270730 Validation score: -243.225467 Iteration 205, loss = 4.04442436 Validation score: -239.435548 Iteration 206, loss = 4.00646366 Validation score: -235.658062 Iteration 207, loss = 3.96883554 Validation score: -231.949804 Iteration 208, loss = 3.93154877 Validation score: -228.310703 Iteration 209, loss = 3.89461064 Validation score: -224.740571 Iteration 210, loss = 3.85796835 Validation score: -221.239525 Iteration 211, loss = 3.82144713 Validation score: -217.807382 Iteration 212, loss = 3.78520013 Validation score: -214.442766 Iteration 213, loss = 3.74922301 Validation score: -211.145562 Iteration 214, loss = 3.71359032 Validation score: -207.915527 Iteration 215, loss = 3.67831040 Validation score: -204.752300 Iteration 216, loss = 3.64339004 Validation score: -201.655416 Iteration 217, loss = 3.60883467 Validation score: -198.624315 Iteration 218, loss = 3.57464843 Validation score: -195.658351 Iteration 219, loss = 3.54083434 Validation score: -192.756798 Iteration 220, loss = 3.50739440 Validation score: -189.918858 Iteration 221, loss = 3.47432965 Validation score: -187.143672 Iteration 222, loss = 3.44164031 Validation score: -184.430320 Iteration 223, loss = 3.40932581 Validation score: -181.777829 Iteration 224, loss = 3.37738493 Validation score: -179.185182 Iteration 225, loss = 3.34581581 Validation score: -176.421997 Iteration 226, loss = 3.31463542 Validation score: -173.486851 Iteration 227, loss = 3.28382635 Validation score: -170.617617 Iteration 228, loss = 3.25337957 Validation score: -167.813535 Iteration 229, loss = 3.22329112 Validation score: -165.073823 Iteration 230, loss = 3.19348187 Validation score: -162.396900 Iteration 231, loss = 3.16391779 Validation score: -159.782320 Iteration 232, loss = 3.13462671 Validation score: -157.172198 Iteration 233, loss = 3.10497776 Validation score: -154.591902 Iteration 234, loss = 3.07549910 Validation score: -152.036894 Iteration 235, loss = 3.04625397 Validation score: -149.514962 Iteration 236, loss = 3.01724477 Validation score: -147.033571 Iteration 237, loss = 2.98851042 Validation score: -144.598401 Iteration 238, loss = 2.96007992 Validation score: -142.213899 Iteration 239, loss = 2.93158316 Validation score: -139.875422 Iteration 240, loss = 2.90299806 Validation score: -137.484584 Iteration 241, loss = 2.87488560 Validation score: -134.921841 Iteration 242, loss = 2.84731125 Validation score: -132.439040 Iteration 243, loss = 2.82006721 Validation score: -130.039468 Iteration 244, loss = 2.79311350 Validation score: -127.723758 Iteration 245, loss = 2.76611539 Validation score: -125.490559 Iteration 246, loss = 2.73908575 Validation score: -123.177882 Iteration 247, loss = 2.71237040 Validation score: 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Iteration 408, loss = 0.19653704 Validation score: -6.234738 Iteration 409, loss = 0.19414760 Validation score: -5.977803 Iteration 410, loss = 0.19183691 Validation score: -5.732473 Iteration 411, loss = 0.18960167 Validation score: -5.498331 Iteration 412, loss = 0.18743866 Validation score: -5.274945 Iteration 413, loss = 0.18534476 Validation score: -5.061872 Iteration 414, loss = 0.18331694 Validation score: -4.858658 Iteration 415, loss = 0.18135230 Validation score: -4.664849 Iteration 416, loss = 0.17944801 Validation score: -4.479989 Iteration 417, loss = 0.17760137 Validation score: -4.303625 Iteration 418, loss = 0.17580976 Validation score: -4.135311 Iteration 419, loss = 0.17407067 Validation score: -3.974610 Iteration 420, loss = 0.17238172 Validation score: -3.821095 Iteration 421, loss = 0.17074060 Validation score: -3.674352 Iteration 422, loss = 0.16914916 Validation score: -3.534748 Iteration 423, loss = 0.16760832 Validation score: -3.401792 Iteration 424, loss = 0.16610942 Validation score: -3.275022 Iteration 425, loss = 0.16465048 Validation score: -3.154001 Iteration 426, loss = 0.16322965 Validation score: -3.038321 Iteration 427, loss = 0.16184516 Validation score: -2.927599 Iteration 428, loss = 0.16049532 Validation score: -2.821477 Iteration 429, loss = 0.15917856 Validation score: -2.719625 Iteration 430, loss = 0.15789335 Validation score: -2.621734 Iteration 431, loss = 0.15663827 Validation score: -2.527520 Iteration 432, loss = 0.15541196 Validation score: -2.436721 Iteration 433, loss = 0.15421315 Validation score: -2.349096 Iteration 434, loss = 0.15304062 Validation score: -2.264424 Iteration 435, loss = 0.15189322 Validation score: -2.182506 Iteration 436, loss = 0.15076986 Validation score: -2.103158 Iteration 437, loss = 0.14966953 Validation score: -2.026214 Iteration 438, loss = 0.14859124 Validation score: -1.951526 Iteration 439, loss = 0.14753409 Validation score: -1.878960 Iteration 440, loss = 0.14649721 Validation score: -1.808395 Iteration 441, loss = 0.14547978 Validation score: -1.739723 Iteration 442, loss = 0.14448103 Validation score: -1.672850 Iteration 443, loss = 0.14350025 Validation score: -1.607691 Iteration 444, loss = 0.14253675 Validation score: -1.544169 Iteration 445, loss = 0.14158989 Validation score: -1.482220 Iteration 446, loss = 0.14065906 Validation score: -1.421784 Iteration 447, loss = 0.13974370 Validation score: -1.362809 Iteration 448, loss = 0.13884327 Validation score: -1.305251 Iteration 449, loss = 0.13795727 Validation score: -1.249067 Iteration 450, loss = 0.13708523 Validation score: -1.194222 Iteration 451, loss = 0.13622669 Validation score: -1.140684 Iteration 452, loss = 0.13538124 Validation score: -1.088422 Iteration 453, loss = 0.13454849 Validation score: -1.037410 Iteration 454, loss = 0.13372805 Validation score: -0.987623 Iteration 455, loss = 0.13291959 Validation score: -0.939037 Iteration 456, loss = 0.13212275 Validation score: -0.891628 Iteration 457, loss = 0.13133884 Validation score: -0.845485 Iteration 458, loss = 0.13056802 Validation score: -0.800566 Iteration 459, loss = 0.12980809 Validation score: -0.756835 Iteration 460, loss = 0.12905877 Validation score: -0.714255 Iteration 461, loss = 0.12831979 Validation score: -0.672793 Iteration 462, loss = 0.12759090 Validation score: -0.632416 Iteration 463, loss = 0.12687186 Validation score: -0.593093 Iteration 464, loss = 0.12616243 Validation score: -0.554794 Iteration 465, loss = 0.12547180 Validation score: -0.517500 Iteration 466, loss = 0.12479047 Validation score: -0.481182 Iteration 467, loss = 0.12411808 Validation score: -0.445809 Iteration 468, loss = 0.12345442 Validation score: -0.411351 Iteration 469, loss = 0.12280021 Validation score: -0.377677 Iteration 470, loss = 0.12217311 Validation score: -0.344779 Iteration 471, loss = 0.12155352 Validation score: -0.312640 Iteration 472, loss = 0.12094067 Validation score: -0.281245 Iteration 473, loss = 0.12033446 Validation score: -0.250579 Iteration 474, loss = 0.11973484 Validation score: -0.220628 Iteration 475, loss = 0.11914170 Validation score: -0.191378 Iteration 476, loss = 0.11855498 Validation score: -0.162816 Iteration 477, loss = 0.11797460 Validation score: -0.134928 Iteration 478, loss = 0.11740046 Validation score: -0.107702 Iteration 479, loss = 0.11683249 Validation score: -0.081125 Iteration 480, loss = 0.11627060 Validation score: -0.055185 Iteration 481, loss = 0.11571471 Validation score: -0.029869 Iteration 482, loss = 0.11516473 Validation score: -0.005166 Iteration 483, loss = 0.11462058 Validation score: 0.018938 Iteration 484, loss = 0.11408218 Validation score: 0.042453 Iteration 485, loss = 0.11354945 Validation score: 0.065391 Iteration 486, loss = 0.11302230 Validation score: 0.087765 Iteration 487, loss = 0.11250066 Validation score: 0.109587 Iteration 488, loss = 0.11198445 Validation score: 0.130868 Iteration 489, loss = 0.11147359 Validation score: 0.151619 Iteration 490, loss = 0.11097595 Validation score: 0.171704 Iteration 491, loss = 0.11051806 Validation score: 0.191156 Iteration 492, loss = 0.11006363 Validation score: 0.210012 Iteration 493, loss = 0.10961389 Validation score: 0.228305 Iteration 494, loss = 0.10916762 Validation score: 0.246062 Iteration 495, loss = 0.10873095 Validation score: 0.263277 Iteration 496, loss = 0.10829596 Validation score: 0.279979 Iteration 497, loss = 0.10786178 Validation score: 0.296196 Iteration 498, loss = 0.10743016 Validation score: 0.312050 Iteration 499, loss = 0.10700116 Validation score: 0.327556 Iteration 500, loss = 0.10657393 Validation score: 0.342726 Iteration 501, loss = 0.10614877 Validation score: 0.357569 Iteration 502, loss = 0.10572789 Validation score: 0.372128 Iteration 503, loss = 0.10531581 Validation score: 0.386404 Iteration 504, loss = 0.10490805 Validation score: 0.400404 Iteration 505, loss = 0.10450408 Validation score: 0.414131 Iteration 506, loss = 0.10410391 Validation score: 0.427590 Iteration 507, loss = 0.10370752 Validation score: 0.440786 Iteration 508, loss = 0.10331490 Validation score: 0.453722 Iteration 509, loss = 0.10292601 Validation score: 0.466402 Iteration 510, loss = 0.10254085 Validation score: 0.478831 Iteration 511, loss = 0.10215938 Validation score: 0.491011 Iteration 512, loss = 0.10178212 Validation score: 0.502950 Iteration 513, loss = 0.10142206 Validation score: 0.514782 Iteration 514, loss = 0.10106364 Validation score: 0.526492 Iteration 515, loss = 0.10070494 Validation score: 0.538068 Iteration 516, loss = 0.10034630 Validation score: 0.549497 Iteration 517, loss = 0.09998802 Validation score: 0.560766 Iteration 518, loss = 0.09963036 Validation score: 0.571863 Iteration 519, loss = 0.09927569 Validation score: 0.582590 Iteration 520, loss = 0.09893415 Validation score: 0.592964 Iteration 521, loss = 0.09859481 Validation score: 0.603062 Iteration 522, loss = 0.09825883 Validation score: 0.612892 Iteration 523, loss = 0.09792554 Validation score: 0.622462 Iteration 524, loss = 0.09759493 Validation score: 0.631780 Iteration 525, loss = 0.09726702 Validation score: 0.640853 Iteration 526, loss = 0.09694182 Validation score: 0.649691 Iteration 527, loss = 0.09661932 Validation score: 0.658300 Iteration 528, loss = 0.09629954 Validation score: 0.666688 Iteration 529, loss = 0.09598245 Validation score: 0.674862 Iteration 530, loss = 0.09566805 Validation score: 0.682831 Iteration 531, loss = 0.09536316 Validation score: 0.690632 Iteration 532, loss = 0.09505887 Validation score: 0.698268 Iteration 533, loss = 0.09475216 Validation score: 0.705779 Iteration 534, loss = 0.09443572 Validation score: 0.713160 Iteration 535, loss = 0.09412917 Validation score: 0.720241 Iteration 536, loss = 0.09382365 Validation score: 0.727038 Iteration 537, loss = 0.09351870 Validation score: 0.733569 Iteration 538, loss = 0.09321589 Validation score: 0.739904 Iteration 539, loss = 0.09291341 Validation score: 0.746025 Iteration 540, loss = 0.09261252 Validation score: 0.752022 Iteration 541, loss = 0.09231250 Validation score: 0.757924 Iteration 542, loss = 0.09201565 Validation score: 0.763727 Iteration 543, loss = 0.09172252 Validation score: 0.769456 Iteration 544, loss = 0.09143419 Validation score: 0.775184 Iteration 545, loss = 0.09114467 Validation score: 0.780897 Iteration 546, loss = 0.09085671 Validation score: 0.786477 Iteration 547, loss = 0.09057399 Validation score: 0.791897 Iteration 548, loss = 0.09029291 Validation score: 0.797161 Iteration 549, loss = 0.09001240 Validation score: 0.802217 Iteration 550, loss = 0.08973588 Validation score: 0.807256 Iteration 551, loss = 0.08946119 Validation score: 0.812215 Iteration 552, loss = 0.08919016 Validation score: 0.816934 Iteration 553, loss = 0.08892150 Validation score: 0.821380 Iteration 554, loss = 0.08865249 Validation score: 0.825572 Iteration 555, loss = 0.08838954 Validation score: 0.829695 Iteration 556, loss = 0.08812742 Validation score: 0.833821 Iteration 557, loss = 0.08786448 Validation score: 0.837841 Iteration 558, loss = 0.08760685 Validation score: 0.841755 Iteration 559, loss = 0.08735082 Validation score: 0.845564 Iteration 560, loss = 0.08709641 Validation score: 0.849268 Iteration 561, loss = 0.08684649 Validation score: 0.852964 Iteration 562, loss = 0.08659596 Validation score: 0.856566 Iteration 563, loss = 0.08635136 Validation score: 0.859987 Iteration 564, loss = 0.08610706 Validation score: 0.863160 Iteration 565, loss = 0.08586311 Validation score: 0.866148 Iteration 566, loss = 0.08562015 Validation score: 0.868985 Iteration 567, loss = 0.08538444 Validation score: 0.871844 Iteration 568, loss = 0.08514850 Validation score: 0.874713 Iteration 569, loss = 0.08491161 Validation score: 0.877541 Iteration 570, loss = 0.08467843 Validation score: 0.880275 Iteration 571, loss = 0.08445022 Validation score: 0.882895 Iteration 572, loss = 0.08422226 Validation score: 0.885334 Iteration 573, loss = 0.08399395 Validation score: 0.887603 Iteration 574, loss = 0.08376697 Validation score: 0.889770 Iteration 575, loss = 0.08354415 Validation score: 0.891927 Iteration 576, loss = 0.08332383 Validation score: 0.894033 Iteration 577, loss = 0.08310231 Validation score: 0.896086 Iteration 578, loss = 0.08288617 Validation score: 0.897982 Iteration 579, loss = 0.08267197 Validation score: 0.899803 Iteration 580, loss = 0.08245766 Validation score: 0.901515 Iteration 581, loss = 0.08224280 Validation score: 0.903162 Iteration 582, loss = 0.08203286 Validation score: 0.904847 Iteration 583, loss = 0.08182532 Validation score: 0.906560 Iteration 584, loss = 0.08161614 Validation score: 0.908291 Iteration 585, loss = 0.08140966 Validation score: 0.909826 Iteration 586, loss = 0.08120703 Validation score: 0.911217 Iteration 587, loss = 0.08100386 Validation score: 0.912440 Iteration 588, loss = 0.08080151 Validation score: 0.913635 Iteration 589, loss = 0.08060571 Validation score: 0.914876 Iteration 590, loss = 0.08040841 Validation score: 0.916154 Iteration 591, loss = 0.08020965 Validation score: 0.917358 Iteration 592, loss = 0.08001519 Validation score: 0.918429 Iteration 593, loss = 0.07982368 Validation score: 0.919444 Iteration 594, loss = 0.07963183 Validation score: 0.920375 Iteration 595, loss = 0.07943909 Validation score: 0.921192 Iteration 596, loss = 0.07925112 Validation score: 0.922065 Iteration 597, loss = 0.07906490 Validation score: 0.922983 Iteration 598, loss = 0.07887735 Validation score: 0.923838 Iteration 599, loss = 0.07869081 Validation score: 0.924573 Iteration 600, loss = 0.07850875 Validation score: 0.925234 Iteration 601, loss = 0.07832555 Validation score: 0.925857 Iteration 602, loss = 0.07814524 Validation score: 0.926466 Iteration 603, loss = 0.07796588 Validation score: 0.927124 Iteration 604, loss = 0.07778662 Validation score: 0.927753 Iteration 605, loss = 0.07761062 Validation score: 0.928306 Iteration 606, loss = 0.07743391 Validation score: 0.928753 Iteration 607, loss = 0.07726037 Validation score: 0.929161 Iteration 608, loss = 0.07708741 Validation score: 0.929561 Iteration 609, loss = 0.07691270 Validation score: 0.929928 Iteration 610, loss = 0.07674202 Validation score: 0.930323 Iteration 611, loss = 0.07657398 Validation score: 0.930680 Iteration 612, loss = 0.07640524 Validation score: 0.930940 Iteration 613, loss = 0.07623914 Validation score: 0.931213 Iteration 614, loss = 0.07607952 Validation score: 0.931526 Iteration 615, loss = 0.07591761 Validation score: 0.931831 Iteration 616, loss = 0.07575320 Validation score: 0.932055 Iteration 617, loss = 0.07559363 Validation score: 0.932158 Iteration 618, loss = 0.07543363 Validation score: 0.932205 Iteration 619, loss = 0.07527498 Validation score: 0.932301 Iteration 620, loss = 0.07511628 Validation score: 0.932432 Iteration 621, loss = 0.07495851 Validation score: 0.932447 Iteration 622, loss = 0.07480198 Validation score: 0.932412 Iteration 623, loss = 0.07464432 Validation score: 0.932326 Iteration 624, loss = 0.07449137 Validation score: 0.932241 Iteration 625, loss = 0.07433909 Validation score: 0.932104 Iteration 626, loss = 0.07418655 Validation score: 0.931948 Iteration 627, loss = 0.07403756 