ted_expressive_original.log

2021-04-09 12:47:38,134: PyTorch version: 1.1.0
2021-04-09 12:47:38,139: CUDA version: 9.0.176
2021-04-09 12:47:38,147: 1 GPUs, default cuda:0
2021-04-09 12:47:38,153: {'GAN_noise_size': 0,
 'batch_size': 64,
 'config': 'config/three_decoder.yml',
 'cos_loss_weight': 0.3,
 'discriminator_lr_weight': 0.2,
 'dropout_prob': 0.3,
 'epochs': 180,
 'eval_net_path': 'output/AE-cos1e-3/checkpoint_best.bin',
 'freeze_wordembed': False,
 'g_update_step': 5,
 'hidden_size': 300,
 'input_context': 'both',
 'learning_rate': 0.0005,
 'loader_workers': 16,
 'loss_gan_weight': 5.0,
 'loss_kld_weight': 0.1,
 'loss_reg_weight': 0.05,
 'loss_regression_weight': 166.7,
 'loss_warmup': 10,
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 'model': 'multimodal_context',
 'model_save_path': 'output/six-separate-test2-huber166',
 'motion_loss_weight': 900.0,
 'motion_resampling_framerate': 15,
 'mse_loss_weight': 60000.0,
 'n_layers': 4,
 'n_poses': 34,
 'n_pre_poses': 4,
 'name': 'six-separate',
 'pose_representation': '3d_vec',
 'random_seed': -1,
 'save_result_video': True,
 'static_loss_weight': 0.0,
 'subdivision_stride': 30,
 'test_data_path': ['/mnt/lustressd/share/liuxian/complex_dataset/test'],
 'train_data_path': ['/mnt/lustressd/share/liuxian/complex_dataset/train'],
 'val_data_path': ['/mnt/lustressd/share/liuxian/complex_dataset/val'],
 'wordembed_dim': 300,
 'wordembed_path': 'data/fasttext/crawl-300d-2M-subword.bin',
 'z_type': 'speaker'}
2021-04-09 12:47:38,154: Reading data '/mnt/lustressd/share/liuxian/complex_dataset/train'...
2021-04-09 12:47:38,154: Found the cache /mnt/lustressd/share/liuxian/complex_dataset/train_cache
2021-04-09 12:47:38,167: Reading data '/mnt/lustressd/share/liuxian/complex_dataset/val'...
2021-04-09 12:47:38,168: Found the cache /mnt/lustressd/share/liuxian/complex_dataset/val_cache
2021-04-09 12:47:38,173: Reading data '/mnt/lustressd/share/liuxian/complex_dataset/test'...
2021-04-09 12:47:38,174: Found the cache /mnt/lustressd/share/liuxian/complex_dataset/test_cache
2021-04-09 12:47:38,177:   building a language model...
2021-04-09 12:47:38,178:     loaded from /mnt/lustressd/share/liuxian/complex_dataset/vocab_cache.pkl
2021-04-09 12:49:47,243: [VAL] loss: 0.309, joint mae: 0.11998, accel diff: 0.02742, FGD: 215.966, feat_D: 131.304 / 118.5s
2021-04-09 12:49:47,266:   *** BEST VALIDATION LOSS: 215.966
2021-04-09 12:49:48,608: Saved the checkpoint
2021-04-09 12:51:14,103: saved sample videos, took 85.5s
2021-04-09 13:03:28,401: EP 0 (864) |  15m 50s, 84 samples/s | loss: 41.223, KLD: 0.008, DIV_REG: -38.566, 
2021-04-09 13:15:14,412: EP 0 (1728) |  27m 36s, 80 samples/s | loss: 38.757, KLD: 0.006, DIV_REG: -39.331, 
2021-04-09 13:27:11,121: EP 0 (2592) |  39m 32s, 86 samples/s | loss: 38.088, KLD: 0.006, DIV_REG: -39.970, 
2021-04-09 13:39:08,438: EP 0 (3456) |  51m 30s, 72 samples/s | loss: 37.677, KLD: 0.007, DIV_REG: -40.335, 
2021-04-09 13:51:02,247: EP 0 (4320) |  63m 23s, 81 samples/s | loss: 37.374, KLD: 0.009, DIV_REG: -40.358, 
2021-04-09 13:52:49,803: [VAL] loss: 0.270, joint mae: 0.10278, accel diff: 0.02884, FGD: 63.445, feat_D: 126.818 / 104.0s
2021-04-09 13:52:49,808:   *** BEST VALIDATION LOSS: 63.445
2021-04-09 13:52:52,684: Saved the checkpoint
2021-04-09 14:04:49,417: EP 1 (864) |  77m 11s, 86 samples/s | loss: 37.149, KLD: 0.009, DIV_REG: -40.112, 
2021-04-09 14:16:39,101: EP 1 (1728) |   89m 0s, 73 samples/s | loss: 36.850, KLD: 0.011, DIV_REG: -39.506, 
2021-04-09 14:28:29,168: EP 1 (2592) | 100m 50s, 85 samples/s | loss: 36.745, KLD: 0.013, DIV_REG: -38.778, 
2021-04-09 14:40:25,348: EP 1 (3456) | 112m 47s, 81 samples/s | loss: 36.470, KLD: 0.017, DIV_REG: -37.887, 
2021-04-09 14:52:20,835: EP 1 (4320) | 124m 42s, 71 samples/s | loss: 36.083, KLD: 0.021, DIV_REG: -36.897, 
2021-04-09 14:54:22,308: [VAL] loss: 0.265, joint mae: 0.09918, accel diff: 0.02908, FGD: 57.386, feat_D: 129.037 / 116.7s
2021-04-09 14:54:22,339:   *** BEST VALIDATION LOSS: 57.386
2021-04-09 14:54:24,584: Saved the checkpoint
2021-04-09 15:06:14,785: EP 2 (864) | 138m 36s, 74 samples/s | loss: 35.731, KLD: 0.025, DIV_REG: -35.997, 
2021-04-09 15:18:08,032: EP 2 (1728) | 150m 29s, 89 samples/s | loss: 35.313, KLD: 0.029, DIV_REG: -34.941, 
2021-04-09 15:29:57,188: EP 2 (2592) | 162m 18s, 84 samples/s | loss: 34.944, KLD: 0.032, DIV_REG: -34.099, 
2021-04-09 15:41:49,549: EP 2 (3456) | 174m 11s, 77 samples/s | loss: 34.579, KLD: 0.036, DIV_REG: -33.171, 
2021-04-09 15:53:53,053: EP 2 (4320) | 186m 14s, 89 samples/s | loss: 34.203, KLD: 0.039, DIV_REG: -32.277, 
2021-04-09 15:56:06,094: [VAL] loss: 0.262, joint mae: 0.09814, accel diff: 0.02920, FGD: 55.690, feat_D: 127.004 / 130.2s
2021-04-09 15:56:06,121:   *** BEST VALIDATION LOSS: 55.690
2021-04-09 15:56:08,435: Saved the checkpoint
2021-04-09 16:07:41,510: EP 3 (864) |  200m 3s, 89 samples/s | loss: 33.567, KLD: 0.041, DIV_REG: -31.552, 
2021-04-09 16:19:19,944: EP 3 (1728) | 211m 41s, 89 samples/s | loss: 33.376, KLD: 0.043, DIV_REG: -30.676, 
2021-04-09 16:31:02,956: EP 3 (2592) | 223m 24s, 75 samples/s | loss: 33.046, KLD: 0.045, DIV_REG: -29.860, 
2021-04-09 16:42:48,864: EP 3 (3456) | 235m 10s, 87 samples/s | loss: 32.854, KLD: 0.046, DIV_REG: -29.415, 
2021-04-09 16:54:47,059: EP 3 (4320) |  247m 8s, 84 samples/s | loss: 32.558, KLD: 0.047, DIV_REG: -28.828, 
2021-04-09 16:56:58,281: [VAL] loss: 0.257, joint mae: 0.09846, accel diff: 0.02892, FGD: 52.363, feat_D: 126.924 / 128.2s
2021-04-09 16:56:58,286:   *** BEST VALIDATION LOSS: 52.363
2021-04-09 16:56:59,660: Saved the checkpoint
2021-04-09 17:08:35,688: EP 4 (864) | 260m 57s, 76 samples/s | loss: 31.816, KLD: 0.047, DIV_REG: -28.107, 
2021-04-09 17:20:15,889: EP 4 (1728) | 272m 37s, 83 samples/s | loss: 31.774, KLD: 0.049, DIV_REG: -27.826, 
2021-04-09 17:32:04,196: EP 4 (2592) | 284m 25s, 80 samples/s | loss: 31.664, KLD: 0.049, DIV_REG: -27.637, 
2021-04-09 17:43:49,098: EP 4 (3456) | 296m 10s, 82 samples/s | loss: 31.454, KLD: 0.051, DIV_REG: -27.501, 
2021-04-09 17:55:55,209: EP 4 (4320) | 308m 16s, 89 samples/s | loss: 31.527, KLD: 0.050, DIV_REG: -27.559, 
2021-04-09 17:57:51,660: [VAL] loss: 0.264, joint mae: 0.10037, accel diff: 0.02891, FGD: 50.374, feat_D: 128.412 / 113.5s
2021-04-09 17:57:51,685:   *** BEST VALIDATION LOSS: 50.374
2021-04-09 17:57:53,405: Saved the checkpoint
2021-04-09 18:09:46,029: EP 5 (864) |  322m 7s, 87 samples/s | loss: 30.673, KLD: 0.051, DIV_REG: -27.261, 
2021-04-09 18:21:18,012: EP 5 (1728) | 333m 39s, 86 samples/s | loss: 30.787, KLD: 0.053, DIV_REG: -27.467, 
2021-04-09 18:33:10,074: EP 5 (2592) | 345m 31s, 24 samples/s | loss: 30.857, KLD: 0.053, DIV_REG: -27.687, 
2021-04-09 18:44:46,539: EP 5 (3456) |  357m 8s, 81 samples/s | loss: 30.845, KLD: 0.052, DIV_REG: -27.854, 
2021-04-09 18:56:49,343: EP 5 (4320) | 369m 11s, 84 samples/s | loss: 30.859, KLD: 0.053, DIV_REG: -27.982, 
2021-04-09 18:58:37,402: [VAL] loss: 0.261, joint mae: 0.09866, accel diff: 0.02882, FGD: 48.600, feat_D: 127.803 / 105.6s
2021-04-09 18:58:37,406:   *** BEST VALIDATION LOSS: 48.600
2021-04-09 18:58:38,776: Saved the checkpoint
2021-04-09 19:10:17,647: EP 6 (864) | 382m 39s, 79 samples/s | loss: 30.163, KLD: 0.054, DIV_REG: -28.038, 
2021-04-09 19:22:06,518: EP 6 (1728) | 394m 28s, 74 samples/s | loss: 30.180, KLD: 0.054, DIV_REG: -28.162, 
2021-04-09 19:33:46,812: EP 6 (2592) |  406m 8s, 73 samples/s | loss: 30.281, KLD: 0.056, DIV_REG: -28.391, 
2021-04-09 19:45:34,567: EP 6 (3456) | 417m 56s, 78 samples/s | loss: 30.337, KLD: 0.056, DIV_REG: -28.460, 
2021-04-09 19:57:58,942: EP 6 (4320) | 430m 20s, 22 samples/s | loss: 30.299, KLD: 0.056, DIV_REG: -28.633, 
2021-04-09 19:59:46,758: [VAL] loss: 0.263, joint mae: 0.09976, accel diff: 0.02882, FGD: 48.553, feat_D: 128.630 / 105.2s
2021-04-09 19:59:46,761:   *** BEST VALIDATION LOSS: 48.553
2021-04-09 19:59:48,130: Saved the checkpoint
2021-04-09 20:11:31,345: EP 7 (864) | 443m 53s, 82 samples/s | loss: 29.638, KLD: 0.057, DIV_REG: -28.779, 
2021-04-09 20:23:17,918: EP 7 (1728) | 455m 39s, 85 samples/s | loss: 29.747, KLD: 0.058, DIV_REG: -29.066, 
2021-04-09 20:35:03,870: EP 7 (2592) | 467m 25s, 78 samples/s | loss: 29.853, KLD: 0.059, DIV_REG: -29.296, 
2021-04-09 20:46:56,218: EP 7 (3456) | 479m 17s, 72 samples/s | loss: 29.791, KLD: 0.059, DIV_REG: -29.549, 
2021-04-09 20:59:18,050: EP 7 (4320) | 491m 39s, 88 samples/s | loss: 29.936, KLD: 0.060, DIV_REG: -29.699, 
2021-04-09 21:01:09,419: [VAL] loss: 0.264, joint mae: 0.10036, accel diff: 0.02890, FGD: 47.219, feat_D: 129.305 / 108.9s
2021-04-09 21:01:09,422:   *** BEST VALIDATION LOSS: 47.219
2021-04-09 21:01:11,264: Saved the checkpoint
2021-04-09 21:12:43,770: EP 8 (864) |  505m 5s, 86 samples/s | loss: 29.261, KLD: 0.060, DIV_REG: -29.789, 
2021-04-09 21:24:37,667: EP 8 (1728) | 516m 59s, 84 samples/s | loss: 29.353, KLD: 0.063, DIV_REG: -29.900, 
2021-04-09 21:36:26,159: EP 8 (2592) | 528m 47s, 76 samples/s | loss: 29.497, KLD: 0.063, DIV_REG: -30.118, 
2021-04-09 21:48:32,120: EP 8 (3456) | 540m 53s, 66 samples/s | loss: 29.493, KLD: 0.062, DIV_REG: -30.378, 
2021-04-09 22:00:39,379: EP 8 (4320) |  553m 1s, 86 samples/s | loss: 29.488, KLD: 0.062, DIV_REG: -30.415, 
2021-04-09 22:02:19,180: [VAL] loss: 0.266, joint mae: 0.10116, accel diff: 0.02907, FGD: 43.356, feat_D: 130.472 / 97.0s
2021-04-09 22:02:19,184:   *** BEST VALIDATION LOSS: 43.356
2021-04-09 22:02:20,401: Saved the checkpoint
2021-04-09 22:14:04,677: EP 9 (864) | 566m 26s, 85 samples/s | loss: 28.874, KLD: 0.063, DIV_REG: -30.484, 
2021-04-09 22:25:48,150: EP 9 (1728) |  578m 9s, 73 samples/s | loss: 29.117, KLD: 0.064, DIV_REG: -30.845, 
2021-04-09 22:37:44,222: EP 9 (2592) |  590m 5s, 90 samples/s | loss: 29.103, KLD: 0.065, DIV_REG: -31.028, 
2021-04-09 22:49:47,331: EP 9 (3456) |  602m 9s, 81 samples/s | loss: 29.259, KLD: 0.065, DIV_REG: -31.234, 
2021-04-09 23:01:58,164: EP 9 (4320) | 614m 19s, 76 samples/s | loss: 29.150, KLD: 0.065, DIV_REG: -31.334, 
2021-04-09 23:03:41,450: [VAL] loss: 0.266, joint mae: 0.10217, accel diff: 0.02904, FGD: 44.855, feat_D: 130.425 / 100.6s
2021-04-09 23:03:41,466:   best validation loss so far: 43.356 at EPOCH 9
2021-04-09 23:03:42,994: Saved the checkpoint
2021-04-09 23:07:07,396: saved sample videos, took 204.4s
2021-04-09 23:18:58,416: EP 10 (864) | 631m 20s, 94 samples/s | loss: 28.563, KLD: 0.066, DIV_REG: -31.306, 
2021-04-09 23:30:49,866: EP 10 (1728) | 643m 11s, 81 samples/s | loss: 28.708, KLD: 0.068, DIV_REG: -31.715, 
2021-04-09 23:42:47,713: EP 10 (2592) |  655m 9s, 86 samples/s | loss: 28.855, KLD: 0.068, DIV_REG: -31.811, 
2021-04-09 23:54:52,282: EP 10 (3456) | 667m 14s, 81 samples/s | loss: 28.928, KLD: 0.068, DIV_REG: -31.948, 
2021-04-10 00:06:56,807: EP 10 (4320) | 679m 18s, 79 samples/s | loss: 29.008, KLD: 0.068, DIV_REG: -32.003, 
2021-04-10 00:08:33,968: [VAL] loss: 0.267, joint mae: 0.10259, accel diff: 0.02914, FGD: 43.444, feat_D: 131.314 / 94.3s
2021-04-10 00:08:33,971:   best validation loss so far: 43.356 at EPOCH 9
2021-04-10 00:23:42,501: EP 11 (864) |  696m 4s, 64 samples/s | loss: 29.199, gen: 3.987, dis: 1.307, KLD: 0.069, DIV_REG: -32.706, 
2021-04-10 00:39:06,811: EP 11 (1728) | 711m 28s, 65 samples/s | loss: 29.538, gen: 3.951, dis: 1.314, KLD: 0.069, DIV_REG: -33.188, 
2021-04-10 00:54:26,895: EP 11 (2592) | 726m 48s, 66 samples/s | loss: 29.809, gen: 3.847, dis: 1.331, KLD: 0.069, DIV_REG: -33.515, 
2021-04-10 01:09:47,630: EP 11 (3456) |  742m 9s, 61 samples/s | loss: 30.169, gen: 3.835, dis: 1.338, KLD: 0.071, DIV_REG: -34.180, 
2021-04-10 01:25:17,036: EP 11 (4320) | 757m 38s, 66 samples/s | loss: 30.261, gen: 3.825, dis: 1.340, KLD: 0.071, DIV_REG: -34.142, 
2021-04-10 01:27:08,199: [VAL] loss: 0.271, joint mae: 0.10207, accel diff: 0.03512, FGD: 13.250, feat_D: 138.888 / 108.1s
2021-04-10 01:27:08,209:   *** BEST VALIDATION LOSS: 13.250
2021-04-10 01:27:09,378: Saved the checkpoint
2021-04-10 01:42:21,706: EP 12 (864) | 774m 43s, 60 samples/s | loss: 29.691, gen: 3.789, dis: 1.343, KLD: 0.072, DIV_REG: -34.283, 
2021-04-10 01:57:38,010: EP 12 (1728) | 789m 59s, 41 samples/s | loss: 29.800, gen: 3.752, dis: 1.350, KLD: 0.073, DIV_REG: -34.382, 
2021-04-10 02:12:51,334: EP 12 (2592) | 805m 13s, 70 samples/s | loss: 29.873, gen: 3.774, dis: 1.346, KLD: 0.072, DIV_REG: -34.518, 
2021-04-10 02:28:10,378: EP 12 (3456) | 820m 32s, 57 samples/s | loss: 30.015, gen: 3.734, dis: 1.350, KLD: 0.073, DIV_REG: -34.625, 
2021-04-10 02:43:46,178: EP 12 (4320) |  836m 7s, 64 samples/s | loss: 30.151, gen: 3.735, dis: 1.351, KLD: 0.074, DIV_REG: -35.030, 
2021-04-10 02:45:38,779: [VAL] loss: 0.273, joint mae: 0.10133, accel diff: 0.03402, FGD: 9.156, feat_D: 141.424 / 109.4s
2021-04-10 02:45:38,793:   *** BEST VALIDATION LOSS: 9.156
2021-04-10 02:45:40,079: Saved the checkpoint
2021-04-10 03:01:03,362: EP 13 (864) | 853m 25s, 56 samples/s | loss: 29.540, gen: 3.700, dis: 1.356, KLD: 0.074, DIV_REG: -35.192, 
2021-04-10 03:16:14,612: EP 13 (1728) | 868m 36s, 56 samples/s | loss: 29.689, gen: 3.717, dis: 1.354, KLD: 0.075, DIV_REG: -35.364, 
2021-04-10 03:31:36,796: EP 13 (2592) | 883m 58s, 59 samples/s | loss: 29.728, gen: 3.715, dis: 1.353, KLD: 0.075, DIV_REG: -35.381, 
2021-04-10 03:47:11,273: EP 13 (3456) | 899m 33s, 66 samples/s | loss: 29.908, gen: 3.731, dis: 1.353, KLD: 0.076, DIV_REG: -35.470, 
2021-04-10 04:02:42,084: EP 13 (4320) |  915m 3s, 71 samples/s | loss: 29.795, gen: 3.721, dis: 1.354, KLD: 0.077, DIV_REG: -35.338, 
2021-04-10 04:04:41,272: [VAL] loss: 0.276, joint mae: 0.10356, accel diff: 0.03423, FGD: 8.762, feat_D: 142.852 / 116.1s
2021-04-10 04:04:41,276:   *** BEST VALIDATION LOSS: 8.762
2021-04-10 04:04:42,548: Saved the checkpoint
2021-04-10 04:19:54,654: EP 14 (864) | 932m 16s, 67 samples/s | loss: 29.330, gen: 3.724, dis: 1.353, KLD: 0.076, DIV_REG: -35.504, 
2021-04-10 04:35:16,984: EP 14 (1728) | 947m 38s, 59 samples/s | loss: 29.490, gen: 3.742, dis: 1.350, KLD: 0.077, DIV_REG: -35.570, 
2021-04-10 04:50:42,974: EP 14 (2592) |  963m 4s, 61 samples/s | loss: 29.543, gen: 3.802, dis: 1.345, KLD: 0.078, DIV_REG: -35.563, 
2021-04-10 05:06:04,126: EP 14 (3456) | 978m 25s, 64 samples/s | loss: 29.759, gen: 3.814, dis: 1.344, KLD: 0.078, DIV_REG: -35.762, 
2021-04-10 05:21:40,718: EP 14 (4320) |  994m 2s, 62 samples/s | loss: 29.675, gen: 3.787, dis: 1.347, KLD: 0.078, DIV_REG: -35.756, 
2021-04-10 05:23:35,212: [VAL] loss: 0.277, joint mae: 0.10441, accel diff: 0.03601, FGD: 8.132, feat_D: 143.057 / 111.5s
2021-04-10 05:23:35,217:   *** BEST VALIDATION LOSS: 8.132
2021-04-10 05:23:36,961: Saved the checkpoint
2021-04-10 05:39:07,335: EP 15 (864) | 1011m 29s, 59 samples/s | loss: 29.249, gen: 3.781, dis: 1.348, KLD: 0.080, DIV_REG: -35.875, 
2021-04-10 05:54:24,076: EP 15 (1728) | 1026m 45s, 63 samples/s | loss: 29.225, gen: 3.775, dis: 1.348, KLD: 0.081, DIV_REG: -35.770, 
2021-04-10 06:09:35,669: EP 15 (2592) | 1041m 57s, 69 samples/s | loss: 29.415, gen: 3.758, dis: 1.349, KLD: 0.081, DIV_REG: -35.974, 
2021-04-10 06:24:52,634: EP 15 (3456) | 1057m 14s, 56 samples/s | loss: 29.521, gen: 3.755, dis: 1.350, KLD: 0.081, DIV_REG: -36.106, 
2021-04-10 06:40:38,583: EP 15 (4320) | 1073m 0s, 61 samples/s | loss: 29.682, gen: 3.775, dis: 1.347, KLD: 0.081, DIV_REG: -36.266, 
2021-04-10 06:42:38,437: [VAL] loss: 0.278, joint mae: 0.10440, accel diff: 0.03681, FGD: 6.087, feat_D: 145.629 / 116.7s
2021-04-10 06:42:38,441:   *** BEST VALIDATION LOSS: 6.087
2021-04-10 06:42:39,736: Saved the checkpoint
2021-04-10 06:57:49,211: EP 16 (864) | 1090m 10s, 64 samples/s | loss: 29.146, gen: 3.759, dis: 1.350, KLD: 0.082, DIV_REG: -36.178, 
2021-04-10 07:13:02,670: EP 16 (1728) | 1105m 24s, 57 samples/s | loss: 29.228, gen: 3.756, dis: 1.350, KLD: 0.080, DIV_REG: -36.071, 
2021-04-10 07:28:27,323: EP 16 (2592) | 1120m 49s, 55 samples/s | loss: 29.215, gen: 3.763, dis: 1.347, KLD: 0.081, DIV_REG: -36.132, 
2021-04-10 07:43:49,245: EP 16 (3456) | 1136m 10s, 69 samples/s | loss: 29.268, gen: 3.782, dis: 1.348, KLD: 0.083, DIV_REG: -36.216, 
2021-04-10 07:59:14,038: EP 16 (4320) | 1151m 35s, 69 samples/s | loss: 29.434, gen: 3.764, dis: 1.349, KLD: 0.083, DIV_REG: -36.430, 
2021-04-10 08:01:13,471: [VAL] loss: 0.276, joint mae: 0.10358, accel diff: 0.03594, FGD: 5.894, feat_D: 143.802 / 116.0s
2021-04-10 08:01:13,475:   *** BEST VALIDATION LOSS: 5.894
2021-04-10 08:01:15,231: Saved the checkpoint
2021-04-10 08:16:31,981: EP 17 (864) | 1168m 53s, 63 samples/s | loss: 28.963, gen: 3.792, dis: 1.345, KLD: 0.084, DIV_REG: -36.488, 
2021-04-10 08:31:53,885: EP 17 (1728) | 1184m 15s, 65 samples/s | loss: 29.067, gen: 3.780, dis: 1.347, KLD: 0.084, DIV_REG: -36.694, 
2021-04-10 08:47:06,378: EP 17 (2592) | 1199m 28s, 64 samples/s | loss: 29.199, gen: 3.775, dis: 1.347, KLD: 0.085, DIV_REG: -36.609, 
2021-04-10 09:02:25,572: EP 17 (3456) | 1214m 47s, 64 samples/s | loss: 29.204, gen: 3.788, dis: 1.347, KLD: 0.086, DIV_REG: -36.649, 
2021-04-10 09:17:53,183: EP 17 (4320) | 1230m 14s, 71 samples/s | loss: 29.301, gen: 3.794, dis: 1.346, KLD: 0.085, DIV_REG: -36.662, 
2021-04-10 09:19:50,416: [VAL] loss: 0.275, joint mae: 0.10225, accel diff: 0.03498, FGD: 6.385, feat_D: 142.944 / 114.3s
2021-04-10 09:19:50,431:   best validation loss so far: 5.894 at EPOCH 17
2021-04-10 09:35:17,304: EP 18 (864) | 1247m 39s, 57 samples/s | loss: 28.888, gen: 3.786, dis: 1.344, KLD: 0.084, DIV_REG: -36.733, 
2021-04-10 09:50:32,253: EP 18 (1728) | 1262m 53s, 65 samples/s | loss: 29.031, gen: 3.782, dis: 1.347, KLD: 0.085, DIV_REG: -36.844, 
2021-04-10 10:05:50,533: EP 18 (2592) | 1278m 12s, 76 samples/s | loss: 29.099, gen: 3.803, dis: 1.343, KLD: 0.087, DIV_REG: -36.921, 
2021-04-10 10:20:55,486: EP 18 (3456) | 1293m 17s, 58 samples/s | loss: 29.183, gen: 3.791, dis: 1.345, KLD: 0.087, DIV_REG: -36.885, 
2021-04-10 10:36:36,879: EP 18 (4320) | 1308m 58s, 71 samples/s | loss: 29.326, gen: 3.797, dis: 1.344, KLD: 0.088, DIV_REG: -37.054, 
2021-04-10 10:38:34,674: [VAL] loss: 0.277, joint mae: 0.10398, accel diff: 0.03620, FGD: 5.537, feat_D: 144.246 / 114.1s
2021-04-10 10:38:34,678:   *** BEST VALIDATION LOSS: 5.537
2021-04-10 10:38:36,108: Saved the checkpoint
