Coordinated-Multi-Agent-Imitation-Learning
Coordinated-Multi-Agent-Imitation-Learning copied to clipboard
samshipengs
Overfitting
2018-05-19 20:15:18,769 | INFO : Training with hyper parameters: {'use_model': 'dynamic_rnn_layer_norm', 'batch_size': 64, 'sequence_length': 50, 'overlap': 25, 'state_size': [128, 128], 'use_peepholes': None, 'input_dim': 179, 'dropout_rate': 0.6, 'learning_rate': 0.0001, 'n_epoch': 1000}
2018-05-19 20:15:22,532 | INFO : Horizon 0 ========== 2018-05-19 20:15:58,637 | INFO : Epoch 0 | loss: 424.64 | time took: 34.02s | validation loss: 370.09
2018-05-19 20:21:29,900 | INFO : Epoch 10 | loss: 13.52 | time took: 32.61s | validation loss: 10.31
2018-05-19 20:26:59,878 | INFO : Epoch 20 | loss: 3.62 | time took: 32.94s | validation loss: 3.74
2018-05-19 20:32:30,784 | INFO : Epoch 30 | loss: 3.08 | time took: 32.63s | validation loss: 2.86
2018-05-19 20:37:59,144 | INFO : Epoch 40 | loss: 2.90 | time took: 32.77s | validation loss: 2.74
2018-05-19 20:43:26,475 | INFO : Epoch 50 | loss: 2.79 | time took: 32.46s | validation loss: 2.58
2018-05-19 20:48:53,346 | INFO : Epoch 60 | loss: 2.70 | time took: 32.50s | validation loss: 2.70
2018-05-19 20:54:20,320 | INFO : Epoch 70 | loss: 2.63 | time took: 32.46s | validation loss: 2.56
2018-05-19 20:59:47,275 | INFO : Epoch 80 | loss: 2.57 | time took: 32.45s | validation loss: 2.60
2018-05-19 21:05:14,118 | INFO : Epoch 90 | loss: 2.50 | time took: 32.50s | validation loss: 2.59
2018-05-19 21:10:43,281 | INFO : Epoch 100 | loss: 2.43 | time took: 32.98s | validation loss: 2.55
2018-05-19 21:16:13,949 | INFO : Epoch 110 | loss: 2.37 | time took: 33.29s | validation loss: 2.57
2018-05-19 21:21:45,966 | INFO : Epoch 120 | loss: 2.30 | time took: 32.93s | validation loss: 2.51
2018-05-19 21:27:17,978 | INFO : Epoch 130 | loss: 2.24 | time took: 32.95s | validation loss: 2.44
2018-05-19 21:32:49,640 | INFO : Epoch 140 | loss: 2.18 | time took: 32.94s | validation loss: 2.72
2018-05-19 21:38:21,280 | INFO : Epoch 150 | loss: 2.12 | time took: 32.89s | validation loss: 2.48
2018-05-19 21:43:51,814 | INFO : Epoch 160 | loss: 2.07 | time took: 32.71s | validation loss: 2.62
2018-05-19 21:49:22,015 | INFO : Epoch 170 | loss: 2.02 | time took: 32.80s | validation loss: 2.57
2018-05-19 21:54:51,845 | INFO : Epoch 180 | loss: 1.96 | time took: 32.79s | validation loss: 2.57
2018-05-19 22:00:21,549 | INFO : Epoch 190 | loss: 1.91 | time took: 32.69s | validation loss: 2.62
2018-05-19 22:05:51,438 | INFO : Epoch 200 | loss: 1.86 | time took: 32.75s | validation loss: 2.52
2018-05-19 22:11:21,148 | INFO : Epoch 210 | loss: 1.82 | time took: 32.73s | validation loss: 2.60
2018-05-19 22:16:50,945 | INFO : Epoch 220 | loss: 1.78 | time took: 32.74s | validation loss: 2.67
2018-05-19 22:22:21,564 | INFO : Epoch 230 | loss: 1.74 | time took: 32.80s | validation loss: 2.65
2018-05-19 22:27:51,485 | INFO : Epoch 240 | loss: 1.70 | time took: 32.78s | validation loss: 2.84
2018-05-19 22:33:21,232 | INFO : Epoch 250 | loss: 1.66 | time took: 32.75s | validation loss: 2.59
2018-05-19 22:38:51,611 | INFO : Epoch 260 | loss: 1.62 | time took: 33.05s | validation loss: 2.66
2018-05-19 22:44:21,437 | INFO : Epoch 270 | loss: 1.59 | time took: 32.74s | validation loss: 2.68
2018-05-19 22:49:51,152 | INFO : Epoch 280 | loss: 1.55 | time took: 32.75s | validation loss: 2.61
2018-05-19 22:55:20,930 | INFO : Epoch 290 | loss: 1.52 | time took: 32.71s | validation loss: 2.55
2018-05-19 23:00:50,665 | INFO : Epoch 300 | loss: 1.49 | time took: 32.75s | validation loss: 2.74
2018-05-19 23:06:20,603 | INFO : Epoch 310 | loss: 1.46 | time took: 32.75s | validation loss: 2.80
2018-05-19 23:11:50,676 | INFO : Epoch 320 | loss: 1.43 | time took: 32.75s | validation loss: 2.75
2018-05-19 23:17:20,512 | INFO : Epoch 330 | loss: 1.40 | time took: 32.76s | validation loss: 2.78
2018-05-19 23:22:50,682 | INFO : Epoch 340 | loss: 1.37 | time took: 32.76s | validation loss: 3.07
2018-05-19 23:28:20,826 | INFO : Epoch 350 | loss: 1.34 | time took: 32.75s | validation loss: 2.82
2018-05-19 23:33:50,696 | INFO : Epoch 360 | loss: 1.32 | time took: 32.74s | validation loss: 2.77
2018-05-19 23:39:20,657 | INFO : Epoch 370 | loss: 1.30 | time took: 32.94s | validation loss: 2.82
2018-05-19 23:44:50,417 | INFO : Epoch 380 | loss: 1.27 | time took: 32.84s | validation loss: 2.94
2018-05-19 23:50:20,729 | INFO : Epoch 390 | loss: 1.24 | time took: 32.97s | validation loss: 2.79
2018-05-19 23:55:55,456 | INFO : Epoch 400 | loss: 1.22 | time took: 33.06s | validation loss: 2.88
2018-05-20 00:01:30,456 | INFO : Epoch 410 | loss: 1.20 | time took: 32.58s | validation loss: 2.94
2018-05-20 00:07:07,730 | INFO : Epoch 420 | loss: 1.18 | time took: 33.55s | validation loss: 3.09
2018-05-20 00:12:44,634 | INFO : Epoch 430 | loss: 1.16 | time took: 33.37s | validation loss: 2.78
2018-05-20 00:18:14,081 | INFO : Epoch 440 | loss: 1.14 | time took: 32.67s | validation loss: 3.27
2018-05-20 00:23:47,005 | INFO : Epoch 450 | loss: 1.12 | time took: 33.36s | validation loss: 2.82
2018-05-20 00:29:12,431 | INFO : Epoch 460 | loss: 1.10 | time took: 32.09s | validation loss: 3.01