Validation score: 0.931705 Validation score did not improve more than tol=0.000000 for 5 consecutive epochs. Stopping. Iteration 1, loss = 21.15767485 Validation score: -14031.167104 Iteration 2, loss = 21.12301436 Validation score: -14011.797002 Iteration 3, loss = 21.08850459 Validation score: -13992.430452 Iteration 4, loss = 21.05388345 Validation score: -13973.051803 Iteration 5, loss = 21.01958179 Validation score: -13953.666935 Iteration 6, loss = 20.98595387 Validation score: -13934.294063 Iteration 7, loss = 20.95294026 Validation score: -13914.912848 Iteration 8, loss = 20.91990112 Validation score: -13895.518277 Iteration 9, loss = 20.88684342 Validation score: -13876.106776 Iteration 10, loss = 20.85293403 Validation score: -13856.489977 Iteration 11, loss = 20.81866045 Validation score: -13836.705332 Iteration 12, loss = 20.78440299 Validation score: -13816.782371 Iteration 13, loss = 20.75029305 Validation score: -13796.743247 Iteration 14, loss = 20.71620030 Validation score: -13776.582202 Iteration 15, loss = 20.68205442 Validation score: -13756.317988 Iteration 16, loss = 20.64749595 Validation score: -13735.971740 Iteration 17, loss = 20.61185095 Validation score: -13715.564084 Iteration 18, loss = 20.57611743 Validation score: -13695.121953 Iteration 19, loss = 20.54031308 Validation score: -13674.651857 Iteration 20, loss = 20.50458780 Validation score: -13654.143350 Iteration 21, loss = 20.46924509 Validation score: -13633.614672 Iteration 22, loss = 20.43405379 Validation score: -13613.068647 Iteration 23, loss = 20.39875831 Validation score: -13592.509695 Iteration 24, loss = 20.36368238 Validation score: -13571.938239 Iteration 25, loss = 20.32851304 Validation score: -13551.353746 Iteration 26, loss = 20.29270749 Validation score: -13530.783707 Iteration 27, loss = 20.25643411 Validation score: -13510.221892 Iteration 28, loss = 20.22014380 Validation score: -13489.664644 Iteration 29, loss = 20.18402247 Validation score: -13469.134280 Iteration 30, loss = 20.14802287 Validation score: -13448.619782 Iteration 31, loss = 20.11207728 Validation score: -13428.118695 Iteration 32, loss = 20.07652224 Validation score: -13407.615374 Iteration 33, loss = 20.04076859 Validation score: -13387.035418 Iteration 34, loss = 20.00431224 Validation score: -13366.333914 Iteration 35, loss = 19.96632142 Validation score: -13345.516971 Iteration 36, loss = 19.92471558 Validation score: -13324.602594 Iteration 37, loss = 19.88057355 Validation score: -13299.486086 Iteration 38, loss = 19.83547061 Validation score: -13266.703625 Iteration 39, loss = 19.78615641 Validation score: -13233.194203 Iteration 40, loss = 19.73391063 Validation score: -13199.106837 Iteration 41, loss = 19.68099710 Validation score: -13164.581050 Iteration 42, loss = 19.62528671 Validation score: -13129.495637 Iteration 43, loss = 19.56744860 Validation score: -13093.965224 Iteration 44, loss = 19.50667169 Validation score: -13057.955377 Iteration 45, loss = 19.44282378 Validation score: -13021.351824 Iteration 46, loss = 19.37549598 Validation score: -12984.270309 Iteration 47, loss = 19.30481024 Validation score: -12939.645771 Iteration 48, loss = 19.23062041 Validation score: -12882.901992 Iteration 49, loss = 19.15545814 Validation score: -12825.423104 Iteration 50, loss = 19.07972447 Validation score: -12767.362006 Iteration 51, loss = 19.00079613 Validation score: -12708.688310 Iteration 52, loss = 18.91980855 Validation score: -12649.565227 Iteration 53, loss = 18.83823605 Validation score: -12590.124478 Iteration 54, loss = 18.75621261 Validation score: -12530.473828 Iteration 55, loss = 18.67384911 Validation score: -12470.702062 Iteration 56, loss = 18.59123754 Validation score: -12410.882569 Iteration 57, loss = 18.50845420 Validation score: -12351.076065 Iteration 58, loss = 18.42360844 Validation score: -12291.567853 Iteration 59, loss = 18.33792212 Validation score: -12232.716840 Iteration 60, loss = 18.25205313 Validation score: -12173.928937 Iteration 61, loss = 18.16606836 Validation score: -12115.243275 Iteration 62, loss = 18.08002339 Validation score: -12056.692078 Iteration 63, loss = 17.99396415 Validation score: -11998.301702 Iteration 64, loss = 17.90790239 Validation score: -11940.086724 Iteration 65, loss = 17.82185340 Validation score: -11882.062474 Iteration 66, loss = 17.73529294 Validation score: -11824.142812 Iteration 67, loss = 17.64747407 Validation score: -11766.355640 Iteration 68, loss = 17.55964661 Validation score: -11708.723461 Iteration 69, loss = 17.47184455 Validation score: -11651.264199 Iteration 70, loss = 17.38354592 Validation score: -11593.993869 Iteration 71, loss = 17.29521937 Validation score: -11536.923850 Iteration 72, loss = 17.20694410 Validation score: -11480.062611 Iteration 73, loss = 17.11874027 Validation score: -11423.416143 Iteration 74, loss = 17.03055418 Validation score: -11366.989496 Iteration 75, loss = 16.94244506 Validation score: -11310.784468 Iteration 76, loss = 16.85443180 Validation score: -11254.801411 Iteration 77, loss = 16.76652284 Validation score: -11199.039468 Iteration 78, loss = 16.67872430 Validation score: -11143.496763 Iteration 79, loss = 16.59104028 Validation score: -11088.170577 Iteration 80, loss = 16.50347315 Validation score: -11033.057489 Iteration 81, loss = 16.41602384 Validation score: -10978.153502 Iteration 82, loss = 16.32869202 Validation score: -10923.454149 Iteration 83, loss = 16.24147632 Validation score: -10868.954585 Iteration 84, loss = 16.15439334 Validation score: -10814.647720 Iteration 85, loss = 16.06742836 Validation score: -10760.527980 Iteration 86, loss = 15.98056927 Validation score: -10706.589714 Iteration 87, loss = 15.89398226 Validation score: -10652.836738 Iteration 88, loss = 15.80793931 Validation score: -10599.264196 Iteration 89, loss = 15.72231761 Validation score: -10545.863948 Iteration 90, loss = 15.63653420 Validation score: -10492.578367 Iteration 91, loss = 15.54928354 Validation score: -10436.315331 Iteration 92, loss = 15.45973738 Validation score: -10373.807722 Iteration 93, loss = 15.36809547 Validation score: -10310.208515 Iteration 94, loss = 15.27548626 Validation score: -10246.451852 Iteration 95, loss = 15.18162570 Validation score: -10182.430048 Iteration 96, loss = 15.08481610 Validation score: -10118.111764 Iteration 97, loss = 14.98584055 Validation score: -10051.577990 Iteration 98, loss = 14.88554163 Validation score: -9976.576433 Iteration 99, loss = 14.78329097 Validation score: -9901.194822 Iteration 100, loss = 14.67978018 Validation score: -9825.544731 Iteration 101, loss = 14.57579344 Validation score: -9749.720225 Iteration 102, loss = 14.46992653 Validation score: -9673.615618 Iteration 103, loss = 14.36110803 Validation score: -9597.196917 Iteration 104, loss = 14.25077430 Validation score: -9520.342687 Iteration 105, loss = 14.13621586 Validation score: -9443.177417 Iteration 106, loss = 14.02110242 Validation score: -9365.824713 Iteration 107, loss = 13.90581577 Validation score: -9288.372983 Iteration 108, loss = 13.79020916 Validation score: -9210.897586 Iteration 109, loss = 13.67438047 Validation score: -9133.462719 Iteration 110, loss = 13.55809411 Validation score: -9056.122991 Iteration 111, loss = 13.44154017 Validation score: -8978.924847 Iteration 112, loss = 13.32491323 Validation score: -8901.907799 Iteration 113, loss = 13.20827478 Validation score: -8825.105448 Iteration 114, loss = 13.09167703 Validation score: -8748.546353 Iteration 115, loss = 12.97516446 Validation score: -8672.254785 Iteration 116, loss = 12.85877504 Validation score: -8596.251360 Iteration 117, loss = 12.74254130 Validation score: -8520.553595 Iteration 118, loss = 12.62649113 Validation score: -8445.176377 Iteration 119, loss = 12.51072639 Validation score: -8370.122022 Iteration 120, loss = 12.39541735 Validation score: -8295.402737 Iteration 121, loss = 12.28036881 Validation score: -8221.029007 Iteration 122, loss = 12.16559409 Validation score: -8147.009865 Iteration 123, loss = 12.05110487 Validation score: -8073.353129 Iteration 124, loss = 11.93691150 Validation score: -8000.065603 Iteration 125, loss = 11.82302327 Validation score: -7927.153251 Iteration 126, loss = 11.70944857 Validation score: -7854.621339 Iteration 127, loss = 11.59619513 Validation score: -7782.474572 Iteration 128, loss = 11.48308047 Validation score: -7710.651809 Iteration 129, loss = 11.36974700 Validation score: -7639.165244 Iteration 130, loss = 11.25669485 Validation score: -7568.025851 Iteration 131, loss = 11.14393894 Validation score: -7497.243555 Iteration 132, loss = 11.03149241 Validation score: -7426.827379 Iteration 133, loss = 10.91936727 Validation score: -7356.785577 Iteration 134, loss = 10.80756017 Validation score: -7287.058861 Iteration 135, loss = 10.69520040 Validation score: -7217.663091 Iteration 136, loss = 10.58314207 Validation score: -7148.612722 Iteration 137, loss = 10.47138587 Validation score: -7079.920906 Iteration 138, loss = 10.35994940 Validation score: -7007.326387 Iteration 139, loss = 10.24892235 Validation score: -6934.036117 Iteration 140, loss = 10.13832331 Validation score: -6861.125962 Iteration 141, loss = 10.02809050 Validation score: -6788.608326 Iteration 142, loss = 9.91750817 Validation score: -6716.494391 Iteration 143, loss = 9.80714245 Validation score: -6644.794348 Iteration 144, loss = 9.69709721 Validation score: -6573.517560 Iteration 145, loss = 9.58739831 Validation score: -6502.672693 Iteration 146, loss = 9.47806905 Validation score: -6432.267823 Iteration 147, loss = 9.36913056 Validation score: -6362.310531 Iteration 148, loss = 9.26060224 Validation score: -6292.136249 Iteration 149, loss = 9.15250200 Validation score: -6221.525895 Iteration 150, loss = 9.04484653 Validation score: -6151.370705 Iteration 151, loss = 8.93765149 Validation score: -6081.677235 Iteration 152, loss = 8.83093167 Validation score: -6012.451820 Iteration 153, loss = 8.72470112 Validation score: -5943.700617 Iteration 154, loss = 8.61897326 Validation score: -5875.429632 Iteration 155, loss = 8.51376099 Validation score: -5807.644745 Iteration 156, loss = 8.40907675 Validation score: -5740.351736 Iteration 157, loss = 8.30493258 Validation score: -5673.556295 Iteration 158, loss = 8.20134020 Validation score: -5607.264042 Iteration 159, loss = 8.09831104 Validation score: -5541.480539 Iteration 160, loss = 7.99575844 Validation score: -5476.211310 Iteration 161, loss = 7.89365354 Validation score: -5411.461850 Iteration 162, loss = 7.79212812 Validation score: -5347.241844 Iteration 163, loss = 7.69079833 Validation score: -5283.556004 Iteration 164, loss = 7.58959597 Validation score: -5220.409072 Iteration 165, loss = 7.48895065 Validation score: -5157.801922 Iteration 166, loss = 7.38888959 Validation score: -5095.739984 Iteration 167, loss = 7.28943328 Validation score: -5034.228651 Iteration 168, loss = 7.19060239 Validation score: -4973.273276 Iteration 169, loss = 7.09241610 Validation score: -4912.879166 Iteration 170, loss = 6.99489230 Validation score: -4853.051585 Iteration 171, loss = 6.89804773 Validation score: -4793.795742 Iteration 172, loss = 6.80189813 Validation score: -4735.116791 Iteration 173, loss = 6.70645837 Validation score: -4677.019825 Iteration 174, loss = 6.61174252 Validation score: -4619.509870 Iteration 175, loss = 6.51776395 Validation score: -4562.591879 Iteration 176, loss = 6.42453540 Validation score: -4506.270725 Iteration 177, loss = 6.33206905 Validation score: -4450.551197 Iteration 178, loss = 6.24037654 Validation score: -4395.437991 Iteration 179, loss = 6.14947342 Validation score: -4340.913225 Iteration 180, loss = 6.05945437 Validation score: -4286.984321 Iteration 181, loss = 5.97024296 Validation score: -4233.658325 Iteration 182, loss = 5.88184825 Validation score: -4180.941922 Iteration 183, loss = 5.79427902 Validation score: -4128.841449 Iteration 184, loss = 5.70754380 Validation score: -4077.362906 Iteration 185, loss = 5.62165085 Validation score: -4026.511966 Iteration 186, loss = 5.53660818 Validation score: -3976.293985 Iteration 187, loss = 5.45242355 Validation score: -3926.714008 Iteration 188, loss = 5.36910447 Validation score: -3877.776778 Iteration 189, loss = 5.28665817 Validation score: -3829.486738 Iteration 190, loss = 5.20464895 Validation score: -3781.805491 Iteration 191, loss = 5.12301191 Validation score: -3734.741421 Iteration 192, loss = 5.04220666 Validation score: -3688.304475 Iteration 193, loss = 4.96224145 Validation score: -3642.503657 Iteration 194, loss = 4.88313389 Validation score: -3597.347095 Iteration 195, loss = 4.80489999 Validation score: -3552.842093 Iteration 196, loss = 4.72755430 Validation score: -3508.995191 Iteration 197, loss = 4.65111003 Validation score: -3465.812203 Iteration 198, loss = 4.57557917 Validation score: -3423.298267 Iteration 199, loss = 4.50097257 Validation score: -3381.457874 Iteration 200, loss = 4.42730007 Validation score: -3340.294910 Iteration 201, loss = 4.35457049 Validation score: -3299.812679 Iteration 202, loss = 4.28279179 Validation score: -3260.013934 Iteration 203, loss = 4.21197104 Validation score: -3220.900899 Iteration 204, loss = 4.14165751 Validation score: -3182.475390 Iteration 205, loss = 4.07218299 Validation score: -3144.738750 Iteration 206, loss = 4.00364975 Validation score: -3107.691848 Iteration 207, loss = 3.93606973 Validation score: -3071.335091 Iteration 208, loss = 3.86945321 Validation score: -3035.668439 Iteration 209, loss = 3.80380904 Validation score: -3000.691416 Iteration 210, loss = 3.73914469 Validation score: -2966.403123 Iteration 211, loss = 3.67546640 Validation score: -2932.802245 Iteration 212, loss = 3.61277926 Validation score: -2899.887061 Iteration 213, loss = 3.55108729 Validation score: -2867.655453 Iteration 214, loss = 3.49039351 Validation score: -2836.104915 Iteration 215, loss = 3.43070001 Validation score: -2805.232557 Iteration 216, loss = 3.37168126 Validation score: -2775.031178 Iteration 217, loss = 3.31360473 Validation score: -2745.497727 Iteration 218, loss = 3.25648125 Validation score: -2716.628727 Iteration 219, loss = 3.20031627 Validation score: -2688.420290 Iteration 220, loss = 3.14511388 Validation score: -2660.868133 Iteration 221, loss = 3.09087688 Validation score: -2633.967594 Iteration 222, loss = 3.03765001 Validation score: -2607.697326 Iteration 223, loss = 2.98540400 Validation score: -2582.054724 Iteration 224, loss = 2.93412451 Validation score: -2557.036617 Iteration 225, loss = 2.88381011 Validation score: -2532.639282 Iteration 226, loss = 2.83445847 Validation score: -2508.858471 Iteration 227, loss = 2.78606642 Validation score: -2485.689429 Iteration 228, loss = 2.73863001 Validation score: -2463.126919 Iteration 229, loss = 2.69182766 Validation score: -2441.168861 Iteration 230, loss = 2.64590919 Validation score: -2419.808226 Iteration 231, loss = 2.60091299 Validation score: -2399.037730 Iteration 232, loss = 2.55675872 Validation score: -2378.841011 Iteration 233, loss = 2.51345341 Validation score: -2359.213280 Iteration 234, loss = 2.47104158 Validation score: -2340.149224 Iteration 235, loss = 2.42968713 Validation score: -2321.643155 Iteration 236, loss = 2.38927420 Validation score: -2303.690268 Iteration 237, loss = 2.34975040 Validation score: -2286.285062 Iteration 238, loss = 2.31111082 Validation score: -2269.421385 Iteration 239, loss = 2.27329680 Validation score: -2253.092483 Iteration 240, loss = 2.23597081 Validation score: -2237.291110 Iteration 241, loss = 2.19957261 Validation score: -2222.009519 Iteration 242, loss = 2.16398180 Validation score: -2207.239674 Iteration 243, loss = 2.12920560 Validation score: -2192.973083 Iteration 244, loss = 2.09524396 Validation score: -2179.200830 Iteration 245, loss = 2.06210383 Validation score: -2165.913771 Iteration 246, loss = 2.02977172 Validation score: -2153.102201 Iteration 247, loss = 1.99824431 Validation score: -2140.755392 Iteration 248, loss = 1.96753618 Validation score: -2128.863130 Iteration 249, loss = 1.93763155 Validation score: -2117.414313 Iteration 250, loss = 1.90853064 Validation score: -2106.398081 Iteration 251, loss = 1.88018684 Validation score: -2095.803367 Iteration 252, loss = 1.85262341 Validation score: -2085.609063 Iteration 253, loss = 1.82585976 Validation score: -2075.803539 Iteration 254, loss = 1.79981361 Validation score: -2066.374971 Iteration 255, loss = 1.77447138 Validation score: -2057.311392 Iteration 256, loss = 1.74983202 Validation score: -2048.601783 Iteration 257, loss = 1.72589508 Validation score: -2040.234126 Iteration 258, loss = 1.70262004 Validation score: -2032.196398 Iteration 259, loss = 1.67999336 Validation score: -2024.476593 Iteration 260, loss = 1.65800114 Validation score: -2017.062752 Iteration 261, loss = 1.63662925 Validation score: -2009.942989 Iteration 262, loss = 1.61586336 Validation score: -2003.105510 Iteration 263, loss = 1.59568900 Validation score: -1996.538637 Iteration 264, loss = 1.57609410 Validation score: -1990.229295 Iteration 265, loss = 1.55706910 Validation score: -1984.166061 Iteration 266, loss = 1.53858423 Validation score: -1978.339292 Iteration 267, loss = 1.52063744 Validation score: -1972.737893 Iteration 268, loss = 1.50320720 Validation score: -1967.350975 Iteration 269, loss = 1.48627918 Validation score: -1962.167861 Iteration 270, loss = 1.46984202 Validation score: -1957.176251 Iteration 271, loss = 1.45387669 Validation score: -1952.367837 Iteration 272, loss = 1.43837319 Validation score: -1947.732602 Iteration 273, loss = 1.42331480 Validation score: -1943.260784 Iteration 274, loss = 1.40862618 Validation score: -1938.887731 Iteration 275, loss = 1.39425841 Validation score: -1934.610100 Iteration 276, loss = 1.38025716 Validation score: -1930.423832 Iteration 277, loss = 1.36662642 Validation score: -1926.322145 Iteration 278, loss = 1.35334066 Validation score: -1922.300126 Iteration 279, loss = 1.34041128 Validation score: -1918.354822 Iteration 280, loss = 1.32781597 Validation score: -1914.480709 Iteration 281, loss = 1.31554932 Validation score: -1910.672150 Iteration 282, loss = 1.30360201 Validation score: -1906.923456 Iteration 283, loss = 1.29196455 Validation score: -1903.228939 Iteration 284, loss = 1.28062739 Validation score: -1899.582952 Iteration 285, loss = 1.26958095 Validation score: -1895.979922 Iteration 286, loss = 1.25881571 Validation score: -1892.414384 Iteration 287, loss = 1.24832218 Validation score: -1888.880996 Iteration 288, loss = 1.23807379 Validation score: -1885.371907 Iteration 289, loss = 1.22805783 Validation score: -1881.882674 Iteration 290, loss = 1.21829473 Validation score: -1878.409044 Iteration 291, loss = 1.20877656 Validation score: -1874.946960 Iteration 292, loss = 1.19942529 Validation score: -1871.407881 Iteration 293, loss = 1.19015811 Validation score: -1867.794045 Iteration 294, loss = 1.18102286 Validation score: -1864.107888 Iteration 295, loss = 1.17201991 Validation score: -1860.351974 Iteration 296, loss = 1.16315395 Validation score: -1856.531394 Iteration 297, loss = 1.15443770 Validation score: -1852.648707 Iteration 298, loss = 1.14585060 Validation score: -1848.706485 Iteration 299, loss = 1.13739046 Validation score: -1844.706781 Iteration 300, loss = 1.12906023 Validation score: -1840.650239 Iteration 301, loss = 1.12088424 Validation score: -1836.540314 Iteration 302, loss = 1.11290116 Validation score: -1832.397802 Iteration 303, loss = 1.10505708 Validation score: -1828.227773 Iteration 304, loss = 1.09735215 Validation score: -1824.032521 Iteration 305, loss = 1.08978423 Validation score: -1819.811616 Iteration 306, loss = 1.08234246 Validation score: -1815.567748 Iteration 307, loss = 1.07502408 Validation score: -1811.306544 Iteration 308, loss = 1.06782988 Validation score: -1807.030424 Iteration 309, loss = 1.06075431 Validation score: -1802.663212 Iteration 310, loss = 1.05378841 Validation score: -1795.720353 Iteration 311, loss = 1.04693199 Validation score: -1788.774003 Iteration 312, loss = 1.04017822 Validation score: -1781.827028 Iteration 313, loss = 1.03344169 Validation score: -1774.883271 Iteration 314, loss = 1.02678381 Validation score: -1767.941810 Iteration 315, loss = 1.02019792 Validation score: -1761.004981 Iteration 316, loss = 1.01367811 Validation score: -1754.074800 Iteration 317, loss = 1.00727397 Validation score: -1747.168546 Iteration 318, loss = 1.00094839 Validation score: -1740.285944 Iteration 319, loss = 0.99468507 Validation score: -1733.426613 Iteration 320, loss = 0.98851970 Validation score: -1726.590014 Iteration 321, loss = 0.98259931 Validation score: -1719.775527 Iteration 322, loss = 0.97673173 Validation score: -1712.982549 Iteration 323, loss = 0.97091403 Validation score: -1706.210488 Iteration 324, loss = 0.96514345 Validation score: -1699.458749 Iteration 325, loss = 0.95943885 Validation score: -1692.736301 Iteration 326, loss = 0.95381568 Validation score: -1686.042306 Iteration 327, loss = 0.94823457 Validation score: -1679.375879 Iteration 328, loss = 0.94269273 Validation score: -1672.736094 Iteration 329, loss = 0.93718760 Validation score: -1666.121988 Iteration 330, loss = 0.93171681 Validation score: -1659.532570 Iteration 331, loss = 0.92627818 Validation score: -1652.966827 Iteration 332, loss = 0.92086967 Validation score: -1646.423728 Iteration 333, loss = 0.91548941 Validation score: -1639.902234 Iteration 334, loss = 0.91013566 Validation score: -1633.401303 Iteration 335, loss = 0.90480681 Validation score: -1626.919897 Iteration 336, loss = 0.89950135 Validation score: -1620.456986 Iteration 337, loss = 0.89421787 Validation score: -1614.011552 Iteration 338, loss = 0.88895508 Validation score: -1607.582596 Iteration 339, loss = 0.88371174 Validation score: -1601.169140 Iteration 340, loss = 0.87848673 Validation score: -1594.770230 Iteration 341, loss = 0.87327899 Validation score: -1588.384939 Iteration 342, loss = 0.86808751 Validation score: -1582.012369 Iteration 343, loss = 0.86291137 Validation score: -1575.651655 Iteration 344, loss = 0.85774972 Validation score: -1569.301961 Iteration 345, loss = 0.85260172 Validation score: -1562.962487 Iteration 346, loss = 0.84746664 Validation score: -1556.028826 Iteration 347, loss = 0.84234376 Validation score: -1548.837091 Iteration 348, loss = 0.83715489 Validation score: -1541.624551 Iteration 349, loss = 0.83175061 Validation score: -1534.390670 Iteration 350, loss = 0.82628177 Validation score: -1527.135007 Iteration 351, loss = 0.82075837 Validation score: -1519.857200 Iteration 352, loss = 0.81518941 Validation score: -1512.556966 Iteration 353, loss = 0.80958301 Validation score: -1505.234090 Iteration 354, loss = 0.80394646 Validation score: -1497.888423 Iteration 355, loss = 0.79828630 Validation score: -1490.519873 Iteration 356, loss = 0.79260839 Validation score: -1483.128403 Iteration 357, loss = 0.78691799 Validation score: -1475.714026 Iteration 358, loss = 0.78121980 Validation score: -1468.276799 Iteration 359, loss = 0.77551799 Validation score: -1460.816824 Iteration 360, loss = 0.76981632 Validation score: -1453.334239 Iteration 361, loss = 0.76423292 Validation score: -1445.823926 Iteration 362, loss = 0.75869846 Validation score: -1438.287165 Iteration 363, loss = 0.75318408 Validation score: -1430.725193 Iteration 364, loss = 0.74768632 Validation score: -1423.140057 Iteration 365, loss = 0.74222130 Validation score: -1415.535102 Iteration 366, loss = 0.73679572 Validation score: -1407.902401 Iteration 367, loss = 0.73143765 Validation score: -1400.244019 Iteration 368, loss = 0.72610242 Validation score: -1392.561874 Iteration 369, loss = 0.72079123 Validation score: -1384.857746 Iteration 370, loss = 0.71550512 Validation score: -1377.133296 Iteration 371, loss = 0.71024502 Validation score: -1369.390071 Iteration 372, loss = 0.70501971 Validation score: -1361.630500 Iteration 373, loss = 0.69983130 Validation score: -1353.855605 Iteration 374, loss = 0.69467312 Validation score: -1346.066362 Iteration 375, loss = 0.68954567 Validation score: -1338.263711 Iteration 376, loss = 0.68444935 Validation score: -1330.448555 Iteration 377, loss = 0.67938453 Validation score: -1322.621770 Iteration 378, loss = 0.67435152 Validation score: -1314.784204 Iteration 379, loss = 0.66935057 Validation score: -1306.936686 Iteration 380, loss = 0.66438190 Validation score: -1299.080024 Iteration 381, loss = 0.65944572 Validation score: -1291.215011 Iteration 382, loss = 0.65457621 Validation score: -1283.346204 Iteration 383, loss = 0.64973646 Validation score: -1275.436274 Iteration 384, loss = 0.64487853 Validation score: -1267.489319 Iteration 385, loss = 0.64004396 Validation score: -1259.509150 Iteration 386, loss = 0.63523457 Validation score: -1251.499327 Iteration 387, loss = 0.63045203 Validation score: -1243.463180 Iteration 388, loss = 0.62569784 Validation score: -1235.403839 Iteration 389, loss = 0.62097334 Validation score: -1227.324252 Iteration 390, loss = 0.61627973 Validation score: -1219.227205 Iteration 391, loss = 0.61161806 Validation score: -1211.115342 Iteration 392, loss = 0.60698926 Validation score: -1202.991176 Iteration 393, loss = 0.60239415 Validation score: -1194.857104 Iteration 394, loss = 0.59784740 Validation score: -1186.725135 Iteration 395, loss = 0.59335250 Validation score: -1178.596641 Iteration 396, loss = 0.58889503 Validation score: -1170.476141 Iteration 397, loss = 0.58450263 Validation score: -1162.364693 Iteration 398, loss = 0.58014461 Validation score: -1154.263332 Iteration 399, loss = 0.57582106 Validation score: -1146.173071 Iteration 400, loss = 0.57153210 Validation score: -1138.094903 Iteration 401, loss = 0.56727781 Validation score: -1130.029802 Iteration 402, loss = 0.56305822 Validation score: -1121.978723 Iteration 403, loss = 0.55887155 Validation score: -1113.942507 Iteration 404, loss = 0.55471788 Validation score: -1105.922089 Iteration 405, loss = 0.55059874 Validation score: -1097.918392 Iteration 406, loss = 0.54651417 Validation score: -1089.932325 Iteration 407, loss = 0.54246421 Validation score: -1081.964786 Iteration 408, loss = 0.53844886 Validation score: -1074.016659 Iteration 409, loss = 0.53446813 Validation score: -1066.088820 Iteration 410, loss = 0.53051245 Validation score: -1058.165065 Iteration 411, loss = 0.52653991 Validation score: -1050.238026 Iteration 412, loss = 0.52259307 Validation score: -1042.311134 Iteration 413, loss = 0.51864572 Validation score: -1034.347841 Iteration 414, loss = 0.51467316 Validation score: -1026.352920 Iteration 415, loss = 0.51070813 Validation score: -1018.333814 Iteration 416, loss = 0.50676341 Validation score: -1010.297421 Iteration 417, loss = 0.50284266 Validation score: -1002.250153 Iteration 418, loss = 0.49895934 Validation score: -994.207660 Iteration 419, loss = 0.49512338 Validation score: -986.174553 Iteration 420, loss = 0.49132292 Validation score: -978.155104 Iteration 421, loss = 0.48755896 Validation score: -970.153273 Iteration 422, loss = 0.48383235 Validation score: -962.172740 Iteration 423, loss = 0.48014375 Validation score: -954.216918 Iteration 424, loss = 0.47649369 Validation score: -946.288987 Iteration 425, loss = 0.47288258 Validation score: -938.391901 Iteration 426, loss = 0.46931071 Validation score: -930.528413 Iteration 427, loss = 0.46577829 Validation score: -922.701084 Iteration 428, loss = 0.46228545 Validation score: -914.912301 Iteration 429, loss = 0.45883193 Validation score: -907.164102 Iteration 430, loss = 0.45541768 Validation score: -899.458549 Iteration 431, loss = 0.45204285 Validation score: -891.797565 Iteration 432, loss = 0.44870731 Validation score: -884.182938 Iteration 433, loss = 0.44541092 Validation score: -876.616333 Iteration 434, loss = 0.44215351 Validation score: -869.099299 Iteration 435, loss = 0.43894609 Validation score: -861.633274 Iteration 436, loss = 0.43582404 Validation score: -854.219578 Iteration 437, loss = 0.43274176 Validation score: -846.859432 Iteration 438, loss = 0.42969861 Validation score: -839.553953 Iteration 439, loss = 0.42669397 Validation score: -832.304171 Iteration 440, loss = 0.42374571 Validation score: -825.102151 Iteration 441, loss = 0.42083345 Validation score: -817.950002 Iteration 442, loss = 0.41796519 Validation score: -810.862567 Iteration 443, loss = 0.41513850 Validation score: -803.840594 Iteration 444, loss = 0.41234352 Validation score: -796.884857 Iteration 445, loss = 0.40958026 Validation score: -789.996138 Iteration 446, loss = 0.40684871 Validation score: -783.175211 Iteration 447, loss = 0.40414881 Validation score: -776.422831 Iteration 448, loss = 0.40148049 Validation score: -769.739724 Iteration 449, loss = 0.39884360 Validation score: -763.126580 Iteration 450, loss = 0.39623799 Validation score: -756.584044 Iteration 451, loss = 0.39367623 Validation score: -750.121329 Iteration 452, loss = 0.39114732 Validation score: -743.722438 Iteration 453, loss = 0.38866042 Validation score: -737.388161 Iteration 454, loss = 0.38620041 Validation score: -731.119075 Iteration 455, loss = 0.38376720 Validation score: -724.915571 Iteration 456, loss = 0.38136073 Validation score: -718.777879 Iteration 457, loss = 0.37899032 Validation score: -712.697923 Iteration 458, loss = 0.37665196 Validation score: -706.676837 Iteration 459, loss = 0.37434143 Validation score: -700.715665 Iteration 460, loss = 0.37205858 Validation score: -694.815359 Iteration 461, loss = 0.36980325 Validation score: -688.976784 Iteration 462, loss = 0.36757523 Validation score: -683.200719 Iteration 463, loss = 0.36537429 Validation score: -677.487858 Iteration 464, loss = 0.36320452 Validation score: -671.838738 Iteration 465, loss = 0.36106733 Validation score: -666.255864 Iteration 466, loss = 0.35895822 Validation score: -660.739503 Iteration 467, loss = 0.35687517 Validation score: -655.290067 Iteration 468, loss = 0.35481859 Validation score: -649.907809 Iteration 469, loss = 0.35278751 Validation score: -644.592913 Iteration 470, loss = 0.35078152 Validation score: -639.345501 Iteration 471, loss = 0.34880024 Validation score: -634.165626 Iteration 472, loss = 0.34684327 Validation score: -629.053285 Iteration 473, loss = 0.34491376 Validation score: -624.015817 Iteration 474, loss = 0.34300603 Validation score: -619.050224 Iteration 475, loss = 0.34111962 Validation score: -613.677462 Iteration 476, loss = 0.33925877 Validation score: -608.161117 Iteration 477, loss = 0.33741969 Validation score: -602.726481 Iteration 478, loss = 0.33560204 Validation score: -597.372979 Iteration 479, loss = 0.33380545 Validation score: -592.100004 Iteration 480, loss = 0.33202955 Validation score: -586.906917 Iteration 481, loss = 0.33027424 Validation score: -581.794933 Iteration 482, loss = 0.32854047 Validation score: -576.763153 Iteration 483, loss = 0.32682593 Validation score: -571.810667 Iteration 484, loss = 0.32513860 Validation score: -566.943308 Iteration 485, loss = 0.32347551 Validation score: -562.157559 Iteration 486, loss = 0.32183215 Validation score: -557.452016 Iteration 487, loss = 0.32021865 Validation score: -552.815324 Iteration 488, loss = 0.31863017 Validation score: -548.247142 Iteration 489, loss = 0.31706158 Validation score: -543.748911 Iteration 490, loss = 0.31551128 Validation score: -539.319970 Iteration 491, loss = 0.31397851 Validation score: -534.959620 Iteration 492, loss = 0.31246345 Validation score: -530.665297 Iteration 493, loss = 0.31096596 Validation score: -526.436438 Iteration 494, loss = 0.30948485 Validation score: -522.272429 Iteration 495, loss = 0.30801973 Validation score: -518.172616 Iteration 496, loss = 0.30657093 Validation score: -514.138124 Iteration 497, loss = 0.30513751 Validation score: -510.168030 Iteration 498, loss = 0.30371862 Validation score: -506.261401 Iteration 499, loss = 0.30231532 Validation