2021-04-10 10:53:50,601: EP 19 (864) | 1326m 12s, 66 samples/s | loss: 28.794, gen: 3.799, dis: 1.345, KLD: 0.087, DIV_REG: -36.987, 
2021-04-10 11:09:13,183: EP 19 (1728) | 1341m 34s, 67 samples/s | loss: 28.961, gen: 3.810, dis: 1.342, KLD: 0.087, DIV_REG: -37.057, 
2021-04-10 11:24:30,338: EP 19 (2592) | 1356m 52s, 52 samples/s | loss: 29.120, gen: 3.795, dis: 1.344, KLD: 0.088, DIV_REG: -37.264, 
2021-04-10 11:39:58,165: EP 19 (3456) | 1372m 19s, 58 samples/s | loss: 29.203, gen: 3.805, dis: 1.341, KLD: 0.088, DIV_REG: -37.357, 
2021-04-10 11:55:30,045: EP 19 (4320) | 1387m 51s, 64 samples/s | loss: 29.214, gen: 3.821, dis: 1.341, KLD: 0.089, DIV_REG: -37.323, 
2021-04-10 11:57:23,706: [VAL] loss: 0.278, joint mae: 0.10454, accel diff: 0.03639, FGD: 5.500, feat_D: 143.248 / 110.8s
2021-04-10 11:57:23,712:   *** BEST VALIDATION LOSS: 5.500
2021-04-10 11:57:25,090: Saved the checkpoint
2021-04-10 12:01:22,514: saved sample videos, took 237.4s
2021-04-10 12:16:06,979: EP 20 (864) | 1408m 28s, 61 samples/s | loss: 28.865, gen: 3.803, dis: 1.342, KLD: 0.089, DIV_REG: -37.334, 
2021-04-10 12:31:33,125: EP 20 (1728) | 1423m 54s, 71 samples/s | loss: 28.990, gen: 3.809, dis: 1.341, KLD: 0.089, DIV_REG: -37.409, 
2021-04-10 12:46:52,043: EP 20 (2592) | 1439m 13s, 64 samples/s | loss: 29.085, gen: 3.822, dis: 1.340, KLD: 0.089, DIV_REG: -37.492, 
2021-04-10 13:02:15,895: EP 20 (3456) | 1454m 37s, 66 samples/s | loss: 29.060, gen: 3.847, dis: 1.336, KLD: 0.090, DIV_REG: -37.566, 
2021-04-10 13:17:40,225: EP 20 (4320) | 1470m 1s, 59 samples/s | loss: 29.116, gen: 3.834, dis: 1.338, KLD: 0.092, DIV_REG: -37.582, 
2021-04-10 13:19:27,113: [VAL] loss: 0.277, joint mae: 0.10439, accel diff: 0.03676, FGD: 5.821, feat_D: 143.679 / 103.8s
2021-04-10 13:19:27,117:   best validation loss so far: 5.500 at EPOCH 20
2021-04-10 13:34:39,062: EP 21 (864) | 1487m 0s, 63 samples/s | loss: 28.791, gen: 3.855, dis: 1.335, KLD: 0.092, DIV_REG: -37.607, 
2021-04-10 13:49:48,807: EP 21 (1728) | 1502m 10s, 65 samples/s | loss: 28.862, gen: 3.859, dis: 1.335, KLD: 0.091, DIV_REG: -37.588, 
2021-04-10 14:04:55,271: EP 21 (2592) | 1517m 17s, 60 samples/s | loss: 29.010, gen: 3.842, dis: 1.337, KLD: 0.091, DIV_REG: -37.491, 
2021-04-10 14:20:14,356: EP 21 (3456) | 1532m 36s, 61 samples/s | loss: 28.968, gen: 3.866, dis: 1.334, KLD: 0.092, DIV_REG: -37.393, 
2021-04-10 14:35:34,825: EP 21 (4320) | 1547m 56s, 71 samples/s | loss: 29.192, gen: 3.847, dis: 1.337, KLD: 0.092, DIV_REG: -37.581, 
2021-04-10 14:37:31,571: [VAL] loss: 0.277, joint mae: 0.10426, accel diff: 0.03652, FGD: 6.414, feat_D: 142.277 / 112.9s
2021-04-10 14:37:31,575:   best validation loss so far: 5.500 at EPOCH 20
2021-04-10 14:52:48,283: EP 22 (864) | 1565m 10s, 59 samples/s | loss: 28.729, gen: 3.859, dis: 1.335, KLD: 0.094, DIV_REG: -37.540, 
2021-04-10 15:08:04,201: EP 22 (1728) | 1580m 25s, 67 samples/s | loss: 28.874, gen: 3.876, dis: 1.334, KLD: 0.093, DIV_REG: -37.548, 
2021-04-10 15:23:20,760: EP 22 (2592) | 1595m 42s, 52 samples/s | loss: 28.950, gen: 3.860, dis: 1.335, KLD: 0.094, DIV_REG: -37.441, 
2021-04-10 15:38:37,640: EP 22 (3456) | 1610m 59s, 64 samples/s | loss: 29.084, gen: 3.884, dis: 1.331, KLD: 0.095, DIV_REG: -37.420, 
2021-04-10 15:54:04,148: EP 22 (4320) | 1626m 25s, 69 samples/s | loss: 29.072, gen: 3.882, dis: 1.332, KLD: 0.096, DIV_REG: -37.352, 
2021-04-10 15:56:03,665: [VAL] loss: 0.277, joint mae: 0.10456, accel diff: 0.03648, FGD: 5.552, feat_D: 144.008 / 116.5s
2021-04-10 15:56:03,668:   best validation loss so far: 5.500 at EPOCH 20
2021-04-10 16:11:10,584: EP 23 (864) | 1643m 32s, 56 samples/s | loss: 28.884, gen: 3.884, dis: 1.333, KLD: 0.095, DIV_REG: -37.466, 
2021-04-10 16:26:58,311: EP 23 (1728) | 1659m 20s, 64 samples/s | loss: 28.944, gen: 3.884, dis: 1.329, KLD: 0.096, DIV_REG: -37.599, 
2021-04-10 16:42:05,384: EP 23 (2592) | 1674m 27s, 61 samples/s | loss: 28.981, gen: 3.914, dis: 1.330, KLD: 0.096, DIV_REG: -37.594, 
2021-04-10 16:57:21,589: EP 23 (3456) | 1689m 43s, 64 samples/s | loss: 29.090, gen: 3.918, dis: 1.327, KLD: 0.096, DIV_REG: -37.564, 
2021-04-10 17:12:43,435: EP 23 (4320) | 1705m 5s, 65 samples/s | loss: 29.169, gen: 3.896, dis: 1.331, KLD: 0.096, DIV_REG: -37.606, 
2021-04-10 17:14:34,599: [VAL] loss: 0.280, joint mae: 0.10390, accel diff: 0.03676, FGD: 4.733, feat_D: 144.866 / 108.0s
2021-04-10 17:14:34,603:   *** BEST VALIDATION LOSS: 4.733
2021-04-10 17:14:36,081: Saved the checkpoint
2021-04-10 17:29:50,935: EP 24 (864) | 1722m 12s, 66 samples/s | loss: 28.906, gen: 3.909, dis: 1.327, KLD: 0.096, DIV_REG: -37.525, 
2021-04-10 17:45:03,122: EP 24 (1728) | 1737m 24s, 69 samples/s | loss: 29.062, gen: 3.950, dis: 1.324, KLD: 0.096, DIV_REG: -37.650, 
2021-04-10 18:00:21,211: EP 24 (2592) | 1752m 42s, 63 samples/s | loss: 29.201, gen: 3.981, dis: 1.319, KLD: 0.097, DIV_REG: -37.695, 
2021-04-10 18:15:13,944: EP 24 (3456) | 1767m 35s, 67 samples/s | loss: 29.246, gen: 3.998, dis: 1.316, KLD: 0.097, DIV_REG: -37.725, 
2021-04-10 18:30:33,059: EP 24 (4320) | 1782m 54s, 74 samples/s | loss: 29.443, gen: 4.083, dis: 1.304, KLD: 0.098, DIV_REG: -37.620, 
2021-04-10 18:32:30,324: [VAL] loss: 0.277, joint mae: 0.10378, accel diff: 0.03515, FGD: 8.197, feat_D: 142.433 / 114.1s
2021-04-10 18:32:30,328:   best validation loss so far: 4.733 at EPOCH 24
2021-04-10 18:47:40,331: EP 25 (864) | 1800m 2s, 61 samples/s | loss: 29.248, gen: 4.102, dis: 1.302, KLD: 0.098, DIV_REG: -37.610, 
2021-04-10 19:02:46,811: EP 25 (1728) | 1815m 8s, 68 samples/s | loss: 29.355, gen: 4.074, dis: 1.309, KLD: 0.099, DIV_REG: -37.562, 
2021-04-10 19:17:49,654: EP 25 (2592) | 1830m 11s, 65 samples/s | loss: 29.511, gen: 4.057, dis: 1.308, KLD: 0.101, DIV_REG: -37.820, 
2021-04-10 19:33:06,017: EP 25 (3456) | 1845m 27s, 52 samples/s | loss: 29.496, gen: 4.000, dis: 1.319, KLD: 0.101, DIV_REG: -37.726, 
2021-04-10 19:48:25,361: EP 25 (4320) | 1860m 47s, 65 samples/s | loss: 29.501, gen: 3.984, dis: 1.318, KLD: 0.101, DIV_REG: -37.568, 
2021-04-10 19:50:18,961: [VAL] loss: 0.277, joint mae: 0.10534, accel diff: 0.03509, FGD: 7.165, feat_D: 141.647 / 110.5s
2021-04-10 19:50:18,965:   best validation loss so far: 4.733 at EPOCH 24
2021-04-10 20:05:29,898: EP 26 (864) | 1877m 51s, 56 samples/s | loss: 29.259, gen: 4.007, dis: 1.316, KLD: 0.100, DIV_REG: -37.652, 
2021-04-10 20:20:37,773: EP 26 (1728) | 1892m 59s, 67 samples/s | loss: 29.449, gen: 4.012, dis: 1.314, KLD: 0.101, DIV_REG: -37.775, 
2021-04-10 20:35:55,944: EP 26 (2592) | 1908m 17s, 63 samples/s | loss: 29.629, gen: 4.028, dis: 1.311, KLD: 0.100, DIV_REG: -37.701, 
2021-04-10 20:51:25,205: EP 26 (3456) | 1923m 46s, 69 samples/s | loss: 29.782, gen: 4.030, dis: 1.314, KLD: 0.100, DIV_REG: -37.630, 
2021-04-10 21:06:29,545: EP 26 (4320) | 1938m 51s, 58 samples/s | loss: 29.807, gen: 4.030, dis: 1.313, KLD: 0.101, DIV_REG: -37.779, 
2021-04-10 21:08:06,514: [VAL] loss: 0.278, joint mae: 0.10554, accel diff: 0.03522, FGD: 5.614, feat_D: 143.949 / 93.7s
2021-04-10 21:08:06,516:   best validation loss so far: 4.733 at EPOCH 24
2021-04-10 21:22:43,873: EP 27 (864) | 1955m 5s, 62 samples/s | loss: 29.769, gen: 4.032, dis: 1.313, KLD: 0.101, DIV_REG: -37.895, 
2021-04-10 21:37:26,314: EP 27 (1728) | 1969m 48s, 65 samples/s | loss: 29.697, gen: 4.012, dis: 1.315, KLD: 0.103, DIV_REG: -37.966, 
2021-04-10 21:52:09,148: EP 27 (2592) | 1984m 30s, 63 samples/s | loss: 29.776, gen: 4.043, dis: 1.308, KLD: 0.105, DIV_REG: -38.046, 
2021-04-10 22:07:12,843: EP 27 (3456) | 1999m 34s, 66 samples/s | loss: 29.869, gen: 4.036, dis: 1.313, KLD: 0.105, DIV_REG: -37.933, 
2021-04-10 22:21:49,919: EP 27 (4320) | 2014m 11s, 66 samples/s | loss: 29.979, gen: 4.034, dis: 1.311, KLD: 0.105, DIV_REG: -37.914, 
2021-04-10 22:23:32,659: [VAL] loss: 0.282, joint mae: 0.10641, accel diff: 0.03635, FGD: 5.939, feat_D: 144.326 / 99.6s
2021-04-10 22:23:32,663:   best validation loss so far: 4.733 at EPOCH 24
2021-04-10 22:38:12,199: EP 28 (864) | 2030m 33s, 56 samples/s | loss: 29.843, gen: 4.065, dis: 1.308, KLD: 0.104, DIV_REG: -37.771, 
2021-04-10 22:52:55,115: EP 28 (1728) | 2045m 16s, 61 samples/s | loss: 30.013, gen: 4.095, dis: 1.303, KLD: 0.106, DIV_REG: -37.750, 
2021-04-10 23:07:44,011: EP 28 (2592) | 2060m 5s, 69 samples/s | loss: 30.038, gen: 4.089, dis: 1.305, KLD: 0.106, DIV_REG: -37.829, 
2021-04-10 23:22:39,206: EP 28 (3456) | 2075m 0s, 66 samples/s | loss: 30.342, gen: 4.133, dis: 1.299, KLD: 0.107, DIV_REG: -37.691, 
2021-04-10 23:37:18,863: EP 28 (4320) | 2089m 40s, 61 samples/s | loss: 30.445, gen: 4.150, dis: 1.298, KLD: 0.110, DIV_REG: -37.757, 
2021-04-10 23:39:15,712: [VAL] loss: 0.278, joint mae: 0.10530, accel diff: 0.03597, FGD: 6.751, feat_D: 143.230 / 113.6s
2021-04-10 23:39:15,717:   best validation loss so far: 4.733 at EPOCH 24
2021-04-10 23:54:08,464: EP 29 (864) | 2106m 30s, 71 samples/s | loss: 30.312, gen: 4.156, dis: 1.295, KLD: 0.108, DIV_REG: -37.753, 
2021-04-11 00:08:40,134: EP 29 (1728) | 2121m 1s, 69 samples/s | loss: 30.348, gen: 4.143, dis: 1.297, KLD: 0.108, DIV_REG: -37.676, 
2021-04-11 00:23:14,357: EP 29 (2592) | 2135m 36s, 70 samples/s | loss: 30.581, gen: 4.209, dis: 1.290, KLD: 0.109, DIV_REG: -37.721, 
2021-04-11 00:38:13,922: EP 29 (3456) | 2150m 35s, 69 samples/s | loss: 30.736, gen: 4.230, dis: 1.287, KLD: 0.109, DIV_REG: -37.788, 
2021-04-11 00:53:01,223: EP 29 (4320) | 2165m 22s, 72 samples/s | loss: 30.668, gen: 4.220, dis: 1.290, KLD: 0.110, DIV_REG: -37.735, 
2021-04-11 00:54:47,754: [VAL] loss: 0.280, joint mae: 0.10614, accel diff: 0.03513, FGD: 7.333, feat_D: 143.357 / 103.7s
2021-04-11 00:54:47,758:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 00:54:49,176: Saved the checkpoint
2021-04-11 00:58:18,277: saved sample videos, took 209.1s
2021-04-11 01:13:00,543: EP 30 (864) | 2185m 22s, 61 samples/s | loss: 30.688, gen: 4.281, dis: 1.280, KLD: 0.110, DIV_REG: -37.607, 
2021-04-11 01:27:47,468: EP 30 (1728) | 2200m 9s, 66 samples/s | loss: 30.940, gen: 4.275, dis: 1.282, KLD: 0.110, DIV_REG: -37.556, 
2021-04-11 01:42:39,389: EP 30 (2592) | 2215m 1s, 62 samples/s | loss: 30.958, gen: 4.234, dis: 1.285, KLD: 0.111, DIV_REG: -37.450, 
2021-04-11 01:57:41,406: EP 30 (3456) | 2230m 3s, 66 samples/s | loss: 30.898, gen: 4.278, dis: 1.282, KLD: 0.111, DIV_REG: -37.510, 
2021-04-11 02:12:17,129: EP 30 (4320) | 2244m 38s, 64 samples/s | loss: 30.939, gen: 4.252, dis: 1.283, KLD: 0.112, DIV_REG: -37.863, 
2021-04-11 02:14:09,268: [VAL] loss: 0.278, joint mae: 0.10619, accel diff: 0.03597, FGD: 8.915, feat_D: 141.599 / 109.2s
2021-04-11 02:14:09,272:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 02:28:54,591: EP 31 (864) | 2261m 16s, 65 samples/s | loss: 31.033, gen: 4.253, dis: 1.282, KLD: 0.113, DIV_REG: -37.880, 
2021-04-11 02:43:45,856: EP 31 (1728) | 2276m 7s, 60 samples/s | loss: 30.988, gen: 4.249, dis: 1.284, KLD: 0.114, DIV_REG: -37.805, 
2021-04-11 02:58:27,621: EP 31 (2592) | 2290m 49s, 60 samples/s | loss: 31.198, gen: 4.262, dis: 1.284, KLD: 0.114, DIV_REG: -37.977, 
2021-04-11 03:13:25,079: EP 31 (3456) | 2305m 46s, 56 samples/s | loss: 31.325, gen: 4.276, dis: 1.283, KLD: 0.115, DIV_REG: -37.883, 
2021-04-11 03:28:05,186: EP 31 (4320) | 2320m 26s, 64 samples/s | loss: 31.395, gen: 4.278, dis: 1.279, KLD: 0.115, DIV_REG: -37.825, 
2021-04-11 03:29:53,456: [VAL] loss: 0.277, joint mae: 0.10602, accel diff: 0.03540, FGD: 7.471, feat_D: 141.832 / 105.4s
2021-04-11 03:29:53,459:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 03:44:34,482: EP 32 (864) | 2336m 56s, 64 samples/s | loss: 31.515, gen: 4.339, dis: 1.274, KLD: 0.114, DIV_REG: -37.993, 
2021-04-11 03:59:22,927: EP 32 (1728) | 2351m 44s, 69 samples/s | loss: 31.510, gen: 4.294, dis: 1.282, KLD: 0.115, DIV_REG: -37.921, 
2021-04-11 04:14:12,490: EP 32 (2592) | 2366m 34s, 52 samples/s | loss: 31.501, gen: 4.308, dis: 1.275, KLD: 0.116, DIV_REG: -37.762, 
2021-04-11 04:29:10,017: EP 32 (3456) | 2381m 31s, 59 samples/s | loss: 31.552, gen: 4.286, dis: 1.282, KLD: 0.117, DIV_REG: -37.873, 
2021-04-11 04:43:58,839: EP 32 (4320) | 2396m 20s, 66 samples/s | loss: 31.484, gen: 4.335, dis: 1.273, KLD: 0.118, DIV_REG: -37.517, 
2021-04-11 04:45:47,016: [VAL] loss: 0.274, joint mae: 0.10508, accel diff: 0.03521, FGD: 7.601, feat_D: 140.807 / 104.8s
2021-04-11 04:45:47,019:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 05:00:21,796: EP 33 (864) | 2412m 43s, 67 samples/s | loss: 31.607, gen: 4.381, dis: 1.266, KLD: 0.118, DIV_REG: -37.222, 
2021-04-11 05:15:02,861: EP 33 (1728) | 2427m 24s, 67 samples/s | loss: 31.756, gen: 4.374, dis: 1.269, KLD: 0.116, DIV_REG: -37.241, 
2021-04-11 05:29:51,900: EP 33 (2592) | 2442m 13s, 70 samples/s | loss: 31.928, gen: 4.408, dis: 1.266, KLD: 0.117, DIV_REG: -37.241, 
2021-04-11 05:44:39,142: EP 33 (3456) | 2457m 0s, 58 samples/s | loss: 32.026, gen: 4.381, dis: 1.269, KLD: 0.117, DIV_REG: -37.403, 
2021-04-11 05:59:25,603: EP 33 (4320) | 2471m 47s, 74 samples/s | loss: 32.121, gen: 4.392, dis: 1.267, KLD: 0.118, DIV_REG: -37.028, 
2021-04-11 06:01:14,435: [VAL] loss: 0.277, joint mae: 0.10513, accel diff: 0.03550, FGD: 8.627, feat_D: 142.154 / 105.6s
2021-04-11 06:01:14,456:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 06:15:42,381: EP 34 (864) | 2488m 4s, 69 samples/s | loss: 31.833, gen: 4.395, dis: 1.266, KLD: 0.118, DIV_REG: -36.718, 
2021-04-11 06:30:33,946: EP 34 (1728) | 2502m 55s, 57 samples/s | loss: 32.210, gen: 4.453, dis: 1.258, KLD: 0.119, DIV_REG: -36.856, 
2021-04-11 06:45:12,926: EP 34 (2592) | 2517m 34s, 67 samples/s | loss: 32.219, gen: 4.492, dis: 1.257, KLD: 0.121, DIV_REG: -36.639, 
2021-04-11 07:00:16,407: EP 34 (3456) | 2532m 38s, 67 samples/s | loss: 32.113, gen: 4.529, dis: 1.250, KLD: 0.123, DIV_REG: -36.519, 
2021-04-11 07:14:57,465: EP 34 (4320) | 2547m 19s, 57 samples/s | loss: 32.375, gen: 4.512, dis: 1.250, KLD: 0.123, DIV_REG: -36.657, 
2021-04-11 07:16:50,392: [VAL] loss: 0.278, joint mae: 0.10703, accel diff: 0.03515, FGD: 8.213, feat_D: 141.323 / 109.8s
2021-04-11 07:16:50,396:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 07:31:38,302: EP 35 (864) | 2564m 0s, 71 samples/s | loss: 32.527, gen: 4.546, dis: 1.242, KLD: 0.126, DIV_REG: -36.576, 
2021-04-11 07:46:20,515: EP 35 (1728) | 2578m 42s, 64 samples/s | loss: 32.591, gen: 4.562, dis: 1.243, KLD: 0.126, DIV_REG: -36.662, 
2021-04-11 08:01:06,220: EP 35 (2592) | 2593m 27s, 64 samples/s | loss: 32.835, gen: 4.645, dis: 1.233, KLD: 0.124, DIV_REG: -36.497, 
2021-04-11 08:16:13,102: EP 35 (3456) | 2608m 34s, 58 samples/s | loss: 32.917, gen: 4.582, dis: 1.244, KLD: 0.128, DIV_REG: -36.599, 
2021-04-11 08:30:47,688: EP 35 (4320) | 2623m 9s, 72 samples/s | loss: 32.927, gen: 4.608, dis: 1.241, KLD: 0.129, DIV_REG: -36.262, 
2021-04-11 08:32:42,788: [VAL] loss: 0.276, joint mae: 0.10510, accel diff: 0.03481, FGD: 11.124, feat_D: 140.457 / 112.1s
2021-04-11 08:32:42,798:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 08:47:28,381: EP 36 (864) | 2639m 50s, 66 samples/s | loss: 32.969, gen: 4.587, dis: 1.240, KLD: 0.129, DIV_REG: -36.063, 
2021-04-11 09:02:17,674: EP 36 (1728) | 2654m 39s, 60 samples/s | loss: 32.951, gen: 4.614, dis: 1.241, KLD: 0.129, DIV_REG: -36.320, 
2021-04-11 09:17:07,629: EP 36 (2592) | 2669m 29s, 68 samples/s | loss: 33.329, gen: 4.693, dis: 1.227, KLD: 0.129, DIV_REG: -36.169, 
2021-04-11 09:32:03,158: EP 36 (3456) | 2684m 24s, 62 samples/s | loss: 33.462, gen: 4.801, dis: 1.215, KLD: 0.129, DIV_REG: -35.823, 
2021-04-11 09:46:41,487: EP 36 (4320) | 2699m 3s, 68 samples/s | loss: 33.939, gen: 4.869, dis: 1.208, KLD: 0.132, DIV_REG: -35.910, 
2021-04-11 09:48:32,950: [VAL] loss: 0.282, joint mae: 0.10741, accel diff: 0.03568, FGD: 9.245, feat_D: 141.982 / 108.4s
2021-04-11 09:48:32,957:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 10:03:15,263: EP 37 (864) | 2715m 36s, 67 samples/s | loss: 33.481, gen: 4.722, dis: 1.224, KLD: 0.133, DIV_REG: -35.718, 
2021-04-11 10:17:57,019: EP 37 (1728) | 2730m 18s, 54 samples/s | loss: 33.484, gen: 4.793, dis: 1.215, KLD: 0.134, DIV_REG: -35.784, 
2021-04-11 10:32:43,660: EP 37 (2592) | 2745m 5s, 61 samples/s | loss: 33.826, gen: 4.897, dis: 1.201, KLD: 0.134, DIV_REG: -35.466, 
2021-04-11 10:47:42,755: EP 37 (3456) | 2760m 4s, 68 samples/s | loss: 33.752, gen: 4.771, dis: 1.216, KLD: 0.135, DIV_REG: -35.339, 
2021-04-11 11:02:40,603: EP 37 (4320) | 2775m 2s, 67 samples/s | loss: 34.094, gen: 4.980, dis: 1.191, KLD: 0.134, DIV_REG: -35.460, 
2021-04-11 11:04:20,704: [VAL] loss: 0.281, joint mae: 0.10781, accel diff: 0.03526, FGD: 10.957, feat_D: 141.242 / 97.2s
2021-04-11 11:04:20,708:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 11:18:55,174: EP 38 (864) | 2791m 16s, 63 samples/s | loss: 34.230, gen: 4.870, dis: 1.211, KLD: 0.133, DIV_REG: -35.578, 
2021-04-11 11:33:36,663: EP 38 (1728) | 2805m 58s, 59 samples/s | loss: 34.371, gen: 4.966, dis: 1.196, KLD: 0.132, DIV_REG: -35.239, 
2021-04-11 11:48:31,636: EP 38 (2592) | 2820m 53s, 69 samples/s | loss: 34.722, gen: 5.127, dis: 1.182, KLD: 0.133, DIV_REG: -34.810, 
2021-04-11 12:03:51,201: EP 38 (3456) | 2836m 12s, 67 samples/s | loss: 35.023, gen: 5.027, dis: 1.190, KLD: 0.132, DIV_REG: -34.785, 
2021-04-11 12:18:24,845: EP 38 (4320) | 2850m 46s, 71 samples/s | loss: 34.897, gen: 5.010, dis: 1.191, KLD: 0.130, DIV_REG: -34.607, 
2021-04-11 12:20:09,148: [VAL] loss: 0.277, joint mae: 0.10582, accel diff: 0.03604, FGD: 12.438, feat_D: 141.068 / 101.3s
2021-04-11 12:20:09,195:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 12:34:52,048: EP 39 (864) | 2867m 13s, 64 samples/s | loss: 34.948, gen: 5.177, dis: 1.173, KLD: 0.129, DIV_REG: -34.301, 
2021-04-11 12:49:44,582: EP 39 (1728) | 2882m 6s, 61 samples/s | loss: 35.197, gen: 5.058, dis: 1.189, KLD: 0.130, DIV_REG: -34.462, 
2021-04-11 13:04:34,917: EP 39 (2592) | 2896m 56s, 64 samples/s | loss: 34.950, gen: 5.141, dis: 1.178, KLD: 0.130, DIV_REG: -34.347, 
2021-04-11 13:19:30,143: EP 39 (3456) | 2911m 51s, 59 samples/s | loss: 35.284, gen: 5.333, dis: 1.157, KLD: 0.126, DIV_REG: -34.408, 
2021-04-11 13:34:23,607: EP 39 (4320) | 2926m 45s, 64 samples/s | loss: 35.298, gen: 5.285, dis: 1.163, KLD: 0.126, DIV_REG: -34.244, 