2018-05-20 00:34:35,043 | INFO : Epoch 470 | loss: 1.08 | time took: 32.03s | validation loss: 2.63
2018-05-20 00:39:58,028 | INFO : Epoch 480 | loss: 1.07 | time took: 32.10s | validation loss: 2.92
2018-05-20 00:45:20,698 | INFO : Epoch 490 | loss: 1.05 | time took: 32.07s | validation loss: 3.15
2018-05-20 00:50:43,453 | INFO : Epoch 500 | loss: 1.03 | time took: 32.09s | validation loss: 2.89
2018-05-20 00:56:06,164 | INFO : Epoch 510 | loss: 1.01 | time took: 32.08s | validation loss: 2.87
2018-05-20 01:01:28,880 | INFO : Epoch 520 | loss: 1.00 | time took: 32.04s | validation loss: 3.02
2018-05-20 01:06:52,427 | INFO : Epoch 530 | loss: 0.98 | time took: 32.94s | validation loss: 2.94
2018-05-20 01:12:15,404 | INFO : Epoch 540 | loss: 0.96 | time took: 32.09s | validation loss: 2.90
2018-05-20 01:17:38,158 | INFO : Epoch 550 | loss: 0.96 | time took: 32.09s | validation loss: 2.80
2018-05-20 01:23:01,047 | INFO : Epoch 560 | loss: 0.93 | time took: 32.13s | validation loss: 3.14
2018-05-20 01:28:23,858 | INFO : Epoch 570 | loss: 0.93 | time took: 32.08s | validation loss: 2.94
2018-05-20 01:33:46,562 | INFO : Epoch 580 | loss: 0.91 | time took: 32.07s | validation loss: 2.79
2018-05-20 01:39:09,246 | INFO : Epoch 590 | loss: 0.90 | time took: 32.07s | validation loss: 3.16
2018-05-20 01:44:31,918 | INFO : Epoch 600 | loss: 0.89 | time took: 32.08s | validation loss: 2.85
2018-05-20 01:49:54,587 | INFO : Epoch 610 | loss: 0.87 | time took: 32.09s | validation loss: 2.90
2018-05-20 01:55:17,323 | INFO : Epoch 620 | loss: 0.86 | time took: 32.03s | validation loss: 2.67
2018-05-20 02:00:40,017 | INFO : Epoch 630 | loss: 0.85 | time took: 32.07s | validation loss: 3.18
2018-05-20 02:06:02,918 | INFO : Epoch 640 | loss: 0.84 | time took: 32.09s | validation loss: 3.01
2018-05-20 02:11:25,634 | INFO : Epoch 650 | loss: 0.83 | time took: 32.05s | validation loss: 2.93
2018-05-20 02:16:48,348 | INFO : Epoch 660 | loss: 0.82 | time took: 32.06s | validation loss: 3.02
2018-05-20 02:22:11,146 | INFO : Epoch 670 | loss: 0.81 | time took: 32.07s | validation loss: 2.79
2018-05-20 02:27:33,876 | INFO : Epoch 680 | loss: 0.80 | time took: 32.12s | validation loss: 2.88
2018-05-20 02:32:56,727 | INFO : Epoch 690 | loss: 0.79 | time took: 32.13s | validation loss: 2.95
2018-05-20 02:38:19,538 | INFO : Epoch 700 | loss: 0.77 | time took: 32.07s | validation loss: 2.66
2018-05-20 02:43:42,278 | INFO : Epoch 710 | loss: 0.76 | time took: 32.05s | validation loss: 2.89
2018-05-20 02:49:05,039 | INFO : Epoch 720 | loss: 0.76 | time took: 32.11s | validation loss: 2.81
2018-05-20 02:54:27,839 | INFO : Epoch 730 | loss: 0.75 | time took: 32.08s | validation loss: 2.98
2018-05-20 02:59:50,629 | INFO : Epoch 740 | loss: 0.74 | time took: 32.08s | validation loss: 2.97
2018-05-20 03:05:13,247 | INFO : Epoch 750 | loss: 0.73 | time took: 32.07s | validation loss: 2.82
2018-05-20 03:10:35,949 | INFO : Epoch 760 | loss: 0.72 | time took: 32.04s | validation loss: 2.81
2018-05-20 03:15:58,732 | INFO : Epoch 770 | loss: 0.72 | time took: 32.07s | validation loss: 2.86
2018-05-20 03:21:21,429 | INFO : Epoch 780 | loss: 0.70 | time took: 32.07s | validation loss: 2.81
2018-05-20 03:26:44,166 | INFO : Epoch 790 | loss: 0.70 | time took: 32.07s | validation loss: 2.73
2018-05-20 03:32:06,811 | INFO : Epoch 800 | loss: 0.69 | time took: 32.07s | validation loss: 2.93
2018-05-20 03:37:29,600 | INFO : Epoch 810 | loss: 0.68 | time took: 32.13s | validation loss: 3.20
2018-05-20 03:42:52,533 | INFO : Epoch 820 | loss: 0.67 | time took: 32.09s | validation loss: 2.85
2018-05-20 03:48:15,239 | INFO : Epoch 830 | loss: 0.66 | time took: 32.05s | validation loss: 2.91
2018-05-20 03:53:38,068 | INFO : Epoch 840 | loss: 0.66 | time took: 32.11s | validation loss: 2.95
2018-05-20 03:59:00,843 | INFO : Epoch 850 | loss: 0.65 | time took: 32.06s | validation loss: 2.93
2018-05-20 04:04:23,524 | INFO : Epoch 860 | loss: 0.64 | time took: 32.05s | validation loss: 3.17
2018-05-20 04:09:46,182 | INFO : Epoch 870 | loss: 0.64 | time took: 32.06s | validation loss: 2.82
2018-05-20 04:15:08,897 | INFO : Epoch 880 | loss: 0.63 | time took: 32.09s | validation loss: 2.85
2018-05-20 04:20:31,599 | INFO : Epoch 890 | loss: 0.63 | time took: 32.07s | validation loss: 2.86
2018-05-20 04:25:54,164 | INFO : Epoch 900 | loss: 0.62 | time took: 32.08s | validation loss: 2.72
2018-05-20 04:31:16,932 | INFO : Epoch 910 | loss: 0.61 | time took: 32.08s | validation loss: 2.88
2018-05-20 04:36:39,548 | INFO : Epoch 920 | loss: 0.61 | time took: 32.05s | validation loss: 2.95
2018-05-20 04:42:02,369 | INFO : Epoch 930 | loss: 0.60 | time took: 32.03s | validation loss: 2.87
2018-05-20 04:47:25,195 | INFO : Epoch 940 | loss: 0.60 | time took: 32.07s | validation loss: 2.83
2018-05-20 04:52:47,975 | INFO : Epoch 950 | loss: 0.59 | time took: 32.13s | validation loss: 2.86
2018-05-20 04:58:10,736 | INFO : Epoch 960 | loss: 0.59 | time took: 32.06s | validation loss: 3.23
2018-05-20 05:03:33,409 | INFO : Epoch 970 | loss: 0.58 | time took: 32.09s | validation loss: 3.18
2018-05-20 05:08:56,194 | INFO : Epoch 980 | loss: 0.58 | time took: 32.10s | validation loss: 3.03