score: -502.415488 Iteration 500, loss = 0.30092629 Validation score: -498.629531 Iteration 501, loss = 0.29955106 Validation score: -494.902743 Iteration 502, loss = 0.29818935 Validation score: -491.234315 Iteration 503, loss = 0.29684089 Validation score: -487.623415 Iteration 504, loss = 0.29550618 Validation score: -484.070987 Iteration 505, loss = 0.29418447 Validation score: -480.575981 Iteration 506, loss = 0.29287481 Validation score: -477.137355 Iteration 507, loss = 0.29157780 Validation score: -473.752302 Iteration 508, loss = 0.29029329 Validation score: -470.419987 Iteration 509, loss = 0.28902046 Validation score: -467.139566 Iteration 510, loss = 0.28775912 Validation score: -463.910187 Iteration 511, loss = 0.28650908 Validation score: -460.730994 Iteration 512, loss = 0.28527152 Validation score: -457.602887 Iteration 513, loss = 0.28404447 Validation score: -454.524821 Iteration 514, loss = 0.28282768 Validation score: -451.495772 Iteration 515, loss = 0.28162148 Validation score: -448.512990 Iteration 516, loss = 0.28042590 Validation score: -445.576260 Iteration 517, loss = 0.27923918 Validation score: -442.684714 Iteration 518, loss = 0.27806231 Validation score: -439.837491 Iteration 519, loss = 0.27689519 Validation score: -437.033743 Iteration 520, loss = 0.27573873 Validation score: -434.274363 Iteration 521, loss = 0.27459148 Validation score: -431.558343 Iteration 522, loss = 0.27345311 Validation score: -428.884707 Iteration 523, loss = 0.27232483 Validation score: -426.250791 Iteration 524, loss = 0.27120601 Validation score: -423.655861 Iteration 525, loss = 0.27009615 Validation score: -421.099188 Iteration 526, loss = 0.26899514 Validation score: -418.580057 Iteration 527, loss = 0.26790290 Validation score: -416.097759 Iteration 528, loss = 0.26681935 Validation score: -413.651599 Iteration 529, loss = 0.26574521 Validation score: -411.242592 Iteration 530, loss = 0.26467963 Validation score: -408.869886 Iteration 531, loss = 0.26362189 Validation score: -406.532662 Iteration 532, loss = 0.26257301 Validation score: -404.228438 Iteration 533, loss = 0.26153276 Validation score: -401.956628 Iteration 534, loss = 0.26050054 Validation score: -399.716654 Iteration 535, loss = 0.25947628 Validation score: -397.507944 Iteration 536, loss = 0.25846028 Validation score: -395.329907 Iteration 537, loss = 0.25745216 Validation score: -393.181984 Iteration 538, loss = 0.25645297 Validation score: -391.065300 Iteration 539, loss = 0.25546120 Validation score: -388.979142 Iteration 540, loss = 0.25447647 Validation score: -386.922827 Iteration 541, loss = 0.25349951 Validation score: -384.894035 Iteration 542, loss = 0.25253074 Validation score: -382.892310 Iteration 543, loss = 0.25156925 Validation score: -380.917202 Iteration 544, loss = 0.25061498 Validation score: -378.968267 Iteration 545, loss = 0.24966787 Validation score: -377.045067 Iteration 546, loss = 0.24872788 Validation score: -375.147175 Iteration 547, loss = 0.24779628 Validation score: -373.275815 Iteration 548, loss = 0.24687111 Validation score: -371.430403 Iteration 549, loss = 0.24595228 Validation score: -369.610378 Iteration 550, loss = 0.24504048 Validation score: -367.813567 Iteration 551, loss = 0.24413019 Validation score: -365.997218 Iteration 552, loss = 0.24317652 Validation score: -364.173205 Iteration 553, loss = 0.24220712 Validation score: -362.345028 Iteration 554, loss = 0.24121868 Validation score: -360.515964 Iteration 555, loss = 0.24021532 Validation score: -358.689064 Iteration 556, loss = 0.23920222 Validation score: -356.865212 Iteration 557, loss = 0.23818126 Validation score: -355.047234 Iteration 558, loss = 0.23715533 Validation score: -353.237736 Iteration 559, loss = 0.23608838 Validation score: -351.436522 Iteration 560, loss = 0.23498680 Validation score: -349.638153 Iteration 561, loss = 0.23385245 Validation score: -347.851621 Iteration 562, loss = 0.23270469 Validation score: -346.077770 Iteration 563, loss = 0.23154098 Validation score: -344.317157 Iteration 564, loss = 0.23036595 Validation score: -342.563149 Iteration 565, loss = 0.22918490 Validation score: -340.825339 Iteration 566, loss = 0.22799686 Validation score: -339.103437 Iteration 567, loss = 0.22680311 Validation score: -337.397041 Iteration 568, loss = 0.22560545 Validation score: -335.705659 Iteration 569, loss = 0.22440546 Validation score: -334.028730 Iteration 570, loss = 0.22320450 Validation score: -332.365640 Iteration 571, loss = 0.22200369 Validation score: -330.715730 Iteration 572, loss = 0.22080401 Validation score: -329.078317 Iteration 573, loss = 0.21967681 Validation score: -327.457799 Iteration 574, loss = 0.21866072 Validation score: -325.853386 Iteration 575, loss = 0.21764460 Validation score: -324.269430 Iteration 576, loss = 0.21662070 Validation score: -322.703780 Iteration 577, loss = 0.21558464 Validation score: -321.154946 Iteration 578, loss = 0.21453458 Validation score: -319.620755 Iteration 579, loss = 0.21347398 Validation score: -318.097629 Iteration 580, loss = 0.21240588 Validation score: -316.582917 Iteration 581, loss = 0.21133384 Validation score: -315.074056 Iteration 582, loss = 0.21025603 Validation score: -313.568593 Iteration 583, loss = 0.20917381 Validation score: -312.064126 Iteration 584, loss = 0.20808928 Validation score: -310.558395 Iteration 585, loss = 0.20700383 Validation score: -309.049301 Iteration 586, loss = 0.20591864 Validation score: -307.534929 Iteration 587, loss = 0.20485301 Validation score: -306.007325 Iteration 588, loss = 0.20378014 Validation score: -304.467661 Iteration 589, loss = 0.20267649 Validation score: -302.920673 Iteration 590, loss = 0.20159373 Validation score: -301.362639 Iteration 591, loss = 0.20051815 Validation score: -299.794295 Iteration 592, loss = 0.19947098 Validation score: -298.203420 Iteration 593, loss = 0.19846704 Validation score: -296.590170 Iteration 594, loss = 0.19744872 Validation score: -294.955003 Iteration 595, loss = 0.19641674 Validation score: -293.298636 Iteration 596, loss = 0.19538061 Validation score: -291.621912 Iteration 597, loss = 0.19434286 Validation score: -289.924895 Iteration 598, loss = 0.19330521 Validation score: -288.209188 Iteration 599, loss = 0.19234599 Validation score: -286.471261 Iteration 600, loss = 0.19138965 Validation score: -284.720233 Iteration 601, loss = 0.19044578 Validation score: -282.962053 Iteration 602, loss = 0.18955420 Validation score: -281.198140 Iteration 603, loss = 0.18865170 Validation score: -279.428085 Iteration 604, loss = 0.18775623 Validation score: -277.652678 Iteration 605, loss = 0.18686286 Validation score: -275.872497 Iteration 606, loss = 0.18597254 Validation score: -274.087956 Iteration 607, loss = 0.18508625 Validation score: -272.299341 Iteration 608, loss = 0.18420494 Validation score: -270.506854 Iteration 609, loss = 0.18334702 Validation score: -268.708028 Iteration 610, loss = 0.18248536 Validation score: -266.903607 Iteration 611, loss = 0.18163386 Validation score: -265.091865 Iteration 612, loss = 0.18079061 Validation score: -263.274438 Iteration 613, loss = 0.17994365 Validation score: -261.458282 Iteration 614, loss = 0.17911323 Validation score: -259.643932 Iteration 615, loss = 0.17828656 Validation score: -257.831829 Iteration 616, loss = 0.17746407 Validation score: -256.022342 Iteration 617, loss = 0.17664613 Validation score: -254.215790 Iteration 618, loss = 0.17583514 Validation score: -252.412348 Iteration 619, loss = 0.17502962 Validation score: -250.612432 Iteration 620, loss = 0.17422777 Validation score: -248.816558 Iteration 621, loss = 0.17342928 Validation score: -247.025331 Iteration 622, loss = 0.17264547 Validation score: -245.234008 Iteration 623, loss = 0.17185725 Validation score: -243.443761 Iteration 624, loss = 0.17107826 Validation score: -241.661174 Iteration 625, loss = 0.17030568 Validation score: -239.886630 Iteration 626, loss = 0.16953675 Validation score: -238.120476 Iteration 627, loss = 0.16877154 Validation score: -236.363037 Iteration 628, loss = 0.16801007 Validation score: -234.614619 Iteration 629, loss = 0.16725233 Validation score: -232.875514 Iteration 630, loss = 0.16649832 Validation score: -231.146010 Iteration 631, loss = 0.16574801 Validation score: -229.426387 Iteration 632, loss = 0.16500135 Validation score: -227.716921 Iteration 633, loss = 0.16425831 Validation score: -226.017888 Iteration 634, loss = 0.16351885 Validation score: -224.329561 Iteration 635, loss = 0.16279280 Validation score: -222.646783 Iteration 636, loss = 0.16206134 Validation score: -220.970373 Iteration 637, loss = 0.16133060 Validation score: -219.306493 Iteration 638, loss = 0.16061040 Validation score: -217.655291 Iteration 639, loss = 0.15989307 Validation score: -216.016913 Iteration 640, loss = 0.15918369 Validation score: -214.388597 Iteration 641, loss = 0.15848198 Validation score: -212.770802 Iteration 642, loss = 0.15778389 Validation score: -211.163950 Iteration 643, loss = 0.15708938 Validation score: -209.568426 Iteration 644, loss = 0.15639843 Validation score: -207.984575 Iteration 645, loss = 0.15571100 Validation score: -206.412702 Iteration 646, loss = 0.15502706 Validation score: -204.853066 Iteration 647, loss = 0.15435928 Validation score: -203.300578 Iteration 648, loss = 0.15368201 Validation score: -201.755955 Iteration 649, loss = 0.15300804 Validation score: -200.221112 Iteration 650, loss = 0.15234925 Validation score: -198.696512 Iteration 651, loss = 0.15169362 Validation score: -197.182549 Iteration 652, loss = 0.15104112 Validation score: -195.679549 Iteration 653, loss = 0.15039171 Validation score: -194.187775 Iteration 654, loss = 0.14974539 Validation score: -192.707434 Iteration 655, loss = 0.14909420 Validation score: 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score: -170.206983 Iteration 672, loss = 0.13827174 Validation score: -169.001747 Iteration 673, loss = 0.13765589 Validation score: -167.797326 Iteration 674, loss = 0.13704204 Validation score: -166.599420 Iteration 675, loss = 0.13643610 Validation score: -165.408141 Iteration 676, loss = 0.13583187 Validation score: -164.223602 Iteration 677, loss = 0.13522940 Validation score: -163.045908 Iteration 678, loss = 0.13462875 Validation score: -161.875160 Iteration 679, loss = 0.13402998 Validation score: -160.711447 Iteration 680, loss = 0.13343312 Validation score: -159.554849 Iteration 681, loss = 0.13283821 Validation score: -158.405428 Iteration 682, loss = 0.13224529 Validation score: -157.263236 Iteration 683, loss = 0.13165439 Validation score: -156.128307 Iteration 684, loss = 0.13106652 Validation score: -154.995946 Iteration 685, loss = 0.13048123 Validation score: -153.871515 Iteration 686, loss = 0.12989869 Validation score: -152.754928 Iteration 687, loss = 0.12931803 Validation score: -151.646094 Iteration 688, loss = 0.12874047 Validation score: -150.540073 Iteration 689, loss = 0.12816476 Validation score: -149.442091 Iteration 690, loss = 0.12759365 Validation score: -148.352543 Iteration 691, loss = 0.12702139 Validation score: -147.270515 Iteration 692, loss = 0.12645281 Validation score: -146.195757 Iteration 693, loss = 0.12588618 Validation score: -145.128064 Iteration 694, loss = 0.12532151 Validation score: -144.065094 Iteration 695, loss = 0.12476402 Validation score: -143.006998 Iteration 696, loss = 0.12420897 Validation score: -141.949210 Iteration 697, loss = 0.12366038 Validation score: -140.897675 Iteration 698, loss = 0.12310998 Validation score: -139.852312 Iteration 699, loss = 0.12256490 Validation score: -138.812396 Iteration 700, loss = 0.12202223 Validation score: -137.777910 Iteration 701, loss = 0.12148103 Validation score: -136.748913 Iteration 702, loss = 0.12094550 Validation score: -135.721769 Iteration 703, loss = 0.12040712 Validation score: -134.701656 Iteration 704, loss = 0.11987380 Validation score: -133.688649 Iteration 705, loss = 0.11934613 Validation score: -132.683625 Iteration 706, loss = 0.11882042 Validation score: -131.686497 Iteration 707, loss = 0.11829379 Validation score: -130.697073 Iteration 708, loss = 0.11777147 Validation score: -129.709802 Iteration 709, loss = 0.11725270 Validation score: -128.729618 Iteration 710, loss = 0.11673632 Validation score: -127.756500 Iteration 711, loss = 0.11622066 Validation score: -126.790491 Iteration 712, loss = 0.11571022 Validation score: -125.832471 Iteration 713, loss = 0.11520122 Validation score: -124.882356 Iteration 714, loss = 0.11469219 Validation score: -123.939982 Iteration 715, loss = 0.11418988 Validation score: -122.999937 Iteration 716, loss = 0.11368560 Validation score: -122.067063 Iteration 717, loss = 0.11318556 Validation score: -121.141371 Iteration 718, loss = 0.11268963 Validation score: -120.223728 Iteration 719, loss = 0.11219567 Validation score: -119.314046 Iteration 720, loss = 0.11170378 Validation score: -118.407846 Iteration 721, loss = 0.11121328 Validation score: -117.508903 Iteration 722, loss = 0.11072742 Validation score: -116.617174 Iteration 723, loss = 0.11024316 Validation score: -115.733486 Iteration 724, loss = 0.10976156 Validation score: -114.857730 Iteration 725, loss = 0.10928135 Validation score: -113.988953 Iteration 726, loss = 0.10880465 Validation score: -113.127982 Iteration 727, loss = 0.10833009 Validation score: -112.270510 Iteration 728, loss = 0.10786075 Validation score: -111.418426 Iteration 729, loss = 0.10739342 Validation score: -110.571908 Iteration 730, loss = 0.10693113 Validation score: -109.731996 Iteration 731, loss = 0.10647065 Validation score: -108.898766 Iteration 732, loss = 0.10601156 Validation score: -108.072238 Iteration 733, loss = 0.10555760 Validation score: -107.248311 Iteration 734, loss = 0.10510038 Validation score: -106.431432 Iteration 735, loss = 0.10465249 Validation score: -105.620716 Iteration 736, loss = 0.10420514 Validation score: -104.816248 Iteration 737, loss = 0.10375681 Validation score: -104.019130 Iteration 738, loss = 0.10331385 Validation score: -103.225355 Iteration 739, loss = 0.10287174 Validation score: -102.439240 Iteration 740, loss = 0.10243225 Validation score: -101.660662 Iteration 741, loss = 0.10199459 Validation score: -100.888677 Iteration 742, loss = 0.10154469 Validation score: -100.130811 Iteration 743, loss = 0.10107894 Validation score: -99.386083 Iteration 744, loss = 0.10060782 Validation score: -98.653502 Iteration 745, loss = 0.10013259 Validation score: -97.932087 Iteration 746, loss = 0.09966117 Validation score: -97.216253 Iteration 747, loss = 0.09917866 Validation score: -96.506457 Iteration 748, loss = 0.09869954 Validation score: -95.806041 Iteration 749, loss = 0.09822153 Validation score: -95.114177 Iteration 750, loss = 0.09774373 Validation score: -94.430104 Iteration 751, loss = 0.09726680 Validation score: -93.753135 Iteration 752, loss = 0.09679122 Validation score: -93.082655 Iteration 753, loss = 0.09631732 Validation score: -92.418125 Iteration 754, loss = 0.09584531 Validation score: -91.759081 Iteration 755, loss = 0.09537532 Validation score: -91.105125 Iteration 756, loss = 0.09490744 Validation score: -90.455923 Iteration 757, loss = 0.09444180 Validation score: -89.811199 Iteration 758, loss = 0.09397849 Validation score: -89.170725 Iteration 759, loss = 0.09351767 Validation score: -88.534317 Iteration 760, loss = 0.09306643 Validation score: -87.898210 Iteration 761, loss = 0.09261221 Validation score: -87.262663 Iteration 762, loss = 0.09215570 Validation score: -86.631508 Iteration 763, loss = 0.09170865 Validation score: -86.004602 Iteration 764, loss = 0.09126443 Validation score: -85.381829 Iteration 765, loss = 0.09082308 Validation score: -84.763088 Iteration 766, loss = 0.09038461 Validation score: -84.148297 Iteration 767, loss = 0.08994899 Validation score: -83.537390 Iteration 768, loss = 0.08951619 Validation score: -82.930314 Iteration 769, loss = 0.08908619 Validation