2021-04-11 13:36:19,686: [VAL] loss: 0.277, joint mae: 0.10705, accel diff: 0.03588, FGD: 12.515, feat_D: 139.982 / 112.5s
2021-04-11 13:36:19,697:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 13:36:21,344: Saved the checkpoint
2021-04-11 13:39:38,417: saved sample videos, took 197.1s
2021-04-11 13:54:36,299: EP 40 (864) | 2946m 58s, 64 samples/s | loss: 35.219, gen: 5.433, dis: 1.146, KLD: 0.128, DIV_REG: -34.020, 
2021-04-11 14:09:18,925: EP 40 (1728) | 2961m 40s, 64 samples/s | loss: 34.984, gen: 5.310, dis: 1.158, KLD: 0.129, DIV_REG: -33.710, 
2021-04-11 14:24:09,576: EP 40 (2592) | 2976m 31s, 69 samples/s | loss: 35.545, gen: 5.534, dis: 1.135, KLD: 0.130, DIV_REG: -33.938, 
2021-04-11 14:39:18,619: EP 40 (3456) | 2991m 40s, 67 samples/s | loss: 36.469, gen: 5.597, dis: 1.133, KLD: 0.129, DIV_REG: -34.051, 
2021-04-11 14:54:12,465: EP 40 (4320) | 3006m 34s, 67 samples/s | loss: 37.056, gen: 5.623, dis: 1.128, KLD: 0.128, DIV_REG: -33.679, 
2021-04-11 14:56:05,290: [VAL] loss: 0.282, joint mae: 0.10818, accel diff: 0.03742, FGD: 13.806, feat_D: 142.960 / 109.9s
2021-04-11 14:56:05,299:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 15:10:48,471: EP 41 (864) | 3023m 10s, 61 samples/s | loss: 36.961, gen: 5.763, dis: 1.117, KLD: 0.128, DIV_REG: -33.500, 
2021-04-11 15:25:45,006: EP 41 (1728) | 3038m 6s, 60 samples/s | loss: 36.926, gen: 5.756, dis: 1.116, KLD: 0.126, DIV_REG: -33.726, 
2021-04-11 15:40:33,953: EP 41 (2592) | 3052m 55s, 71 samples/s | loss: 36.436, gen: 5.669, dis: 1.125, KLD: 0.126, DIV_REG: -33.270, 
2021-04-11 15:55:48,793: EP 41 (3456) | 3068m 10s, 63 samples/s | loss: 36.214, gen: 5.587, dis: 1.142, KLD: 0.126, DIV_REG: -33.244, 
2021-04-11 16:10:32,562: EP 41 (4320) | 3082m 54s, 69 samples/s | loss: 36.174, gen: 5.552, dis: 1.140, KLD: 0.127, DIV_REG: -32.922, 
2021-04-11 16:12:31,302: [VAL] loss: 0.294, joint mae: 0.11282, accel diff: 0.03876, FGD: 12.481, feat_D: 146.855 / 115.0s
2021-04-11 16:12:31,311:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 16:27:10,384: EP 42 (864) | 3099m 32s, 67 samples/s | loss: 36.530, gen: 5.692, dis: 1.129, KLD: 0.128, DIV_REG: -33.261, 
2021-04-11 16:42:04,577: EP 42 (1728) | 3114m 26s, 64 samples/s | loss: 36.472, gen: 5.688, dis: 1.124, KLD: 0.126, DIV_REG: -32.857, 
2021-04-11 16:56:50,970: EP 42 (2592) | 3129m 12s, 57 samples/s | loss: 36.606, gen: 5.714, dis: 1.123, KLD: 0.126, DIV_REG: -32.899, 
2021-04-11 17:11:33,177: EP 42 (3456) | 3143m 54s, 59 samples/s | loss: 36.836, gen: 5.892, dis: 1.107, KLD: 0.125, DIV_REG: -32.422, 
2021-04-11 17:26:24,968: EP 42 (4320) | 3158m 46s, 72 samples/s | loss: 36.976, gen: 5.974, dis: 1.086, KLD: 0.123, DIV_REG: -32.749, 
2021-04-11 17:28:20,057: [VAL] loss: 0.279, joint mae: 0.10880, accel diff: 0.03659, FGD: 13.668, feat_D: 140.769 / 111.9s
2021-04-11 17:28:20,061:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 17:43:13,144: EP 43 (864) | 3175m 34s, 58 samples/s | loss: 36.897, gen: 6.265, dis: 1.059, KLD: 0.125, DIV_REG: -32.202, 
2021-04-11 17:58:02,758: EP 43 (1728) | 3190m 24s, 64 samples/s | loss: 36.765, gen: 6.431, dis: 1.048, KLD: 0.126, DIV_REG: -31.975, 
2021-04-11 18:12:51,546: EP 43 (2592) | 3205m 13s, 69 samples/s | loss: 37.468, gen: 6.326, dis: 1.062, KLD: 0.123, DIV_REG: -32.173, 
2021-04-11 18:27:34,119: EP 43 (3456) | 3219m 55s, 62 samples/s | loss: 36.903, gen: 6.186, dis: 1.074, KLD: 0.122, DIV_REG: -31.741, 
2021-04-11 18:42:27,027: EP 43 (4320) | 3234m 48s, 70 samples/s | loss: 36.816, gen: 6.216, dis: 1.073, KLD: 0.121, DIV_REG: -31.568, 
2021-04-11 18:44:20,492: [VAL] loss: 0.278, joint mae: 0.10674, accel diff: 0.03651, FGD: 14.310, feat_D: 139.873 / 109.5s
2021-04-11 18:44:20,495:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 18:59:01,501: EP 44 (864) | 3251m 23s, 61 samples/s | loss: 36.716, gen: 6.189, dis: 1.070, KLD: 0.120, DIV_REG: -31.530, 
2021-04-11 19:13:51,046: EP 44 (1728) | 3266m 12s, 71 samples/s | loss: 37.698, gen: 6.628, dis: 1.036, KLD: 0.120, DIV_REG: -31.339, 
2021-04-11 19:29:03,258: EP 44 (2592) | 3281m 24s, 63 samples/s | loss: 37.857, gen: 6.745, dis: 1.020, KLD: 0.118, DIV_REG: -31.314, 
2021-04-11 19:43:48,229: EP 44 (3456) | 3296m 9s, 68 samples/s | loss: 37.478, gen: 6.493, dis: 1.037, KLD: 0.118, DIV_REG: -31.589, 
2021-04-11 19:58:39,853: EP 44 (4320) | 3311m 1s, 74 samples/s | loss: 37.367, gen: 6.496, dis: 1.048, KLD: 0.117, DIV_REG: -31.558, 
2021-04-11 20:00:31,700: [VAL] loss: 0.277, joint mae: 0.10729, accel diff: 0.03592, FGD: 17.476, feat_D: 137.780 / 108.8s
2021-04-11 20:00:31,709:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 20:15:22,922: EP 45 (864) | 3327m 44s, 69 samples/s | loss: 37.471, gen: 6.457, dis: 1.054, KLD: 0.117, DIV_REG: -31.659, 
2021-04-11 20:30:19,140: EP 45 (1728) | 3342m 40s, 61 samples/s | loss: 37.174, gen: 6.603, dis: 1.033, KLD: 0.117, DIV_REG: -30.970, 
2021-04-11 20:45:18,925: EP 45 (2592) | 3357m 40s, 65 samples/s | loss: 37.641, gen: 6.691, dis: 1.030, KLD: 0.117, DIV_REG: -31.226, 
2021-04-11 21:00:10,038: EP 45 (3456) | 3372m 31s, 64 samples/s | loss: 37.435, gen: 6.690, dis: 1.034, KLD: 0.115, DIV_REG: -30.756, 
2021-04-11 21:15:06,667: EP 45 (4320) | 3387m 28s, 74 samples/s | loss: 37.052, gen: 6.352, dis: 1.063, KLD: 0.115, DIV_REG: -30.491, 
2021-04-11 21:17:00,484: [VAL] loss: 0.276, joint mae: 0.10727, accel diff: 0.03599, FGD: 15.743, feat_D: 138.734 / 110.7s
2021-04-11 21:17:00,489:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 21:31:50,046: EP 46 (864) | 3404m 11s, 66 samples/s | loss: 37.320, gen: 6.435, dis: 1.054, KLD: 0.117, DIV_REG: -30.618, 
2021-04-11 21:46:39,675: EP 46 (1728) | 3419m 1s, 64 samples/s | loss: 37.380, gen: 6.471, dis: 1.042, KLD: 0.116, DIV_REG: -30.671, 
2021-04-11 22:01:48,322: EP 46 (2592) | 3434m 10s, 69 samples/s | loss: 38.131, gen: 7.501, dis: 0.947, KLD: 0.115, DIV_REG: -30.795, 
2021-04-11 22:16:52,624: EP 46 (3456) | 3449m 14s, 60 samples/s | loss: 38.064, gen: 7.245, dis: 0.977, KLD: 0.116, DIV_REG: -30.432, 
2021-04-11 22:31:40,389: EP 46 (4320) | 3464m 2s, 66 samples/s | loss: 38.900, gen: 8.149, dis: 0.893, KLD: 0.118, DIV_REG: -29.520, 
2021-04-11 22:33:31,941: [VAL] loss: 0.274, joint mae: 0.10653, accel diff: 0.03455, FGD: 23.131, feat_D: 137.599 / 108.5s
2021-04-11 22:33:31,946:   best validation loss so far: 4.733 at EPOCH 24
2021-04-11 22:48:18,533: EP 47 (864) | 3480m 40s, 67 samples/s | loss: 38.293, gen: 7.332, dis: 0.973, KLD: 0.118, DIV_REG: -29.766, 
2021-04-11 23:03:08,485: EP 47 (1728) | 3495m 30s, 63 samples/s | loss: 37.917, gen: 7.072, dis: 0.993, KLD: 0.119, DIV_REG: -29.463, 
2021-04-11 23:18:25,420: EP 47 (2592) | 3510m 47s, 65 samples/s | loss: 37.529, gen: 6.983, dis: 0.993, KLD: 0.120, DIV_REG: -28.830, 
2021-04-11 23:33:15,138: EP 47 (3456) | 3525m 36s, 62 samples/s | loss: 37.697, gen: 7.045, dis: 0.997, KLD: 0.119, DIV_REG: -28.961, 
2021-04-11 23:48:03,957: EP 47 (4320) | 3540m 25s, 63 samples/s | loss: 37.425, gen: 6.981, dis: 0.992, KLD: 0.120, DIV_REG: -28.910, 
2021-04-11 23:49:56,722: [VAL] loss: 0.277, joint mae: 0.10836, accel diff: 0.03657, FGD: 17.551, feat_D: 139.067 / 109.5s
2021-04-11 23:49:56,725:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 00:04:38,545: EP 48 (864) | 3557m 0s, 61 samples/s | loss: 39.052, gen: 8.086, dis: 0.911, KLD: 0.122, DIV_REG: -29.317, 
2021-04-12 00:19:14,952: EP 48 (1728) | 3571m 36s, 59 samples/s | loss: 38.312, gen: 7.660, dis: 0.941, KLD: 0.121, DIV_REG: -28.663, 
2021-04-12 00:34:11,625: EP 48 (2592) | 3586m 33s, 64 samples/s | loss: 38.350, gen: 7.848, dis: 0.930, KLD: 0.122, DIV_REG: -28.394, 
2021-04-12 00:48:49,335: EP 48 (3456) | 3601m 11s, 67 samples/s | loss: 38.339, gen: 8.355, dis: 0.879, KLD: 0.122, DIV_REG: -27.621, 
2021-04-12 01:03:41,688: EP 48 (4320) | 3616m 3s, 65 samples/s | loss: 39.744, gen: 10.401, dis: 0.718, KLD: 0.118, DIV_REG: -27.551, 
2021-04-12 01:05:27,629: [VAL] loss: 0.276, joint mae: 0.10815, accel diff: 0.03336, FGD: 37.821, feat_D: 134.992 / 103.0s
2021-04-12 01:05:27,632:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 01:20:04,955: EP 49 (864) | 3632m 26s, 61 samples/s | loss: 39.419, gen: 8.409, dis: 0.904, KLD: 0.117, DIV_REG: -29.150, 
2021-04-12 01:34:43,832: EP 49 (1728) | 3647m 5s, 66 samples/s | loss: 39.012, gen: 7.579, dis: 0.960, KLD: 0.118, DIV_REG: -28.964, 
2021-04-12 01:49:34,663: EP 49 (2592) | 3661m 56s, 68 samples/s | loss: 38.684, gen: 7.458, dis: 0.961, KLD: 0.116, DIV_REG: -28.147, 
2021-04-12 02:04:28,705: EP 49 (3456) | 3676m 50s, 58 samples/s | loss: 39.151, gen: 8.075, dis: 0.909, KLD: 0.119, DIV_REG: -28.376, 
2021-04-12 02:19:06,898: EP 49 (4320) | 3691m 28s, 66 samples/s | loss: 38.899, gen: 8.320, dis: 0.902, KLD: 0.121, DIV_REG: -28.127, 
2021-04-12 02:20:57,423: [VAL] loss: 0.274, joint mae: 0.10714, accel diff: 0.03403, FGD: 24.183, feat_D: 137.658 / 107.4s
2021-04-12 02:20:57,432:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 02:20:59,177: Saved the checkpoint
2021-04-12 02:24:21,181: saved sample videos, took 202.0s
2021-04-12 02:38:59,465: EP 50 (864) | 3711m 21s, 63 samples/s | loss: 39.210, gen: 8.379, dis: 0.890, KLD: 0.122, DIV_REG: -27.856, 
2021-04-12 02:53:24,779: EP 50 (1728) | 3725m 46s, 64 samples/s | loss: 38.959, gen: 8.449, dis: 0.878, KLD: 0.123, DIV_REG: -27.290, 
2021-04-12 03:08:22,665: EP 50 (2592) | 3740m 44s, 58 samples/s | loss: 38.986, gen: 9.108, dis: 0.834, KLD: 0.124, DIV_REG: -26.673, 
2021-04-12 03:22:46,783: EP 50 (3456) | 3755m 8s, 65 samples/s | loss: 38.683, gen: 8.508, dis: 0.885, KLD: 0.123, DIV_REG: -26.201, 
2021-04-12 03:37:16,654: EP 50 (4320) | 3769m 38s, 66 samples/s | loss: 38.701, gen: 8.723, dis: 0.867, KLD: 0.123, DIV_REG: -26.095, 
2021-04-12 03:39:04,016: [VAL] loss: 0.275, joint mae: 0.10932, accel diff: 0.03473, FGD: 19.257, feat_D: 138.023 / 104.6s
2021-04-12 03:39:04,021:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 03:53:43,997: EP 51 (864) | 3786m 5s, 62 samples/s | loss: 38.469, gen: 8.550, dis: 0.880, KLD: 0.125, DIV_REG: -25.752, 
2021-04-12 04:08:09,039: EP 51 (1728) | 3800m 30s, 63 samples/s | loss: 38.191, gen: 8.270, dis: 0.898, KLD: 0.125, DIV_REG: -25.861, 
2021-04-12 04:22:41,668: EP 51 (2592) | 3815m 3s, 65 samples/s | loss: 38.758, gen: 9.201, dis: 0.819, KLD: 0.126, DIV_REG: -25.862, 
2021-04-12 04:37:04,686: EP 51 (3456) | 3829m 26s, 57 samples/s | loss: 39.286, gen: 10.768, dis: 0.715, KLD: 0.126, DIV_REG: -24.943, 
2021-04-12 04:51:42,207: EP 51 (4320) | 3844m 3s, 67 samples/s | loss: 40.200, gen: 11.297, dis: 0.696, KLD: 0.130, DIV_REG: -25.739, 
2021-04-12 04:53:23,072: [VAL] loss: 0.284, joint mae: 0.11290, accel diff: 0.03494, FGD: 28.442, feat_D: 139.311 / 97.8s
2021-04-12 04:53:23,076:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 05:07:51,450: EP 52 (864) | 3860m 13s, 72 samples/s | loss: 39.765, gen: 10.093, dis: 0.781, KLD: 0.129, DIV_REG: -25.890, 
2021-04-12 05:22:17,914: EP 52 (1728) | 3874m 39s, 61 samples/s | loss: 39.327, gen: 9.553, dis: 0.817, KLD: 0.130, DIV_REG: -25.673, 
2021-04-12 05:36:58,994: EP 52 (2592) | 3889m 20s, 69 samples/s | loss: 38.791, gen: 9.114, dis: 0.844, KLD: 0.129, DIV_REG: -24.754, 
2021-04-12 05:51:33,161: EP 52 (3456) | 3903m 54s, 69 samples/s | loss: 38.886, gen: 9.288, dis: 0.834, KLD: 0.133, DIV_REG: -24.605, 
2021-04-12 06:06:04,062: EP 52 (4320) | 3918m 25s, 71 samples/s | loss: 38.864, gen: 9.507, dis: 0.811, KLD: 0.130, DIV_REG: -24.586, 
2021-04-12 06:07:40,830: [VAL] loss: 0.277, joint mae: 0.10915, accel diff: 0.03525, FGD: 25.307, feat_D: 138.065 / 93.8s
2021-04-12 06:07:40,833:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 06:22:10,310: EP 53 (864) | 3934m 32s, 63 samples/s | loss: 38.549, gen: 9.735, dis: 0.798, KLD: 0.127, DIV_REG: -23.895, 
2021-04-12 06:36:40,527: EP 53 (1728) | 3949m 2s, 71 samples/s | loss: 38.794, gen: 9.996, dis: 0.787, KLD: 0.129, DIV_REG: -24.233, 
2021-04-12 06:51:17,548: EP 53 (2592) | 3963m 39s, 65 samples/s | loss: 38.919, gen: 10.052, dis: 0.783, KLD: 0.127, DIV_REG: -23.853, 
2021-04-12 07:05:42,072: EP 53 (3456) | 3978m 3s, 64 samples/s | loss: 38.441, gen: 9.818, dis: 0.786, KLD: 0.126, DIV_REG: -22.922, 
2021-04-12 07:20:09,015: EP 53 (4320) | 3992m 30s, 69 samples/s | loss: 39.077, gen: 10.801, dis: 0.735, KLD: 0.124, DIV_REG: -23.232, 
2021-04-12 07:22:00,045: [VAL] loss: 0.280, joint mae: 0.11213, accel diff: 0.03536, FGD: 26.066, feat_D: 138.581 / 108.0s
2021-04-12 07:22:00,048:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 07:36:35,747: EP 54 (864) | 4008m 57s, 70 samples/s | loss: 38.969, gen: 10.507, dis: 0.758, KLD: 0.124, DIV_REG: -23.033, 
2021-04-12 07:51:01,996: EP 54 (1728) | 4023m 23s, 68 samples/s | loss: 38.623, gen: 10.431, dis: 0.760, KLD: 0.120, DIV_REG: -22.431, 
2021-04-12 08:05:44,301: EP 54 (2592) | 4038m 6s, 65 samples/s | loss: 38.331, gen: 10.159, dis: 0.777, KLD: 0.120, DIV_REG: -22.110, 
2021-04-12 08:20:13,510: EP 54 (3456) | 4052m 35s, 62 samples/s | loss: 38.791, gen: 10.518, dis: 0.759, KLD: 0.116, DIV_REG: -22.828, 
2021-04-12 08:34:52,702: EP 54 (4320) | 4067m 14s, 66 samples/s | loss: 38.708, gen: 10.679, dis: 0.744, KLD: 0.117, DIV_REG: -22.808, 
2021-04-12 08:36:40,986: [VAL] loss: 0.277, joint mae: 0.10944, accel diff: 0.03458, FGD: 30.382, feat_D: 135.606 / 105.5s
2021-04-12 08:36:41,000:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 08:51:11,851: EP 55 (864) | 4083m 33s, 59 samples/s | loss: 39.142, gen: 10.809, dis: 0.748, KLD: 0.119, DIV_REG: -23.303, 
2021-04-12 09:05:43,910: EP 55 (1728) | 4098m 5s, 66 samples/s | loss: 38.903, gen: 10.405, dis: 0.771, KLD: 0.122, DIV_REG: -23.116, 
2021-04-12 09:20:39,008: EP 55 (2592) | 4113m 0s, 56 samples/s | loss: 38.975, gen: 10.782, dis: 0.745, KLD: 0.121, DIV_REG: -23.193, 
2021-04-12 09:35:06,237: EP 55 (3456) | 4127m 27s, 62 samples/s | loss: 38.772, gen: 10.839, dis: 0.734, KLD: 0.120, DIV_REG: -22.795, 
2021-04-12 09:49:37,679: EP 55 (4320) | 4141m 59s, 66 samples/s | loss: 38.295, gen: 10.483, dis: 0.754, KLD: 0.121, DIV_REG: -21.986, 
2021-04-12 09:51:28,668: [VAL] loss: 0.275, joint mae: 0.10759, accel diff: 0.03461, FGD: 33.121, feat_D: 135.221 / 108.0s
2021-04-12 09:51:28,671:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 10:06:02,673: EP 56 (864) | 4158m 24s, 68 samples/s | loss: 38.120, gen: 10.564, dis: 0.751, KLD: 0.124, DIV_REG: -21.469, 
2021-04-12 10:20:40,187: EP 56 (1728) | 4173m 1s, 70 samples/s | loss: 38.547, gen: 10.997, dis: 0.730, KLD: 0.123, DIV_REG: -22.067, 
2021-04-12 10:35:21,063: EP 56 (2592) | 4187m 42s, 62 samples/s | loss: 38.343, gen: 11.653, dis: 0.687, KLD: 0.123, DIV_REG: -21.078, 
2021-04-12 10:49:50,002: EP 56 (3456) | 4202m 11s, 60 samples/s | loss: 38.475, gen: 12.243, dis: 0.665, KLD: 0.120, DIV_REG: -21.027, 
2021-04-12 11:04:19,960: EP 56 (4320) | 4216m 41s, 65 samples/s | loss: 38.364, gen: 11.895, dis: 0.667, KLD: 0.118, DIV_REG: -20.944, 
2021-04-12 11:06:09,246: [VAL] loss: 0.274, joint mae: 0.10766, accel diff: 0.03582, FGD: 35.663, feat_D: 134.702 / 106.3s
2021-04-12 11:06:09,271:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 11:20:44,523: EP 57 (864) | 4233m 6s, 64 samples/s | loss: 38.311, gen: 11.824, dis: 0.686, KLD: 0.121, DIV_REG: -20.849, 
2021-04-12 11:35:22,801: EP 57 (1728) | 4247m 44s, 64 samples/s | loss: 38.513, gen: 12.345, dis: 0.654, KLD: 0.121, DIV_REG: -20.585, 
2021-04-12 11:50:02,982: EP 57 (2592) | 4262m 24s, 70 samples/s | loss: 38.610, gen: 13.227, dis: 0.613, KLD: 0.120, DIV_REG: -20.213, 
2021-04-12 12:04:43,627: EP 57 (3456) | 4277m 5s, 59 samples/s | loss: 38.624, gen: 13.331, dis: 0.605, KLD: 0.117, DIV_REG: -20.097, 
2021-04-12 12:19:13,434: EP 57 (4320) | 4291m 35s, 72 samples/s | loss: 38.414, gen: 13.640, dis: 0.588, KLD: 0.121, DIV_REG: -19.654, 
2021-04-12 12:20:50,179: [VAL] loss: 0.274, joint mae: 0.10548, accel diff: 0.03633, FGD: 40.646, feat_D: 133.748 / 93.9s
2021-04-12 12:20:50,182:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 12:35:18,535: EP 58 (864) | 4307m 40s, 60 samples/s | loss: 38.056, gen: 12.824, dis: 0.640, KLD: 0.122, DIV_REG: -19.957, 
2021-04-12 12:50:04,142: EP 58 (1728) | 4322m 25s, 72 samples/s | loss: 37.920, gen: 12.652, dis: 0.636, KLD: 0.123, DIV_REG: -19.830, 
2021-04-12 13:04:40,660: EP 58 (2592) | 4337m 2s, 59 samples/s | loss: 38.165, gen: 12.604, dis: 0.637, KLD: 0.121, DIV_REG: -19.846, 
2021-04-12 13:19:05,643: EP 58 (3456) | 4351m 27s, 59 samples/s | loss: 38.006, gen: 12.630, dis: 0.633, KLD: 0.126, DIV_REG: -19.492, 
2021-04-12 13:33:34,456: EP 58 (4320) | 4365m 56s, 66 samples/s | loss: 38.052, gen: 12.627, dis: 0.634, KLD: 0.126, DIV_REG: -19.632, 
2021-04-12 13:35:26,201: [VAL] loss: 0.273, joint mae: 0.10677, accel diff: 0.03572, FGD: 43.907, feat_D: 132.623 / 108.7s
2021-04-12 13:35:26,205:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 13:49:52,774: EP 59 (864) | 4382m 14s, 61 samples/s | loss: 37.750, gen: 12.668, dis: 0.638, KLD: 0.126, DIV_REG: -19.248, 
2021-04-12 14:04:45,178: EP 59 (1728) | 4397m 6s, 70 samples/s | loss: 37.646, gen: 12.798, dis: 0.622, KLD: 0.125, DIV_REG: -18.779, 
2021-04-12 14:19:07,156: EP 59 (2592) | 4411m 28s, 60 samples/s | loss: 37.859, gen: 13.348, dis: 0.599, KLD: 0.122, DIV_REG: -18.699, 
2021-04-12 14:33:39,218: EP 59 (3456) | 4426m 0s, 67 samples/s | loss: 37.644, gen: 12.913, dis: 0.628, KLD: 0.121, DIV_REG: -18.796, 
2021-04-12 14:48:06,126: EP 59 (4320) | 4440m 27s, 59 samples/s | loss: 37.576, gen: 12.572, dis: 0.647, KLD: 0.119, DIV_REG: -19.024, 
2021-04-12 14:49:51,515: [VAL] loss: 0.275, joint mae: 0.10604, accel diff: 0.03705, FGD: 41.162, feat_D: 133.865 / 102.0s
2021-04-12 14:49:51,532:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 14:49:53,314: Saved the checkpoint
2021-04-12 14:53:13,574: saved sample videos, took 200.3s
2021-04-12 15:07:40,137: EP 60 (864) | 4460m 1s, 63 samples/s | loss: 37.426, gen: 12.441, dis: 0.655, KLD: 0.115, DIV_REG: -18.714, 
2021-04-12 15:22:27,843: EP 60 (1728) | 4474m 49s, 62 samples/s | loss: 37.839, gen: 12.836, dis: 0.639, KLD: 0.111, DIV_REG: -18.824, 
2021-04-12 15:36:57,916: EP 60 (2592) | 4489m 19s, 70 samples/s | loss: 37.915, gen: 13.097, dis: 0.626, KLD: 0.112, DIV_REG: -18.461, 