2018-05-20 05:14:18,889 | INFO : Epoch 990 | loss: 0.57 | time took: 32.08s | validation loss: 2.96
2018-05-20 05:19:07,667 | INFO : Total time took: 9.06hrs 2018-05-20 05:19:07,824 | INFO : Done saving model for policy 0
After randomizing train and test split:
{'use_model': 'dynamic_rnn_layer_norm', 'batch_size': 128, 'sequence_length': 50, 'overlap': 25, 'state_size': [128, 128], 'use_peepholes': None, 'input_dim': 179, 'dropout_rate': 0.6, 'learning_rate': 0.0005, 'n_epoch': 1000}
2018-05-20 23:53:19,510 | INFO : Horizon 0 ========== 2018-05-20 23:53:36,746 | INFO : Epoch 0 | loss: 360.27 | time took: 16.21s | validation loss: 269.18
2018-05-20 23:56:17,447 | INFO : Epoch 10 | loss: 5.13 | time took: 15.77s | validation loss: 4.83
2018-05-20 23:59:00,841 | INFO : Epoch 20 | loss: 3.86 | time took: 16.13s | validation loss: 3.57
2018-05-21 00:01:42,789 | INFO : Epoch 30 | loss: 3.42 | time took: 16.00s | validation loss: 3.38
2018-05-21 00:04:24,776 | INFO : Epoch 40 | loss: 3.18 | time took: 15.98s | validation loss: 3.22
2018-05-21 00:07:04,059 | INFO : Epoch 50 | loss: 2.99 | time took: 15.54s | validation loss: 3.75
2018-05-21 00:09:40,095 | INFO : Epoch 60 | loss: 2.86 | time took: 15.50s | validation loss: 3.35
2018-05-21 00:12:16,204 | INFO : Epoch 70 | loss: 2.75 | time took: 15.53s | validation loss: 3.04
2018-05-21 00:14:52,245 | INFO : Epoch 80 | loss: 2.62 | time took: 15.52s | validation loss: 2.56
2018-05-21 00:17:28,406 | INFO : Epoch 90 | loss: 2.52 | time took: 15.51s | validation loss: 2.98
2018-05-21 00:20:04,514 | INFO : Epoch 100 | loss: 2.44 | time took: 15.49s | validation loss: 2.57
2018-05-21 00:22:40,685 | INFO : Epoch 110 | loss: 2.35 | time took: 15.53s | validation loss: 2.66
2018-05-21 00:25:16,755 | INFO : Epoch 120 | loss: 2.27 | time took: 15.51s | validation loss: 2.60
2018-05-21 00:27:52,888 | INFO : Epoch 130 | loss: 2.20 | time took: 15.51s | validation loss: 2.61
2018-05-21 00:30:28,983 | INFO : Epoch 140 | loss: 2.13 | time took: 15.50s | validation loss: 2.34
2018-05-21 00:33:05,080 | INFO : Epoch 150 | loss: 2.06 | time took: 15.53s | validation loss: 2.40
2018-05-21 00:35:41,228 | INFO : Epoch 160 | loss: 1.99 | time took: 15.52s | validation loss: 2.31
2018-05-21 00:38:17,320 | INFO : Epoch 170 | loss: 1.93 | time took: 15.50s | validation loss: 2.75
2018-05-21 00:40:53,412 | INFO : Epoch 180 | loss: 1.88 | time took: 15.53s | validation loss: 2.23
2018-05-21 00:43:29,556 | INFO : Epoch 190 | loss: 1.82 | time took: 15.51s | validation loss: 2.02
2018-05-21 00:46:05,680 | INFO : Epoch 200 | loss: 1.77 | time took: 15.50s | validation loss: 2.29
2018-05-21 00:48:41,795 | INFO : Epoch 210 | loss: 1.71 | time took: 15.53s | validation loss: 2.19
2018-05-21 00:51:17,877 | INFO : Epoch 220 | loss: 1.68 | time took: 15.50s | validation loss: 2.02
2018-05-21 00:53:53,941 | INFO : Epoch 230 | loss: 1.63 | time took: 15.49s | validation loss: 2.21
2018-05-21 00:56:30,028 | INFO : Epoch 240 | loss: 1.58 | time took: 15.51s | validation loss: 2.23
2018-05-21 00:59:06,079 | INFO : Epoch 250 | loss: 1.54 | time took: 15.50s | validation loss: 1.96
2018-05-21 01:01:42,182 | INFO : Epoch 260 | loss: 1.51 | time took: 15.50s | validation loss: 1.87
2018-05-21 01:04:18,403 | INFO : Epoch 270 | loss: 1.47 | time took: 15.51s | validation loss: 1.87
2018-05-21 01:06:54,467 | INFO : Epoch 280 | loss: 1.43 | time took: 15.52s | validation loss: 1.92
2018-05-21 01:09:30,569 | INFO : Epoch 290 | loss: 1.39 | time took: 15.50s | validation loss: 1.99
2018-05-21 01:12:06,671 | INFO : Epoch 300 | loss: 1.35 | time took: 15.53s | validation loss: 1.90
2018-05-21 01:14:42,822 | INFO : Epoch 310 | loss: 1.33 | time took: 15.53s | validation loss: 1.90
2018-05-21 01:17:18,943 | INFO : Epoch 320 | loss: 1.29 | time took: 15.52s | validation loss: 2.00
2018-05-21 01:19:55,122 | INFO : Epoch 330 | loss: 1.26 | time took: 15.52s | validation loss: 1.85
2018-05-21 01:22:31,265 | INFO : Epoch 340 | loss: 1.24 | time took: 15.52s | validation loss: 1.88
2018-05-21 01:25:07,413 | INFO : Epoch 350 | loss: 1.20 | time took: 15.51s | validation loss: 1.90
2018-05-21 01:27:43,557 | INFO : Epoch 360 | loss: 1.18 | time took: 15.53s | validation loss: 1.84
2018-05-21 01:30:19,639 | INFO : Epoch 370 | loss: 1.15 | time took: 15.51s | validation loss: 1.95
2018-05-21 01:32:55,764 | INFO : Epoch 380 | loss: 1.13 | time took: 15.52s | validation loss: 1.79
2018-05-21 01:35:31,928 | INFO : Epoch 390 | loss: 1.10 | time took: 15.54s | validation loss: 1.83
2018-05-21 01:38:08,088 | INFO : Epoch 400 | loss: 1.08 | time took: 15.51s | validation loss: 1.73
2018-05-21 01:40:44,245 | INFO : Epoch 410 | loss: 1.05 | time took: 15.52s | validation loss: 1.83
2018-05-21 01:43:20,398 | INFO : Epoch 420 | loss: 1.04 | time took: 15.51s | validation loss: 1.71
2018-05-21 01:45:56,572 | INFO : Epoch 430 | loss: 1.02 | time took: 15.55s | validation loss: 1.68
2018-05-21 01:48:32,755 | INFO : Epoch 440 | loss: 0.99 | time took: 15.51s | validation loss: 1.65
2018-05-21 01:51:08,908 | INFO : Epoch 450 | loss: 0.97 | time took: 15.53s | validation loss: 1.73
2018-05-21 01:53:45,014 | INFO : Epoch 460 | loss: 0.96 | time took: 15.52s | validation loss: 1.65