score: -82.327034 Iteration 770, loss = 0.08865936 Validation score: -81.729088 Iteration 771, loss = 0.08819548 Validation score: -81.136133 Iteration 772, loss = 0.08773134 Validation score: -80.551223 Iteration 773, loss = 0.08726758 Validation score: -79.973675 Iteration 774, loss = 0.08680345 Validation score: -79.402867 Iteration 775, loss = 0.08633974 Validation score: -78.838233 Iteration 776, loss = 0.08587715 Validation score: -78.279267 Iteration 777, loss = 0.08541625 Validation score: -77.725522 Iteration 778, loss = 0.08495748 Validation score: -77.176605 Iteration 779, loss = 0.08450116 Validation score: -76.632173 Iteration 780, loss = 0.08404751 Validation score: -76.091929 Iteration 781, loss = 0.08359669 Validation score: -75.555621 Iteration 782, loss = 0.08314984 Validation score: -75.019801 Iteration 783, loss = 0.08271578 Validation score: -74.486509 Iteration 784, loss = 0.08230747 Validation score: -73.958924 Iteration 785, loss = 0.08187787 Validation score: -73.436753 Iteration 786, loss = 0.08142999 Validation score: -72.919781 Iteration 787, loss = 0.08100768 Validation score: -72.406056 Iteration 788, loss = 0.08059703 Validation score: -71.895629 Iteration 789, loss = 0.08018763 Validation score: -71.388540 Iteration 790, loss = 0.07977878 Validation score: -70.884827 Iteration 791, loss = 0.07937021 Validation score: -70.384532 Iteration 792, loss = 0.07896209 Validation score: -69.887714 Iteration 793, loss = 0.07855803 Validation score: -69.391490 Iteration 794, loss = 0.07815325 Validation score: -68.896268 Iteration 795, loss = 0.07774937 Validation score: -68.405342 Iteration 796, loss = 0.07735097 Validation score: -67.918765 Iteration 797, loss = 0.07695568 Validation score: -67.436598 Iteration 798, loss = 0.07656366 Validation score: -66.958904 Iteration 799, loss = 0.07618372 Validation score: -66.487486 Iteration 800, loss = 0.07580561 Validation score: -66.022213 Iteration 801, loss = 0.07541958 Validation score: -65.561258 Iteration 802, loss = 0.07504822 Validation score: -65.101965 Iteration 803, loss = 0.07467844 Validation score: -64.647370 Iteration 804, loss = 0.07431143 Validation score: -64.201451 Iteration 805, loss = 0.07394531 Validation score: -63.761045 Iteration 806, loss = 0.07357986 Validation score: -63.328596 Iteration 807, loss = 0.07321720 Validation score: -62.903658 Iteration 808, loss = 0.07286260 Validation score: -62.487553 Iteration 809, loss = 0.07250364 Validation score: -62.078037 Iteration 810, loss = 0.07215256 Validation score: -61.672308 Iteration 811, loss = 0.07180388 Validation score: -61.272895 Iteration 812, loss = 0.07146660 Validation score: -60.881286 Iteration 813, loss = 0.07112743 Validation score: -60.493530 Iteration 814, loss = 0.07081175 Validation score: -60.107478 Iteration 815, loss = 0.07049966 Validation score: -59.725706 Iteration 816, loss = 0.07019082 Validation score: -59.348317 Iteration 817, loss = 0.06988488 Validation score: -58.975432 Iteration 818, loss = 0.06958269 Validation score: -58.605031 Iteration 819, loss = 0.06928234 Validation score: -58.237498 Iteration 820, loss = 0.06898643 Validation score: -57.875301 Iteration 821, loss = 0.06869321 Validation score: -57.518542 Iteration 822, loss = 0.06840267 Validation score: -57.167320 Iteration 823, loss = 0.06811983 Validation score: -56.823404 Iteration 824, loss = 0.06783187 Validation score: -56.484987 Iteration 825, loss = 0.06755135 Validation score: -56.152123 Iteration 826, loss = 0.06727311 Validation score: -55.824844 Iteration 827, loss = 0.06700651 Validation score: -55.485934 Iteration 828, loss = 0.06674949 Validation score: -55.138083 Iteration 829, loss = 0.06648935 Validation score: -54.783729 Iteration 830, loss = 0.06622805 Validation score: -54.426960 Iteration 831, loss = 0.06596623 Validation score: -54.069531 Iteration 832, loss = 0.06570441 Validation score: -53.714724 Iteration 833, loss = 0.06544415 Validation score: -53.362025 Iteration 834, loss = 0.06518425 Validation score: -53.012669 Iteration 835, loss = 0.06493176 Validation score: -52.680596 Iteration 836, loss = 0.06468893 Validation score: -52.362611 Iteration 837, loss = 0.06445120 Validation score: -52.059292 Iteration 838, loss = 0.06420779 Validation score: -51.767801 Iteration 839, loss = 0.06396991 Validation score: -51.488956 Iteration 840, loss = 0.06373370 Validation score: -51.221800 Iteration 841, loss = 0.06349789 Validation score: -50.965486 Iteration 842, loss = 0.06326260 Validation score: -50.719274 Iteration 843, loss = 0.06302797 Validation score: -50.482507 Iteration 844, loss = 0.06279464 Validation score: -50.256209 Iteration 845, loss = 0.06256702 Validation score: -50.036432 Iteration 846, loss = 0.06234751 Validation score: -49.813404 Iteration 847, loss = 0.06212894 Validation score: -49.588723 Iteration 848, loss = 0.06190743 Validation score: -49.363824 Iteration 849, loss = 0.06168760 Validation score: -49.143070 Iteration 850, loss = 0.06146747 Validation score: -48.925587 Iteration 851, loss = 0.06125387 Validation score: -48.719784 Iteration 852, loss = 0.06104415 Validation score: -48.524440 Iteration 853, loss = 0.06083601 Validation score: -48.340059 Iteration 854, loss = 0.06062832 Validation score: -48.163912 Iteration 855, loss = 0.06042202 Validation score: -47.995165 Iteration 856, loss = 0.06021623 Validation score: -47.831788 Iteration 857, loss = 0.06000997 Validation score: -47.673370 Iteration 858, loss = 0.05981151 Validation score: -47.514262 Iteration 859, loss = 0.05961885 Validation score: -47.357215 Iteration 860, loss = 0.05941765 Validation score: -47.203094 Iteration 861, loss = 0.05922242 Validation score: -47.052301 Iteration 862, loss = 0.05902755 Validation score: -46.905484 Iteration 863, loss = 0.05883952 Validation score: -46.766637 Iteration 864, loss = 0.05865176 Validation score: -46.634793 Iteration 865, loss = 0.05846243 Validation score: -46.509167 Iteration 866, loss = 0.05827186 Validation score: -46.389118 Iteration 867, loss = 0.05808399 Validation score: -46.274470 Iteration 868, loss = 0.05789512 Validation score: -46.163182 Iteration 869, loss = 0.05770865 Validation score: -46.056402 Iteration 870, loss = 0.05753429 Validation score: -45.950938 Iteration 871, loss = 0.05736003 Validation score: -45.847472 Iteration 872, loss = 0.05718199 Validation score: -45.747694 Iteration 873, loss = 0.05700102 Validation score: -45.652104 Iteration 874, loss = 0.05681698 Validation score: -45.561181 Iteration 875, loss = 0.05665422 Validation score: -45.475043 Iteration 876, loss = 0.05648437 Validation score: -45.392857 Iteration 877, loss = 0.05630162 Validation score: -45.313881 Iteration 878, loss = 0.05613765 Validation score: -45.236897 Iteration 879, loss = 0.05597204 Validation score: -45.161420 Iteration 880, loss = 0.05581015 Validation score: -45.089391 Iteration 881, loss = 0.05564717 Validation score: -45.020375 Iteration 882, loss = 0.05547991 Validation score: -44.954965 Iteration 883, loss = 0.05530897 Validation score: -44.893761 Iteration 884, loss = 0.05514455 Validation score: -44.833557 Iteration 885, loss = 0.05498013 Validation score: -44.774169 Iteration 886, loss = 0.05481868 Validation score: -44.716846 Iteration 887, loss = 0.05466161 Validation score: -44.662017 Iteration 888, loss = 0.05449255 Validation score: -44.609184 Iteration 889, loss = 0.05434163 Validation score: -44.561535 Iteration 890, loss = 0.05419299 Validation score: -44.518198 Iteration 891, loss = 0.05404013 Validation score: -44.479219 Iteration 892, loss = 0.05388328 Validation score: -44.444721 Iteration 893, loss = 0.05372520 Validation score: -44.408329 Iteration 894, loss = 0.05357195 Validation score: -44.369927 Iteration 895, loss = 0.05341668 Validation score: -44.329562 Iteration 896, loss = 0.05327036 Validation score: -44.288689 Iteration 897, loss = 0.05312336 Validation score: -44.254846 Iteration 898, loss = 0.05297091 Validation score: -44.227836 Iteration 899, loss = 0.05282514 Validation score: -44.206676 Iteration 900, loss = 0.05267960 Validation score: -44.191221 Iteration 901, loss = 0.05253837 Validation score: -44.171794 Iteration 902, loss = 0.05239628 Validation score: -44.148429 Iteration 903, loss = 0.05225150 Validation score: -44.121331 Iteration 904, loss = 0.05210454 Validation score: -44.090831 Iteration 905, loss = 0.05195595 Validation score: -44.057341 Iteration 906, loss = 0.05182383 Validation score: -44.032653 Iteration 907, loss = 0.05168832 Validation score: -44.016387 Iteration 908, loss = 0.05154345 Validation score: -44.008076 Iteration 909, loss = 0.05140451 Validation score: -44.005892 Iteration 910, loss = 0.05126611 Validation score: -44.009491 Iteration 911, loss = 0.05113302 Validation score: -44.006783 Iteration 912, loss = 0.05100036 Validation score: -43.997873 Iteration 913, loss = 0.05086480 Validation score: -43.983067 Iteration 914, loss = 0.05072680 Validation score: -43.962833 Iteration 915, loss = 0.05058690 Validation score: -43.937747 Iteration 916, loss = 0.05045124 Validation score: -43.922505 Iteration 917, loss = 0.05032256 Validation score: -43.916571 Iteration 918, loss = 0.05018783 Validation score: -43.918153 Iteration 919, loss = 0.05005523 Validation score: -43.926864 Iteration 920, loss = 0.04992652 Validation score: -43.928312 Iteration 921, loss = 0.04979845 Validation score: -43.924020 Iteration 922, loss = 0.04966968 Validation score: -43.912973 Iteration 923, loss = 0.04953923 Validation score: -43.895605 Iteration 924, loss = 0.04941521 Validation score: -43.886484 Iteration 925, loss = 0.04929113 Validation score: -43.885196 Iteration 926, loss = 0.04916800 Validation score: -43.892562 Iteration 927, loss = 0.04904078 Validation score: -43.908037 Iteration 928, loss = 0.04891996 Validation score: -43.913915 Iteration 929, loss = 0.04880108 Validation score: -43.910645 Iteration 930, loss = 0.04867935 Validation score: -43.898845 Iteration 931, loss = 0.04855509 Validation score: -43.879269 Iteration 932, loss = 0.04843601 Validation score: -43.869194 Iteration 933, loss = 0.04831616 Validation score: -43.868136 Iteration 934, loss = 0.04819627 Validation score: -43.876789 Iteration 935, loss = 0.04807457 Validation score: -43.894498 Iteration 936, loss = 0.04795566 Validation score: -43.901889 Iteration 937, loss = 0.04784044 Validation score: -43.899486 Iteration 938, loss = 0.04772253 Validation score: -43.887952 Iteration 939, loss = 0.04760222 Validation score: -43.868067 Iteration 940, loss = 0.04748941 Validation score: -43.858600 Iteration 941, loss = 0.04737402 Validation score: -43.858862 Iteration 942, loss = 0.04725880 Validation score: -43.869329 Iteration 943, loss = 0.04714042 Validation score: -43.889221 Iteration 944, loss = 0.04702247 Validation score: -43.897725 Iteration 945, loss = 0.04691081 Validation score: -43.895494 Iteration 946, loss = 0.04679647 Validation score: -43.883337 Validation score did not improve more than tol=0.000000 for 5 consecutive epochs. Stopping. Iteration 1, loss = 14.57599553 Validation score: -982.091995 Iteration 2, loss = 14.55569753 Validation score: -980.379598 Iteration 3, loss = 14.53491949 Validation score: -978.705684 Iteration 4, loss = 14.51400112 Validation score: -977.047838 Iteration 5, loss = 14.49310628 Validation score: -975.398979 Iteration 6, loss = 14.47205165 Validation score: -973.758509 Iteration 7, loss = 14.45043639 Validation score: -972.121335 Iteration 8, loss = 14.42806247 Validation score: -970.483426 Iteration 9, loss = 14.40505282 Validation score: -968.841948 Iteration 10, loss = 14.38178953 Validation score: -967.197849 Iteration 11, loss = 14.35850537 Validation score: -965.551549 Iteration 12, loss = 14.33521349 Validation score: -963.903359 Iteration 13, loss = 14.31206687 Validation score: -962.253522 Iteration 14, loss = 14.28898896 Validation score: -960.608538 Iteration 15, loss = 14.26638983 Validation score: -958.967413 Iteration 16, loss = 14.24380419 Validation score: -957.329305 Iteration 17, loss = 14.22197167 Validation score: -955.692015 Iteration 18, loss = 14.20029473 Validation score: -954.055138 Iteration 19, loss = 14.17866586 Validation score: -952.418369 Iteration 20, loss = 14.15708400 Validation score: -950.781450 Iteration 21, loss = 14.13554747 Validation score: -949.144150 Iteration 22, loss = 14.11420053 Validation score: -947.507377 Iteration 23, loss = 14.09420304 Validation score: -945.870769 Iteration 24, loss = 14.07411476 Validation score: -944.229894 Iteration 25, loss = 14.05363069 Validation score: -942.585038 Iteration 26, loss = 14.03314357 Validation score: -940.936422 Iteration 27, loss = 14.01265296 Validation score: -939.284212 Iteration 28, loss = 13.99215806 Validation score: -937.628525 Iteration 29, loss = 13.97165780 Validation score: -935.969440 Iteration 30, loss = 13.95115084 Validation score: -934.306998 Iteration 31, loss = 13.93063561 Validation score: -932.641212 Iteration 32, loss = 13.91011037 Validation score: -930.972066 Iteration 33, loss = 13.88949934 Validation score: -929.295136 Iteration 34, loss = 13.86830503 Validation score: -927.610962 Iteration 35, loss = 13.84679953 Validation score: -925.916126 Iteration 36, loss = 13.82480517 Validation score: -924.211544 Iteration 37, loss = 13.80270123 Validation score: -922.497984 Iteration 38, loss = 13.78049730 Validation score: -920.776088 Iteration 39, loss = 13.75820134 Validation score: -919.046392 Iteration 40, loss = 13.73581633 Validation score: -917.309322 Iteration 41, loss = 13.71335006 Validation score: -915.565205 Iteration 42, loss = 13.69077501 Validation score: -913.813855 Iteration 43, loss = 13.66792458 Validation score: -912.055597 Iteration 44, loss = 13.64506484 Validation score: -910.290693 Iteration 45, loss = 13.62198529 Validation score: -908.515373 Iteration 46, loss = 13.59852313 Validation score: -906.730334 Iteration 47, loss = 13.57490287 Validation score: -904.936167 Iteration 48, loss = 13.55113824 Validation score: -903.133371 Iteration 49, loss = 13.52725445 Validation score: -901.322731 Iteration 50, loss = 13.50326410 Validation score: -899.504560 Iteration 51, loss = 13.47916288 Validation score: -897.679115 Iteration 52, loss = 13.45495716 Validation score: -895.846613 Iteration 53, loss = 13.43065233 Validation score: -894.007231 Iteration 54, loss = 13.40575376 Validation score: -892.157350 Iteration 55, loss = 13.38034704 Validation score: -890.297583 Iteration 56, loss = 13.35476759 Validation score: -888.428460 Iteration 57, loss = 13.32903088 Validation score: -886.550442 Iteration 58, loss = 13.30315007 Validation score: -884.663927 Iteration 59, loss = 13.27672496 Validation score: -882.765381 Iteration 60, loss = 13.24964334 Validation score: -880.855622 Iteration 61, loss = 13.22237030 Validation score: -878.935361 Iteration 62, loss = 13.19492528 Validation score: -877.005223 Iteration 63, loss = 13.16732480 Validation score: -875.065748 Iteration 64, loss = 13.13958296 Validation score: -873.117409 Iteration 65, loss = 13.11190182 Validation score: -871.160617 Iteration 66, loss = 13.08410518 Validation score: -869.195729 Iteration 67, loss = 13.05619901 Validation score: -867.223054 Iteration 68, loss = 13.02819094 Validation score: -865.242860 Iteration 69, loss = 13.00008749 Validation score: -863.255377 Iteration 70, loss = 12.97197136 Validation score: -861.261186 Iteration 71, loss = 12.94443679 Validation score: -859.266605 Iteration 72, loss = 12.91755767 Validation score: -857.270985 Iteration 73, loss = 12.88985500 Validation score: -855.274012 Iteration 74, loss = 12.86160784 Validation score: -853.275093 Iteration 75, loss = 12.83324787 Validation score: -851.273732 Iteration 76, loss = 12.80478482 Validation score: -849.269513 Iteration 77, loss = 12.77622673 Validation score: -847.262076 Iteration 78, loss = 12.74749952 Validation score: -845.251579 Iteration 79, loss = 12.71761158 Validation