2021-04-12 15:52:13,360: EP 60 (3456) | 4504m 35s, 56 samples/s | loss: 37.960, gen: 13.099, dis: 0.615, KLD: 0.112, DIV_REG: -18.151, 
2021-04-12 16:07:58,138: EP 60 (4320) | 4520m 19s, 67 samples/s | loss: 37.650, gen: 12.659, dis: 0.643, KLD: 0.112, DIV_REG: -17.537, 
2021-04-12 16:09:40,200: [VAL] loss: 0.278, joint mae: 0.10621, accel diff: 0.03898, FGD: 42.734, feat_D: 133.923 / 99.0s
2021-04-12 16:09:40,203:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 16:25:02,165: EP 61 (864) | 4537m 23s, 65 samples/s | loss: 37.955, gen: 13.258, dis: 0.613, KLD: 0.112, DIV_REG: -17.975, 
2021-04-12 16:39:55,382: EP 61 (1728) | 4552m 17s, 61 samples/s | loss: 38.242, gen: 13.076, dis: 0.624, KLD: 0.112, DIV_REG: -18.004, 
2021-04-12 16:54:48,865: EP 61 (2592) | 4567m 10s, 68 samples/s | loss: 38.074, gen: 13.037, dis: 0.636, KLD: 0.112, DIV_REG: -17.420, 
2021-04-12 17:10:11,207: EP 61 (3456) | 4582m 32s, 63 samples/s | loss: 37.783, gen: 12.585, dis: 0.644, KLD: 0.114, DIV_REG: -17.540, 
2021-04-12 17:25:20,285: EP 61 (4320) | 4597m 42s, 67 samples/s | loss: 37.783, gen: 12.869, dis: 0.629, KLD: 0.114, DIV_REG: -17.453, 
2021-04-12 17:27:00,535: [VAL] loss: 0.267, joint mae: 0.10508, accel diff: 0.03259, FGD: 64.492, feat_D: 128.494 / 97.0s
2021-04-12 17:27:00,541:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 17:42:24,503: EP 62 (864) | 4614m 46s, 61 samples/s | loss: 38.170, gen: 12.776, dis: 0.644, KLD: 0.113, DIV_REG: -17.448, 
2021-04-12 17:58:03,522: EP 62 (1728) | 4630m 25s, 68 samples/s | loss: 37.492, gen: 12.422, dis: 0.648, KLD: 0.112, DIV_REG: -16.598, 
2021-04-12 18:14:29,855: EP 62 (2592) | 4646m 51s, 48 samples/s | loss: 37.728, gen: 12.613, dis: 0.646, KLD: 0.111, DIV_REG: -16.860, 
2021-04-12 18:29:54,611: EP 62 (3456) | 4662m 16s, 58 samples/s | loss: 37.709, gen: 12.598, dis: 0.648, KLD: 0.110, DIV_REG: -16.964, 
2021-04-12 18:45:20,501: EP 62 (4320) | 4677m 42s, 56 samples/s | loss: 37.820, gen: 13.264, dis: 0.619, KLD: 0.108, DIV_REG: -16.847, 
2021-04-12 18:47:16,174: [VAL] loss: 0.278, joint mae: 0.10641, accel diff: 0.03815, FGD: 42.304, feat_D: 134.835 / 111.6s
2021-04-12 18:47:16,176:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 19:03:49,851: EP 63 (864) | 4696m 11s, 63 samples/s | loss: 37.659, gen: 12.387, dis: 0.666, KLD: 0.112, DIV_REG: -16.311, 
2021-04-12 19:20:00,257: EP 63 (1728) | 4712m 21s, 64 samples/s | loss: 37.455, gen: 12.268, dis: 0.665, KLD: 0.113, DIV_REG: -16.185, 
2021-04-12 19:36:01,113: EP 63 (2592) | 4728m 22s, 57 samples/s | loss: 37.359, gen: 12.322, dis: 0.649, KLD: 0.114, DIV_REG: -15.955, 
2021-04-12 19:51:28,189: EP 63 (3456) | 4743m 49s, 61 samples/s | loss: 37.649, gen: 12.559, dis: 0.639, KLD: 0.117, DIV_REG: -15.812, 
2021-04-12 20:06:51,263: EP 63 (4320) | 4759m 12s, 62 samples/s | loss: 37.927, gen: 13.116, dis: 0.628, KLD: 0.117, DIV_REG: -15.725, 
2021-04-12 20:08:32,510: [VAL] loss: 0.277, joint mae: 0.10462, accel diff: 0.03616, FGD: 58.178, feat_D: 131.613 / 97.9s
2021-04-12 20:08:32,513:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 20:24:14,298: EP 64 (864) | 4776m 36s, 63 samples/s | loss: 37.999, gen: 13.499, dis: 0.607, KLD: 0.115, DIV_REG: -15.416, 
2021-04-12 20:39:40,150: EP 64 (1728) | 4792m 1s, 60 samples/s | loss: 38.012, gen: 13.452, dis: 0.594, KLD: 0.113, DIV_REG: -15.710, 
2021-04-12 20:55:14,920: EP 64 (2592) | 4807m 36s, 62 samples/s | loss: 37.732, gen: 12.982, dis: 0.642, KLD: 0.112, DIV_REG: -15.329, 
2021-04-12 21:10:42,294: EP 64 (3456) | 4823m 4s, 56 samples/s | loss: 37.425, gen: 12.448, dis: 0.660, KLD: 0.113, DIV_REG: -15.040, 
2021-04-12 21:26:06,767: EP 64 (4320) | 4838m 28s, 65 samples/s | loss: 37.276, gen: 12.246, dis: 0.664, KLD: 0.116, DIV_REG: -14.759, 
2021-04-12 21:27:47,288: [VAL] loss: 0.273, joint mae: 0.10449, accel diff: 0.03534, FGD: 53.474, feat_D: 131.447 / 97.2s
2021-04-12 21:27:47,291:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 21:43:23,046: EP 65 (864) | 4855m 44s, 65 samples/s | loss: 37.259, gen: 12.012, dis: 0.676, KLD: 0.119, DIV_REG: -14.883, 
2021-04-12 21:59:11,673: EP 65 (1728) | 4871m 33s, 56 samples/s | loss: 37.559, gen: 12.770, dis: 0.634, KLD: 0.119, DIV_REG: -14.846, 
2021-04-12 22:14:39,537: EP 65 (2592) | 4887m 1s, 61 samples/s | loss: 37.951, gen: 12.805, dis: 0.640, KLD: 0.120, DIV_REG: -15.183, 
2021-04-12 22:30:15,033: EP 65 (3456) | 4902m 36s, 54 samples/s | loss: 37.600, gen: 12.293, dis: 0.651, KLD: 0.120, DIV_REG: -15.190, 
2021-04-12 22:45:32,929: EP 65 (4320) | 4917m 54s, 61 samples/s | loss: 37.413, gen: 12.300, dis: 0.647, KLD: 0.120, DIV_REG: -15.220, 
2021-04-12 22:47:29,714: [VAL] loss: 0.268, joint mae: 0.10232, accel diff: 0.03445, FGD: 54.030, feat_D: 130.641 / 113.4s
2021-04-12 22:47:29,717:   best validation loss so far: 4.733 at EPOCH 24
2021-04-12 23:02:34,917: EP 66 (864) | 4934m 56s, 68 samples/s | loss: 37.416, gen: 12.657, dis: 0.635, KLD: 0.119, DIV_REG: -15.186, 
2021-04-12 23:17:27,183: EP 66 (1728) | 4949m 48s, 55 samples/s | loss: 37.898, gen: 12.783, dis: 0.633, KLD: 0.116, DIV_REG: -15.615, 
2021-04-12 23:32:36,243: EP 66 (2592) | 4964m 57s, 60 samples/s | loss: 37.703, gen: 12.322, dis: 0.662, KLD: 0.115, DIV_REG: -15.528, 
2021-04-12 23:47:49,060: EP 66 (3456) | 4980m 10s, 57 samples/s | loss: 37.334, gen: 11.822, dis: 0.680, KLD: 0.115, DIV_REG: -15.231, 
2021-04-13 00:03:10,946: EP 66 (4320) | 4995m 32s, 70 samples/s | loss: 37.657, gen: 12.691, dis: 0.629, KLD: 0.118, DIV_REG: -14.916, 
2021-04-13 00:04:50,862: [VAL] loss: 0.271, joint mae: 0.10324, accel diff: 0.03437, FGD: 62.778, feat_D: 130.181 / 96.8s
2021-04-13 00:04:50,864:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 00:20:25,298: EP 67 (864) | 5012m 47s, 60 samples/s | loss: 37.645, gen: 12.881, dis: 0.611, KLD: 0.123, DIV_REG: -14.900, 
2021-04-13 00:36:00,092: EP 67 (1728) | 5028m 21s, 58 samples/s | loss: 37.656, gen: 13.754, dis: 0.594, KLD: 0.123, DIV_REG: -14.798, 
2021-04-13 00:51:31,411: EP 67 (2592) | 5043m 53s, 59 samples/s | loss: 37.191, gen: 12.366, dis: 0.665, KLD: 0.128, DIV_REG: -14.399, 
2021-04-13 01:06:26,147: EP 67 (3456) | 5058m 47s, 60 samples/s | loss: 36.876, gen: 11.663, dis: 0.705, KLD: 0.128, DIV_REG: -14.271, 
2021-04-13 01:21:16,975: EP 67 (4320) | 5073m 38s, 59 samples/s | loss: 36.758, gen: 11.607, dis: 0.690, KLD: 0.124, DIV_REG: -13.991, 
2021-04-13 01:22:54,384: [VAL] loss: 0.269, joint mae: 0.10199, accel diff: 0.03575, FGD: 54.165, feat_D: 130.692 / 94.5s
2021-04-13 01:22:54,399:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 01:38:08,281: EP 68 (864) | 5090m 30s, 66 samples/s | loss: 36.784, gen: 11.482, dis: 0.701, KLD: 0.122, DIV_REG: -14.308, 
2021-04-13 01:53:42,229: EP 68 (1728) | 5106m 3s, 63 samples/s | loss: 36.995, gen: 11.703, dis: 0.686, KLD: 0.125, DIV_REG: -14.547, 
2021-04-13 02:08:33,607: EP 68 (2592) | 5120m 55s, 56 samples/s | loss: 37.109, gen: 11.915, dis: 0.687, KLD: 0.130, DIV_REG: -14.780, 
2021-04-13 02:23:22,471: EP 68 (3456) | 5135m 44s, 56 samples/s | loss: 36.909, gen: 11.609, dis: 0.702, KLD: 0.131, DIV_REG: -14.548, 
2021-04-13 02:38:15,050: EP 68 (4320) | 5150m 36s, 45 samples/s | loss: 36.598, gen: 11.308, dis: 0.711, KLD: 0.134, DIV_REG: -14.110, 
2021-04-13 02:39:53,328: [VAL] loss: 0.267, joint mae: 0.10232, accel diff: 0.03578, FGD: 51.909, feat_D: 130.857 / 95.2s
2021-04-13 02:39:53,331:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 02:54:32,985: EP 69 (864) | 5166m 54s, 60 samples/s | loss: 36.544, gen: 11.180, dis: 0.718, KLD: 0.134, DIV_REG: -14.093, 
2021-04-13 03:09:27,023: EP 69 (1728) | 5181m 48s, 64 samples/s | loss: 36.693, gen: 10.642, dis: 0.753, KLD: 0.130, DIV_REG: -14.512, 
2021-04-13 03:24:40,326: EP 69 (2592) | 5197m 2s, 60 samples/s | loss: 36.523, gen: 10.753, dis: 0.747, KLD: 0.133, DIV_REG: -14.350, 
2021-04-13 03:39:40,521: EP 69 (3456) | 5212m 2s, 58 samples/s | loss: 36.684, gen: 10.640, dis: 0.748, KLD: 0.131, DIV_REG: -14.392, 
2021-04-13 03:54:32,988: EP 69 (4320) | 5226m 54s, 58 samples/s | loss: 36.716, gen: 10.937, dis: 0.730, KLD: 0.130, DIV_REG: -14.542, 
2021-04-13 03:56:10,106: [VAL] loss: 0.267, joint mae: 0.10226, accel diff: 0.03516, FGD: 57.587, feat_D: 130.364 / 94.3s
2021-04-13 03:56:10,110:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 03:56:11,331: Saved the checkpoint
2021-04-13 03:59:50,709: saved sample videos, took 219.4s
2021-04-13 04:14:45,125: EP 70 (864) | 5247m 6s, 52 samples/s | loss: 36.646, gen: 10.386, dis: 0.768, KLD: 0.129, DIV_REG: -14.671, 
2021-04-13 04:29:49,987: EP 70 (1728) | 5262m 11s, 55 samples/s | loss: 36.603, gen: 10.269, dis: 0.774, KLD: 0.127, DIV_REG: -14.663, 
2021-04-13 04:44:42,471: EP 70 (2592) | 5277m 4s, 66 samples/s | loss: 36.501, gen: 10.315, dis: 0.772, KLD: 0.128, DIV_REG: -14.848, 
2021-04-13 04:59:33,344: EP 70 (3456) | 5291m 55s, 61 samples/s | loss: 36.830, gen: 10.506, dis: 0.761, KLD: 0.133, DIV_REG: -15.183, 
2021-04-13 05:14:23,183: EP 70 (4320) | 5306m 44s, 72 samples/s | loss: 36.766, gen: 10.400, dis: 0.767, KLD: 0.132, DIV_REG: -15.113, 
2021-04-13 05:16:01,202: [VAL] loss: 0.267, joint mae: 0.10162, accel diff: 0.03477, FGD: 54.648, feat_D: 130.423 / 94.6s
2021-04-13 05:16:01,208:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 05:31:12,179: EP 71 (864) | 5323m 33s, 73 samples/s | loss: 36.508, gen: 10.308, dis: 0.780, KLD: 0.127, DIV_REG: -14.836, 
2021-04-13 05:46:04,386: EP 71 (1728) | 5338m 26s, 65 samples/s | loss: 36.662, gen: 10.150, dis: 0.786, KLD: 0.132, DIV_REG: -15.031, 
2021-04-13 06:00:57,489: EP 71 (2592) | 5353m 19s, 61 samples/s | loss: 36.450, gen: 9.971, dis: 0.793, KLD: 0.132, DIV_REG: -14.748, 
2021-04-13 06:15:47,169: EP 71 (3456) | 5368m 8s, 59 samples/s | loss: 36.569, gen: 10.035, dis: 0.797, KLD: 0.129, DIV_REG: -14.559, 
2021-04-13 06:31:24,721: EP 71 (4320) | 5383m 46s, 61 samples/s | loss: 36.119, gen: 9.593, dis: 0.816, KLD: 0.127, DIV_REG: -14.134, 
2021-04-13 06:33:02,867: [VAL] loss: 0.266, joint mae: 0.10117, accel diff: 0.03498, FGD: 51.755, feat_D: 130.293 / 95.1s
2021-04-13 06:33:02,870:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 06:48:30,179: EP 72 (864) | 5400m 51s, 62 samples/s | loss: 36.167, gen: 9.433, dis: 0.834, KLD: 0.127, DIV_REG: -14.381, 
2021-04-13 07:03:53,598: EP 72 (1728) | 5416m 15s, 64 samples/s | loss: 36.125, gen: 9.708, dis: 0.813, KLD: 0.127, DIV_REG: -14.292, 
2021-04-13 07:19:07,539: EP 72 (2592) | 5431m 29s, 57 samples/s | loss: 36.023, gen: 9.386, dis: 0.840, KLD: 0.131, DIV_REG: -14.066, 
2021-04-13 07:34:14,182: EP 72 (3456) | 5446m 35s, 65 samples/s | loss: 35.934, gen: 9.256, dis: 0.843, KLD: 0.131, DIV_REG: -14.054, 
2021-04-13 07:49:16,719: EP 72 (4320) | 5461m 38s, 66 samples/s | loss: 36.089, gen: 9.363, dis: 0.836, KLD: 0.126, DIV_REG: -14.130, 
2021-04-13 07:50:55,703: [VAL] loss: 0.263, joint mae: 0.10046, accel diff: 0.03444, FGD: 51.292, feat_D: 129.965 / 95.5s
2021-04-13 07:50:55,709:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 08:05:51,700: EP 73 (864) | 5478m 13s, 72 samples/s | loss: 35.973, gen: 9.197, dis: 0.847, KLD: 0.127, DIV_REG: -13.795, 
2021-04-13 08:21:06,707: EP 73 (1728) | 5493m 28s, 55 samples/s | loss: 35.916, gen: 9.124, dis: 0.851, KLD: 0.125, DIV_REG: -13.818, 
2021-04-13 08:36:18,556: EP 73 (2592) | 5508m 40s, 63 samples/s | loss: 35.776, gen: 8.934, dis: 0.863, KLD: 0.124, DIV_REG: -13.674, 
2021-04-13 08:51:11,372: EP 73 (3456) | 5523m 33s, 65 samples/s | loss: 35.927, gen: 9.162, dis: 0.843, KLD: 0.123, DIV_REG: -13.882, 
2021-04-13 09:06:08,141: EP 73 (4320) | 5538m 29s, 71 samples/s | loss: 35.723, gen: 9.241, dis: 0.841, KLD: 0.123, DIV_REG: -13.516, 
2021-04-13 09:07:45,067: [VAL] loss: 0.260, joint mae: 0.09988, accel diff: 0.03382, FGD: 50.710, feat_D: 128.639 / 93.9s
2021-04-13 09:07:45,070:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 09:22:59,160: EP 74 (864) | 5555m 20s, 56 samples/s | loss: 35.631, gen: 9.349, dis: 0.836, KLD: 0.121, DIV_REG: -13.325, 
2021-04-13 09:38:11,486: EP 74 (1728) | 5570m 33s, 64 samples/s | loss: 35.997, gen: 9.073, dis: 0.859, KLD: 0.120, DIV_REG: -13.538, 
2021-04-13 09:53:11,788: EP 74 (2592) | 5585m 33s, 59 samples/s | loss: 35.698, gen: 8.894, dis: 0.870, KLD: 0.117, DIV_REG: -13.600, 
2021-04-13 10:08:16,962: EP 74 (3456) | 5600m 38s, 61 samples/s | loss: 35.882, gen: 8.797, dis: 0.869, KLD: 0.118, DIV_REG: -13.871, 
2021-04-13 10:23:19,043: EP 74 (4320) | 5615m 40s, 62 samples/s | loss: 35.881, gen: 8.983, dis: 0.857, KLD: 0.115, DIV_REG: -13.846, 
2021-04-13 10:24:55,581: [VAL] loss: 0.260, joint mae: 0.09881, accel diff: 0.03473, FGD: 52.357, feat_D: 128.249 / 93.6s
2021-04-13 10:24:55,585:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 10:40:11,173: EP 75 (864) | 5632m 32s, 53 samples/s | loss: 35.750, gen: 8.756, dis: 0.877, KLD: 0.113, DIV_REG: -13.921, 
2021-04-13 10:55:19,965: EP 75 (1728) | 5647m 41s, 64 samples/s | loss: 35.797, gen: 8.588, dis: 0.892, KLD: 0.114, DIV_REG: -13.904, 
2021-04-13 11:10:21,214: EP 75 (2592) | 5662m 42s, 57 samples/s | loss: 35.800, gen: 8.670, dis: 0.883, KLD: 0.116, DIV_REG: -13.848, 
2021-04-13 11:25:28,248: EP 75 (3456) | 5677m 49s, 62 samples/s | loss: 35.723, gen: 8.549, dis: 0.891, KLD: 0.116, DIV_REG: -13.787, 
2021-04-13 11:40:18,022: EP 75 (4320) | 5692m 39s, 67 samples/s | loss: 35.858, gen: 8.481, dis: 0.900, KLD: 0.122, DIV_REG: -13.808, 
2021-04-13 11:41:55,212: [VAL] loss: 0.263, joint mae: 0.10020, accel diff: 0.03563, FGD: 45.099, feat_D: 130.341 / 94.1s
2021-04-13 11:41:55,215:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 11:57:13,300: EP 76 (864) | 5709m 35s, 69 samples/s | loss: 35.997, gen: 8.423, dis: 0.899, KLD: 0.124, DIV_REG: -13.847, 
2021-04-13 12:13:04,776: EP 76 (1728) | 5725m 26s, 59 samples/s | loss: 35.932, gen: 8.546, dis: 0.893, KLD: 0.123, DIV_REG: -13.755, 
2021-04-13 12:28:29,295: EP 76 (2592) | 5740m 51s, 54 samples/s | loss: 35.973, gen: 8.339, dis: 0.909, KLD: 0.121, DIV_REG: -13.772, 
2021-04-13 12:43:40,405: EP 76 (3456) | 5756m 2s, 60 samples/s | loss: 35.873, gen: 8.363, dis: 0.901, KLD: 0.120, DIV_REG: -13.206, 
2021-04-13 12:58:36,492: EP 76 (4320) | 5770m 58s, 64 samples/s | loss: 35.812, gen: 8.297, dis: 0.910, KLD: 0.120, DIV_REG: -13.229, 
2021-04-13 13:00:14,653: [VAL] loss: 0.260, joint mae: 0.09890, accel diff: 0.03354, FGD: 54.236, feat_D: 128.252 / 95.3s
2021-04-13 13:00:14,656:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 13:15:36,010: EP 77 (864) | 5787m 57s, 62 samples/s | loss: 35.787, gen: 8.133, dis: 0.922, KLD: 0.118, DIV_REG: -13.507, 
2021-04-13 13:30:38,225: EP 77 (1728) | 5802m 59s, 63 samples/s | loss: 35.811, gen: 8.268, dis: 0.919, KLD: 0.117, DIV_REG: -13.522, 
2021-04-13 13:45:33,962: EP 77 (2592) | 5817m 55s, 67 samples/s | loss: 36.142, gen: 8.465, dis: 0.900, KLD: 0.119, DIV_REG: -13.999, 
2021-04-13 14:00:28,383: EP 77 (3456) | 5832m 50s, 57 samples/s | loss: 35.997, gen: 8.250, dis: 0.911, KLD: 0.117, DIV_REG: -13.832, 
2021-04-13 14:15:32,900: EP 77 (4320) | 5847m 54s, 75 samples/s | loss: 36.126, gen: 8.267, dis: 0.915, KLD: 0.114, DIV_REG: -14.033, 
2021-04-13 14:17:11,377: [VAL] loss: 0.261, joint mae: 0.09844, accel diff: 0.03467, FGD: 51.769, feat_D: 128.843 / 93.9s
2021-04-13 14:17:11,380:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 14:32:24,960: EP 78 (864) | 5864m 46s, 62 samples/s | loss: 36.056, gen: 8.391, dis: 0.903, KLD: 0.116, DIV_REG: -14.367, 
2021-04-13 14:47:27,420: EP 78 (1728) | 5879m 49s, 59 samples/s | loss: 36.466, gen: 8.170, dis: 0.922, KLD: 0.117, DIV_REG: -15.005, 
2021-04-13 15:02:23,960: EP 78 (2592) | 5894m 45s, 60 samples/s | loss: 36.389, gen: 8.359, dis: 0.908, KLD: 0.116, DIV_REG: -14.861, 
2021-04-13 15:17:28,764: EP 78 (3456) | 5909m 50s, 61 samples/s | loss: 36.328, gen: 8.446, dis: 0.904, KLD: 0.118, DIV_REG: -14.693, 
2021-04-13 15:32:18,216: EP 78 (4320) | 5924m 39s, 61 samples/s | loss: 36.219, gen: 8.218, dis: 0.917, KLD: 0.118, DIV_REG: -14.668, 
2021-04-13 15:33:55,920: [VAL] loss: 0.261, joint mae: 0.09979, accel diff: 0.03348, FGD: 51.939, feat_D: 128.600 / 94.3s
2021-04-13 15:33:55,925:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 15:49:19,931: EP 79 (864) | 5941m 41s, 59 samples/s | loss: 36.213, gen: 8.461, dis: 0.891, KLD: 0.119, DIV_REG: -14.524, 
2021-04-13 16:04:23,437: EP 79 (1728) | 5956m 45s, 59 samples/s | loss: 36.141, gen: 8.311, dis: 0.911, KLD: 0.118, DIV_REG: -14.358, 
2021-04-13 16:19:25,564: EP 79 (2592) | 5971m 47s, 61 samples/s | loss: 36.032, gen: 8.191, dis: 0.907, KLD: 0.117, DIV_REG: -14.478, 
2021-04-13 16:34:19,687: EP 79 (3456) | 5986m 41s, 55 samples/s | loss: 36.077, gen: 8.269, dis: 0.912, KLD: 0.115, DIV_REG: -14.531, 
2021-04-13 16:49:21,106: EP 79 (4320) | 6001m 42s, 64 samples/s | loss: 36.160, gen: 8.327, dis: 0.906, KLD: 0.114, DIV_REG: -14.625, 
2021-04-13 16:50:59,620: [VAL] loss: 0.261, joint mae: 0.09917, accel diff: 0.03321, FGD: 52.564, feat_D: 128.170 / 94.8s
2021-04-13 16:50:59,622:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 16:51:01,518: Saved the checkpoint
2021-04-13 16:54:26,975: saved sample videos, took 205.5s
2021-04-13 17:09:49,735: EP 80 (864) | 6022m 11s, 59 samples/s | loss: 36.410, gen: 8.300, dis: 0.914, KLD: 0.114, DIV_REG: -14.715, 
2021-04-13 17:24:53,283: EP 80 (1728) | 6037m 15s, 63 samples/s | loss: 36.087, gen: 8.364, dis: 0.904, KLD: 0.114, DIV_REG: -14.451, 
2021-04-13 17:39:51,491: EP 80 (2592) | 6052m 13s, 64 samples/s | loss: 35.918, gen: 8.293, dis: 0.909, KLD: 0.113, DIV_REG: -14.175, 
2021-04-13 17:54:44,107: EP 80 (3456) | 6067m 5s, 65 samples/s | loss: 35.899, gen: 8.086, dis: 0.925, KLD: 0.112, DIV_REG: -14.049, 
2021-04-13 18:10:11,231: EP 80 (4320) | 6082m 32s, 68 samples/s | loss: 35.936, gen: 7.949, dis: 0.934, KLD: 0.111, DIV_REG: -14.121, 
2021-04-13 18:11:50,893: [VAL] loss: 0.262, joint mae: 0.09946, accel diff: 0.03446, FGD: 45.961, feat_D: 129.837 / 96.1s
2021-04-13 18:11:50,896:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 18:27:13,998: EP 81 (864) | 6099m 35s, 57 samples/s | loss: 36.251, gen: 8.267, dis: 0.906, KLD: 0.113, DIV_REG: -14.069, 
2021-04-13 18:42:25,798: EP 81 (1728) | 6114m 47s, 60 samples/s | loss: 35.998, gen: 8.343, dis: 0.911, KLD: 0.113, DIV_REG: -13.927, 