2018-05-21 01:56:21,134 | INFO : Epoch 470 | loss: 0.94 | time took: 15.52s | validation loss: 1.83
2018-05-21 01:58:57,309 | INFO : Epoch 480 | loss: 0.92 | time took: 15.51s | validation loss: 1.66
2018-05-21 02:01:33,455 | INFO : Epoch 490 | loss: 0.91 | time took: 15.53s | validation loss: 1.89
2018-05-21 02:04:09,589 | INFO : Epoch 500 | loss: 0.89 | time took: 15.51s | validation loss: 1.87
2018-05-21 02:06:45,714 | INFO : Epoch 510 | loss: 0.87 | time took: 15.52s | validation loss: 1.75
2018-05-21 02:09:21,890 | INFO : Epoch 520 | loss: 0.86 | time took: 15.53s | validation loss: 1.57
2018-05-21 02:11:58,035 | INFO : Epoch 530 | loss: 0.85 | time took: 15.51s | validation loss: 1.70
2018-05-21 02:14:34,141 | INFO : Epoch 540 | loss: 0.83 | time took: 15.52s | validation loss: 1.63
2018-05-21 02:17:10,280 | INFO : Epoch 550 | loss: 0.81 | time took: 15.51s | validation loss: 1.69
2018-05-21 02:19:46,397 | INFO : Epoch 560 | loss: 0.80 | time took: 15.53s | validation loss: 1.67
2018-05-21 02:22:22,575 | INFO : Epoch 570 | loss: 0.79 | time took: 15.50s | validation loss: 1.57
2018-05-21 02:24:58,685 | INFO : Epoch 580 | loss: 0.77 | time took: 15.51s | validation loss: 1.57
2018-05-21 02:27:34,763 | INFO : Epoch 590 | loss: 0.76 | time took: 15.52s | validation loss: 1.69
2018-05-21 02:30:10,950 | INFO : Epoch 600 | loss: 0.75 | time took: 15.49s | validation loss: 1.74
2018-05-21 02:32:47,105 | INFO : Epoch 610 | loss: 0.74 | time took: 15.52s | validation loss: 1.63
2018-05-21 02:35:23,179 | INFO : Epoch 620 | loss: 0.73 | time took: 15.54s | validation loss: 1.64
2018-05-21 02:37:59,334 | INFO : Epoch 630 | loss: 0.72 | time took: 15.51s | validation loss: 1.54
2018-05-21 02:40:35,474 | INFO : Epoch 640 | loss: 0.70 | time took: 15.51s | validation loss: 1.64
2018-05-21 02:43:11,638 | INFO : Epoch 650 | loss: 0.70 | time took: 15.51s | validation loss: 1.52
2018-05-21 02:45:47,743 | INFO : Epoch 660 | loss: 0.69 | time took: 15.49s | validation loss: 1.62
2018-05-21 02:48:23,823 | INFO : Epoch 670 | loss: 0.67 | time took: 15.51s | validation loss: 1.59
2018-05-21 02:51:00,007 | INFO : Epoch 680 | loss: 0.67 | time took: 15.50s | validation loss: 1.56
2018-05-21 02:53:36,185 | INFO : Epoch 690 | loss: 0.65 | time took: 15.55s | validation loss: 1.69
2018-05-21 02:56:12,283 | INFO : Epoch 700 | loss: 0.65 | time took: 15.55s | validation loss: 1.52
2018-05-21 02:58:48,398 | INFO : Epoch 710 | loss: 0.64 | time took: 15.52s | validation loss: 1.58
2018-05-21 03:01:24,444 | INFO : Epoch 720 | loss: 0.63 | time took: 15.50s | validation loss: 1.55
2018-05-21 03:04:00,559 | INFO : Epoch 730 | loss: 0.63 | time took: 15.52s | validation loss: 1.70
2018-05-21 03:06:36,730 | INFO : Epoch 740 | loss: 0.62 | time took: 15.52s | validation loss: 1.52
2018-05-21 03:09:12,863 | INFO : Epoch 750 | loss: 0.61 | time took: 15.50s | validation loss: 1.56
2018-05-21 03:11:48,982 | INFO : Epoch 760 | loss: 0.60 | time took: 15.55s | validation loss: 1.47
2018-05-21 03:14:25,158 | INFO : Epoch 770 | loss: 0.59 | time took: 15.51s | validation loss: 1.52
2018-05-21 03:17:01,313 | INFO : Epoch 780 | loss: 0.59 | time took: 15.53s | validation loss: 1.54
2018-05-21 03:19:37,459 | INFO : Epoch 790 | loss: 0.58 | time took: 15.51s | validation loss: 1.67
2018-05-21 03:22:13,603 | INFO : Epoch 800 | loss: 0.57 | time took: 15.53s | validation loss: 1.54
2018-05-21 03:24:49,710 | INFO : Epoch 810 | loss: 0.57 | time took: 15.54s | validation loss: 1.56
2018-05-21 03:27:25,883 | INFO : Epoch 820 | loss: 0.56 | time took: 15.50s | validation loss: 1.51
2018-05-21 03:30:02,082 | INFO : Epoch 830 | loss: 0.55 | time took: 15.52s | validation loss: 1.66
2018-05-21 03:32:38,254 | INFO : Epoch 840 | loss: 0.55 | time took: 15.52s | validation loss: 1.49
2018-05-21 03:35:14,386 | INFO : Epoch 850 | loss: 0.54 | time took: 15.49s | validation loss: 1.57
2018-05-21 03:37:50,468 | INFO : Epoch 860 | loss: 0.54 | time took: 15.51s | validation loss: 1.45
2018-05-21 03:40:26,628 | INFO : Epoch 870 | loss: 0.53 | time took: 15.51s | validation loss: 1.71
2018-05-21 03:43:02,773 | INFO : Epoch 880 | loss: 0.53 | time took: 15.53s | validation loss: 1.51
2018-05-21 03:45:38,931 | INFO : Epoch 890 | loss: 0.52 | time took: 15.52s | validation loss: 1.43
2018-05-21 03:48:15,105 | INFO : Epoch 900 | loss: 0.51 | time took: 15.51s | validation loss: 1.50
2018-05-21 03:50:51,304 | INFO : Epoch 910 | loss: 0.51 | time took: 15.54s | validation loss: 1.49
2018-05-21 03:53:27,435 | INFO : Epoch 920 | loss: 0.50 | time took: 15.54s | validation loss: 1.48
2018-05-21 03:56:03,577 | INFO : Epoch 930 | loss: 0.50 | time took: 15.50s | validation loss: 1.52
2018-05-21 03:58:39,743 | INFO : Epoch 940 | loss: 0.49 | time took: 15.52s | validation loss: 1.64
2018-05-21 04:01:15,910 | INFO : Epoch 950 | loss: 0.49 | time took: 15.51s | validation loss: 1.49
2018-05-21 04:03:52,158 | INFO : Epoch 960 | loss: 0.49 | time took: 15.51s | validation loss: 1.47
2018-05-21 04:06:28,407 | INFO : Epoch 970 | loss: 0.48 | time took: 15.57s | validation loss: 1.48
2018-05-21 04:09:04,514 | INFO : Epoch 980 | loss: 0.48 | time took: 15.50s | validation loss: 1.61