score: -843.237657 Iteration 80, loss = 12.68755458 Validation score: -841.220043 Iteration 81, loss = 12.65734620 Validation score: -839.198532 Iteration 82, loss = 12.62725917 Validation score: -837.172965 Iteration 83, loss = 12.59739339 Validation score: -835.139702 Iteration 84, loss = 12.56853163 Validation score: -833.105731 Iteration 85, loss = 12.53986283 Validation score: -831.070968 Iteration 86, loss = 12.51117877 Validation score: -829.034949 Iteration 87, loss = 12.48256934 Validation score: -827.001073 Iteration 88, loss = 12.45333356 Validation score: -824.964541 Iteration 89, loss = 12.42400402 Validation score: -822.929344 Iteration 90, loss = 12.39476234 Validation score: -820.894884 Iteration 91, loss = 12.36542239 Validation score: -818.860608 Iteration 92, loss = 12.33598904 Validation score: -816.826010 Iteration 93, loss = 12.30646637 Validation score: -814.790626 Iteration 94, loss = 12.27688837 Validation score: -812.754033 Iteration 95, loss = 12.24751673 Validation score: -810.715849 Iteration 96, loss = 12.21806598 Validation score: -808.675725 Iteration 97, loss = 12.18871664 Validation score: -806.636027 Iteration 98, loss = 12.15931631 Validation score: -804.596177 Iteration 99, loss = 12.12984595 Validation score: -802.555655 Iteration 100, loss = 12.10030603 Validation score: -800.513991 Iteration 101, loss = 12.07069692 Validation score: -798.470758 Iteration 102, loss = 12.04104419 Validation score: -796.428616 Iteration 103, loss = 12.01145108 Validation score: -794.386887 Iteration 104, loss = 11.98179052 Validation score: -792.344959 Iteration 105, loss = 11.95206264 Validation score: -790.302283 Iteration 106, loss = 11.92226755 Validation score: -788.258368 Iteration 107, loss = 11.89240531 Validation score: -786.212770 Iteration 108, loss = 11.86248179 Validation score: -784.165609 Iteration 109, loss = 11.83249830 Validation score: -782.115907 Iteration 110, loss = 11.80239352 Validation score: -780.063116 Iteration 111, loss = 11.77220948 Validation score: -778.006800 Iteration 112, loss = 11.74194866 Validation score: -775.946605 Iteration 113, loss = 11.71161297 Validation score: -773.882243 Iteration 114, loss = 11.68122109 Validation score: -771.813562 Iteration 115, loss = 11.65076517 Validation score: -769.740448 Iteration 116, loss = 11.62001190 Validation score: -767.661876 Iteration 117, loss = 11.58831072 Validation score: -765.577744 Iteration 118, loss = 11.55632731 Validation score: -763.485809 Iteration 119, loss = 11.52361788 Validation score: -761.386274 Iteration 120, loss = 11.49069878 Validation score: -759.279325 Iteration 121, loss = 11.45758827 Validation score: -757.165133 Iteration 122, loss = 11.42430244 Validation score: -755.043856 Iteration 123, loss = 11.39085552 Validation score: -752.915639 Iteration 124, loss = 11.35726010 Validation score: -750.780616 Iteration 125, loss = 11.32371953 Validation score: -748.634220 Iteration 126, loss = 11.28981709 Validation score: -746.477044 Iteration 127, loss = 11.25576764 Validation score: -744.309619 Iteration 128, loss = 11.22158159 Validation score: -742.132421 Iteration 129, loss = 11.18726963 Validation score: -739.945545 Iteration 130, loss = 11.15284069 Validation score: -737.749302 Iteration 131, loss = 11.11830014 Validation score: -735.544428 Iteration 132, loss = 11.08365366 Validation score: -733.331239 Iteration 133, loss = 11.04890403 Validation score: -731.110022 Iteration 134, loss = 11.01406207 Validation score: -728.881599 Iteration 135, loss = 10.97916067 Validation score: -726.646143 Iteration 136, loss = 10.94417013 Validation score: -724.403809 Iteration 137, loss = 10.90909655 Validation score: -722.154365 Iteration 138, loss = 10.87393699 Validation score: -719.897886 Iteration 139, loss = 10.83870162 Validation score: -717.634935 Iteration 140, loss = 10.80338589 Validation score: -715.365625 Iteration 141, loss = 10.76799056 Validation score: -713.090059 Iteration 142, loss = 10.73251702 Validation score: -710.808333 Iteration 143, loss = 10.69521537 Validation score: -708.519836 Iteration 144, loss = 10.65766293 Validation score: -706.224661 Iteration 145, loss = 10.61989893 Validation score: -703.922910 Iteration 146, loss = 10.58192080 Validation score: -701.614690 Iteration 147, loss = 10.54414375 Validation score: -699.303727 Iteration 148, loss = 10.50625461 Validation score: -696.989808 Iteration 149, loss = 10.46823774 Validation score: -694.672742 Iteration 150, loss = 10.43010255 Validation score: -692.352365 Iteration 151, loss = 10.39185735 Validation score: -690.028528 Iteration 152, loss = 10.35350953 Validation score: -687.701103 Iteration 153, loss = 10.31506561 Validation score: -685.369979 Iteration 154, loss = 10.27653142 Validation score: -683.035058 Iteration 155, loss = 10.23791210 Validation score: -680.696256 Iteration 156, loss = 10.19921224 Validation score: -678.371231 Iteration 157, loss = 10.16043595 Validation score: -676.058364 Iteration 158, loss = 10.12161959 Validation score: -673.737680 Iteration 159, loss = 10.08311843 Validation score: -671.422654 Iteration 160, loss = 10.04456958 Validation score: -669.141304 Iteration 161, loss = 10.00597267 Validation score: -666.853807 Iteration 162, loss = 9.96732742 Validation score: -664.560294 Iteration 163, loss = 9.92863357 Validation score: -662.260890 Iteration 164, loss = 9.88989093 Validation score: -659.955709 Iteration 165, loss = 9.85109937 Validation score: -657.644861 Iteration 166, loss = 9.81225879 Validation score: -655.328449 Iteration 167, loss = 9.77336917 Validation score: -653.006571 Iteration 168, loss = 9.73443051 Validation score: -650.679319 Iteration 169, loss = 9.69544288 Validation score: -648.346783 Iteration 170, loss = 9.65640638 Validation score: -646.009045 Iteration 171, loss = 9.61732116 Validation score: -643.666188 Iteration 172, loss = 9.57818740 Validation score: -641.318289 Iteration 173, loss = 9.53900532 Validation score: -638.965421 Iteration 174, loss = 9.49977519 Validation score: -636.607658 Iteration 175, loss = 9.46049731 Validation score: -634.245066 Iteration 176, loss = 9.42154347 Validation score: -631.877622 Iteration 177, loss = 9.38267301 Validation score: -629.505375 Iteration 178, loss = 9.34376878 Validation score: -627.128373 Iteration 179, loss = 9.30482868 Validation score: -624.746666 Iteration 180, loss = 9.26585089 Validation score: -622.360305 Iteration 181, loss = 9.22683384 Validation score: -619.969339 Iteration 182, loss = 9.18782319 Validation score: -617.575370 Iteration 183, loss = 9.14883279 Validation score: -615.178658 Iteration 184, loss = 9.10982244 Validation score: -612.779398 Iteration 185, loss = 9.07078721 Validation score: -610.377475 Iteration 186, loss = 9.03172571 Validation score: -607.973044 Iteration 187, loss = 8.99264606 Validation score: -605.566210 Iteration 188, loss = 8.95354658 Validation score: -603.157121 Iteration 189, loss = 8.91442516 Validation score: -600.745647 Iteration 190, loss = 8.87526598 Validation score: -598.331677 Iteration 191, loss = 8.83606830 Validation score: -595.915115 Iteration 192, loss = 8.79683154 Validation score: -593.495879 Iteration 193, loss = 8.75755606 Validation score: -591.074129 Iteration 194, loss = 8.71825722 Validation score: -588.649785 Iteration 195, loss = 8.67892857 Validation score: -586.223013 Iteration 196, loss = 8.63956664 Validation score: -583.793734 Iteration 197, loss = 8.60016573 Validation score: -581.361885 Iteration 198, loss = 8.56072589 Validation score: -578.927413 Iteration 199, loss = 8.52124728 Validation score: -576.490275 Iteration 200, loss = 8.48173612 Validation score: -574.049761 Iteration 201, loss = 8.44220979 Validation score: -571.605895 Iteration 202, loss = 8.40264021 Validation score: -569.165540 Iteration 203, loss = 8.36302878 Validation score: -566.722704 Iteration 204, loss = 8.32338548 Validation score: -564.280304 Iteration 205, loss = 8.28376378 Validation score: -561.840811 Iteration 206, loss = 8.24410785 Validation score: -559.399520 Iteration 207, loss = 8.20441871 Validation score: -556.956361 Iteration 208, loss = 8.16470608 Validation score: -554.511976 Iteration 209, loss = 8.12497263 Validation score: -552.066270 Iteration 210, loss = 8.08520670 Validation score: -549.619166 Iteration 211, loss = 8.04541022 Validation score: -547.170725 Iteration 212, loss = 8.00559309 Validation score: -544.720881 Iteration 213, loss = 7.96574666 Validation score: -542.269580 Iteration 214, loss = 7.92587276 Validation score: -539.816056 Iteration 215, loss = 7.88598488 Validation score: -537.360328 Iteration 216, loss = 7.84609695 Validation score: -534.902417 Iteration 217, loss = 7.80618492 Validation score: -532.442351 Iteration 218, loss = 7.76625032 Validation score: -529.980306 Iteration 219, loss = 7.72630882 Validation score: -527.517060 Iteration 220, loss = 7.68634788 Validation score: -525.052583 Iteration 221, loss = 7.64636450 Validation score: -522.586855 Iteration 222, loss = 7.60636447 Validation score: -520.119095 Iteration 223, loss = 7.56635039 Validation score: -517.649355 Iteration 224, loss = 7.52632166 Validation score: -515.177687 Iteration 225, loss = 7.48627857 Validation score: -512.704144 Iteration 226, loss = 7.44622033 Validation score: -510.229572 Iteration 227, loss = 7.40615779 Validation score: -507.754140 Iteration 228, loss = 7.36608699 Validation score: -505.277036 Iteration 229, loss = 7.32600411 Validation score: -502.798318 Iteration 230, loss = 7.28591031 Validation score: -500.318041 Iteration 231, loss = 7.24580692 Validation score: -497.836266 Iteration 232, loss = 7.20570034 Validation score: -495.353871 Iteration 233, loss = 7.16558427 Validation score: -492.870853 Iteration 234, loss = 7.12550051 Validation score: -490.388960 Iteration 235, loss = 7.08542076 Validation score: -487.908044 Iteration 236, loss = 7.04533881 Validation score: -485.428216 Iteration 237, loss = 7.00525598 Validation score: -482.951598 Iteration 238, loss = 6.96517356 Validation score: -480.475541 Iteration 239, loss = 6.92510929 Validation score: -477.999979 Iteration 240, loss = 6.88505149 Validation score: -475.525674 Iteration 241, loss = 6.84499590 Validation score: -473.051701 Iteration 242, loss = 6.80494793 Validation score: -470.578035 Iteration 243, loss = 6.76490684 Validation score: -468.104661 Iteration 244, loss = 6.72487382 Validation score: -465.631570 Iteration 245, loss = 6.68485005 Validation score: -463.158763 Iteration 246, loss = 6.64483675 Validation score: -460.686246 Iteration 247, loss = 6.60483513 Validation score: -458.214033 Iteration 248, loss = 6.56484662 Validation score: -455.742980 Iteration 249, loss = 6.52487201 Validation score: -453.272201 Iteration 250, loss = 6.48490260 Validation score: -450.800420 Iteration 251, loss = 6.44489583 Validation score: -448.327769 Iteration 252, loss = 6.40489405 Validation score: -445.855269 Iteration 253, loss = 6.36491259 Validation score: -443.382980 Iteration 254, loss = 6.32494499 Validation score: -440.910965 Iteration 255, loss = 6.28499305 Validation score: -438.439288 Iteration 256, loss = 6.24505855 Validation score: -435.968012 Iteration 257, loss = 6.20514323 Validation score: -433.497203 Iteration 258, loss = 6.16524879 Validation score: -431.026928 Iteration 259, loss = 6.12537692 Validation score: -428.557253 Iteration 260, loss = 6.08552928 Validation score: -426.088247 Iteration 261, loss = 6.04570751 Validation score: -423.619977 Iteration 262, loss = 6.00591324 Validation score: -421.152515 Iteration 263, loss = 5.96614808 Validation score: -418.685930 Iteration 264, loss = 5.92641364 Validation score: -416.220294 Iteration 265, loss = 5.88671151 Validation score: -413.755678 Iteration 266, loss = 5.84704499 Validation score: -411.291237 Iteration 267, loss = 5.80741377 Validation score: -408.827121 Iteration 268, loss = 5.76781882 Validation score: -406.364397 Iteration 269, loss = 5.72827112 Validation score: -403.903127 Iteration 270, loss = 5.68876609 Validation score: -401.443374 Iteration 271, loss = 5.64930297 Validation score: -398.985202 Iteration 272, loss = 5.60988459 Validation score: -396.528680 Iteration 273, loss = 5.57053203 Validation score: -394.073874 Iteration 274, loss = 5.53122895 Validation score: -391.619929 Iteration 275, loss = 5.49197166 Validation score: -389.166997 Iteration 276, loss = 5.45276242 Validation score: -386.716150 Iteration 277, loss = 5.41360683 Validation score: -384.280360 Iteration 278, loss = 5.37450344 Validation score: -381.849857 Iteration 279, loss = 5.33545380 Validation score: -379.421548 Iteration 280, loss = 5.29646068 Validation score: -376.994886 Iteration 281, loss = 5.25752440 Validation score: -374.569985 Iteration 282, loss = 5.21864871 Validation score: -372.147583 Iteration 283, loss = 5.17983339 Validation score: -369.727744 Iteration 284, loss = 5.14107961 Validation score: -367.310535 Iteration 285, loss = 5.10238901 Validation score: -364.896026 Iteration 286, loss = 5.06376424 Validation score: -362.483650 Iteration 287, loss = 5.02520746 Validation score: -360.073528 Iteration 288, loss = 4.98671872 Validation score: -357.666417 Iteration 289, loss = 4.94830103 Validation score: -355.262384 Iteration 290, loss = 4.90995548 Validation score: -352.860850 Iteration 291, loss = 4.87169896 Validation score: -350.460739 Iteration 292, loss = 4.83364988 Validation score: -348.062897 Iteration 293, loss = 4.79567949 Validation score: -345.666814 Iteration 294, loss = 4.75778984 Validation score: -343.272675 Iteration 295, loss = 4.71998159 Validation score: -340.880659 Iteration 296, loss = 4.68225574 Validation score: -338.490940 Iteration 297, loss = 4.64461335 Validation score: -336.103684 Iteration 298, loss = 4.60705558 Validation score: -333.719052 Iteration 299, loss = 4.56958363 Validation score: -331.337200 Iteration 300, loss = 4.53219877 Validation score: 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score: -291.405028 Iteration 317, loss = 3.91140883 Validation score: -289.096161 Iteration 318, loss = 3.87585162 Validation score: -286.792495 Iteration 319, loss = 3.84041187 Validation score: -284.494143 Iteration 320, loss = 3.80509137 Validation score: -282.201214 Iteration 321, loss = 3.76989188 Validation score: -279.913822 Iteration 322, loss = 3.73481519 Validation score: -277.632077 Iteration 323, loss = 3.69986308 Validation score: -275.356088 Iteration 324, loss = 3.66503734 Validation score: -273.085966 Iteration 325, loss = 3.63033976 Validation score: -270.821819 Iteration 326, loss = 3.59577213 Validation score: -268.563757 Iteration 327, loss = 3.56133626 Validation score: -266.311887 Iteration 328, loss = 3.52703393 Validation score: -264.066317 Iteration 329, loss = 3.49286694 Validation score: -261.827156 Iteration 330, loss = 3.45883708 Validation score: -259.594509 Iteration 331, loss = 3.42494614 Validation score: -257.368484 Iteration 332, loss = 3.39119592 Validation score: -255.149187 Iteration 333, loss = 3.35758820 Validation score: -252.936724 Iteration 334, loss = 3.32412477 Validation score: -250.731201 Iteration 335, loss = 3.29080739 Validation score: -248.532722 Iteration 336, loss = 3.25763784 Validation score: -246.341394 Iteration 337, loss = 3.22461788 Validation score: -244.157319 Iteration 338, loss = 3.19174929 Validation score: -241.980604 Iteration 339, loss = 3.15903379 Validation score: -239.811350 Iteration 340, loss = 3.12647315 Validation score: -237.649661 Iteration 341, loss = 3.09406909 Validation score: -235.495641 Iteration 342, loss = 3.06182334 Validation score: -233.349391 Iteration 343, loss = 3.02973762 Validation score: -231.211013 Iteration 344, loss = 2.99781363 Validation score: -229.080609 Iteration 345, loss = 2.96605305 Validation score: -226.958280 Iteration 346, loss = 2.93445758 Validation score: -224.844125 Iteration 347, loss = 2.90302888 Validation score: -222.738246 Iteration 348, loss = 