2021-04-13 18:57:49,639: EP 81 (2592) | 6130m 11s, 56 samples/s | loss: 36.119, gen: 8.379, dis: 0.904, KLD: 0.114, DIV_REG: -13.941, 
2021-04-13 19:14:26,788: EP 81 (3456) | 6146m 48s, 65 samples/s | loss: 36.094, gen: 8.484, dis: 0.895, KLD: 0.117, DIV_REG: -13.796, 
2021-04-13 19:29:19,139: EP 81 (4320) | 6161m 40s, 63 samples/s | loss: 35.918, gen: 8.211, dis: 0.905, KLD: 0.122, DIV_REG: -13.858, 
2021-04-13 19:31:05,159: [VAL] loss: 0.259, joint mae: 0.09941, accel diff: 0.03368, FGD: 52.357, feat_D: 128.247 / 102.7s
2021-04-13 19:31:05,177:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 19:46:20,282: EP 82 (864) | 6178m 42s, 60 samples/s | loss: 35.892, gen: 8.275, dis: 0.913, KLD: 0.121, DIV_REG: -13.715, 
2021-04-13 20:01:38,135: EP 82 (1728) | 6193m 59s, 58 samples/s | loss: 35.843, gen: 8.290, dis: 0.910, KLD: 0.125, DIV_REG: -13.548, 
2021-04-13 20:16:57,753: EP 82 (2592) | 6209m 19s, 64 samples/s | loss: 35.670, gen: 7.987, dis: 0.920, KLD: 0.130, DIV_REG: -13.447, 
2021-04-13 20:31:58,917: EP 82 (3456) | 6224m 20s, 73 samples/s | loss: 36.199, gen: 8.448, dis: 0.902, KLD: 0.130, DIV_REG: -13.578, 
2021-04-13 20:46:52,755: EP 82 (4320) | 6239m 14s, 70 samples/s | loss: 35.997, gen: 8.035, dis: 0.929, KLD: 0.129, DIV_REG: -13.524, 
2021-04-13 20:48:29,025: [VAL] loss: 0.261, joint mae: 0.09872, accel diff: 0.03409, FGD: 49.790, feat_D: 128.919 / 93.0s
2021-04-13 20:48:29,028:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 21:03:58,728: EP 83 (864) | 6256m 20s, 61 samples/s | loss: 35.890, gen: 7.935, dis: 0.937, KLD: 0.130, DIV_REG: -13.551, 
2021-04-13 21:19:06,389: EP 83 (1728) | 6271m 28s, 69 samples/s | loss: 36.125, gen: 8.061, dis: 0.937, KLD: 0.133, DIV_REG: -13.463, 
2021-04-13 21:34:08,889: EP 83 (2592) | 6286m 30s, 56 samples/s | loss: 36.099, gen: 8.211, dis: 0.912, KLD: 0.132, DIV_REG: -13.268, 
2021-04-13 21:49:03,230: EP 83 (3456) | 6301m 24s, 55 samples/s | loss: 36.146, gen: 7.965, dis: 0.935, KLD: 0.131, DIV_REG: -13.510, 
2021-04-13 22:04:19,087: EP 83 (4320) | 6316m 40s, 43 samples/s | loss: 36.035, gen: 8.118, dis: 0.927, KLD: 0.133, DIV_REG: -13.145, 
2021-04-13 22:06:11,331: [VAL] loss: 0.260, joint mae: 0.09866, accel diff: 0.03414, FGD: 48.793, feat_D: 128.554 / 108.1s
2021-04-13 22:06:11,336:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 22:21:37,470: EP 84 (864) | 6333m 59s, 49 samples/s | loss: 36.132, gen: 8.057, dis: 0.928, KLD: 0.134, DIV_REG: -13.241, 
2021-04-13 22:36:39,093: EP 84 (1728) | 6349m 0s, 65 samples/s | loss: 36.105, gen: 8.005, dis: 0.923, KLD: 0.134, DIV_REG: -13.186, 
2021-04-13 22:51:41,888: EP 84 (2592) | 6364m 3s, 63 samples/s | loss: 36.245, gen: 8.257, dis: 0.907, KLD: 0.133, DIV_REG: -13.470, 
2021-04-13 23:06:56,450: EP 84 (3456) | 6379m 18s, 59 samples/s | loss: 36.348, gen: 8.156, dis: 0.919, KLD: 0.132, DIV_REG: -13.553, 
2021-04-13 23:22:02,620: EP 84 (4320) | 6394m 24s, 68 samples/s | loss: 36.636, gen: 8.107, dis: 0.927, KLD: 0.127, DIV_REG: -13.783, 
2021-04-13 23:23:52,198: [VAL] loss: 0.264, joint mae: 0.10036, accel diff: 0.03277, FGD: 49.891, feat_D: 129.868 / 105.6s
2021-04-13 23:23:52,201:   best validation loss so far: 4.733 at EPOCH 24
2021-04-13 23:39:11,669: EP 85 (864) | 6411m 33s, 56 samples/s | loss: 36.345, gen: 7.940, dis: 0.931, KLD: 0.122, DIV_REG: -13.401, 
2021-04-13 23:54:34,662: EP 85 (1728) | 6426m 56s, 49 samples/s | loss: 36.175, gen: 7.688, dis: 0.958, KLD: 0.123, DIV_REG: -13.256, 
2021-04-14 00:10:41,471: EP 85 (2592) | 6443m 3s, 69 samples/s | loss: 36.143, gen: 7.630, dis: 0.958, KLD: 0.123, DIV_REG: -13.116, 
2021-04-14 00:26:07,802: EP 85 (3456) | 6458m 29s, 67 samples/s | loss: 36.206, gen: 7.799, dis: 0.960, KLD: 0.127, DIV_REG: -13.034, 
2021-04-14 00:41:02,271: EP 85 (4320) | 6473m 24s, 67 samples/s | loss: 36.280, gen: 7.890, dis: 0.933, KLD: 0.128, DIV_REG: -12.868, 
2021-04-14 00:42:41,770: [VAL] loss: 0.256, joint mae: 0.09757, accel diff: 0.03296, FGD: 58.841, feat_D: 125.740 / 96.3s
2021-04-14 00:42:41,797:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 00:58:34,498: EP 86 (864) | 6490m 56s, 60 samples/s | loss: 36.303, gen: 8.129, dis: 0.925, KLD: 0.127, DIV_REG: -12.662, 
2021-04-14 01:13:38,410: EP 86 (1728) | 6506m 0s, 68 samples/s | loss: 36.194, gen: 7.799, dis: 0.948, KLD: 0.123, DIV_REG: -12.860, 
2021-04-14 01:28:48,150: EP 86 (2592) | 6521m 9s, 61 samples/s | loss: 36.050, gen: 7.660, dis: 0.954, KLD: 0.123, DIV_REG: -12.889, 
2021-04-14 01:43:54,952: EP 86 (3456) | 6536m 16s, 60 samples/s | loss: 35.956, gen: 8.424, dis: 0.893, KLD: 0.123, DIV_REG: -12.939, 
2021-04-14 01:59:06,783: EP 86 (4320) | 6551m 28s, 67 samples/s | loss: 35.994, gen: 7.801, dis: 0.949, KLD: 0.121, DIV_REG: -13.076, 
2021-04-14 02:00:45,505: [VAL] loss: 0.259, joint mae: 0.09981, accel diff: 0.03353, FGD: 53.483, feat_D: 127.739 / 94.1s
2021-04-14 02:00:45,508:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 02:16:17,158: EP 87 (864) | 6568m 38s, 41 samples/s | loss: 35.998, gen: 7.784, dis: 0.943, KLD: 0.121, DIV_REG: -13.012, 
2021-04-14 02:31:41,769: EP 87 (1728) | 6584m 3s, 59 samples/s | loss: 36.095, gen: 7.890, dis: 0.934, KLD: 0.121, DIV_REG: -13.213, 
2021-04-14 02:46:48,580: EP 87 (2592) | 6599m 10s, 69 samples/s | loss: 36.219, gen: 7.982, dis: 0.932, KLD: 0.121, DIV_REG: -13.603, 
2021-04-14 03:01:50,974: EP 87 (3456) | 6614m 12s, 60 samples/s | loss: 36.313, gen: 8.049, dis: 0.920, KLD: 0.122, DIV_REG: -13.600, 
2021-04-14 03:17:01,207: EP 87 (4320) | 6629m 22s, 54 samples/s | loss: 36.469, gen: 8.024, dis: 0.932, KLD: 0.120, DIV_REG: -13.531, 
2021-04-14 03:18:41,050: [VAL] loss: 0.262, joint mae: 0.10006, accel diff: 0.03358, FGD: 54.696, feat_D: 128.412 / 95.8s
2021-04-14 03:18:41,058:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 03:34:17,255: EP 88 (864) | 6646m 38s, 56 samples/s | loss: 36.547, gen: 7.882, dis: 0.934, KLD: 0.121, DIV_REG: -13.460, 
2021-04-14 03:49:18,856: EP 88 (1728) | 6661m 40s, 54 samples/s | loss: 36.845, gen: 8.108, dis: 0.923, KLD: 0.120, DIV_REG: -13.242, 
2021-04-14 04:04:16,894: EP 88 (2592) | 6676m 38s, 61 samples/s | loss: 36.588, gen: 7.782, dis: 0.951, KLD: 0.122, DIV_REG: -12.938, 
2021-04-14 04:19:19,675: EP 88 (3456) | 6691m 41s, 62 samples/s | loss: 36.396, gen: 7.807, dis: 0.945, KLD: 0.127, DIV_REG: -12.767, 
2021-04-14 04:34:17,865: EP 88 (4320) | 6706m 39s, 70 samples/s | loss: 36.321, gen: 7.552, dis: 0.960, KLD: 0.127, DIV_REG: -12.666, 
2021-04-14 04:35:57,920: [VAL] loss: 0.258, joint mae: 0.09849, accel diff: 0.03258, FGD: 54.927, feat_D: 127.288 / 95.9s
2021-04-14 04:35:57,922:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 04:51:16,898: EP 89 (864) | 6723m 38s, 65 samples/s | loss: 36.183, gen: 7.921, dis: 0.932, KLD: 0.125, DIV_REG: -12.595, 
2021-04-14 05:06:29,772: EP 89 (1728) | 6738m 51s, 58 samples/s | loss: 36.255, gen: 7.654, dis: 0.952, KLD: 0.124, DIV_REG: -12.468, 
2021-04-14 05:21:44,211: EP 89 (2592) | 6754m 5s, 58 samples/s | loss: 36.123, gen: 7.691, dis: 0.948, KLD: 0.124, DIV_REG: -12.391, 
2021-04-14 05:36:36,259: EP 89 (3456) | 6768m 57s, 69 samples/s | loss: 36.052, gen: 7.727, dis: 0.947, KLD: 0.125, DIV_REG: -12.349, 
2021-04-14 05:51:30,867: EP 89 (4320) | 6783m 52s, 59 samples/s | loss: 36.074, gen: 7.654, dis: 0.959, KLD: 0.127, DIV_REG: -12.368, 
2021-04-14 05:53:09,478: [VAL] loss: 0.258, joint mae: 0.09828, accel diff: 0.03240, FGD: 55.529, feat_D: 126.934 / 94.2s
2021-04-14 05:53:09,481:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 05:53:10,727: Saved the checkpoint
2021-04-14 05:56:19,532: saved sample videos, took 188.8s
2021-04-14 06:13:16,115: EP 90 (864) | 6805m 37s, 65 samples/s | loss: 36.051, gen: 7.584, dis: 0.957, KLD: 0.122, DIV_REG: -12.116, 
2021-04-14 06:28:27,806: EP 90 (1728) | 6820m 49s, 60 samples/s | loss: 36.205, gen: 7.799, dis: 0.937, KLD: 0.124, DIV_REG: -12.075, 
2021-04-14 06:43:48,487: EP 90 (2592) | 6836m 10s, 59 samples/s | loss: 36.463, gen: 7.883, dis: 0.939, KLD: 0.123, DIV_REG: -12.642, 
2021-04-14 06:59:39,594: EP 90 (3456) | 6852m 1s, 68 samples/s | loss: 36.519, gen: 7.848, dis: 0.942, KLD: 0.125, DIV_REG: -12.611, 
2021-04-14 07:14:32,575: EP 90 (4320) | 6866m 54s, 66 samples/s | loss: 36.360, gen: 7.882, dis: 0.932, KLD: 0.128, DIV_REG: -12.295, 
2021-04-14 07:16:13,183: [VAL] loss: 0.260, joint mae: 0.09947, accel diff: 0.03233, FGD: 54.332, feat_D: 128.227 / 97.1s
2021-04-14 07:16:13,186:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 07:31:34,017: EP 91 (864) | 6883m 55s, 59 samples/s | loss: 36.548, gen: 8.054, dis: 0.916, KLD: 0.128, DIV_REG: -12.104, 
2021-04-14 07:46:43,491: EP 91 (1728) | 6899m 5s, 59 samples/s | loss: 36.502, gen: 7.965, dis: 0.918, KLD: 0.129, DIV_REG: -12.115, 
2021-04-14 08:01:39,061: EP 91 (2592) | 6914m 0s, 70 samples/s | loss: 36.652, gen: 8.144, dis: 0.914, KLD: 0.130, DIV_REG: -12.152, 
2021-04-14 08:16:35,386: EP 91 (3456) | 6928m 57s, 70 samples/s | loss: 36.515, gen: 8.205, dis: 0.903, KLD: 0.130, DIV_REG: -11.875, 
2021-04-14 08:31:34,357: EP 91 (4320) | 6943m 56s, 67 samples/s | loss: 36.524, gen: 8.072, dis: 0.922, KLD: 0.134, DIV_REG: -11.783, 
2021-04-14 08:33:14,173: [VAL] loss: 0.262, joint mae: 0.09963, accel diff: 0.03217, FGD: 55.899, feat_D: 128.849 / 96.5s
2021-04-14 08:33:14,175:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 08:48:48,130: EP 92 (864) | 6961m 9s, 55 samples/s | loss: 36.580, gen: 7.710, dis: 0.943, KLD: 0.140, DIV_REG: -11.822, 
2021-04-14 09:03:49,910: EP 92 (1728) | 6976m 11s, 63 samples/s | loss: 36.440, gen: 7.622, dis: 0.955, KLD: 0.142, DIV_REG: -11.781, 
2021-04-14 09:18:46,716: EP 92 (2592) | 6991m 8s, 68 samples/s | loss: 36.380, gen: 7.809, dis: 0.935, KLD: 0.144, DIV_REG: -11.579, 
2021-04-14 09:33:37,791: EP 92 (3456) | 7005m 59s, 59 samples/s | loss: 36.404, gen: 7.612, dis: 0.952, KLD: 0.141, DIV_REG: -11.927, 
2021-04-14 09:48:47,344: EP 92 (4320) | 7021m 9s, 70 samples/s | loss: 36.294, gen: 7.878, dis: 0.938, KLD: 0.141, DIV_REG: -11.830, 
2021-04-14 09:50:46,724: [VAL] loss: 0.259, joint mae: 0.09884, accel diff: 0.03176, FGD: 56.151, feat_D: 127.160 / 115.3s
2021-04-14 09:50:46,728:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 10:06:04,075: EP 93 (864) | 7038m 25s, 60 samples/s | loss: 36.438, gen: 7.772, dis: 0.949, KLD: 0.137, DIV_REG: -11.942, 
2021-04-14 10:21:26,732: EP 93 (1728) | 7053m 48s, 64 samples/s | loss: 36.444, gen: 7.630, dis: 0.955, KLD: 0.134, DIV_REG: -11.810, 
2021-04-14 10:36:49,499: EP 93 (2592) | 7069m 11s, 63 samples/s | loss: 36.576, gen: 7.683, dis: 0.938, KLD: 0.134, DIV_REG: -11.937, 
2021-04-14 10:52:22,502: EP 93 (3456) | 7084m 44s, 56 samples/s | loss: 36.785, gen: 8.293, dis: 0.901, KLD: 0.130, DIV_REG: -12.304, 
2021-04-14 11:07:43,397: EP 93 (4320) | 7100m 5s, 66 samples/s | loss: 36.830, gen: 8.355, dis: 0.899, KLD: 0.134, DIV_REG: -12.296, 
2021-04-14 11:10:06,767: [VAL] loss: 0.265, joint mae: 0.10028, accel diff: 0.03231, FGD: 53.786, feat_D: 129.671 / 140.8s
2021-04-14 11:10:06,770:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 11:25:35,799: EP 94 (864) | 7117m 57s, 66 samples/s | loss: 37.089, gen: 7.964, dis: 0.927, KLD: 0.134, DIV_REG: -12.314, 
2021-04-14 11:41:11,374: EP 94 (1728) | 7133m 33s, 56 samples/s | loss: 36.526, gen: 7.854, dis: 0.936, KLD: 0.135, DIV_REG: -11.854, 
2021-04-14 11:55:39,628: EP 94 (2592) | 7148m 1s, 65 samples/s | loss: 36.596, gen: 7.865, dis: 0.938, KLD: 0.131, DIV_REG: -12.002, 
2021-04-14 12:10:13,148: EP 94 (3456) | 7162m 34s, 63 samples/s | loss: 36.657, gen: 7.939, dis: 0.934, KLD: 0.132, DIV_REG: -12.004, 
2021-04-14 12:24:53,880: EP 94 (4320) | 7177m 15s, 35 samples/s | loss: 36.673, gen: 8.322, dis: 0.898, KLD: 0.130, DIV_REG: -12.025, 
2021-04-14 12:27:08,895: [VAL] loss: 0.261, joint mae: 0.10028, accel diff: 0.03192, FGD: 58.815, feat_D: 127.571 / 130.7s
2021-04-14 12:27:08,897:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 12:42:39,589: EP 95 (864) | 7195m 1s, 61 samples/s | loss: 36.316, gen: 7.816, dis: 0.937, KLD: 0.129, DIV_REG: -12.076, 
2021-04-14 12:58:04,234: EP 95 (1728) | 7210m 25s, 56 samples/s | loss: 36.461, gen: 7.741, dis: 0.935, KLD: 0.126, DIV_REG: -12.083, 
2021-04-14 13:13:25,080: EP 95 (2592) | 7225m 46s, 54 samples/s | loss: 36.689, gen: 7.784, dis: 0.942, KLD: 0.126, DIV_REG: -12.241, 
2021-04-14 13:28:59,273: EP 95 (3456) | 7241m 21s, 62 samples/s | loss: 36.697, gen: 7.788, dis: 0.945, KLD: 0.126, DIV_REG: -12.352, 
2021-04-14 13:44:39,186: EP 95 (4320) | 7257m 0s, 70 samples/s | loss: 36.621, gen: 7.874, dis: 0.939, KLD: 0.124, DIV_REG: -12.158, 
2021-04-14 13:46:16,402: [VAL] loss: 0.261, joint mae: 0.09983, accel diff: 0.03148, FGD: 56.301, feat_D: 128.357 / 94.3s
2021-04-14 13:46:16,405:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 14:01:44,532: EP 96 (864) | 7274m 6s, 55 samples/s | loss: 36.549, gen: 7.905, dis: 0.934, KLD: 0.121, DIV_REG: -12.012, 
2021-04-14 14:17:06,010: EP 96 (1728) | 7289m 27s, 50 samples/s | loss: 36.715, gen: 7.827, dis: 0.938, KLD: 0.119, DIV_REG: -12.286, 
2021-04-14 14:32:35,746: EP 96 (2592) | 7304m 57s, 58 samples/s | loss: 36.785, gen: 7.812, dis: 0.947, KLD: 0.117, DIV_REG: -12.469, 
2021-04-14 14:48:08,739: EP 96 (3456) | 7320m 30s, 66 samples/s | loss: 37.042, gen: 8.375, dis: 0.896, KLD: 0.115, DIV_REG: -12.524, 
2021-04-14 15:03:44,649: EP 96 (4320) | 7336m 6s, 64 samples/s | loss: 36.772, gen: 8.086, dis: 0.920, KLD: 0.117, DIV_REG: -12.239, 
2021-04-14 15:05:21,071: [VAL] loss: 0.262, joint mae: 0.10028, accel diff: 0.03190, FGD: 55.258, feat_D: 129.268 / 93.7s
2021-04-14 15:05:21,073:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 15:20:52,733: EP 97 (864) | 7353m 14s, 68 samples/s | loss: 36.864, gen: 7.926, dis: 0.931, KLD: 0.120, DIV_REG: -12.656, 
2021-04-14 15:36:41,073: EP 97 (1728) | 7369m 2s, 58 samples/s | loss: 36.726, gen: 7.886, dis: 0.936, KLD: 0.117, DIV_REG: -12.538, 
2021-04-14 15:52:04,507: EP 97 (2592) | 7384m 26s, 54 samples/s | loss: 36.698, gen: 7.783, dis: 0.941, KLD: 0.116, DIV_REG: -12.421, 
2021-04-14 16:07:41,446: EP 97 (3456) | 7400m 3s, 56 samples/s | loss: 36.691, gen: 7.950, dis: 0.924, KLD: 0.119, DIV_REG: -12.320, 
2021-04-14 16:23:58,020: EP 97 (4320) | 7416m 19s, 64 samples/s | loss: 36.993, gen: 8.321, dis: 0.904, KLD: 0.115, DIV_REG: -12.574, 
2021-04-14 16:25:40,683: [VAL] loss: 0.263, joint mae: 0.10199, accel diff: 0.03138, FGD: 63.033, feat_D: 126.881 / 99.4s
2021-04-14 16:25:40,689:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 16:41:32,307: EP 98 (864) | 7433m 54s, 54 samples/s | loss: 37.238, gen: 8.374, dis: 0.895, KLD: 0.112, DIV_REG: -12.517, 
2021-04-14 16:57:07,103: EP 98 (1728) | 7449m 28s, 59 samples/s | loss: 37.133, gen: 8.518, dis: 0.893, KLD: 0.110, DIV_REG: -12.482, 
2021-04-14 17:12:36,499: EP 98 (2592) | 7464m 58s, 56 samples/s | loss: 36.943, gen: 8.606, dis: 0.877, KLD: 0.109, DIV_REG: -12.221, 
2021-04-14 17:28:25,376: EP 98 (3456) | 7480m 47s, 61 samples/s | loss: 37.196, gen: 7.970, dis: 0.920, KLD: 0.107, DIV_REG: -12.289, 
2021-04-14 17:44:21,916: EP 98 (4320) | 7496m 43s, 62 samples/s | loss: 37.159, gen: 8.130, dis: 0.915, KLD: 0.105, DIV_REG: -11.979, 
2021-04-14 17:46:07,485: [VAL] loss: 0.264, joint mae: 0.10142, accel diff: 0.03144, FGD: 64.507, feat_D: 127.671 / 102.4s
2021-04-14 17:46:07,496:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 18:02:16,639: EP 99 (864) | 7514m 38s, 61 samples/s | loss: 37.218, gen: 8.064, dis: 0.917, KLD: 0.105, DIV_REG: -12.106, 
2021-04-14 18:18:01,093: EP 99 (1728) | 7530m 22s, 65 samples/s | loss: 37.114, gen: 8.356, dis: 0.905, KLD: 0.106, DIV_REG: -11.991, 
2021-04-14 18:34:05,946: EP 99 (2592) | 7546m 27s, 48 samples/s | loss: 37.016, gen: 8.380, dis: 0.895, KLD: 0.106, DIV_REG: -11.779, 
2021-04-14 18:50:00,791: EP 99 (3456) | 7562m 22s, 55 samples/s | loss: 36.830, gen: 8.159, dis: 0.903, KLD: 0.104, DIV_REG: -11.868, 
2021-04-14 19:05:55,609: EP 99 (4320) | 7578m 17s, 71 samples/s | loss: 36.981, gen: 8.487, dis: 0.892, KLD: 0.107, DIV_REG: -11.830, 
2021-04-14 19:07:36,650: [VAL] loss: 0.262, joint mae: 0.10062, accel diff: 0.03160, FGD: 61.753, feat_D: 128.504 / 98.1s
2021-04-14 19:07:36,652:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 19:07:38,267: Saved the checkpoint
2021-04-14 19:11:13,247: saved sample videos, took 215.0s
2021-04-14 19:27:11,752: EP 100 (864) | 7599m 33s, 55 samples/s | loss: 37.241, gen: 8.448, dis: 0.886, KLD: 0.104, DIV_REG: -11.820, 
2021-04-14 19:43:07,866: EP 100 (1728) | 7615m 29s, 54 samples/s | loss: 36.981, gen: 8.139, dis: 0.914, KLD: 0.104, DIV_REG: -11.704, 
2021-04-14 19:58:53,232: EP 100 (2592) | 7631m 14s, 59 samples/s | loss: 36.660, gen: 7.984, dis: 0.926, KLD: 0.105, DIV_REG: -11.465, 
2021-04-14 20:14:37,584: EP 100 (3456) | 7646m 59s, 59 samples/s | loss: 36.895, gen: 8.250, dis: 0.900, KLD: 0.105, DIV_REG: -11.468, 
2021-04-14 20:30:46,263: EP 100 (4320) | 7663m 7s, 68 samples/s | loss: 37.010, gen: 8.326, dis: 0.900, KLD: 0.106, DIV_REG: -11.586, 
2021-04-14 20:32:32,895: [VAL] loss: 0.261, joint mae: 0.09964, accel diff: 0.03162, FGD: 62.015, feat_D: 127.673 / 103.8s
2021-04-14 20:32:32,897:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 20:48:24,654: EP 101 (864) | 7680m 46s, 56 samples/s | loss: 37.018, gen: 8.755, dis: 0.879, KLD: 0.105, DIV_REG: -11.677, 
2021-04-14 21:04:06,629: EP 101 (1728) | 7696m 28s, 51 samples/s | loss: 36.943, gen: 7.930, dis: 0.931, KLD: 0.105, DIV_REG: -11.623, 
2021-04-14 21:19:50,154: EP 101 (2592) | 7712m 11s, 69 samples/s | loss: 36.959, gen: 8.038, dis: 0.925, KLD: 0.106, DIV_REG: -11.384, 
2021-04-14 21:35:52,319: EP 101 (3456) | 7728m 14s, 52 samples/s | loss: 37.079, gen: 8.154, dis: 0.914, KLD: 0.104, DIV_REG: -11.468, 
2021-04-14 21:52:11,836: EP 101 (4320) | 7744m 33s, 66 samples/s | loss: 37.234, gen: 8.138, dis: 0.916, KLD: 0.104, DIV_REG: -11.360, 
2021-04-14 21:53:58,310: [VAL] loss: 0.269, joint mae: 0.10178, accel diff: 0.03299, FGD: 59.154, feat_D: 130.692 / 103.3s
2021-04-14 21:53:58,312:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 22:09:45,787: EP 102 (864) | 7762m 7s, 54 samples/s | loss: 37.547, gen: 8.589, dis: 0.891, KLD: 0.104, DIV_REG: -11.153, 