2018-05-21 04:11:40,582 | INFO : Epoch 990 | loss: 0.47 | time took: 15.51s | validation loss: 1.47
2018-05-21 04:14:00,179 | INFO : Total time took: 4.34hrs 2018-05-21 04:14:00,329 | INFO : Done saving model for policy 0
{'use_model': 'dynamic_rnn_layer_norm', 'batch_size': 64, 'sequence_length': 50, 'overlap': 30, 'state_size': [128, 128], 'use_peepholes': None, 'input_dim': 179, 'dropout_rate': 0.6, 'learning_rate': 0.0005, 'n_epoch': 2000}
2018-05-21 23:20:30,470 | INFO : Horizon 0 ========== 2018-05-21 23:21:10,883 | INFO : Epoch 0 | loss: 254.04 | time took: 38.14s | validation loss: 97.17
2018-05-21 23:27:20,972 | INFO : Epoch 10 | loss: 3.74 | time took: 35.73s | validation loss: 3.26
2018-05-21 23:33:20,924 | INFO : Epoch 20 | loss: 3.12 | time took: 35.87s | validation loss: 2.95
2018-05-21 23:39:20,823 | INFO : Epoch 30 | loss: 2.83 | time took: 35.80s | validation loss: 2.63
2018-05-21 23:45:20,577 | INFO : Epoch 40 | loss: 2.63 | time took: 35.74s | validation loss: 2.77
2018-05-21 23:51:20,366 | INFO : Epoch 50 | loss: 2.44 | time took: 35.77s | validation loss: 2.46
2018-05-21 23:57:20,123 | INFO : Epoch 60 | loss: 2.29 | time took: 35.77s | validation loss: 2.32
2018-05-22 00:03:19,835 | INFO : Epoch 70 | loss: 2.14 | time took: 35.76s | validation loss: 2.26
2018-05-22 00:09:19,620 | INFO : Epoch 80 | loss: 2.01 | time took: 35.78s | validation loss: 2.13
2018-05-22 00:15:19,360 | INFO : Epoch 90 | loss: 1.89 | time took: 35.72s | validation loss: 2.28
2018-05-22 00:21:19,068 | INFO : Epoch 100 | loss: 1.79 | time took: 35.72s | validation loss: 2.09
2018-05-22 00:27:18,786 | INFO : Epoch 110 | loss: 1.69 | time took: 35.75s | validation loss: 2.15
2018-05-22 00:33:18,532 | INFO : Epoch 120 | loss: 1.61 | time took: 35.74s | validation loss: 1.89
2018-05-22 00:39:18,238 | INFO : Epoch 130 | loss: 1.54 | time took: 35.76s | validation loss: 1.96
2018-05-22 00:45:17,969 | INFO : Epoch 140 | loss: 1.47 | time took: 35.76s | validation loss: 1.72
2018-05-22 00:51:17,638 | INFO : Epoch 150 | loss: 1.41 | time took: 35.77s | validation loss: 1.77
2018-05-22 00:57:17,441 | INFO : Epoch 160 | loss: 1.35 | time took: 35.79s | validation loss: 1.73
2018-05-22 01:03:17,169 | INFO : Epoch 170 | loss: 1.29 | time took: 35.83s | validation loss: 1.87
2018-05-22 01:09:16,834 | INFO : Epoch 180 | loss: 1.24 | time took: 35.73s | validation loss: 1.72
2018-05-22 01:15:16,468 | INFO : Epoch 190 | loss: 1.19 | time took: 35.76s | validation loss: 1.67
2018-05-22 01:21:16,298 | INFO : Epoch 200 | loss: 1.15 | time took: 35.77s | validation loss: 1.64
2018-05-22 01:27:15,900 | INFO : Epoch 210 | loss: 1.11 | time took: 35.74s | validation loss: 1.59
2018-05-22 01:33:15,642 | INFO : Epoch 220 | loss: 1.07 | time took: 35.74s | validation loss: 1.66
2018-05-22 01:39:15,308 | INFO : Epoch 230 | loss: 1.03 | time took: 35.74s | validation loss: 1.42
2018-05-22 01:45:14,980 | INFO : Epoch 240 | loss: 0.99 | time took: 35.74s | validation loss: 1.61
2018-05-22 01:51:14,620 | INFO : Epoch 250 | loss: 0.96 | time took: 35.75s | validation loss: 1.62
2018-05-22 01:57:14,393 | INFO : Epoch 260 | loss: 0.93 | time took: 35.77s | validation loss: 1.62
2018-05-22 02:03:14,071 | INFO : Epoch 270 | loss: 0.90 | time took: 35.74s | validation loss: 1.44
2018-05-22 02:09:13,792 | INFO : Epoch 280 | loss: 0.87 | time took: 35.72s | validation loss: 1.46
2018-05-22 02:15:13,610 | INFO : Epoch 290 | loss: 0.85 | time took: 35.74s | validation loss: 1.42
2018-05-22 02:21:13,266 | INFO : Epoch 300 | loss: 0.82 | time took: 35.71s | validation loss: 1.43
2018-05-22 02:27:12,882 | INFO : Epoch 310 | loss: 0.80 | time took: 35.72s | validation loss: 1.35
2018-05-22 02:33:12,594 | INFO : Epoch 320 | loss: 0.77 | time took: 35.74s | validation loss: 1.37
2018-05-22 02:39:12,318 | INFO : Epoch 330 | loss: 0.75 | time took: 35.77s | validation loss: 1.39
2018-05-22 02:45:12,019 | INFO : Epoch 340 | loss: 0.73 | time took: 35.73s | validation loss: 1.31
2018-05-22 02:51:11,750 | INFO : Epoch 350 | loss: 0.72 | time took: 35.73s | validation loss: 1.31
2018-05-22 02:57:11,543 | INFO : Epoch 360 | loss: 0.70 | time took: 35.77s | validation loss: 1.30
2018-05-22 03:03:11,245 | INFO : Epoch 370 | loss: 0.68 | time took: 35.75s | validation loss: 1.35
2018-05-22 03:09:11,014 | INFO : Epoch 380 | loss: 0.66 | time took: 35.75s | validation loss: 1.41
2018-05-22 03:15:10,679 | INFO : Epoch 390 | loss: 0.65 | time took: 35.78s | validation loss: 1.23
2018-05-22 03:21:10,452 | INFO : Epoch 400 | loss: 0.63 | time took: 35.75s | validation loss: 1.27
2018-05-22 03:27:10,181 | INFO : Epoch 410 | loss: 0.62 | time took: 35.74s | validation loss: 1.29
2018-05-22 03:33:09,969 | INFO : Epoch 420 | loss: 0.61 | time took: 35.76s | validation loss: 1.53
2018-05-22 03:39:09,623 | INFO : Epoch 430 | loss: 0.59 | time took: 35.75s | validation loss: 1.30
2018-05-22 03:45:09,352 | INFO : Epoch 440 | loss: 0.58 | time took: 35.75s | validation loss: 1.21
2018-05-22 03:51:09,114 | INFO : Epoch 450 | loss: 0.57 | time took: 35.75s | validation loss: 1.19
2018-05-22 03:57:08,791 | INFO : Epoch 460 | loss: 0.56 | time took: 35.75s | validation loss: 1.31