2.87176860 Validation score: -220.640740 Iteration 349, loss = 2.84067839 Validation score: -218.551706 Iteration 350, loss = 2.80975988 Validation score: -216.471243 Iteration 351, loss = 2.77901466 Validation score: -214.399448 Iteration 352, loss = 2.74844434 Validation score: -212.336417 Iteration 353, loss = 2.71805050 Validation score: -210.282246 Iteration 354, loss = 2.68783469 Validation score: -208.237031 Iteration 355, loss = 2.65779846 Validation score: -206.200866 Iteration 356, loss = 2.62794332 Validation score: -204.173844 Iteration 357, loss = 2.59827080 Validation score: -202.156060 Iteration 358, loss = 2.56878236 Validation score: -200.147604 Iteration 359, loss = 2.53947947 Validation score: -198.148567 Iteration 360, loss = 2.51036359 Validation score: -196.159041 Iteration 361, loss = 2.48143611 Validation score: -194.179115 Iteration 362, loss = 2.45269845 Validation score: -192.208877 Iteration 363, loss = 2.42415198 Validation score: -190.248414 Iteration 364, loss = 2.39579804 Validation score: -188.297814 Iteration 365, loss = 2.36763797 Validation score: -186.357161 Iteration 366, loss = 2.33967306 Validation score: -184.426541 Iteration 367, loss = 2.31190459 Validation score: -182.506036 Iteration 368, loss = 2.28433381 Validation score: -180.595729 Iteration 369, loss = 2.25696194 Validation score: -178.695701 Iteration 370, loss = 2.22979017 Validation score: -176.806032 Iteration 371, loss = 2.20281967 Validation score: -174.926802 Iteration 372, loss = 2.17605157 Validation score: -173.058086 Iteration 373, loss = 2.14948698 Validation score: -171.199964 Iteration 374, loss = 2.12312698 Validation score: -169.352508 Iteration 375, loss = 2.09697262 Validation score: -167.515794 Iteration 376, loss = 2.07102490 Validation score: -165.689893 Iteration 377, loss = 2.04528481 Validation score: -163.874878 Iteration 378, loss = 2.01975331 Validation score: -162.070818 Iteration 379, loss = 1.99443131 Validation score: -160.277781 Iteration 380, loss = 1.96931969 Validation score: -158.495836 Iteration 381, loss = 1.94441930 Validation score: -156.725047 Iteration 382, loss = 1.91973097 Validation score: -154.965479 Iteration 383, loss = 1.89525547 Validation score: -153.217195 Iteration 384, loss = 1.87099354 Validation score: -151.480257 Iteration 385, loss = 1.84694591 Validation score: -149.754723 Iteration 386, loss = 1.82311323 Validation score: -148.040653 Iteration 387, loss = 1.79949615 Validation score: -146.338104 Iteration 388, loss = 1.77609527 Validation score: -144.647130 Iteration 389, loss = 1.75291115 Validation score: -142.967785 Iteration 390, loss = 1.72994431 Validation score: -141.300122 Iteration 391, loss = 1.70719524 Validation score: -139.644190 Iteration 392, loss = 1.68466438 Validation score: -138.000039 Iteration 393, loss = 1.66235215 Validation score: -136.367716 Iteration 394, loss = 1.64025891 Validation score: -134.747265 Iteration 395, loss = 1.61838499 Validation score: 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score: -109.051828 Iteration 412, loss = 1.28020644 Validation score: -107.650871 Iteration 413, loss = 1.26229007 Validation score: -106.262314 Iteration 414, loss = 1.24459150 Validation score: -104.886167 Iteration 415, loss = 1.22711021 Validation score: -103.522436 Iteration 416, loss = 1.20984569 Validation score: -102.171127 Iteration 417, loss = 1.19279734 Validation score: -100.832244 Iteration 418, loss = 1.17596456 Validation score: -99.505789 Iteration 419, loss = 1.15934669 Validation score: -98.191761 Iteration 420, loss = 1.14294302 Validation score: -96.890158 Iteration 421, loss = 1.12675283 Validation score: -95.600976 Iteration 422, loss = 1.11077533 Validation score: -94.324209 Iteration 423, loss = 1.09500971 Validation score: -93.059850 Iteration 424, loss = 1.07945512 Validation score: -91.807888 Iteration 425, loss = 1.06411066 Validation score: -90.568313 Iteration 426, loss = 1.04897540 Validation score: -89.341109 Iteration 427, loss = 1.03404838 Validation score: -88.126263 Iteration 428, loss = 1.01932858 Validation score: -86.923757 Iteration 429, loss = 1.00481497 Validation score: -85.733571 Iteration 430, loss = 0.99050784 Validation score: -84.555707 Iteration 431, loss = 0.97640501 Validation score: -83.390141 Iteration 432, loss = 0.96250513 Validation score: -82.236843 Iteration 433, loss = 0.94880700 Validation score: -81.095786 Iteration 434, loss = 0.93530941 Validation score: -79.966940 Iteration 435, loss = 0.92201109 Validation score: -78.850271 Iteration 436, loss = 0.90891075 Validation score: -77.745748 Iteration 437, loss = 0.89600707 Validation score: -76.653334 Iteration 438, loss = 0.88329870 Validation score: -75.572992 Iteration 439, loss = 0.87078426 Validation score: -74.504685 Iteration 440, loss = 0.85846235 Validation score: -73.448371 Iteration 441, loss = 0.84633150 Validation score: -72.404010 Iteration 442, loss = 0.83439027 Validation score: -71.371558 Iteration 443, loss = 0.82263715 Validation score: -70.350969 Iteration 444, loss = 0.81107063 Validation score: -69.342198 Iteration 445, loss = 0.79968915 Validation score: -68.345195 Iteration 446, loss = 0.78849114 Validation score: -67.359912 Iteration 447, loss = 0.77747501 Validation score: -66.386297 Iteration 448, loss = 0.76663913 Validation score: -65.424297 Iteration 449, loss = 0.75598187 Validation score: -64.473858 Iteration 450, loss = 0.74550155 Validation score: -63.534924 Iteration 451, loss = 0.73519649 Validation score: -62.607437 Iteration 452, loss = 0.72506498 Validation score: -61.691339 Iteration 453, loss = 0.71510530 Validation score: -60.786569 Iteration 454, loss = 0.70531571 Validation score: -59.893066 Iteration 455, loss = 0.69569444 Validation score: -59.010765 Iteration 456, loss = 0.68623972 Validation score: -58.139604 Iteration 457, loss = 0.67694974 Validation score: -57.279516 Iteration 458, loss = 0.66782271 Validation score: -56.430434 Iteration 459, loss = 0.65885680 Validation score: 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Iteration 588, loss = 0.24330638 Validation score: -8.708941 Iteration 589, loss = 0.24247890 Validation score: -8.606737 Iteration 590, loss = 0.24166024 Validation score: -8.506178 Iteration 591, loss = 0.24085016 Validation score: -8.407231 Iteration 592, loss = 0.24004845 Validation score: -8.309868 Iteration 593, loss = 0.23925437 Validation score: -8.214045 Iteration 594, loss = 0.23846705 Validation score: -8.119736 Iteration 595, loss = 0.23768727 Validation score: -8.026913 Iteration 596, loss = 0.23691485 Validation score: -7.935548 Iteration 597, loss = 0.23614961 Validation score: -7.845616 Iteration 598, loss = 0.23539137 Validation score: -7.757088 Iteration 599, loss = 0.23463996 Validation score: -7.669941 Iteration 600, loss = 0.23389522 Validation score: -7.584147 Iteration 601, loss = 0.23315698 Validation score: -7.499683 Iteration 602, loss = 0.23242510 Validation score: -7.416523 Iteration 603, loss = 0.23169941 Validation score: -7.334644 Iteration 604, loss = 0.23097978 Validation score: -7.254022 Iteration 605, loss = 0.23026604 Validation score: -7.174633 Iteration 606, loss = 0.22955808 Validation score: -7.096455 Iteration 607, loss = 0.22885575 Validation score: -7.019466 Iteration 608, loss = 0.22815893 Validation score: -6.943642 Iteration 609, loss = 0.22746747 Validation score: -6.868964 Iteration 610, loss = 0.22678127 Validation score: -6.795409 Iteration 611, loss = 0.22610020 Validation score: -6.722957 Iteration 612, loss = 0.22542415 Validation score: -6.651587 Iteration 613, loss = 0.22475300 Validation score: -6.581279 Iteration 614, loss = 0.22408664 Validation score: -6.512015 Iteration 615, loss = 0.22342498 Validation score: -6.443774 Iteration 616, loss = 0.22276789 Validation score: -6.376537 Iteration 617, loss = 0.22211529 Validation score: -6.310287 Iteration 618, loss = 0.22146708 Validation score: -6.245005 Iteration 619, loss = 0.22082316 Validation score: -6.180673 Iteration 620, loss = 0.22018345 Validation score: -6.117274 Iteration 621, loss = 0.21954785 Validation score: -6.054791 Iteration 622, loss = 0.21891628 Validation score: -5.993207 Iteration 623, loss = 0.21828866 Validation score: -5.932506 Iteration 624, loss = 0.21766490 Validation score: -5.872671 Iteration 625, loss = 0.21704493 Validation score: -5.813687 Iteration 626, loss = 0.21642868 Validation score: -5.755538 Iteration 627, loss = 0.21581606 Validation score: -5.698209 Iteration 628, loss = 0.21520700 Validation score: -5.641686 Iteration 629, loss = 0.21460145 Validation score: -5.585954 Iteration 630, loss = 0.21399932 Validation score: -5.530998 Iteration 631, loss = 0.21340056 Validation score: -5.476804 Iteration 632, loss = 0.21280511 Validation score: -5.423359 Iteration 633, loss = 0.21221289 Validation score: -5.370650 Iteration 634, loss = 0.21162386 Validation score: -5.318663 Iteration 635, loss = 0.21103794 Validation score: -5.267385 Iteration 636, loss = 0.21045510 Validation score: -5.216804 Iteration 637, loss = 0.20987527 Validation score: -5.166907 Iteration 638, loss = 0.20929840 Validation score: -5.117683 Iteration 639, loss = 0.20872445 Validation score: -5.069118 Iteration 640, loss = 0.20815335 Validation score: -5.021203 Iteration 641, loss = 0.20758506 Validation score: -4.973924 Iteration 642, loss = 0.20701954 Validation score: -4.927272 Iteration 643, loss = 0.20645674 Validation score: -4.881235 Iteration 644, loss = 0.20589661 Validation score: -4.835802 Iteration 645, loss = 0.20533912 Validation score: -4.790962 Iteration 646, loss = 0.20478421 Validation score: -4.746707 Iteration 647, loss = 0.20423186 Validation score: -4.703024 Iteration 648, loss = 0.20368202 Validation score: -4.659905 Iteration 649, loss = 0.20313465 Validation score: -4.617340 Iteration 650, loss = 0.20258971 Validation score: -4.575319 Iteration 651, loss = 0.20204718 Validation score: -4.533833 Iteration 652, loss = 0.20150701 Validation score: -4.492872 Iteration 653, loss = 0.20096917 Validation score: -4.452428 Iteration 654, loss = 0.20043363 Validation score: -4.412492 Iteration 655, loss = 0.19990036 Validation score: -4.373056 Iteration 656, loss = 0.19936932 Validation score: -4.334111 Iteration 657, loss = 0.19884048 Validation score: -4.295648 Iteration 658, loss = 0.19831381 Validation score: -4.257659 Iteration 659, loss = 0.19778930 Validation score: -4.220138 Iteration 660, loss = 0.19726689 Validation score: -4.183075 Iteration 661, loss = 0.19674658 Validation score: -4.146463 Iteration 662, loss = 0.19622833 Validation score: -4.110295 Iteration 663, loss = 0.19571212 Validation score: -4.074564 Iteration 664, loss = 0.19519792 Validation score: -4.039261 Iteration 665, loss = 0.19468571 Validation score: -4.004381 Iteration 666, loss = 0.19417546 Validation score: -3.969916 Iteration 667, loss = 0.19366715 Validation score: -3.935860 Iteration 668, loss = 0.19316076 Validation score: -3.902205 Iteration 669, loss = 0.19265627 Validation score: -3.868945 Iteration 670, loss = 0.19215365 Validation score: -3.836075 Iteration 671, loss = 0.19165288 Validation score: -3.803587 Iteration 672, loss = 0.19115394 Validation score: -3.771476 Iteration 673, loss = 0.19065682 Validation score: -3.739735 Iteration 674, loss = 0.19016149 Validation score: -3.708359 Iteration 675, loss = 0.18966793 Validation score: -3.677342 Iteration 676, loss = 0.18917613 Validation score: -3.646678 Iteration 677, loss = 0.18868607 Validation score: -3.616362 Iteration 678, loss = 0.18819773 Validation score: -3.586387 Iteration 679, loss = 0.18771108 Validation score: -3.556750 Iteration 680, loss = 0.18722613 Validation score: -3.527444 Iteration 681, loss = 0.18674284 Validation score: -3.498465 Iteration 682, loss = 0.18626121 Validation score: -3.469807 Iteration 683, loss = 0.18578121 Validation score: -3.441465 Iteration 684, loss = 0.18530283 Validation score: -3.413435 Iteration 685, loss = 0.18482606 Validation score: -3.385712 Iteration 686, loss = 0.18435089 Validation score: -3.358291 Iteration 687, loss = 0.18387729 Validation score: -3.331167 Iteration 688, loss = 0.18340525 Validation score: -3.304337 Iteration 689, loss = 0.18293477 Validation score: -3.277796 Iteration 690, loss = 0.18246582 Validation score: -3.251538 Iteration 691, loss = 0.18199839 Validation score: -3.225561 Iteration 692, loss = 0.18153248 Validation score: -3.199860 Iteration 693, loss = 0.18106806 Validation score: -3.174431 Iteration 694, loss = 0.18060513 Validation score: -3.149269 Iteration 695, loss = 0.18014367 Validation score: -3.124372 Iteration 696, loss = 0.17968367 Validation score: -3.099735 Iteration 697, loss = 0.17922512 Validation score: -3.075353 Iteration 698, loss = 0.17876802 Validation score: -3.051225 Iteration 699, loss = 0.17831233 Validation score: -3.027345 Iteration 700, loss = 0.17785807 Validation score: -3.003711 Iteration 701, loss = 0.17740521 Validation score: -2.980319 Iteration 702, loss = 0.17695375 Validation score: -2.957165 Iteration 703, loss = 0.17650367 Validation score: -2.934246 Iteration 704, loss = 0.17605497 Validation score: -2.911558 Iteration 705, loss = 0.17560763 Validation score: -2.889100 Iteration 706, loss = 0.17516164 Validation score: -2.866866 Iteration 707, loss = 0.17471701 Validation score: -2.844854 Iteration 708, loss = 0.17427371 Validation score: -2.823062 Iteration 709, loss = 0.17383173 Validation score: -2.801485 Iteration 710, loss = 0.17339107 Validation score: -2.780121 Iteration 711, loss = 0.17295173 Validation score: -2.758968 Iteration 712, loss = 0.17251368 Validation score: -2.738021 Iteration 713, loss = 0.17207693 Validation score: -2.717279 Iteration 714, loss = 0.17164146 Validation score: -2.696739 Iteration 715, loss = 0.17120726 Validation score: -2.676397 Iteration 716, loss = 0.17077433 Validation score: -2.656252 Iteration 717, loss = 0.17034266 Validation score: -2.636300 Iteration 718, loss = 0.16991224 Validation score: -2.616539 Iteration 719, loss = 0.16948307 Validation score: -2.596967 Iteration 720, loss = 0.16905513 Validation score: -2.577581 Iteration 721, loss = 0.16862842 Validation score: -2.558378 Iteration 722, loss = 0.16820293 Validation score: -2.539356 Iteration 723, loss = 0.16777865 Validation score: -2.520513 Iteration 724, loss = 0.16735558 Validation score: -2.501847 Iteration 725, loss = 0.16693371 Validation score: -2.483355 Iteration 726, loss = 0.16651303 Validation score: -2.465034 Iteration 727, loss = 0.16609354 Validation score: -2.446884 Iteration 728, loss = 0.16567523 Validation score: -2.428901 Iteration 729, loss = 0.16525809 Validation score: -2.411084 Iteration 730, loss = 0.16484211 Validation score: -2.393429 Iteration 731, loss = 0.16442730 Validation score: -2.375937 Iteration 732, loss = 0.16401372 Validation score: -2.358605 Iteration 733, loss = 0.16360128 Validation score: -2.341431 Iteration 734, loss = 0.16318999 Validation score: -2.324413 Iteration 735, loss = 0.16277983 Validation score: -2.307548 Iteration 736, loss = 0.16237081 Validation score: -2.290836 Iteration 737, loss = 0.16196292 Validation score: -2.274273 Iteration 738, loss = 0.16155614 Validation score: -2.257859 Iteration 739, loss = 0.16115047 Validation score: -2.241591 Iteration 740, loss = 0.16074591 Validation score: -2.225468 Iteration 741, loss = 0.16034245 Validation score: -2.209487 Iteration 742, loss = 0.15994009 Validation score: -2.193648 Iteration 743, loss = 0.15953882 Validation score: -2.177947 Iteration 744, loss = 0.15913863 Validation score: -2.162385 Iteration 745, loss = 0.15873952 Validation score: -2.146958 Iteration 746, loss = 0.15834148 Validation score: -2.131666 Iteration 747, loss = 0.15794451 Validation score: -2.116506 Iteration 748, loss = 0.15754860 Validation score: -2.101478 Iteration 749, loss = 0.15715375 Validation score: -2.086580 Iteration 750, loss = 0.15675995 Validation score: -2.071809 Iteration 