2021-04-14 22:25:08,472: EP 102 (1728) | 7777m 30s, 71 samples/s | loss: 37.761, gen: 8.893, dis: 0.875, KLD: 0.102, DIV_REG: -11.167, 
2021-04-14 22:39:30,896: EP 102 (2592) | 7791m 52s, 61 samples/s | loss: 37.574, gen: 8.469, dis: 0.897, KLD: 0.103, DIV_REG: -10.929, 
2021-04-14 22:54:03,565: EP 102 (3456) | 7806m 25s, 67 samples/s | loss: 37.421, gen: 8.489, dis: 0.884, KLD: 0.105, DIV_REG: -10.582, 
2021-04-14 23:08:43,255: EP 102 (4320) | 7821m 4s, 59 samples/s | loss: 37.270, gen: 8.662, dis: 0.893, KLD: 0.106, DIV_REG: -10.522, 
2021-04-14 23:10:20,241: [VAL] loss: 0.265, joint mae: 0.10171, accel diff: 0.03155, FGD: 69.311, feat_D: 127.745 / 94.1s
2021-04-14 23:10:20,243:   best validation loss so far: 4.733 at EPOCH 24
2021-04-14 23:25:01,607: EP 103 (864) | 7837m 23s, 62 samples/s | loss: 37.338, gen: 8.302, dis: 0.904, KLD: 0.111, DIV_REG: -10.617, 
2021-04-14 23:39:12,914: EP 103 (1728) | 7851m 34s, 65 samples/s | loss: 37.606, gen: 8.433, dis: 0.896, KLD: 0.111, DIV_REG: -10.686, 
2021-04-14 23:53:26,324: EP 103 (2592) | 7865m 48s, 70 samples/s | loss: 37.522, gen: 8.459, dis: 0.899, KLD: 0.111, DIV_REG: -10.469, 
2021-04-15 00:07:45,166: EP 103 (3456) | 7880m 6s, 66 samples/s | loss: 37.262, gen: 8.821, dis: 0.868, KLD: 0.113, DIV_REG: -10.349, 
2021-04-15 00:22:11,925: EP 103 (4320) | 7894m 33s, 61 samples/s | loss: 37.199, gen: 8.502, dis: 0.884, KLD: 0.113, DIV_REG: -10.225, 
2021-04-15 00:23:48,816: [VAL] loss: 0.262, joint mae: 0.10010, accel diff: 0.03173, FGD: 63.577, feat_D: 127.593 / 94.0s
2021-04-15 00:23:48,821:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 00:38:05,502: EP 104 (864) | 7910m 27s, 57 samples/s | loss: 37.404, gen: 8.704, dis: 0.884, KLD: 0.115, DIV_REG: -10.375, 
2021-04-15 00:52:28,287: EP 104 (1728) | 7924m 50s, 60 samples/s | loss: 37.338, gen: 8.918, dis: 0.869, KLD: 0.113, DIV_REG: -10.258, 
2021-04-15 01:06:39,232: EP 104 (2592) | 7939m 0s, 71 samples/s | loss: 37.471, gen: 8.738, dis: 0.881, KLD: 0.111, DIV_REG: -10.148, 
2021-04-15 01:20:54,861: EP 104 (3456) | 7953m 16s, 61 samples/s | loss: 37.727, gen: 9.592, dis: 0.831, KLD: 0.111, DIV_REG: -10.424, 
2021-04-15 01:35:27,183: EP 104 (4320) | 7967m 48s, 67 samples/s | loss: 37.619, gen: 8.891, dis: 0.871, KLD: 0.109, DIV_REG: -10.456, 
2021-04-15 01:37:03,470: [VAL] loss: 0.266, joint mae: 0.10169, accel diff: 0.03226, FGD: 67.170, feat_D: 127.889 / 93.5s
2021-04-15 01:37:03,472:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 01:51:15,483: EP 105 (864) | 7983m 37s, 71 samples/s | loss: 37.603, gen: 8.364, dis: 0.906, KLD: 0.107, DIV_REG: -10.198, 
2021-04-15 02:05:44,519: EP 105 (1728) | 7998m 6s, 69 samples/s | loss: 37.422, gen: 8.520, dis: 0.893, KLD: 0.108, DIV_REG: -10.093, 
2021-04-15 02:19:51,378: EP 105 (2592) | 8012m 13s, 66 samples/s | loss: 37.677, gen: 8.960, dis: 0.879, KLD: 0.108, DIV_REG: -10.402, 
2021-04-15 02:34:02,353: EP 105 (3456) | 8026m 24s, 67 samples/s | loss: 38.174, gen: 9.493, dis: 0.825, KLD: 0.110, DIV_REG: -10.533, 
2021-04-15 02:48:23,768: EP 105 (4320) | 8040m 45s, 72 samples/s | loss: 38.002, gen: 9.137, dis: 0.857, KLD: 0.111, DIV_REG: -10.364, 
2021-04-15 02:50:00,143: [VAL] loss: 0.267, joint mae: 0.10190, accel diff: 0.03226, FGD: 73.022, feat_D: 127.652 / 93.6s
2021-04-15 02:50:00,148:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 03:04:15,496: EP 106 (864) | 8056m 37s, 64 samples/s | loss: 38.339, gen: 9.285, dis: 0.842, KLD: 0.110, DIV_REG: -10.634, 
2021-04-15 03:18:26,996: EP 106 (1728) | 8070m 48s, 65 samples/s | loss: 37.883, gen: 9.118, dis: 0.857, KLD: 0.108, DIV_REG: -10.523, 
2021-04-15 03:33:01,436: EP 106 (2592) | 8085m 23s, 69 samples/s | loss: 37.714, gen: 8.623, dis: 0.882, KLD: 0.111, DIV_REG: -10.350, 
2021-04-15 03:47:09,250: EP 106 (3456) | 8099m 30s, 66 samples/s | loss: 37.936, gen: 9.103, dis: 0.863, KLD: 0.110, DIV_REG: -10.437, 
2021-04-15 04:01:29,913: EP 106 (4320) | 8113m 51s, 70 samples/s | loss: 37.837, gen: 8.889, dis: 0.876, KLD: 0.108, DIV_REG: -10.139, 
2021-04-15 04:03:06,959: [VAL] loss: 0.263, joint mae: 0.10111, accel diff: 0.03144, FGD: 81.165, feat_D: 125.434 / 94.2s
2021-04-15 04:03:06,963:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 04:17:25,228: EP 107 (864) | 8129m 46s, 66 samples/s | loss: 38.121, gen: 9.248, dis: 0.843, KLD: 0.105, DIV_REG: -10.408, 
2021-04-15 04:31:42,570: EP 107 (1728) | 8144m 4s, 56 samples/s | loss: 37.876, gen: 8.902, dis: 0.864, KLD: 0.108, DIV_REG: -10.367, 
2021-04-15 04:45:56,036: EP 107 (2592) | 8158m 17s, 69 samples/s | loss: 37.811, gen: 9.491, dis: 0.831, KLD: 0.109, DIV_REG: -10.066, 
2021-04-15 05:00:03,088: EP 107 (3456) | 8172m 24s, 64 samples/s | loss: 37.716, gen: 8.995, dis: 0.873, KLD: 0.108, DIV_REG: -10.093, 
2021-04-15 05:14:17,088: EP 107 (4320) | 8186m 38s, 71 samples/s | loss: 37.881, gen: 9.321, dis: 0.852, KLD: 0.110, DIV_REG: -9.931, 
2021-04-15 05:15:51,915: [VAL] loss: 0.264, joint mae: 0.10129, accel diff: 0.03123, FGD: 72.569, feat_D: 126.499 / 92.2s
2021-04-15 05:15:51,917:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 05:29:53,932: EP 108 (864) | 8202m 15s, 69 samples/s | loss: 37.658, gen: 8.778, dis: 0.877, KLD: 0.112, DIV_REG: -10.038, 
2021-04-15 05:43:53,918: EP 108 (1728) | 8216m 15s, 68 samples/s | loss: 37.613, gen: 8.996, dis: 0.862, KLD: 0.110, DIV_REG: -9.797, 
2021-04-15 05:57:52,410: EP 108 (2592) | 8230m 14s, 65 samples/s | loss: 37.500, gen: 8.627, dis: 0.894, KLD: 0.110, DIV_REG: -9.612, 
2021-04-15 06:12:19,651: EP 108 (3456) | 8244m 41s, 58 samples/s | loss: 37.346, gen: 8.782, dis: 0.890, KLD: 0.107, DIV_REG: -9.407, 
2021-04-15 06:26:16,973: EP 108 (4320) | 8258m 38s, 68 samples/s | loss: 37.641, gen: 9.076, dis: 0.870, KLD: 0.103, DIV_REG: -9.461, 
2021-04-15 06:27:54,377: [VAL] loss: 0.268, joint mae: 0.10183, accel diff: 0.03198, FGD: 60.646, feat_D: 130.158 / 94.8s
2021-04-15 06:27:54,379:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 06:41:57,602: EP 109 (864) | 8274m 19s, 66 samples/s | loss: 38.321, gen: 9.227, dis: 0.850, KLD: 0.102, DIV_REG: -9.517, 
2021-04-15 06:55:57,334: EP 109 (1728) | 8288m 19s, 71 samples/s | loss: 38.560, gen: 9.193, dis: 0.855, KLD: 0.105, DIV_REG: -9.564, 
2021-04-15 07:09:58,570: EP 109 (2592) | 8302m 20s, 59 samples/s | loss: 38.378, gen: 9.561, dis: 0.829, KLD: 0.106, DIV_REG: -9.825, 
2021-04-15 07:24:05,191: EP 109 (3456) | 8316m 26s, 57 samples/s | loss: 38.166, gen: 9.626, dis: 0.835, KLD: 0.107, DIV_REG: -9.838, 
2021-04-15 07:38:21,273: EP 109 (4320) | 8330m 43s, 67 samples/s | loss: 38.142, gen: 8.933, dis: 0.871, KLD: 0.107, DIV_REG: -9.715, 
2021-04-15 07:39:58,632: [VAL] loss: 0.269, joint mae: 0.10165, accel diff: 0.03161, FGD: 63.320, feat_D: 129.882 / 94.5s
2021-04-15 07:39:58,653:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 07:40:00,132: Saved the checkpoint
2021-04-15 07:42:55,398: saved sample videos, took 175.3s
2021-04-15 07:56:55,900: EP 110 (864) | 8349m 17s, 62 samples/s | loss: 38.792, gen: 10.926, dis: 0.742, KLD: 0.111, DIV_REG: -9.774, 
2021-04-15 08:11:00,701: EP 110 (1728) | 8363m 22s, 58 samples/s | loss: 38.531, gen: 9.593, dis: 0.827, KLD: 0.112, DIV_REG: -9.625, 
2021-04-15 08:25:00,218: EP 110 (2592) | 8377m 21s, 60 samples/s | loss: 38.439, gen: 9.194, dis: 0.853, KLD: 0.110, DIV_REG: -9.754, 
2021-04-15 08:39:11,118: EP 110 (3456) | 8391m 32s, 64 samples/s | loss: 38.368, gen: 9.289, dis: 0.841, KLD: 0.108, DIV_REG: -9.555, 
2021-04-15 08:53:22,471: EP 110 (4320) | 8405m 44s, 66 samples/s | loss: 38.235, gen: 9.923, dis: 0.798, KLD: 0.108, DIV_REG: -9.625, 
2021-04-15 08:55:01,073: [VAL] loss: 0.268, joint mae: 0.10257, accel diff: 0.03117, FGD: 67.378, feat_D: 129.631 / 95.8s
2021-04-15 08:55:01,075:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 09:09:04,201: EP 111 (864) | 8421m 25s, 65 samples/s | loss: 38.160, gen: 9.581, dis: 0.820, KLD: 0.106, DIV_REG: -9.670, 
2021-04-15 09:23:04,639: EP 111 (1728) | 8435m 26s, 65 samples/s | loss: 38.450, gen: 9.984, dis: 0.790, KLD: 0.103, DIV_REG: -10.019, 
2021-04-15 09:37:06,769: EP 111 (2592) | 8449m 28s, 64 samples/s | loss: 38.781, gen: 9.748, dis: 0.808, KLD: 0.104, DIV_REG: -10.061, 
2021-04-15 09:51:18,062: EP 111 (3456) | 8463m 39s, 64 samples/s | loss: 39.051, gen: 10.781, dis: 0.762, KLD: 0.103, DIV_REG: -10.350, 
2021-04-15 10:05:27,493: EP 111 (4320) | 8477m 49s, 73 samples/s | loss: 39.152, gen: 9.602, dis: 0.827, KLD: 0.102, DIV_REG: -10.598, 
2021-04-15 10:07:04,859: [VAL] loss: 0.274, joint mae: 0.10577, accel diff: 0.03003, FGD: 91.224, feat_D: 128.589 / 94.9s
2021-04-15 10:07:04,860:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 10:21:08,917: EP 112 (864) | 8493m 30s, 63 samples/s | loss: 39.055, gen: 9.515, dis: 0.828, KLD: 0.102, DIV_REG: -10.591, 
2021-04-15 10:35:06,439: EP 112 (1728) | 8507m 28s, 71 samples/s | loss: 38.932, gen: 9.738, dis: 0.818, KLD: 0.102, DIV_REG: -10.430, 
2021-04-15 10:49:09,038: EP 112 (2592) | 8521m 30s, 67 samples/s | loss: 38.531, gen: 10.027, dis: 0.802, KLD: 0.102, DIV_REG: -10.245, 
2021-04-15 11:03:23,468: EP 112 (3456) | 8535m 45s, 69 samples/s | loss: 38.576, gen: 10.424, dis: 0.771, KLD: 0.103, DIV_REG: -10.305, 
2021-04-15 11:17:24,916: EP 112 (4320) | 8549m 46s, 64 samples/s | loss: 38.706, gen: 9.801, dis: 0.807, KLD: 0.101, DIV_REG: -10.223, 
2021-04-15 11:19:02,047: [VAL] loss: 0.270, joint mae: 0.10286, accel diff: 0.03099, FGD: 70.666, feat_D: 129.298 / 94.2s
2021-04-15 11:19:02,050:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 11:33:07,735: EP 113 (864) | 8565m 29s, 69 samples/s | loss: 38.557, gen: 10.366, dis: 0.789, KLD: 0.099, DIV_REG: -10.173, 
2021-04-15 11:47:05,377: EP 113 (1728) | 8579m 27s, 68 samples/s | loss: 38.506, gen: 10.193, dis: 0.788, KLD: 0.097, DIV_REG: -9.926, 
2021-04-15 12:01:16,123: EP 113 (2592) | 8593m 37s, 72 samples/s | loss: 38.783, gen: 10.032, dis: 0.796, KLD: 0.096, DIV_REG: -9.986, 
2021-04-15 12:15:28,607: EP 113 (3456) | 8607m 50s, 63 samples/s | loss: 38.624, gen: 9.907, dis: 0.809, KLD: 0.097, DIV_REG: -10.048, 
2021-04-15 12:29:27,750: EP 113 (4320) | 8621m 49s, 73 samples/s | loss: 38.670, gen: 9.927, dis: 0.804, KLD: 0.097, DIV_REG: -10.097, 
2021-04-15 12:31:04,162: [VAL] loss: 0.269, joint mae: 0.10315, accel diff: 0.03080, FGD: 73.440, feat_D: 128.746 / 94.0s
2021-04-15 12:31:04,165:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 12:45:07,068: EP 114 (864) | 8637m 28s, 72 samples/s | loss: 38.458, gen: 9.819, dis: 0.817, KLD: 0.100, DIV_REG: -9.930, 
2021-04-15 12:59:18,315: EP 114 (1728) | 8651m 40s, 67 samples/s | loss: 38.517, gen: 9.482, dis: 0.836, KLD: 0.102, DIV_REG: -10.022, 
2021-04-15 13:13:16,976: EP 114 (2592) | 8665m 38s, 66 samples/s | loss: 38.902, gen: 10.450, dis: 0.781, KLD: 0.102, DIV_REG: -10.198, 
2021-04-15 13:27:28,841: EP 114 (3456) | 8679m 50s, 62 samples/s | loss: 38.539, gen: 10.063, dis: 0.793, KLD: 0.106, DIV_REG: -9.790, 
2021-04-15 13:41:26,296: EP 114 (4320) | 8693m 48s, 64 samples/s | loss: 38.483, gen: 9.469, dis: 0.836, KLD: 0.104, DIV_REG: -9.600, 
2021-04-15 13:43:03,581: [VAL] loss: 0.268, joint mae: 0.10183, accel diff: 0.02989, FGD: 88.777, feat_D: 128.255 / 94.5s
2021-04-15 13:43:03,588:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 13:57:08,261: EP 115 (864) | 8709m 29s, 69 samples/s | loss: 38.457, gen: 9.484, dis: 0.838, KLD: 0.104, DIV_REG: -9.627, 
2021-04-15 14:11:22,377: EP 115 (1728) | 8723m 44s, 63 samples/s | loss: 38.592, gen: 9.616, dis: 0.818, KLD: 0.103, DIV_REG: -9.601, 
2021-04-15 14:25:23,879: EP 115 (2592) | 8737m 45s, 65 samples/s | loss: 38.379, gen: 9.745, dis: 0.814, KLD: 0.104, DIV_REG: -9.509, 
2021-04-15 14:39:35,588: EP 115 (3456) | 8751m 57s, 64 samples/s | loss: 38.756, gen: 9.677, dis: 0.821, KLD: 0.106, DIV_REG: -9.647, 
2021-04-15 14:53:38,566: EP 115 (4320) | 8766m 0s, 72 samples/s | loss: 39.156, gen: 10.756, dis: 0.754, KLD: 0.104, DIV_REG: -9.794, 
2021-04-15 14:55:14,059: [VAL] loss: 0.275, joint mae: 0.10464, accel diff: 0.03059, FGD: 86.929, feat_D: 130.200 / 92.6s
2021-04-15 14:55:14,063:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 15:09:20,600: EP 116 (864) | 8781m 42s, 71 samples/s | loss: 39.552, gen: 10.215, dis: 0.788, KLD: 0.104, DIV_REG: -10.064, 
2021-04-15 15:23:23,135: EP 116 (1728) | 8795m 44s, 63 samples/s | loss: 39.040, gen: 11.460, dis: 0.714, KLD: 0.104, DIV_REG: -9.782, 
2021-04-15 15:37:40,005: EP 116 (2592) | 8810m 1s, 72 samples/s | loss: 38.967, gen: 10.574, dis: 0.756, KLD: 0.104, DIV_REG: -9.617, 
2021-04-15 15:51:51,349: EP 116 (3456) | 8824m 13s, 71 samples/s | loss: 39.199, gen: 10.583, dis: 0.764, KLD: 0.104, DIV_REG: -9.506, 
2021-04-15 16:05:55,328: EP 116 (4320) | 8838m 17s, 68 samples/s | loss: 39.581, gen: 11.431, dis: 0.720, KLD: 0.102, DIV_REG: -9.877, 
2021-04-15 16:07:31,633: [VAL] loss: 0.274, joint mae: 0.10453, accel diff: 0.03137, FGD: 69.754, feat_D: 131.684 / 93.4s
2021-04-15 16:07:31,641:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 16:21:37,214: EP 117 (864) | 8853m 58s, 65 samples/s | loss: 39.124, gen: 11.791, dis: 0.693, KLD: 0.100, DIV_REG: -9.655, 
2021-04-15 16:35:42,760: EP 117 (1728) | 8868m 4s, 64 samples/s | loss: 39.461, gen: 10.733, dis: 0.760, KLD: 0.102, DIV_REG: -9.529, 
2021-04-15 16:49:55,894: EP 117 (2592) | 8882m 17s, 67 samples/s | loss: 38.816, gen: 10.559, dis: 0.762, KLD: 0.102, DIV_REG: -9.201, 
2021-04-15 17:04:14,170: EP 117 (3456) | 8896m 35s, 69 samples/s | loss: 38.945, gen: 10.770, dis: 0.746, KLD: 0.102, DIV_REG: -9.324, 
2021-04-15 17:18:16,431: EP 117 (4320) | 8910m 38s, 70 samples/s | loss: 38.553, gen: 9.845, dis: 0.812, KLD: 0.100, DIV_REG: -9.348, 
2021-04-15 17:19:53,554: [VAL] loss: 0.268, joint mae: 0.10307, accel diff: 0.03027, FGD: 82.705, feat_D: 127.583 / 93.8s
2021-04-15 17:19:53,557:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 17:33:55,694: EP 118 (864) | 8926m 17s, 66 samples/s | loss: 38.584, gen: 9.834, dis: 0.796, KLD: 0.102, DIV_REG: -9.307, 
2021-04-15 17:47:54,328: EP 118 (1728) | 8940m 16s, 56 samples/s | loss: 38.931, gen: 10.305, dis: 0.779, KLD: 0.101, DIV_REG: -9.591, 
2021-04-15 18:02:07,824: EP 118 (2592) | 8954m 29s, 60 samples/s | loss: 38.984, gen: 11.194, dis: 0.733, KLD: 0.099, DIV_REG: -9.563, 
2021-04-15 18:16:41,273: EP 118 (3456) | 8969m 3s, 67 samples/s | loss: 38.674, gen: 10.497, dis: 0.766, KLD: 0.097, DIV_REG: -9.358, 
2021-04-15 18:30:41,390: EP 118 (4320) | 8983m 3s, 67 samples/s | loss: 38.678, gen: 10.245, dis: 0.791, KLD: 0.096, DIV_REG: -9.220, 
2021-04-15 18:32:19,359: [VAL] loss: 0.273, joint mae: 0.10378, accel diff: 0.03064, FGD: 73.913, feat_D: 130.167 / 95.2s
2021-04-15 18:32:19,361:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 18:46:25,262: EP 119 (864) | 8998m 46s, 68 samples/s | loss: 38.408, gen: 10.460, dis: 0.772, KLD: 0.096, DIV_REG: -9.096, 
2021-04-15 19:00:32,099: EP 119 (1728) | 9012m 53s, 67 samples/s | loss: 38.382, gen: 10.428, dis: 0.782, KLD: 0.098, DIV_REG: -9.027, 
2021-04-15 19:14:33,257: EP 119 (2592) | 9026m 54s, 66 samples/s | loss: 38.300, gen: 10.312, dis: 0.773, KLD: 0.098, DIV_REG: -9.046, 
2021-04-15 19:28:54,641: EP 119 (3456) | 9041m 16s, 65 samples/s | loss: 38.594, gen: 10.737, dis: 0.761, KLD: 0.098, DIV_REG: -9.209, 
2021-04-15 19:42:54,008: EP 119 (4320) | 9055m 15s, 68 samples/s | loss: 38.664, gen: 10.635, dis: 0.765, KLD: 0.100, DIV_REG: -9.236, 
2021-04-15 19:44:31,509: [VAL] loss: 0.270, joint mae: 0.10279, accel diff: 0.03078, FGD: 75.399, feat_D: 129.590 / 94.7s
2021-04-15 19:44:31,511:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 19:44:32,483: Saved the checkpoint
2021-04-15 19:47:45,408: saved sample videos, took 192.9s
2021-04-15 20:01:49,379: EP 120 (864) | 9074m 11s, 67 samples/s | loss: 38.381, gen: 10.208, dis: 0.789, KLD: 0.098, DIV_REG: -8.929, 
2021-04-15 20:15:53,453: EP 120 (1728) | 9088m 15s, 68 samples/s | loss: 38.107, gen: 9.818, dis: 0.820, KLD: 0.098, DIV_REG: -8.846, 
2021-04-15 20:29:58,125: EP 120 (2592) | 9102m 19s, 70 samples/s | loss: 38.113, gen: 10.009, dis: 0.796, KLD: 0.099, DIV_REG: -8.840, 
2021-04-15 20:44:07,848: EP 120 (3456) | 9116m 29s, 62 samples/s | loss: 38.144, gen: 10.093, dis: 0.792, KLD: 0.096, DIV_REG: -8.873, 
2021-04-15 20:58:27,344: EP 120 (4320) | 9130m 49s, 70 samples/s | loss: 38.736, gen: 11.574, dis: 0.717, KLD: 0.095, DIV_REG: -9.245, 
2021-04-15 21:00:03,554: [VAL] loss: 0.267, joint mae: 0.10260, accel diff: 0.03091, FGD: 77.025, feat_D: 129.179 / 93.5s
2021-04-15 21:00:03,561:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 21:14:09,218: EP 121 (864) | 9146m 30s, 67 samples/s | loss: 38.596, gen: 11.086, dis: 0.730, KLD: 0.096, DIV_REG: -9.164, 
2021-04-15 21:28:12,605: EP 121 (1728) | 9160m 34s, 69 samples/s | loss: 38.490, gen: 10.437, dis: 0.772, KLD: 0.098, DIV_REG: -9.200, 
2021-04-15 21:42:15,312: EP 121 (2592) | 9174m 37s, 55 samples/s | loss: 38.676, gen: 10.666, dis: 0.762, KLD: 0.097, DIV_REG: -9.153, 
2021-04-15 21:56:31,314: EP 121 (3456) | 9188m 53s, 63 samples/s | loss: 38.783, gen: 10.865, dis: 0.747, KLD: 0.100, DIV_REG: -9.136, 
2021-04-15 22:10:45,500: EP 121 (4320) | 9203m 7s, 68 samples/s | loss: 39.744, gen: 12.750, dis: 0.650, KLD: 0.101, DIV_REG: -9.706, 
2021-04-15 22:12:22,911: [VAL] loss: 0.282, joint mae: 0.10765, accel diff: 0.03139, FGD: 93.004, feat_D: 131.085 / 94.2s
2021-04-15 22:12:22,924:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 22:26:33,190: EP 122 (864) | 9218m 54s, 68 samples/s | loss: 39.695, gen: 12.300, dis: 0.670, KLD: 0.107, DIV_REG: -9.277, 
2021-04-15 22:40:34,537: EP 122 (1728) | 9232m 56s, 64 samples/s | loss: 39.189, gen: 11.519, dis: 0.712, KLD: 0.109, DIV_REG: -8.793, 
2021-04-15 22:54:59,170: EP 122 (2592) | 9247m 20s, 47 samples/s | loss: 39.211, gen: 11.261, dis: 0.703, KLD: 0.108, DIV_REG: -9.194, 
2021-04-15 23:09:10,571: EP 122 (3456) | 9261m 32s, 61 samples/s | loss: 39.024, gen: 10.588, dis: 0.770, KLD: 0.108, DIV_REG: -9.039, 
2021-04-15 23:23:19,580: EP 122 (4320) | 9275m 41s, 69 samples/s | loss: 39.143, gen: 10.528, dis: 0.769, KLD: 0.108, DIV_REG: -9.105, 