2018-05-22 04:03:08,443 | INFO : Epoch 470 | loss: 0.55 | time took: 35.74s | validation loss: 1.23
2018-05-22 04:09:08,183 | INFO : Epoch 480 | loss: 0.54 | time took: 35.72s | validation loss: 1.29
2018-05-22 04:15:07,952 | INFO : Epoch 490 | loss: 0.53 | time took: 35.75s | validation loss: 1.20
2018-05-22 04:21:07,653 | INFO : Epoch 500 | loss: 0.52 | time took: 35.77s | validation loss: 1.34
2018-05-22 04:27:07,376 | INFO : Epoch 510 | loss: 0.51 | time took: 35.75s | validation loss: 1.23
2018-05-22 04:33:07,091 | INFO : Epoch 520 | loss: 0.50 | time took: 35.76s | validation loss: 1.18
2018-05-22 04:39:06,828 | INFO : Epoch 530 | loss: 0.49 | time took: 35.72s | validation loss: 1.20
2018-05-22 04:45:06,603 | INFO : Epoch 540 | loss: 0.48 | time took: 35.72s | validation loss: 1.22
2018-05-22 04:51:06,387 | INFO : Epoch 550 | loss: 0.47 | time took: 35.75s | validation loss: 1.13
2018-05-22 04:57:06,085 | INFO : Epoch 560 | loss: 0.47 | time took: 35.74s | validation loss: 1.31
2018-05-22 05:03:05,763 | INFO : Epoch 570 | loss: 0.46 | time took: 35.72s | validation loss: 1.18
2018-05-22 05:09:05,425 | INFO : Epoch 580 | loss: 0.45 | time took: 35.73s | validation loss: 1.23
2018-05-22 05:15:05,079 | INFO : Epoch 590 | loss: 0.44 | time took: 35.76s | validation loss: 1.25
2018-05-22 05:21:04,808 | INFO : Epoch 600 | loss: 0.44 | time took: 35.74s | validation loss: 1.13
2018-05-22 05:27:05,493 | INFO : Epoch 610 | loss: 0.43 | time took: 36.69s | validation loss: 1.19
2018-05-22 05:33:05,340 | INFO : Epoch 620 | loss: 0.42 | time took: 35.78s | validation loss: 1.30
2018-05-22 05:39:05,086 | INFO : Epoch 630 | loss: 0.42 | time took: 35.77s | validation loss: 1.17
2018-05-22 05:45:04,836 | INFO : Epoch 640 | loss: 0.41 | time took: 35.75s | validation loss: 1.13
2018-05-22 05:51:04,560 | INFO : Epoch 650 | loss: 0.41 | time took: 35.76s | validation loss: 1.46
2018-05-22 05:57:04,246 | INFO : Epoch 660 | loss: 0.40 | time took: 35.74s | validation loss: 1.20
2018-05-22 06:03:03,979 | INFO : Epoch 670 | loss: 0.40 | time took: 35.72s | validation loss: 1.20
2018-05-22 06:09:03,723 | INFO : Epoch 680 | loss: 0.39 | time took: 35.77s | validation loss: 1.32
2018-05-22 06:15:03,939 | INFO : Epoch 690 | loss: 0.39 | time took: 36.06s | validation loss: 1.20
2018-05-22 06:21:03,765 | INFO : Epoch 700 | loss: 0.38 | time took: 35.74s | validation loss: 1.14
2018-05-22 06:27:10,825 | INFO : Epoch 710 | loss: 0.38 | time took: 35.75s | validation loss: 1.29
2018-05-22 06:33:11,480 | INFO : Epoch 720 | loss: 0.37 | time took: 35.84s | validation loss: 1.27
2018-05-22 06:39:11,291 | INFO : Epoch 730 | loss: 0.37 | time took: 35.73s | validation loss: 1.08
2018-05-22 06:45:11,051 | INFO : Epoch 740 | loss: 0.36 | time took: 35.75s | validation loss: 1.18
2018-05-22 06:51:10,881 | INFO : Epoch 750 | loss: 0.36 | time took: 35.76s | validation loss: 1.21
2018-05-22 06:57:10,555 | INFO : Epoch 760 | loss: 0.36 | time took: 35.76s | validation loss: 1.08
2018-05-22 07:03:10,301 | INFO : Epoch 770 | loss: 0.35 | time took: 35.73s | validation loss: 1.17
2018-05-22 07:09:09,985 | INFO : Epoch 780 | loss: 0.35 | time took: 35.76s | validation loss: 1.12
2018-05-22 07:15:09,667 | INFO : Epoch 790 | loss: 0.35 | time took: 35.76s | validation loss: 1.06
2018-05-22 07:21:09,435 | INFO : Epoch 800 | loss: 0.34 | time took: 35.75s | validation loss: 1.31
2018-05-22 07:27:09,241 | INFO : Epoch 810 | loss: 0.34 | time took: 35.76s | validation loss: 1.14
2018-05-22 07:33:09,018 | INFO : Epoch 820 | loss: 0.33 | time took: 35.77s | validation loss: 1.10
2018-05-22 07:39:08,915 | INFO : Epoch 830 | loss: 0.33 | time took: 35.77s | validation loss: 1.10
2018-05-22 07:45:08,680 | INFO : Epoch 840 | loss: 0.33 | time took: 35.75s | validation loss: 1.12
2018-05-22 07:51:08,405 | INFO : Epoch 850 | loss: 0.33 | time took: 35.76s | validation loss: 1.11
2018-05-22 07:57:08,134 | INFO : Epoch 860 | loss: 0.32 | time took: 35.74s | validation loss: 1.15
2018-05-22 08:03:07,928 | INFO : Epoch 870 | loss: 0.32 | time took: 35.74s | validation loss: 1.07
2018-05-22 08:09:07,663 | INFO : Epoch 880 | loss: 0.32 | time took: 35.74s | validation loss: 1.12
2018-05-22 08:15:07,460 | INFO : Epoch 890 | loss: 0.32 | time took: 35.74s | validation loss: 1.06
2018-05-22 08:21:07,242 | INFO : Epoch 900 | loss: 0.31 | time took: 35.76s | validation loss: 1.21
2018-05-22 08:27:07,015 | INFO : Epoch 910 | loss: 0.31 | time took: 35.73s | validation loss: 1.15
2018-05-22 08:33:06,726 | INFO : Epoch 920 | loss: 0.31 | time took: 35.71s | validation loss: 1.13
2018-05-22 08:39:06,562 | INFO : Epoch 930 | loss: 0.30 | time took: 35.73s | validation loss: 1.08
2018-05-22 08:45:06,346 | INFO : Epoch 940 | loss: 0.30 | time took: 35.77s | validation loss: 1.24
2018-05-22 08:51:05,953 | INFO : Epoch 950 | loss: 0.30 | time took: 35.71s | validation loss: 1.10
2018-05-22 08:57:05,694 | INFO : Epoch 960 | loss: 0.29 | time took: 35.74s | validation loss: 1.05
2018-05-22 09:03:05,528 | INFO : Epoch 970 | loss: 0.29 | time took: 35.74s | validation loss: 1.07