751, loss = 0.15636720 Validation score: -2.057166 Iteration 752, loss = 0.15597549 Validation score: -2.042648 Iteration 753, loss = 0.15558482 Validation score: -2.028253 Iteration 754, loss = 0.15519518 Validation score: -2.013981 Iteration 755, loss = 0.15480657 Validation score: -1.999830 Iteration 756, loss = 0.15441898 Validation score: -1.985798 Iteration 757, loss = 0.15403241 Validation score: -1.971885 Iteration 758, loss = 0.15364686 Validation score: -1.958089 Iteration 759, loss = 0.15326231 Validation score: -1.944408 Iteration 760, loss = 0.15287877 Validation score: -1.930842 Iteration 761, loss = 0.15249624 Validation score: -1.917388 Iteration 762, loss = 0.15211470 Validation score: -1.904047 Iteration 763, loss = 0.15173415 Validation score: -1.890816 Iteration 764, loss = 0.15135459 Validation score: -1.877695 Iteration 765, loss = 0.15097601 Validation score: -1.864682 Iteration 766, loss = 0.15059842 Validation score: -1.851775 Iteration 767, loss = 0.15022180 Validation score: -1.838975 Iteration 768, loss = 0.14984615 Validation score: -1.826280 Iteration 769, loss = 0.14947148 Validation score: -1.813688 Iteration 770, loss = 0.14909776 Validation score: -1.801198 Iteration 771, loss = 0.14872501 Validation score: -1.788810 Iteration 772, loss = 0.14835321 Validation score: -1.776523 Iteration 773, loss = 0.14798237 Validation score: -1.764334 Iteration 774, loss = 0.14761248 Validation score: -1.752244 Iteration 775, loss = 0.14724353 Validation score: -1.740251 Iteration 776, loss = 0.14687552 Validation score: -1.728355 Iteration 777, loss = 0.14650845 Validation score: -1.716553 Iteration 778, loss = 0.14614232 Validation score: -1.704846 Iteration 779, loss = 0.14577712 Validation score: -1.693232 Iteration 780, loss = 0.14541285 Validation score: -1.681710 Iteration 781, loss = 0.14504950 Validation score: -1.670280 Iteration 782, loss = 0.14468707 Validation score: -1.658940 Iteration 783, loss = 0.14432555 Validation score: -1.647690 Iteration 784, loss = 0.14396496 Validation score: -1.636528 Iteration 785, loss = 0.14360527 Validation score: -1.625454 Iteration 786, loss = 0.14324649 Validation score: -1.614467 Iteration 787, loss = 0.14288862 Validation score: -1.603565 Iteration 788, loss = 0.14253164 Validation score: -1.592749 Iteration 789, loss = 0.14217557 Validation score: -1.582017 Iteration 790, loss = 0.14182039 Validation score: -1.571369 Iteration 791, loss = 0.14146610 Validation score: -1.560803 Iteration 792, loss = 0.14111270 Validation score: -1.550319 Iteration 793, loss = 0.14076018 Validation score: -1.539916 Iteration 794, loss = 0.14040855 Validation score: -1.529594 Iteration 795, loss = 0.14005779 Validation score: -1.519350 Iteration 796, loss = 0.13970792 Validation score: -1.509186 Iteration 797, loss = 0.13935891 Validation score: -1.499099 Iteration 798, loss = 0.13901078 Validation score: -1.489089 Iteration 799, loss = 0.13866352 Validation score: -1.479156 Iteration 800, loss = 0.13831712 Validation score: -1.469299 Iteration 801, loss = 0.13797158 Validation score: -1.459517 Iteration 802, loss = 0.13762690 Validation score: -1.449808 Iteration 803, loss = 0.13728308 Validation score: -1.440174 Iteration 804, loss = 0.13694011 Validation score: -1.430612 Iteration 805, loss = 0.13659799 Validation score: -1.421123 Iteration 806, loss = 0.13625672 Validation score: -1.411705 Iteration 807, loss = 0.13591629 Validation score: -1.402358 Iteration 808, loss = 0.13557671 Validation score: -1.393081 Iteration 809, loss = 0.13523797 Validation score: -1.383874 Iteration 810, loss = 0.13490007 Validation score: -1.374735 Iteration 811, loss = 0.13456300 Validation score: -1.365665 Iteration 812, loss = 0.13422676 Validation score: -1.356663 Iteration 813, loss = 0.13389136 Validation score: -1.347727 Iteration 814, loss = 0.13355678 Validation score: -1.338859 Iteration 815, loss = 0.13322303 Validation score: -1.330055 Iteration 816, loss = 0.13289009 Validation score: -1.321318 Iteration 817, loss = 0.13255798 Validation score: -1.312644 Iteration 818, loss = 0.13222669 Validation score: -1.304035 Iteration 819, loss = 0.13189621 Validation score: -1.295489 Iteration 820, loss = 0.13156654 Validation score: -1.287007 Iteration 821, loss = 0.13123769 Validation score: -1.278586 Iteration 822, loss = 0.13090964 Validation score: -1.270228 Iteration 823, loss = 0.13058240 Validation score: -1.261930 Iteration 824, loss = 0.13025596 Validation score: -1.253694 Iteration 825, loss = 0.12993032 Validation score: -1.245517 Iteration 826, loss = 0.12960548 Validation score: -1.237401 Iteration 827, loss = 0.12928144 Validation score: -1.229343 Iteration 828, loss = 0.12895819 Validation score: -1.221344 Iteration 829, loss = 0.12863573 Validation score: -1.213403 Iteration 830, loss = 0.12831407 Validation score: -1.205520 Iteration 831, loss = 0.12799319 Validation score: -1.197694 Iteration 832, loss = 0.12767309 Validation score: -1.189924 Iteration 833, loss = 0.12735378 Validation score: -1.182211 Iteration 834, loss = 0.12703525 Validation score: -1.174553 Iteration 835, loss = 0.12671750 Validation score: -1.166951 Iteration 836, loss = 0.12639523 Validation score: -1.159290 Iteration 837, loss = 0.12606616 Validation score: -1.151584 Iteration 838, loss = 0.12573621 Validation score: -1.143842 Iteration 839, loss = 0.12540561 Validation score: -1.136075 Iteration 840, loss = 0.12507453 Validation score: -1.128290 Iteration 841, loss = 0.12474315 Validation score: -1.120495 Iteration 842, loss = 0.12441160 Validation score: -1.112697 Iteration 843, loss = 0.12408003 Validation score: -1.104902 Iteration 844, loss = 0.12374856 Validation score: -1.097114 Iteration 845, loss = 0.12341729 Validation score: -1.089338 Iteration 846, loss = 0.12308632 Validation score: -1.081579 Iteration 847, loss = 0.12275575 Validation score: -1.073839 Iteration 848, loss = 0.12242564 Validation score: -1.066123 Iteration 849, loss = 0.12209607 Validation score: -1.058432 Iteration 850, loss = 0.12176710 Validation score: -1.050769 Iteration 851, loss = 0.12143878 Validation score: -1.043137 Iteration 852, loss = 0.12111117 Validation score: -1.035537 Iteration 853, loss = 0.12078431 Validation score: -1.027970 Iteration 854, loss = 0.12045823 Validation score: -1.020439 Iteration 855, loss = 0.12013298 Validation score: -1.012944 Iteration 856, loss = 0.11980857 Validation score: -1.005486 Iteration 857, loss = 0.11948505 Validation score: -0.998067 Iteration 858, loss = 0.11916242 Validation score: -0.990688 Iteration 859, loss = 0.11884071 Validation score: -0.983348 Iteration 860, loss = 0.11851994 Validation score: -0.976048 Iteration 861, loss = 0.11820013 Validation score: -0.968790 Iteration 862, loss = 0.11788128 Validation score: -0.961573 Iteration 863, loss = 0.11756341 Validation score: -0.954398 Iteration 864, loss = 0.11724653 Validation score: -0.947265 Iteration 865, loss = 0.11693064 Validation score: -0.940174 Iteration 866, loss = 0.11661575 Validation score: -0.933126 Iteration 867, loss = 0.11630187 Validation score: -0.926120 Iteration 868, loss = 0.11598900 Validation score: -0.919157 Iteration 869, loss = 0.11567715 Validation score: -0.912237 Iteration 870, loss = 0.11536631 Validation score: -0.905359 Iteration 871, loss = 0.11505649 Validation score: -0.898525 Iteration 872, loss = 0.11474769 Validation score: -0.891733 Iteration 873, loss = 0.11443990 Validation score: -0.884984 Iteration 874, loss = 0.11413314 Validation score: -0.878278 Iteration 875, loss = 0.11382739 Validation score: -0.871614 Iteration 876, loss = 0.11352266 Validation score: -0.864993 Iteration 877, loss = 0.11321894 Validation score: -0.858414 Iteration 878, loss = 0.11291624 Validation score: -0.851878 Iteration 879, loss = 0.11261382 Validation score: -0.845324 Iteration 880, loss = 0.11231049 Validation score: -0.838758 Iteration 881, loss = 0.11200790 Validation score: -0.832187 Iteration 882, loss = 0.11170607 Validation score: -0.825615 Iteration 883, loss = 0.11140502 Validation score: -0.819046 Iteration 884, loss = 0.11110478 Validation score: -0.812485 Iteration 885, loss = 0.11080534 Validation score: -0.805935 Iteration 886, loss = 0.11050673 Validation score: -0.799399 Iteration 887, loss = 0.11020896 Validation score: -0.792881 Iteration 888, loss = 0.10991204 Validation score: -0.786383 Iteration 889, loss = 0.10961597 Validation score: -0.779907 Iteration 890, loss = 0.10932076 Validation score: -0.773455 Iteration 891, loss = 0.10902641 Validation score: -0.767029 Iteration 892, loss = 0.10873294 Validation score: -0.760631 Iteration 893, loss = 0.10844035 Validation score: -0.754262 Iteration 894, loss = 0.10814864 Validation score: -0.747923 Iteration 895, loss = 0.10785780 Validation score: -0.741615 Iteration 896, loss = 0.10756785 Validation score: -0.735340 Iteration 897, loss = 0.10727879 Validation score: -0.729098 Iteration 898, loss = 0.10699061 Validation score: -0.722890 Iteration 899, loss = 0.10670331 Validation score: -0.716716 Iteration 900, loss = 0.10641690 Validation score: -0.710578 Iteration 901, loss = 0.10613138 Validation score: -0.704475 Iteration 902, loss = 0.10584673 Validation score: -0.698408 Iteration 903, loss = 0.10556297 Validation score: -0.692378 Iteration 904, loss = 0.10528010 Validation score: -0.686384 Iteration 905, loss = 0.10499810 Validation score: -0.680427 Iteration 906, loss = 0.10471698 Validation score: -0.674507 Iteration 907, loss = 0.10443673 Validation score: -0.668624 Iteration 908, loss = 0.10415736 Validation score: -0.662779 Iteration 909, loss = 0.10387886 Validation score: -0.656971 Iteration 910, loss = 0.10360123 Validation score: -0.651200 Iteration 911, loss = 0.10331909 Validation score: -0.645517 Iteration 912, loss = 0.10303215 Validation score: -0.639917 Iteration 913, loss = 0.10274503 Validation score: -0.634393 Iteration 914, loss = 0.10245785 Validation score: -0.628942 Iteration 915, loss = 0.10217074 Validation score: -0.623558 Iteration 916, loss = 0.10188384 Validation score: -0.618237 Iteration 917, loss = 0.10159722 Validation score: -0.612976 Iteration 918, loss = 0.10131100 Validation score: -0.607772 Iteration 919, loss = 0.10102524 Validation score: -0.602622 Iteration 920, loss = 0.10074003 Validation score: -0.597522 Iteration 921, loss = 0.10045543 Validation score: -0.592470 Iteration 922, loss = 0.10017149 Validation score: -0.587464 Iteration 923, loss = 0.09988827 Validation score: -0.582502 Iteration 924, loss = 0.09960582 Validation score: -0.577581 Iteration 925, loss = 0.09932416 Validation score: -0.572701 Iteration 926, loss = 0.09904334 Validation score: -0.567859 Iteration 927, loss = 0.09876340 Validation score: -0.563054 Iteration 928, loss = 0.09848434 Validation score: -0.558285 Iteration 929, loss = 0.09820621 Validation score: -0.553550 Iteration 930, loss = 0.09792901 Validation score: -0.548848 Iteration 931, loss = 0.09765276 Validation score: -0.544179 Iteration 932, loss = 0.09737749 Validation score: -0.539541 Iteration 933, loss = 0.09710320 Validation score: -0.534934 Iteration 934, loss = 0.09682990 Validation score: -0.530357 Iteration 935, loss = 0.09655760 Validation score: -0.525809 Iteration 936, loss = 0.09628631 Validation score: -0.521290 Iteration 937, loss = 0.09601603 Validation score: -0.516798 Iteration 938, loss = 0.09574677 Validation score: -0.512335 Iteration 939, loss = 0.09547853 Validation score: -0.507898 Iteration 940, loss = 0.09521131 Validation score: -0.503487 Iteration 941, loss = 0.09494512 Validation score: -0.499103 Iteration 942, loss = 0.09467994 Validation score: -0.494745 Iteration 943, loss = 0.09441579 Validation score: -0.490412 Iteration 944, loss = 0.09415266 Validation score: -0.486104 Iteration 945, loss = 0.09389055 Validation score: -0.481821 Iteration 946, loss = 0.09362946 Validation score: -0.477563 Iteration 947, loss = 0.09336938 Validation score: -0.473329 Iteration 948, loss = 0.09311031 Validation score: -0.469119 Iteration 949, loss = 0.09285225 Validation score: -0.464933 Iteration 950, loss = 0.09259520 Validation score: -0.460771 Iteration 951, loss = 0.09233914 Validation score: -0.456633 Iteration 952, loss = 0.09208408 Validation score: -0.452517 Iteration 953, loss = 0.09183001 Validation score: -0.448426 Iteration 954, loss = 0.09157693 Validation score: -0.444357 Iteration 955, loss = 0.09132483 Validation score: -0.440312 Iteration 956, loss = 0.09107370 Validation score: -0.436289 Iteration 957, loss = 0.09082355 Validation score: -0.432289 Iteration 958, loss = 0.09057436 Validation score: -0.428312 Iteration 959, loss = 0.09032614 Validation score: -0.424357 Iteration 960, loss = 0.09007887 Validation score: -0.420425 Iteration 961, loss = 0.08983256 Validation score: -0.416515 Iteration 962, loss = 0.08958719 Validation score: -0.412627 Iteration 963, loss = 0.08934276 Validation score: -0.408761 Iteration 964, loss = 0.08909927 Validation score: -0.404918 Iteration 965, loss = 0.08885671 Validation score: -0.401096 Iteration 966, loss = 0.08861507 Validation score: -0.397296 Iteration 967, loss = 0.08837435 Validation score: -0.393518 Iteration 968, loss = 0.08813455 Validation score: -0.389762 Iteration 969, loss = 0.08789566 Validation score: -0.386028 Iteration 970, loss = 0.08765767 Validation score: -0.382315 Iteration 971, loss = 0.08742058 Validation score: -0.378623 Iteration 972, loss = 0.08718439 Validation score: -0.374953 Iteration 973, loss = 0.08694908 Validation score: -0.371304 Iteration 974, loss = 0.08671466 Validation score: -0.367677 Iteration 975, loss = 0.08648111 Validation score: -0.364070 Iteration 976, loss = 0.08624844 Validation score: -0.360485 Iteration 977, loss = 0.08601664 Validation score: -0.356921 Iteration 978, loss = 0.08578571 Validation score: -0.353377 Iteration 979, loss = 0.08555563 Validation score: -0.349855 Iteration 980, loss = 0.08532641 Validation score: -0.346353 Iteration 981, loss = 0.08509804 Validation score: -0.342872 Iteration 982, loss = 0.08487051 Validation score: -0.339411 Iteration 983, loss = 0.08464382 Validation score: -0.335971 Iteration 984, loss = 0.08441797 Validation score: -0.332552 Iteration 985, loss = 0.08419295 Validation score: -0.329153 Iteration 986, loss = 0.08396876 Validation score: -0.325774 Iteration 987, loss = 0.08374539 Validation score: -0.322416 Iteration 988, loss = 0.08352283 Validation score: -0.319077 Iteration 989, loss = 0.08330109 Validation score: -0.315759 Iteration 990, loss = 0.08308016 Validation score: -0.312460 Iteration 991, loss = 0.08286004 Validation score: -0.309182 Iteration 992, loss = 0.08264071 Validation score: -0.305923 Iteration 993, loss = 0.08242218 Validation score: -0.302684 Iteration 994, loss = 0.08220444 Validation score: -0.299465 Iteration 995, loss = 0.08198750 Validation score: -0.296265 Iteration 996, loss = 0.08177133 Validation score: -0.293085 Iteration 997, loss = 0.08155595 Validation score: -0.289924 Iteration 998, loss = 0.08134134 Validation score: -0.286783 Iteration 999, loss = 0.08112750 Validation score: -0.283661 Iteration 1000, loss = 0.08091443 Validation score: -0.280557 best params: {'activation': 'logistic', 'alpha': 0.01, 'solver': 'lbfgs'} best val score: -0.438 Calculate predicted values Scores: Mean absolute error (MAE): training 0.0742 test: 0.205 Mean squared error (MSE) : training 0.00995 test: 0.0671 Root MSE (RMSE) : training 0.0997 test: 0.259 R^2 score : training 0.805 test: 0.00635 Parameters: Save predict data to [D:\tkProg\tkProg.main\tkprog_COE\ML/igzo_denisty_min-predict.xlsx] plot Plot index - input/prediction Plot input - prediction Press ENTER to terminate Warning in tkplotevent.onclick(): Can not find axes clicked for the data [test input] in the - plot (inf #2 data index #14) # 14: : 3064 : 5.34 0: index: 3064 1: $P_{total}$(Pa): 6 2: $R_{O2}$(%): 45 3: RF(W): 30 4: T-S(cm): 5.5 Warning in tkplotevent.onclick(): Can not find axes