2021-04-15 23:24:56,484: [VAL] loss: 0.271, joint mae: 0.10344, accel diff: 0.02980, FGD: 104.876, feat_D: 127.011 / 94.0s
2021-04-15 23:24:56,487:   best validation loss so far: 4.733 at EPOCH 24
2021-04-15 23:39:22,471: EP 123 (864) | 9291m 44s, 59 samples/s | loss: 39.214, gen: 10.982, dis: 0.735, KLD: 0.108, DIV_REG: -9.074, 
2021-04-15 23:53:30,708: EP 123 (1728) | 9305m 52s, 63 samples/s | loss: 39.371, gen: 11.534, dis: 0.700, KLD: 0.106, DIV_REG: -9.239, 
2021-04-16 00:08:05,083: EP 123 (2592) | 9320m 26s, 66 samples/s | loss: 38.993, gen: 11.391, dis: 0.708, KLD: 0.106, DIV_REG: -8.783, 
2021-04-16 00:22:20,005: EP 123 (3456) | 9334m 41s, 65 samples/s | loss: 38.852, gen: 10.275, dis: 0.779, KLD: 0.107, DIV_REG: -8.879, 
2021-04-16 00:36:30,521: EP 123 (4320) | 9348m 52s, 73 samples/s | loss: 39.262, gen: 10.325, dis: 0.777, KLD: 0.108, DIV_REG: -9.194, 
2021-04-16 00:38:07,009: [VAL] loss: 0.272, joint mae: 0.10494, accel diff: 0.03012, FGD: 103.550, feat_D: 127.775 / 93.7s
2021-04-16 00:38:07,011:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 00:52:24,456: EP 124 (864) | 9364m 46s, 61 samples/s | loss: 39.622, gen: 10.449, dis: 0.768, KLD: 0.106, DIV_REG: -9.389, 
2021-04-16 01:06:29,578: EP 124 (1728) | 9378m 51s, 66 samples/s | loss: 39.782, gen: 10.567, dis: 0.753, KLD: 0.106, DIV_REG: -9.432, 
2021-04-16 01:20:52,090: EP 124 (2592) | 9393m 13s, 67 samples/s | loss: 39.608, gen: 10.638, dis: 0.762, KLD: 0.105, DIV_REG: -9.396, 
2021-04-16 01:35:01,933: EP 124 (3456) | 9407m 23s, 63 samples/s | loss: 39.146, gen: 10.486, dis: 0.761, KLD: 0.102, DIV_REG: -9.029, 
2021-04-16 01:49:13,769: EP 124 (4320) | 9421m 35s, 64 samples/s | loss: 39.737, gen: 10.824, dis: 0.747, KLD: 0.103, DIV_REG: -9.434, 
2021-04-16 01:50:52,077: [VAL] loss: 0.275, joint mae: 0.10466, accel diff: 0.03077, FGD: 91.661, feat_D: 130.814 / 95.4s
2021-04-16 01:50:52,079:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 02:05:06,382: EP 125 (864) | 9437m 28s, 58 samples/s | loss: 39.188, gen: 9.900, dis: 0.798, KLD: 0.105, DIV_REG: -9.132, 
2021-04-16 02:19:29,489: EP 125 (1728) | 9451m 51s, 62 samples/s | loss: 39.171, gen: 10.388, dis: 0.771, KLD: 0.105, DIV_REG: -9.035, 
2021-04-16 02:34:01,188: EP 125 (2592) | 9466m 22s, 70 samples/s | loss: 39.480, gen: 11.067, dis: 0.735, KLD: 0.104, DIV_REG: -9.073, 
2021-04-16 02:48:10,674: EP 125 (3456) | 9480m 32s, 69 samples/s | loss: 39.380, gen: 10.900, dis: 0.748, KLD: 0.107, DIV_REG: -8.728, 
2021-04-16 03:02:18,744: EP 125 (4320) | 9494m 40s, 67 samples/s | loss: 39.196, gen: 10.529, dis: 0.767, KLD: 0.105, DIV_REG: -8.633, 
2021-04-16 03:03:57,179: [VAL] loss: 0.271, joint mae: 0.10311, accel diff: 0.03024, FGD: 99.351, feat_D: 127.511 / 95.5s
2021-04-16 03:03:57,185:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 03:18:08,968: EP 126 (864) | 9510m 30s, 69 samples/s | loss: 39.323, gen: 10.461, dis: 0.757, KLD: 0.103, DIV_REG: -8.815, 
2021-04-16 03:32:33,899: EP 126 (1728) | 9524m 55s, 69 samples/s | loss: 39.189, gen: 10.677, dis: 0.751, KLD: 0.101, DIV_REG: -8.705, 
2021-04-16 03:47:03,296: EP 126 (2592) | 9539m 25s, 60 samples/s | loss: 39.219, gen: 10.569, dis: 0.757, KLD: 0.099, DIV_REG: -8.870, 
2021-04-16 04:01:10,979: EP 126 (3456) | 9553m 32s, 71 samples/s | loss: 38.907, gen: 10.378, dis: 0.770, KLD: 0.099, DIV_REG: -8.535, 
2021-04-16 04:15:23,978: EP 126 (4320) | 9567m 45s, 68 samples/s | loss: 38.958, gen: 10.196, dis: 0.789, KLD: 0.099, DIV_REG: -8.428, 
2021-04-16 04:17:02,248: [VAL] loss: 0.274, joint mae: 0.10425, accel diff: 0.03092, FGD: 90.613, feat_D: 128.594 / 94.8s
2021-04-16 04:17:02,252:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 04:31:14,516: EP 127 (864) | 9583m 36s, 69 samples/s | loss: 38.927, gen: 10.462, dis: 0.775, KLD: 0.100, DIV_REG: -8.382, 
2021-04-16 04:45:20,946: EP 127 (1728) | 9597m 42s, 67 samples/s | loss: 39.323, gen: 10.898, dis: 0.740, KLD: 0.102, DIV_REG: -8.669, 
2021-04-16 05:00:09,481: EP 127 (2592) | 9612m 31s, 66 samples/s | loss: 39.394, gen: 11.480, dis: 0.715, KLD: 0.102, DIV_REG: -8.839, 
2021-04-16 05:14:18,985: EP 127 (3456) | 9626m 40s, 63 samples/s | loss: 39.787, gen: 11.639, dis: 0.707, KLD: 0.103, DIV_REG: -8.844, 
2021-04-16 05:28:30,447: EP 127 (4320) | 9640m 52s, 69 samples/s | loss: 40.254, gen: 11.359, dis: 0.725, KLD: 0.104, DIV_REG: -8.955, 
2021-04-16 05:30:08,801: [VAL] loss: 0.281, joint mae: 0.10648, accel diff: 0.03111, FGD: 77.554, feat_D: 132.934 / 95.3s
2021-04-16 05:30:08,804:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 05:44:20,090: EP 128 (864) | 9656m 41s, 66 samples/s | loss: 39.861, gen: 10.550, dis: 0.770, KLD: 0.106, DIV_REG: -8.583, 
2021-04-16 05:58:30,984: EP 128 (1728) | 9670m 52s, 62 samples/s | loss: 39.642, gen: 10.187, dis: 0.785, KLD: 0.107, DIV_REG: -8.454, 
2021-04-16 06:13:22,084: EP 128 (2592) | 9685m 43s, 69 samples/s | loss: 39.242, gen: 10.808, dis: 0.753, KLD: 0.108, DIV_REG: -8.291, 
2021-04-16 06:27:30,558: EP 128 (3456) | 9699m 52s, 60 samples/s | loss: 39.747, gen: 11.222, dis: 0.729, KLD: 0.105, DIV_REG: -8.425, 
2021-04-16 06:41:39,885: EP 128 (4320) | 9714m 1s, 72 samples/s | loss: 39.296, gen: 10.612, dis: 0.761, KLD: 0.102, DIV_REG: -8.124, 
2021-04-16 06:43:18,944: [VAL] loss: 0.273, joint mae: 0.10435, accel diff: 0.03008, FGD: 90.581, feat_D: 128.951 / 96.0s
2021-04-16 06:43:18,946:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 06:57:31,387: EP 129 (864) | 9729m 53s, 53 samples/s | loss: 39.299, gen: 10.507, dis: 0.775, KLD: 0.104, DIV_REG: -8.056, 
2021-04-16 07:11:41,681: EP 129 (1728) | 9744m 3s, 59 samples/s | loss: 39.239, gen: 10.614, dis: 0.766, KLD: 0.101, DIV_REG: -8.034, 
2021-04-16 07:25:54,256: EP 129 (2592) | 9758m 15s, 69 samples/s | loss: 38.961, gen: 10.742, dis: 0.755, KLD: 0.103, DIV_REG: -7.959, 
2021-04-16 07:40:37,233: EP 129 (3456) | 9772m 58s, 66 samples/s | loss: 39.146, gen: 11.198, dis: 0.729, KLD: 0.101, DIV_REG: -8.196, 
2021-04-16 07:54:50,966: EP 129 (4320) | 9787m 12s, 69 samples/s | loss: 39.338, gen: 11.264, dis: 0.736, KLD: 0.100, DIV_REG: -8.243, 
2021-04-16 07:56:27,701: [VAL] loss: 0.271, joint mae: 0.10429, accel diff: 0.03014, FGD: 92.963, feat_D: 128.112 / 94.0s
2021-04-16 07:56:27,709:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 07:56:29,056: Saved the checkpoint
2021-04-16 08:00:03,361: saved sample videos, took 214.3s
2021-04-16 08:14:14,928: EP 130 (864) | 9806m 36s, 68 samples/s | loss: 39.244, gen: 10.600, dis: 0.766, KLD: 0.100, DIV_REG: -7.966, 
2021-04-16 08:28:20,931: EP 130 (1728) | 9820m 42s, 66 samples/s | loss: 39.106, gen: 10.223, dis: 0.787, KLD: 0.101, DIV_REG: -8.050, 
2021-04-16 08:42:50,457: EP 130 (2592) | 9835m 12s, 67 samples/s | loss: 39.080, gen: 10.145, dis: 0.803, KLD: 0.101, DIV_REG: -8.081, 
2021-04-16 08:57:19,493: EP 130 (3456) | 9849m 41s, 63 samples/s | loss: 38.895, gen: 10.186, dis: 0.781, KLD: 0.098, DIV_REG: -8.145, 
2021-04-16 09:11:31,116: EP 130 (4320) | 9863m 52s, 69 samples/s | loss: 38.954, gen: 10.307, dis: 0.780, KLD: 0.097, DIV_REG: -8.069, 
2021-04-16 09:13:07,405: [VAL] loss: 0.271, joint mae: 0.10402, accel diff: 0.02980, FGD: 98.369, feat_D: 127.564 / 93.8s
2021-04-16 09:13:07,413:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 09:27:19,817: EP 131 (864) | 9879m 41s, 62 samples/s | loss: 38.912, gen: 9.846, dis: 0.823, KLD: 0.096, DIV_REG: -8.338, 
2021-04-16 09:41:28,135: EP 131 (1728) | 9893m 49s, 66 samples/s | loss: 39.039, gen: 10.093, dis: 0.797, KLD: 0.098, DIV_REG: -8.348, 
2021-04-16 09:55:49,342: EP 131 (2592) | 9908m 11s, 64 samples/s | loss: 39.657, gen: 10.429, dis: 0.763, KLD: 0.098, DIV_REG: -8.651, 
2021-04-16 10:10:01,974: EP 131 (3456) | 9922m 23s, 68 samples/s | loss: 39.604, gen: 10.431, dis: 0.775, KLD: 0.098, DIV_REG: -8.467, 
2021-04-16 10:24:26,154: EP 131 (4320) | 9936m 47s, 67 samples/s | loss: 39.615, gen: 10.495, dis: 0.769, KLD: 0.101, DIV_REG: -8.432, 
2021-04-16 10:26:03,694: [VAL] loss: 0.275, joint mae: 0.10491, accel diff: 0.03021, FGD: 91.760, feat_D: 129.786 / 94.7s
2021-04-16 10:26:03,698:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 10:40:15,792: EP 132 (864) | 9952m 37s, 71 samples/s | loss: 39.997, gen: 10.609, dis: 0.757, KLD: 0.100, DIV_REG: -8.606, 
2021-04-16 10:54:17,935: EP 132 (1728) | 9966m 39s, 68 samples/s | loss: 39.877, gen: 10.651, dis: 0.763, KLD: 0.103, DIV_REG: -8.365, 
2021-04-16 11:08:27,279: EP 132 (2592) | 9980m 49s, 62 samples/s | loss: 39.406, gen: 10.242, dis: 0.781, KLD: 0.104, DIV_REG: -7.954, 
2021-04-16 11:22:26,543: EP 132 (3456) | 9994m 48s, 65 samples/s | loss: 39.624, gen: 10.531, dis: 0.762, KLD: 0.103, DIV_REG: -8.220, 
2021-04-16 11:36:34,120: EP 132 (4320) | 10008m 55s, 72 samples/s | loss: 39.788, gen: 10.823, dis: 0.748, KLD: 0.106, DIV_REG: -8.287, 
2021-04-16 11:38:11,124: [VAL] loss: 0.273, joint mae: 0.10390, accel diff: 0.02990, FGD: 103.816, feat_D: 127.861 / 94.3s
2021-04-16 11:38:11,127:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 11:52:10,994: EP 133 (864) | 10024m 32s, 70 samples/s | loss: 39.430, gen: 10.095, dis: 0.775, KLD: 0.107, DIV_REG: -8.019, 
2021-04-16 12:06:18,589: EP 133 (1728) | 10038m 40s, 61 samples/s | loss: 39.669, gen: 11.228, dis: 0.731, KLD: 0.108, DIV_REG: -8.168, 
2021-04-16 12:20:26,230: EP 133 (2592) | 10052m 47s, 64 samples/s | loss: 39.327, gen: 10.453, dis: 0.770, KLD: 0.108, DIV_REG: -7.783, 
2021-04-16 12:34:22,309: EP 133 (3456) | 10066m 44s, 62 samples/s | loss: 39.646, gen: 10.541, dis: 0.759, KLD: 0.109, DIV_REG: -8.006, 
2021-04-16 12:48:11,383: EP 133 (4320) | 10080m 33s, 75 samples/s | loss: 39.459, gen: 10.632, dis: 0.754, KLD: 0.108, DIV_REG: -7.936, 
2021-04-16 12:49:47,385: [VAL] loss: 0.274, joint mae: 0.10376, accel diff: 0.03041, FGD: 87.433, feat_D: 129.634 / 93.3s
2021-04-16 12:49:47,387:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 13:03:08,974: EP 134 (864) | 10095m 30s, 70 samples/s | loss: 39.242, gen: 10.374, dis: 0.774, KLD: 0.107, DIV_REG: -7.683, 
2021-04-16 13:16:30,569: EP 134 (1728) | 10108m 52s, 68 samples/s | loss: 39.214, gen: 9.639, dis: 0.813, KLD: 0.105, DIV_REG: -7.597, 
2021-04-16 13:29:49,557: EP 134 (2592) | 10122m 11s, 72 samples/s | loss: 39.450, gen: 10.528, dis: 0.763, KLD: 0.105, DIV_REG: -7.872, 
2021-04-16 13:43:00,068: EP 134 (3456) | 10135m 21s, 71 samples/s | loss: 39.264, gen: 10.168, dis: 0.793, KLD: 0.105, DIV_REG: -7.723, 
2021-04-16 13:56:04,152: EP 134 (4320) | 10148m 25s, 74 samples/s | loss: 39.987, gen: 11.341, dis: 0.724, KLD: 0.105, DIV_REG: -7.941, 
2021-04-16 13:57:38,987: [VAL] loss: 0.279, joint mae: 0.10704, accel diff: 0.02994, FGD: 99.032, feat_D: 130.754 / 92.2s
2021-04-16 13:57:38,992:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 14:10:46,070: EP 135 (864) | 10163m 7s, 73 samples/s | loss: 40.538, gen: 12.081, dis: 0.677, KLD: 0.104, DIV_REG: -8.061, 
2021-04-16 14:23:59,309: EP 135 (1728) | 10176m 21s, 70 samples/s | loss: 40.481, gen: 11.630, dis: 0.712, KLD: 0.104, DIV_REG: -8.176, 
2021-04-16 14:37:10,578: EP 135 (2592) | 10189m 32s, 67 samples/s | loss: 40.470, gen: 11.654, dis: 0.700, KLD: 0.106, DIV_REG: -7.975, 
2021-04-16 14:50:15,820: EP 135 (3456) | 10202m 37s, 70 samples/s | loss: 40.225, gen: 10.605, dis: 0.762, KLD: 0.106, DIV_REG: -7.861, 
2021-04-16 15:03:21,586: EP 135 (4320) | 10215m 43s, 75 samples/s | loss: 40.252, gen: 10.909, dis: 0.753, KLD: 0.106, DIV_REG: -7.864, 
2021-04-16 15:04:57,276: [VAL] loss: 0.281, joint mae: 0.10688, accel diff: 0.02965, FGD: 110.088, feat_D: 129.631 / 93.1s
2021-04-16 15:04:57,279:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 15:18:09,400: EP 136 (864) | 10230m 31s, 72 samples/s | loss: 40.167, gen: 10.509, dis: 0.761, KLD: 0.107, DIV_REG: -7.743, 
2021-04-16 15:31:18,757: EP 136 (1728) | 10243m 40s, 75 samples/s | loss: 40.128, gen: 11.148, dis: 0.738, KLD: 0.105, DIV_REG: -7.825, 
2021-04-16 15:44:37,574: EP 136 (2592) | 10256m 59s, 73 samples/s | loss: 40.250, gen: 10.945, dis: 0.744, KLD: 0.106, DIV_REG: -7.750, 
2021-04-16 15:57:41,709: EP 136 (3456) | 10270m 3s, 73 samples/s | loss: 40.139, gen: 10.731, dis: 0.755, KLD: 0.111, DIV_REG: -7.649, 
2021-04-16 16:10:48,259: EP 136 (4320) | 10283m 9s, 73 samples/s | loss: 40.249, gen: 10.945, dis: 0.749, KLD: 0.111, DIV_REG: -7.616, 
2021-04-16 16:12:23,914: [VAL] loss: 0.277, joint mae: 0.10556, accel diff: 0.02942, FGD: 104.451, feat_D: 130.396 / 92.9s
2021-04-16 16:12:23,917:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 16:25:32,564: EP 137 (864) | 10297m 54s, 72 samples/s | loss: 40.040, gen: 10.732, dis: 0.754, KLD: 0.110, DIV_REG: -7.527, 
2021-04-16 16:38:41,313: EP 137 (1728) | 10311m 3s, 73 samples/s | loss: 40.177, gen: 10.562, dis: 0.759, KLD: 0.109, DIV_REG: -7.682, 
2021-04-16 16:51:54,871: EP 137 (2592) | 10324m 16s, 66 samples/s | loss: 40.111, gen: 10.595, dis: 0.762, KLD: 0.109, DIV_REG: -7.733, 
2021-04-16 17:05:00,268: EP 137 (3456) | 10337m 21s, 71 samples/s | loss: 40.039, gen: 10.778, dis: 0.744, KLD: 0.110, DIV_REG: -7.755, 
2021-04-16 17:18:11,227: EP 137 (4320) | 10350m 32s, 71 samples/s | loss: 40.192, gen: 12.718, dis: 0.636, KLD: 0.107, DIV_REG: -7.894, 
2021-04-16 17:19:46,316: [VAL] loss: 0.279, joint mae: 0.10571, accel diff: 0.03015, FGD: 103.447, feat_D: 129.882 / 92.3s
2021-04-16 17:19:46,319:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 17:32:58,121: EP 138 (864) | 10365m 19s, 72 samples/s | loss: 40.240, gen: 11.208, dis: 0.735, KLD: 0.106, DIV_REG: -8.107, 
2021-04-16 17:46:10,923: EP 138 (1728) | 10378m 32s, 70 samples/s | loss: 40.250, gen: 11.135, dis: 0.732, KLD: 0.104, DIV_REG: -8.158, 
2021-04-16 17:59:26,281: EP 138 (2592) | 10391m 48s, 70 samples/s | loss: 40.365, gen: 10.987, dis: 0.747, KLD: 0.102, DIV_REG: -8.005, 
2021-04-16 18:12:28,609: EP 138 (3456) | 10404m 50s, 66 samples/s | loss: 40.560, gen: 11.223, dis: 0.721, KLD: 0.101, DIV_REG: -7.906, 
2021-04-16 18:25:39,563: EP 138 (4320) | 10418m 1s, 73 samples/s | loss: 40.407, gen: 11.641, dis: 0.697, KLD: 0.099, DIV_REG: -7.860, 
2021-04-16 18:27:15,600: [VAL] loss: 0.282, joint mae: 0.10729, accel diff: 0.02980, FGD: 102.669, feat_D: 130.774 / 93.4s
2021-04-16 18:27:15,604:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 18:40:28,477: EP 139 (864) | 10432m 50s, 73 samples/s | loss: 40.468, gen: 11.907, dis: 0.678, KLD: 0.100, DIV_REG: -7.743, 
2021-04-16 18:53:39,251: EP 139 (1728) | 10446m 0s, 68 samples/s | loss: 40.563, gen: 11.625, dis: 0.695, KLD: 0.101, DIV_REG: -7.770, 
2021-04-16 19:06:52,439: EP 139 (2592) | 10459m 14s, 72 samples/s | loss: 40.644, gen: 12.014, dis: 0.694, KLD: 0.105, DIV_REG: -7.854, 
2021-04-16 19:20:00,389: EP 139 (3456) | 10472m 22s, 71 samples/s | loss: 40.334, gen: 11.487, dis: 0.710, KLD: 0.106, DIV_REG: -7.775, 
2021-04-16 19:33:20,966: EP 139 (4320) | 10485m 42s, 68 samples/s | loss: 40.261, gen: 11.680, dis: 0.705, KLD: 0.106, DIV_REG: -7.687, 
2021-04-16 19:34:56,373: [VAL] loss: 0.280, joint mae: 0.10712, accel diff: 0.02953, FGD: 119.117, feat_D: 129.784 / 92.3s
2021-04-16 19:34:56,399:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 19:34:57,293: Saved the checkpoint
2021-04-16 19:38:26,041: saved sample videos, took 208.7s
2021-04-16 19:51:53,401: EP 140 (864) | 10504m 15s, 66 samples/s | loss: 40.235, gen: 11.984, dis: 0.674, KLD: 0.103, DIV_REG: -7.740, 
2021-04-16 20:05:26,459: EP 140 (1728) | 10517m 48s, 59 samples/s | loss: 40.216, gen: 11.330, dis: 0.722, KLD: 0.103, DIV_REG: -7.872, 
2021-04-16 20:19:04,902: EP 140 (2592) | 10531m 26s, 70 samples/s | loss: 40.329, gen: 11.104, dis: 0.731, KLD: 0.104, DIV_REG: -7.797, 
2021-04-16 20:32:35,396: EP 140 (3456) | 10544m 57s, 64 samples/s | loss: 40.424, gen: 10.870, dis: 0.751, KLD: 0.111, DIV_REG: -7.963, 
2021-04-16 20:46:03,215: EP 140 (4320) | 10558m 24s, 70 samples/s | loss: 40.419, gen: 11.016, dis: 0.740, KLD: 0.113, DIV_REG: -7.970, 
2021-04-16 20:47:38,550: [VAL] loss: 0.281, joint mae: 0.10782, accel diff: 0.02973, FGD: 105.887, feat_D: 131.303 / 92.5s
2021-04-16 20:47:38,552:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 21:01:11,015: EP 141 (864) | 10573m 32s, 67 samples/s | loss: 40.408, gen: 10.646, dis: 0.758, KLD: 0.115, DIV_REG: -7.933, 
2021-04-16 21:14:37,383: EP 141 (1728) | 10586m 59s, 64 samples/s | loss: 40.617, gen: 11.512, dis: 0.709, KLD: 0.113, DIV_REG: -8.142, 
2021-04-16 21:28:13,212: EP 141 (2592) | 10600m 34s, 66 samples/s | loss: 40.631, gen: 11.350, dis: 0.712, KLD: 0.110, DIV_REG: -8.006, 
2021-04-16 21:41:41,032: EP 141 (3456) | 10614m 2s, 70 samples/s | loss: 40.736, gen: 12.441, dis: 0.657, KLD: 0.110, DIV_REG: -8.307, 
2021-04-16 21:55:05,973: EP 141 (4320) | 10627m 27s, 72 samples/s | loss: 40.331, gen: 11.398, dis: 0.721, KLD: 0.114, DIV_REG: -8.015, 
2021-04-16 21:56:41,873: [VAL] loss: 0.277, joint mae: 0.10544, accel diff: 0.02962, FGD: 99.598, feat_D: 130.609 / 93.2s
2021-04-16 21:56:41,877:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 22:10:08,933: EP 142 (864) | 10642m 30s, 66 samples/s | loss: 40.083, gen: 11.928, dis: 0.674, KLD: 0.110, DIV_REG: -7.509, 
2021-04-16 22:23:38,209: EP 142 (1728) | 10655m 59s, 68 samples/s | loss: 40.238, gen: 11.686, dis: 0.700, KLD: 0.108, DIV_REG: -7.689, 
2021-04-16 22:37:17,576: EP 142 (2592) | 10669m 39s, 69 samples/s | loss: 40.208, gen: 11.561, dis: 0.717, KLD: 0.107, DIV_REG: -7.752, 
2021-04-16 22:50:42,325: EP 142 (3456) | 10683m 4s, 72 samples/s | loss: 39.899, gen: 11.279, dis: 0.723, KLD: 0.104, DIV_REG: -7.611, 
2021-04-16 23:04:06,452: EP 142 (4320) | 10696m 28s, 61 samples/s | loss: 39.663, gen: 10.900, dis: 0.745, KLD: 0.108, DIV_REG: -7.567, 
2021-04-16 23:05:42,279: [VAL] loss: 0.276, joint mae: 0.10437, accel diff: 0.02960, FGD: 96.956, feat_D: 130.270 / 93.1s
2021-04-16 23:05:42,284:   best validation loss so far: 4.733 at EPOCH 24
2021-04-16 23:19:10,046: EP 143 (864) | 10711m 31s, 71 samples/s | loss: 40.136, gen: 13.232, dis: 0.628, KLD: 0.108, DIV_REG: -7.841, 
2021-04-16 23:32:22,927: EP 143 (1728) | 10724m 44s, 66 samples/s | loss: 40.158, gen: 12.983, dis: 0.632, KLD: 0.104, DIV_REG: -7.801, 
2021-04-16 23:45:42,694: EP 143 (2592) | 10738m 4s, 65 samples/s | loss: 40.565, gen: 13.604, dis: 0.610, KLD: 0.109, DIV_REG: -7.794, 