2018-05-22 09:09:05,218 | INFO : Epoch 980 | loss: 0.29 | time took: 35.73s | validation loss: 1.06
2018-05-22 09:15:04,966 | INFO : Epoch 990 | loss: 0.29 | time took: 35.73s | validation loss: 1.08
2018-05-22 09:21:04,777 | INFO : Epoch 1000 | loss: 0.29 | time took: 35.76s | validation loss: 1.09
2018-05-22 09:27:04,556 | INFO : Epoch 1010 | loss: 0.28 | time took: 35.74s | validation loss: 1.13
2018-05-22 09:33:04,155 | INFO : Epoch 1020 | loss: 0.29 | time took: 35.74s | validation loss: 1.02
2018-05-22 09:39:03,947 | INFO : Epoch 1030 | loss: 0.28 | time took: 35.75s | validation loss: 1.10
2018-05-22 09:45:03,714 | INFO : Epoch 1040 | loss: 0.28 | time took: 35.75s | validation loss: 1.03
2018-05-22 09:51:03,474 | INFO : Epoch 1050 | loss: 0.27 | time took: 35.73s | validation loss: 1.12
2018-05-22 09:57:03,143 | INFO : Epoch 1060 | loss: 0.27 | time took: 35.72s | validation loss: 1.13
2018-05-22 10:03:02,843 | INFO : Epoch 1070 | loss: 0.27 | time took: 35.74s | validation loss: 1.07
2018-05-22 10:09:02,634 | INFO : Epoch 1080 | loss: 0.27 | time took: 35.74s | validation loss: 1.07
2018-05-22 10:15:02,374 | INFO : Epoch 1090 | loss: 0.27 | time took: 35.76s | validation loss: 1.01
2018-05-22 10:21:02,116 | INFO : Epoch 1100 | loss: 0.27 | time took: 35.76s | validation loss: 1.02
2018-05-22 10:27:01,958 | INFO : Epoch 1110 | loss: 0.26 | time took: 35.73s | validation loss: 1.04
2018-05-22 10:33:01,670 | INFO : Epoch 1120 | loss: 0.26 | time took: 35.76s | validation loss: 1.13
2018-05-22 10:39:01,361 | INFO : Epoch 1130 | loss: 0.26 | time took: 35.73s | validation loss: 1.06
2018-05-22 10:45:01,092 | INFO : Epoch 1140 | loss: 0.26 | time took: 35.71s | validation loss: 1.02
2018-05-22 10:51:00,916 | INFO : Epoch 1150 | loss: 0.25 | time took: 35.74s | validation loss: 1.03
2018-05-22 10:57:00,703 | INFO : Epoch 1160 | loss: 0.25 | time took: 35.77s | validation loss: 1.00
2018-05-22 11:03:00,448 | INFO : Epoch 1170 | loss: 0.25 | time took: 35.75s | validation loss: 1.12
2018-05-22 11:09:00,200 | INFO : Epoch 1180 | loss: 0.25 | time took: 35.75s | validation loss: 1.06
2018-05-22 11:15:00,008 | INFO : Epoch 1190 | loss: 0.25 | time took: 35.71s | validation loss: 1.08
2018-05-22 11:20:59,736 | INFO : Epoch 1200 | loss: 0.25 | time took: 35.76s | validation loss: 1.03
2018-05-22 11:26:59,497 | INFO : Epoch 1210 | loss: 0.25 | time took: 35.82s | validation loss: 1.04
2018-05-22 11:32:59,316 | INFO : Epoch 1220 | loss: 0.24 | time took: 35.79s | validation loss: 1.05
2018-05-22 11:38:58,941 | INFO : Epoch 1230 | loss: 0.24 | time took: 35.74s | validation loss: 1.02
2018-05-22 11:44:58,646 | INFO : Epoch 1240 | loss: 0.25 | time took: 35.79s | validation loss: 1.02
2018-05-22 11:50:58,284 | INFO : Epoch 1250 | loss: 0.24 | time took: 35.72s | validation loss: 1.15
2018-05-22 11:56:57,940 | INFO : Epoch 1260 | loss: 0.24 | time took: 35.75s | validation loss: 1.05
2018-05-22 12:02:57,564 | INFO : Epoch 1270 | loss: 0.23 | time took: 35.76s | validation loss: 1.01
2018-05-22 12:08:57,387 | INFO : Epoch 1280 | loss: 0.24 | time took: 35.76s | validation loss: 1.02
2018-05-22 12:14:57,136 | INFO : Epoch 1290 | loss: 0.23 | time took: 35.74s | validation loss: 1.11
2018-05-22 12:20:56,802 | INFO : Epoch 1300 | loss: 0.23 | time took: 35.76s | validation loss: 1.06
2018-05-22 12:26:56,569 | INFO : Epoch 1310 | loss: 0.23 | time took: 35.78s | validation loss: 1.01
2018-05-22 12:32:56,311 | INFO : Epoch 1320 | loss: 0.23 | time took: 35.77s | validation loss: 1.02
2018-05-22 12:38:56,031 | INFO : Epoch 1330 | loss: 0.23 | time took: 35.73s | validation loss: 1.09
2018-05-22 12:44:55,692 | INFO : Epoch 1340 | loss: 0.23 | time took: 35.73s | validation loss: 1.02
2018-05-22 12:50:55,477 | INFO : Epoch 1350 | loss: 0.23 | time took: 35.77s | validation loss: 1.04
2018-05-22 12:56:55,315 | INFO : Epoch 1360 | loss: 0.22 | time took: 35.73s | validation loss: 1.05
2018-05-22 13:02:55,164 | INFO : Epoch 1370 | loss: 0.22 | time took: 35.77s | validation loss: 1.09
2018-05-22 13:08:54,885 | INFO : Epoch 1380 | loss: 0.22 | time took: 35.73s | validation loss: 0.99
2018-05-22 13:14:54,569 | INFO : Epoch 1390 | loss: 0.22 | time took: 35.77s | validation loss: 1.04
2018-05-22 13:20:54,344 | INFO : Epoch 1400 | loss: 0.22 | time took: 35.76s | validation loss: 0.99
2018-05-22 13:26:54,045 | INFO : Epoch 1410 | loss: 0.22 | time took: 35.75s | validation loss: 1.02
2018-05-22 13:32:53,774 | INFO : Epoch 1420 | loss: 0.22 | time took: 35.76s | validation loss: 1.10
2018-05-22 13:38:53,446 | INFO : Epoch 1430 | loss: 0.22 | time took: 35.72s | validation loss: 1.03
2018-05-22 13:44:53,213 | INFO : Epoch 1440 | loss: 0.22 | time took: 35.77s | validation loss: 1.00
2018-05-22 13:50:52,976 | INFO : Epoch 1450 | loss: 0.21 | time took: 35.72s | validation loss: 1.02
2018-05-22 13:56:52,754 | INFO : Epoch 1460 | loss: 0.21 | time took: 35.75s | validation loss: 1.02
2018-05-22 14:02:52,546 | INFO : Epoch 1470 | loss: 0.21 | time took: 35.74s | validation loss: 1.15
2018-05-22 14:08:52,236 | INFO : Epoch 1480 | loss: 0.21 | time took: 35.75s | validation loss: 0.99
2018-05-22 14:14:52,001 | INFO : Epoch 1490 | loss: 0.21 | time took: 35.75s | validation loss: 1.00
2018-05-22 14:20:51,712 | INFO : Epoch 1500 | loss: 0.21 | time took: 35.74s | validation loss: 1.04
2018-05-22 14:26:51,548 | INFO : Epoch 1510 | loss: 0.21 | time took: 35.74s | validation loss: 1.09
2018-05-22 14:32:51,359 | INFO : Epoch 1520 | loss: 0.21 | time took: 35.75s | validation loss: 1.02
2018-05-22 14:38:51,035 | INFO : Epoch 1530 | loss: 0.20 | time took: 35.73s | validation loss: 1.02
2018-05-22 14:44:50,850 | INFO : Epoch 1540 | loss: 0.20 | time took: 35.75s | validation loss: 1.00
2018-05-22 14:50:50,585 | INFO : Epoch 1550 | loss: 0.20 | time took: 35.75s | validation loss: 1.01
2018-05-22 14:56:50,300 | INFO : Epoch 1560 | loss: 0.20 | time took: 35.77s | validation loss: 0.99
2018-05-22 15:02:50,040 | INFO : Epoch 1570 | loss: 0.20 | time took: 35.74s | validation loss: 0.98
2018-05-22 15:08:49,761 | INFO : Epoch 1580 | loss: 0.20 | time took: 35.78s | validation loss: 1.04
2018-05-22 15:14:49,492 | INFO : Epoch 1590 | loss: 0.20 | time took: 35.74s | validation loss: 1.03
2018-05-22 15:20:49,328 | INFO : Epoch 1600 | loss: 0.20 | time took: 35.78s | validation loss: 1.05
2018-05-22 15:26:49,111 | INFO : Epoch 1610 | loss: 0.20 | time took: 35.75s | validation loss: 0.97
2018-05-22 15:32:48,929 | INFO : Epoch 1620 | loss: 0.20 | time took: 35.74s | validation loss: 1.07
2018-05-22 15:38:48,664 | INFO : Epoch 1630 | loss: 0.19 | time took: 35.74s | validation loss: 0.99
2018-05-22 15:44:48,375 | INFO : Epoch 1640 | loss: 0.19 | time took: 35.73s | validation loss: 1.00
2018-05-22 15:50:48,054 | INFO : Epoch 1650 | loss: 0.19 | time took: 35.74s | validation loss: 1.01
2018-05-22 15:56:47,765 | INFO : Epoch 1660 | loss: 0.19 | time took: 35.75s | validation loss: 0.98
2018-05-22 16:02:47,489 | INFO : Epoch 1670 | loss: 0.19 | time took: 35.76s | validation loss: 1.02
2018-05-22 16:08:47,221 | INFO : Epoch 1680 | loss: 0.19 | time took: 35.74s | validation loss: 1.01
2018-05-22 16:14:46,892 | INFO : Epoch 1690 | loss: 0.19 | time took: 35.76s | validation loss: 1.00
2018-05-22 16:20:46,691 | INFO : Epoch 1700 | loss: 0.19 | time took: 35.73s | validation loss: 0.99
2018-05-22 16:26:46,370 | INFO : Epoch 1710 | loss: 0.19 | time took: 35.76s | validation loss: 1.01
2018-05-22 16:32:46,141 | INFO : Epoch 1720 | loss: 0.18 | time took: 35.73s | validation loss: 0.99
2018-05-22 16:38:45,969 | INFO : Epoch 1730 | loss: 0.18 | time took: 35.76s | validation loss: 1.02
2018-05-22 16:44:45,684 | INFO : Epoch 1740 | loss: 0.18 | time took: 35.71s | validation loss: 0.99
2018-05-22 16:50:45,548 | INFO : Epoch 1750 | loss: 0.18 | time took: 35.72s | validation loss: 1.09
2018-05-22 16:56:45,339 | INFO : Epoch 1760 | loss: 0.19 | time took: 35.74s | validation loss: 1.03
2018-05-22 17:02:45,054 | INFO : Epoch 1770 | loss: 0.18 | time took: 35.77s | validation loss: 1.09
2018-05-22 17:08:44,781 | INFO : Epoch 1780 | loss: 0.18 | time took: 35.72s | validation loss: 1.02
2018-05-22 17:14:44,530 | INFO : Epoch 1790 | loss: 0.18 | time took: 35.76s | validation loss: 0.97
2018-05-22 17:20:44,185 | INFO : Epoch 1800 | loss: 0.18 | time took: 35.76s | validation loss: 1.04
2018-05-22 17:26:43,990 | INFO : Epoch 1810 | loss: 0.18 | time took: 35.74s | validation loss: 1.00
2018-05-22 17:32:43,760 | INFO : Epoch 1820 | loss: 0.18 | time took: 35.80s | validation loss: 0.97
2018-05-22 17:38:43,442 | INFO : Epoch 1830 | loss: 0.17 | time took: 35.73s | validation loss: 1.00
2018-05-22 17:44:43,106 | INFO : Epoch 1840 | loss: 0.18 | time took: 35.73s | validation loss: 0.98
2018-05-22 17:50:42,904 | INFO : Epoch 1850 | loss: 0.18 | time took: 35.77s | validation loss: 1.08
2018-05-22 17:56:42,537 | INFO : Epoch 1860 | loss: 0.17 | time took: 35.76s | validation loss: 0.98
2018-05-22 18:02:42,197 | INFO : Epoch 1870 | loss: 0.17 | time took: 35.74s | validation loss: 0.97
2018-05-22 18:08:41,974 | INFO : Epoch 1880 | loss: 0.17 | time took: 35.77s | validation loss: 0.98
2018-05-22 18:14:41,822 | INFO : Epoch 1890 | loss: 0.17 | time took: 35.76s | validation loss: 0.98
2018-05-22 18:20:41,628 | INFO : Epoch 1900 | loss: 0.17 | time took: 35.76s | validation loss: 1.00
2018-05-22 18:26:41,282 | INFO : Epoch 1910 | loss: 0.17 | time took: 35.76s | validation loss: 1.01
2018-05-22 18:32:41,091 | INFO : Epoch 1920 | loss: 0.17 | time took: 35.73s | validation loss: 1.00
2018-05-22 18:38:40,897 | INFO : Epoch 1930 | loss: 0.17 | time took: 35.76s | validation loss: 0.99
2018-05-22 18:44:40,612 | INFO : Epoch 1940 | loss: 0.17 | time took: 35.72s | validation loss: 1.16
2018-05-22 18:50:40,350 | INFO : Epoch 1950 | loss: 0.16 | time took: 35.74s | validation loss: 1.08
2018-05-22 18:56:40,122 | INFO : Epoch 1960 | loss: 0.16 | time took: 35.76s | validation loss: 1.02
2018-05-22 19:02:39,941 | INFO : Epoch 1970 | loss: 0.16 | time took: 35.80s | validation loss: 0.98
2018-05-22 19:08:39,651 | INFO : Epoch 1980 | loss: 0.16 | time took: 35.74s | validation loss: 0.97
2018-05-22 19:14:39,389 | INFO : Epoch 1990 | loss: 0.16 | time took: 35.73s | validation loss: 0.97
2018-05-22 19:20:01,227 | INFO : Total time took: 19.99hrs 2018-05-22 19:20:01,381 | INFO : Done saving model for policy 0