2021-04-16 23:58:58,849: EP 143 (3456) | 10751m 20s, 69 samples/s | loss: 40.309, gen: 11.837, dis: 0.685, KLD: 0.112, DIV_REG: -7.315, 
2021-04-17 00:12:12,092: EP 143 (4320) | 10764m 33s, 75 samples/s | loss: 40.267, gen: 11.674, dis: 0.701, KLD: 0.112, DIV_REG: -7.120, 
2021-04-17 00:13:49,578: [VAL] loss: 0.279, joint mae: 0.10560, accel diff: 0.02961, FGD: 106.787, feat_D: 130.493 / 94.8s
2021-04-17 00:13:49,610:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 00:27:16,091: EP 144 (864) | 10779m 37s, 72 samples/s | loss: 39.923, gen: 11.534, dis: 0.701, KLD: 0.114, DIV_REG: -7.109, 
2021-04-17 00:40:31,805: EP 144 (1728) | 10792m 53s, 68 samples/s | loss: 40.115, gen: 11.689, dis: 0.696, KLD: 0.114, DIV_REG: -7.278, 
2021-04-17 00:53:56,400: EP 144 (2592) | 10806m 18s, 65 samples/s | loss: 40.015, gen: 11.332, dis: 0.716, KLD: 0.114, DIV_REG: -7.225, 
2021-04-17 01:07:12,396: EP 144 (3456) | 10819m 34s, 71 samples/s | loss: 40.285, gen: 11.552, dis: 0.706, KLD: 0.116, DIV_REG: -7.298, 
2021-04-17 01:20:27,091: EP 144 (4320) | 10832m 48s, 76 samples/s | loss: 40.386, gen: 11.215, dis: 0.722, KLD: 0.116, DIV_REG: -7.315, 
2021-04-17 01:22:02,418: [VAL] loss: 0.282, joint mae: 0.10666, accel diff: 0.02989, FGD: 98.890, feat_D: 132.041 / 92.6s
2021-04-17 01:22:02,424:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 01:35:19,420: EP 145 (864) | 10847m 41s, 66 samples/s | loss: 40.992, gen: 11.440, dis: 0.714, KLD: 0.118, DIV_REG: -7.245, 
2021-04-17 01:48:36,444: EP 145 (1728) | 10860m 58s, 66 samples/s | loss: 41.166, gen: 11.750, dis: 0.713, KLD: 0.120, DIV_REG: -7.135, 
2021-04-17 02:01:57,242: EP 145 (2592) | 10874m 18s, 68 samples/s | loss: 40.849, gen: 11.825, dis: 0.691, KLD: 0.126, DIV_REG: -7.031, 
2021-04-17 02:15:15,862: EP 145 (3456) | 10887m 37s, 67 samples/s | loss: 40.729, gen: 11.055, dis: 0.744, KLD: 0.130, DIV_REG: -6.972, 
2021-04-17 02:28:34,593: EP 145 (4320) | 10900m 56s, 73 samples/s | loss: 41.123, gen: 10.986, dis: 0.740, KLD: 0.133, DIV_REG: -7.064, 
2021-04-17 02:30:10,962: [VAL] loss: 0.289, joint mae: 0.10905, accel diff: 0.03029, FGD: 104.205, feat_D: 131.950 / 93.7s
2021-04-17 02:30:10,964:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 02:43:21,950: EP 146 (864) | 10915m 43s, 67 samples/s | loss: 40.607, gen: 11.110, dis: 0.745, KLD: 0.132, DIV_REG: -6.910, 
2021-04-17 02:56:35,787: EP 146 (1728) | 10928m 57s, 72 samples/s | loss: 41.141, gen: 13.272, dis: 0.654, KLD: 0.133, DIV_REG: -7.031, 
2021-04-17 03:09:58,816: EP 146 (2592) | 10942m 20s, 71 samples/s | loss: 42.250, gen: 17.531, dis: 0.470, KLD: 0.145, DIV_REG: -7.203, 
2021-04-17 03:23:11,649: EP 146 (3456) | 10955m 33s, 65 samples/s | loss: 41.450, gen: 12.657, dis: 0.641, KLD: 0.143, DIV_REG: -7.181, 
2021-04-17 03:36:26,791: EP 146 (4320) | 10968m 48s, 74 samples/s | loss: 41.548, gen: 12.294, dis: 0.657, KLD: 0.144, DIV_REG: -7.103, 
2021-04-17 03:38:02,532: [VAL] loss: 0.287, joint mae: 0.10972, accel diff: 0.03059, FGD: 117.292, feat_D: 132.079 / 93.0s
2021-04-17 03:38:02,535:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 03:51:24,754: EP 147 (864) | 10983m 46s, 69 samples/s | loss: 41.274, gen: 11.296, dis: 0.735, KLD: 0.144, DIV_REG: -6.878, 
2021-04-17 04:04:38,072: EP 147 (1728) | 10996m 59s, 69 samples/s | loss: 41.155, gen: 10.838, dis: 0.745, KLD: 0.144, DIV_REG: -6.765, 
2021-04-17 04:18:03,283: EP 147 (2592) | 11010m 25s, 62 samples/s | loss: 41.363, gen: 11.887, dis: 0.694, KLD: 0.144, DIV_REG: -6.785, 
2021-04-17 04:31:15,943: EP 147 (3456) | 11023m 37s, 66 samples/s | loss: 41.267, gen: 11.030, dis: 0.735, KLD: 0.141, DIV_REG: -6.767, 
2021-04-17 04:44:28,940: EP 147 (4320) | 11036m 50s, 73 samples/s | loss: 41.657, gen: 11.542, dis: 0.722, KLD: 0.140, DIV_REG: -6.863, 
2021-04-17 04:46:04,309: [VAL] loss: 0.291, joint mae: 0.11189, accel diff: 0.03031, FGD: 117.891, feat_D: 132.837 / 92.5s
2021-04-17 04:46:04,312:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 04:59:22,551: EP 148 (864) | 11051m 44s, 73 samples/s | loss: 41.490, gen: 10.611, dis: 0.761, KLD: 0.140, DIV_REG: -6.878, 
2021-04-17 05:12:41,554: EP 148 (1728) | 11065m 3s, 67 samples/s | loss: 42.547, gen: 11.980, dis: 0.680, KLD: 0.138, DIV_REG: -6.962, 
2021-04-17 05:25:55,881: EP 148 (2592) | 11078m 17s, 68 samples/s | loss: 42.811, gen: 12.170, dis: 0.675, KLD: 0.139, DIV_REG: -7.037, 
2021-04-17 05:39:11,499: EP 148 (3456) | 11091m 33s, 70 samples/s | loss: 42.881, gen: 12.177, dis: 0.682, KLD: 0.141, DIV_REG: -6.926, 
2021-04-17 05:52:24,387: EP 148 (4320) | 11104m 46s, 74 samples/s | loss: 42.897, gen: 11.998, dis: 0.682, KLD: 0.153, DIV_REG: -6.776, 
2021-04-17 05:53:59,719: [VAL] loss: 0.299, joint mae: 0.11522, accel diff: 0.02997, FGD: 122.172, feat_D: 135.550 / 92.7s
2021-04-17 05:53:59,721:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 06:07:11,454: EP 149 (864) | 11119m 33s, 72 samples/s | loss: 43.136, gen: 13.578, dis: 0.603, KLD: 0.175, DIV_REG: -6.918, 
2021-04-17 06:20:22,519: EP 149 (1728) | 11132m 44s, 72 samples/s | loss: 44.050, gen: 15.263, dis: 0.525, KLD: 0.182, DIV_REG: -6.788, 
2021-04-17 06:33:44,956: EP 149 (2592) | 11146m 6s, 68 samples/s | loss: 43.989, gen: 14.486, dis: 0.563, KLD: 0.184, DIV_REG: -6.366, 
2021-04-17 06:47:04,178: EP 149 (3456) | 11159m 25s, 67 samples/s | loss: 44.327, gen: 16.428, dis: 0.505, KLD: 0.182, DIV_REG: -6.383, 
2021-04-17 07:00:22,966: EP 149 (4320) | 11172m 44s, 75 samples/s | loss: 44.011, gen: 13.813, dis: 0.594, KLD: 0.182, DIV_REG: -6.039, 
2021-04-17 07:01:58,672: [VAL] loss: 0.306, joint mae: 0.11707, accel diff: 0.02930, FGD: 136.082, feat_D: 136.241 / 93.2s
2021-04-17 07:01:58,676:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 07:02:00,573: Saved the checkpoint
2021-04-17 07:04:58,422: saved sample videos, took 177.8s
2021-04-17 07:18:14,454: EP 150 (864) | 11190m 36s, 70 samples/s | loss: 47.784, gen: 36.740, dis: 0.091, KLD: 0.182, DIV_REG: -7.085, 
2021-04-17 07:31:26,348: EP 150 (1728) | 11203m 48s, 72 samples/s | loss: 47.787, gen: 38.522, dis: 0.075, KLD: 0.184, DIV_REG: -6.595, 
2021-04-17 07:44:45,554: EP 150 (2592) | 11217m 7s, 67 samples/s | loss: 48.457, gen: 40.187, dis: 0.078, KLD: 0.183, DIV_REG: -6.723, 
2021-04-17 07:57:59,396: EP 150 (3456) | 11230m 21s, 68 samples/s | loss: 48.201, gen: 38.329, dis: 0.092, KLD: 0.184, DIV_REG: -6.842, 
2021-04-17 08:11:11,124: EP 150 (4320) | 11243m 32s, 73 samples/s | loss: 48.055, gen: 36.200, dis: 0.102, KLD: 0.182, DIV_REG: -6.747, 
2021-04-17 08:12:46,233: [VAL] loss: 0.365, joint mae: 0.13179, accel diff: 0.03665, FGD: 232.075, feat_D: 170.952 / 92.2s
2021-04-17 08:12:46,235:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 08:26:01,363: EP 151 (864) | 11258m 23s, 71 samples/s | loss: 48.046, gen: 34.932, dis: 0.121, KLD: 0.181, DIV_REG: -7.032, 
2021-04-17 08:39:16,921: EP 151 (1728) | 11271m 38s, 71 samples/s | loss: 47.013, gen: 34.161, dis: 0.117, KLD: 0.181, DIV_REG: -6.172, 
2021-04-17 08:52:45,983: EP 151 (2592) | 11285m 7s, 73 samples/s | loss: 46.624, gen: 37.751, dis: 0.095, KLD: 0.179, DIV_REG: -6.217, 
2021-04-17 09:06:08,688: EP 151 (3456) | 11298m 30s, 69 samples/s | loss: 47.586, gen: 36.501, dis: 0.096, KLD: 0.180, DIV_REG: -6.425, 
2021-04-17 09:19:26,158: EP 151 (4320) | 11311m 47s, 71 samples/s | loss: 46.143, gen: 38.766, dis: 0.085, KLD: 0.179, DIV_REG: -5.404, 
2021-04-17 09:21:01,771: [VAL] loss: 0.323, joint mae: 0.12326, accel diff: 0.03391, FGD: 173.895, feat_D: 145.688 / 93.1s
2021-04-17 09:21:01,774:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 09:34:17,146: EP 152 (864) | 11326m 38s, 71 samples/s | loss: 46.407, gen: 38.907, dis: 0.069, KLD: 0.178, DIV_REG: -5.085, 
2021-04-17 09:47:35,354: EP 152 (1728) | 11339m 57s, 63 samples/s | loss: 47.190, gen: 32.706, dis: 0.139, KLD: 0.180, DIV_REG: -7.131, 
2021-04-17 10:01:01,974: EP 152 (2592) | 11353m 23s, 67 samples/s | loss: 46.771, gen: 34.964, dis: 0.120, KLD: 0.180, DIV_REG: -6.597, 
2021-04-17 10:14:15,590: EP 152 (3456) | 11366m 37s, 73 samples/s | loss: 46.777, gen: 33.619, dis: 0.119, KLD: 0.178, DIV_REG: -6.523, 
2021-04-17 10:27:30,905: EP 152 (4320) | 11379m 52s, 74 samples/s | loss: 46.480, gen: 33.564, dis: 0.123, KLD: 0.174, DIV_REG: -6.185, 
2021-04-17 10:29:06,690: [VAL] loss: 0.321, joint mae: 0.12118, accel diff: 0.03334, FGD: 154.028, feat_D: 143.118 / 93.1s
2021-04-17 10:29:06,693:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 10:42:21,849: EP 153 (864) | 11394m 43s, 63 samples/s | loss: 46.288, gen: 34.177, dis: 0.125, KLD: 0.173, DIV_REG: -6.246, 
2021-04-17 10:55:36,535: EP 153 (1728) | 11407m 58s, 66 samples/s | loss: 46.587, gen: 31.389, dis: 0.155, KLD: 0.165, DIV_REG: -6.542, 
2021-04-17 11:08:58,079: EP 153 (2592) | 11421m 19s, 64 samples/s | loss: 46.775, gen: 32.095, dis: 0.152, KLD: 0.165, DIV_REG: -6.189, 
2021-04-17 11:22:17,043: EP 153 (3456) | 11434m 38s, 73 samples/s | loss: 46.194, gen: 32.369, dis: 0.135, KLD: 0.162, DIV_REG: -6.043, 
2021-04-17 11:35:29,471: EP 153 (4320) | 11447m 51s, 69 samples/s | loss: 45.883, gen: 33.658, dis: 0.118, KLD: 0.158, DIV_REG: -6.062, 
2021-04-17 11:37:04,747: [VAL] loss: 0.321, joint mae: 0.11755, accel diff: 0.03323, FGD: 154.426, feat_D: 143.140 / 92.7s
2021-04-17 11:37:04,750:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 11:50:24,624: EP 154 (864) | 11462m 46s, 69 samples/s | loss: 46.125, gen: 33.022, dis: 0.118, KLD: 0.160, DIV_REG: -6.071, 
2021-04-17 12:03:42,110: EP 154 (1728) | 11476m 3s, 71 samples/s | loss: 46.480, gen: 32.823, dis: 0.127, KLD: 0.157, DIV_REG: -6.687, 
2021-04-17 12:17:09,134: EP 154 (2592) | 11489m 30s, 66 samples/s | loss: 45.808, gen: 36.655, dis: 0.087, KLD: 0.147, DIV_REG: -5.492, 
2021-04-17 12:30:34,997: EP 154 (3456) | 11502m 56s, 71 samples/s | loss: 46.498, gen: 36.655, dis: 0.101, KLD: 0.147, DIV_REG: -6.261, 
2021-04-17 12:43:53,865: EP 154 (4320) | 11516m 15s, 69 samples/s | loss: 46.253, gen: 38.508, dis: 0.085, KLD: 0.148, DIV_REG: -5.845, 
2021-04-17 12:45:26,812: [VAL] loss: 0.323, joint mae: 0.12235, accel diff: 0.03666, FGD: 169.032, feat_D: 146.489 / 90.1s
2021-04-17 12:45:26,820:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 12:58:48,931: EP 155 (864) | 11531m 10s, 59 samples/s | loss: 46.194, gen: 36.075, dis: 0.084, KLD: 0.150, DIV_REG: -5.452, 
2021-04-17 13:12:08,746: EP 155 (1728) | 11544m 30s, 68 samples/s | loss: 46.860, gen: 35.473, dis: 0.104, KLD: 0.152, DIV_REG: -6.825, 
2021-04-17 13:25:35,764: EP 155 (2592) | 11557m 57s, 72 samples/s | loss: 46.105, gen: 38.618, dis: 0.096, KLD: 0.145, DIV_REG: -5.113, 
2021-04-17 13:38:55,484: EP 155 (3456) | 11571m 17s, 67 samples/s | loss: 46.503, gen: 38.494, dis: 0.080, KLD: 0.141, DIV_REG: -4.631, 
2021-04-17 13:52:18,099: EP 155 (4320) | 11584m 39s, 73 samples/s | loss: 47.082, gen: 37.893, dis: 0.094, KLD: 0.140, DIV_REG: -5.571, 
2021-04-17 13:53:51,134: [VAL] loss: 0.328, joint mae: 0.12273, accel diff: 0.03610, FGD: 159.988, feat_D: 144.271 / 90.4s
2021-04-17 13:53:51,139:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 14:07:10,403: EP 156 (864) | 11599m 32s, 70 samples/s | loss: 46.786, gen: 39.027, dis: 0.083, KLD: 0.147, DIV_REG: -5.789, 
2021-04-17 14:20:28,099: EP 156 (1728) | 11612m 49s, 67 samples/s | loss: 46.316, gen: 40.919, dis: 0.080, KLD: 0.152, DIV_REG: -5.605, 
2021-04-17 14:33:53,905: EP 156 (2592) | 11626m 15s, 69 samples/s | loss: 46.195, gen: 37.428, dis: 0.090, KLD: 0.153, DIV_REG: -5.215, 
2021-04-17 14:47:09,764: EP 156 (3456) | 11639m 31s, 71 samples/s | loss: 46.736, gen: 40.724, dis: 0.088, KLD: 0.156, DIV_REG: -5.791, 
2021-04-17 15:00:29,597: EP 156 (4320) | 11652m 51s, 73 samples/s | loss: 46.983, gen: 38.666, dis: 0.090, KLD: 0.157, DIV_REG: -5.865, 
2021-04-17 15:02:03,463: [VAL] loss: 0.319, joint mae: 0.11916, accel diff: 0.03838, FGD: 163.100, feat_D: 143.463 / 91.1s
2021-04-17 15:02:03,473:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 15:15:23,483: EP 157 (864) | 11667m 45s, 69 samples/s | loss: 46.510, gen: 38.181, dis: 0.106, KLD: 0.155, DIV_REG: -5.238, 
2021-04-17 15:28:40,549: EP 157 (1728) | 11681m 2s, 63 samples/s | loss: 46.273, gen: 35.509, dis: 0.118, KLD: 0.158, DIV_REG: -5.275, 
2021-04-17 15:42:09,666: EP 157 (2592) | 11694m 31s, 66 samples/s | loss: 46.630, gen: 38.000, dis: 0.100, KLD: 0.157, DIV_REG: -5.300, 
2021-04-17 15:55:29,269: EP 157 (3456) | 11707m 50s, 70 samples/s | loss: 46.108, gen: 38.820, dis: 0.097, KLD: 0.161, DIV_REG: -5.046, 
2021-04-17 16:08:43,562: EP 157 (4320) | 11721m 5s, 76 samples/s | loss: 45.808, gen: 41.608, dis: 0.062, KLD: 0.155, DIV_REG: -3.837, 
2021-04-17 16:10:17,587: [VAL] loss: 0.327, joint mae: 0.12349, accel diff: 0.03482, FGD: 191.426, feat_D: 146.759 / 91.2s
2021-04-17 16:10:17,591:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 16:23:36,912: EP 158 (864) | 11735m 58s, 71 samples/s | loss: 45.215, gen: 46.650, dis: 0.040, KLD: 0.149, DIV_REG: -4.085, 
2021-04-17 16:36:57,112: EP 158 (1728) | 11749m 18s, 72 samples/s | loss: 45.714, gen: 46.410, dis: 0.031, KLD: 0.149, DIV_REG: -4.139, 
2021-04-17 16:50:19,781: EP 158 (2592) | 11762m 41s, 67 samples/s | loss: 46.258, gen: 50.132, dis: 0.028, KLD: 0.147, DIV_REG: -4.688, 
2021-04-17 17:03:35,899: EP 158 (3456) | 11775m 57s, 72 samples/s | loss: 46.336, gen: 46.056, dis: 0.047, KLD: 0.146, DIV_REG: -4.551, 
2021-04-17 17:16:48,660: EP 158 (4320) | 11789m 10s, 68 samples/s | loss: 46.537, gen: 40.346, dis: 0.056, KLD: 0.147, DIV_REG: -4.772, 
2021-04-17 17:18:22,521: [VAL] loss: 0.324, joint mae: 0.12111, accel diff: 0.04342, FGD: 204.934, feat_D: 151.972 / 91.2s
2021-04-17 17:18:22,526:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 17:31:43,514: EP 159 (864) | 11804m 5s, 72 samples/s | loss: 46.581, gen: 40.782, dis: 0.077, KLD: 0.149, DIV_REG: -5.279, 
2021-04-17 17:45:00,933: EP 159 (1728) | 11817m 22s, 71 samples/s | loss: 46.273, gen: 32.626, dis: 0.099, KLD: 0.149, DIV_REG: -4.673, 
2021-04-17 17:58:24,828: EP 159 (2592) | 11830m 46s, 68 samples/s | loss: 47.396, gen: 33.650, dis: 0.088, KLD: 0.146, DIV_REG: -5.023, 
2021-04-17 18:11:32,907: EP 159 (3456) | 11843m 54s, 69 samples/s | loss: 47.000, gen: 38.450, dis: 0.091, KLD: 0.155, DIV_REG: -5.172, 
2021-04-17 18:24:51,142: EP 159 (4320) | 11857m 12s, 76 samples/s | loss: 46.898, gen: 36.335, dis: 0.100, KLD: 0.162, DIV_REG: -4.702, 
2021-04-17 18:26:27,078: [VAL] loss: 0.324, joint mae: 0.12559, accel diff: 0.04530, FGD: 202.333, feat_D: 152.094 / 93.1s
2021-04-17 18:26:27,080:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 18:26:28,543: Saved the checkpoint
2021-04-17 18:29:38,923: saved sample videos, took 190.4s
2021-04-17 18:42:53,599: EP 160 (864) | 11875m 15s, 70 samples/s | loss: 47.033, gen: 35.009, dis: 0.088, KLD: 0.164, DIV_REG: -4.913, 
2021-04-17 18:56:06,471: EP 160 (1728) | 11888m 28s, 62 samples/s | loss: 47.066, gen: 35.451, dis: 0.093, KLD: 0.164, DIV_REG: -4.878, 
2021-04-17 19:09:29,871: EP 160 (2592) | 11901m 51s, 71 samples/s | loss: 47.145, gen: 35.561, dis: 0.092, KLD: 0.165, DIV_REG: -5.046, 
2021-04-17 19:22:46,943: EP 160 (3456) | 11915m 8s, 73 samples/s | loss: 47.480, gen: 40.185, dis: 0.077, KLD: 0.163, DIV_REG: -4.944, 
2021-04-17 19:36:00,452: EP 160 (4320) | 11928m 22s, 74 samples/s | loss: 45.687, gen: 37.235, dis: 0.075, KLD: 0.164, DIV_REG: -4.587, 
2021-04-17 19:37:36,242: [VAL] loss: 0.312, joint mae: 0.11641, accel diff: 0.03811, FGD: 193.677, feat_D: 146.553 / 93.1s
2021-04-17 19:37:36,244:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 19:50:54,804: EP 161 (864) | 11943m 16s, 69 samples/s | loss: 46.189, gen: 38.101, dis: 0.076, KLD: 0.166, DIV_REG: -4.828, 
2021-04-17 20:04:09,000: EP 161 (1728) | 11956m 30s, 72 samples/s | loss: 46.884, gen: 40.736, dis: 0.075, KLD: 0.166, DIV_REG: -4.772, 
2021-04-17 20:17:33,585: EP 161 (2592) | 11969m 55s, 70 samples/s | loss: 47.648, gen: 39.494, dis: 0.065, KLD: 0.165, DIV_REG: -5.073, 
2021-04-17 20:30:49,175: EP 161 (3456) | 11983m 10s, 74 samples/s | loss: 47.052, gen: 40.254, dis: 0.071, KLD: 0.167, DIV_REG: -5.222, 
2021-04-17 20:44:01,556: EP 161 (4320) | 11996m 23s, 76 samples/s | loss: 46.004, gen: 39.023, dis: 0.063, KLD: 0.173, DIV_REG: -4.542, 
2021-04-17 20:45:36,622: [VAL] loss: 0.328, joint mae: 0.12049, accel diff: 0.04603, FGD: 220.261, feat_D: 151.818 / 92.4s
2021-04-17 20:45:36,626:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 20:58:50,103: EP 162 (864) | 12011m 11s, 72 samples/s | loss: 46.359, gen: 44.576, dis: 0.055, KLD: 0.173, DIV_REG: -4.692, 
2021-04-17 21:12:04,180: EP 162 (1728) | 12024m 25s, 66 samples/s | loss: 46.710, gen: 48.195, dis: 0.061, KLD: 0.171, DIV_REG: -6.313, 
2021-04-17 21:25:27,061: EP 162 (2592) | 12037m 48s, 70 samples/s | loss: 46.063, gen: 44.358, dis: 0.063, KLD: 0.170, DIV_REG: -5.850, 
2021-04-17 21:38:41,901: EP 162 (3456) | 12051m 3s, 72 samples/s | loss: 45.613, gen: 47.798, dis: 0.045, KLD: 0.168, DIV_REG: -5.527, 
2021-04-17 21:51:59,285: EP 162 (4320) | 12064m 21s, 71 samples/s | loss: 45.915, gen: 45.504, dis: 0.056, KLD: 0.168, DIV_REG: -5.643, 
2021-04-17 21:53:35,674: [VAL] loss: 0.340, joint mae: 0.12966, accel diff: 0.03875, FGD: 173.545, feat_D: 155.272 / 93.4s
2021-04-17 21:53:35,676:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 22:06:55,811: EP 163 (864) | 12079m 17s, 72 samples/s | loss: 46.662, gen: 39.503, dis: 0.088, KLD: 0.169, DIV_REG: -5.778, 
2021-04-17 22:20:09,351: EP 163 (1728) | 12092m 31s, 73 samples/s | loss: 47.598, gen: 38.902, dis: 0.078, KLD: 0.169, DIV_REG: -4.930, 
2021-04-17 22:33:32,821: EP 163 (2592) | 12105m 54s, 70 samples/s | loss: 47.964, gen: 43.845, dis: 0.062, KLD: 0.169, DIV_REG: -5.589, 
2021-04-17 22:46:45,113: EP 163 (3456) | 12119m 6s, 66 samples/s | loss: 46.707, gen: 37.603, dis: 0.073, KLD: 0.168, DIV_REG: -5.849, 
2021-04-17 23:00:00,652: EP 163 (4320) | 12132m 22s, 75 samples/s | loss: 46.718, gen: 38.950, dis: 0.082, KLD: 0.166, DIV_REG: -5.590, 
2021-04-17 23:01:35,877: [VAL] loss: 0.335, joint mae: 0.12759, accel diff: 0.03921, FGD: 193.687, feat_D: 152.177 / 92.5s
2021-04-17 23:01:35,901:   best validation loss so far: 4.733 at EPOCH 24
2021-04-17 23:14:52,472: EP 164 (864) | 12147m 14s, 64 samples/s | loss: 47.298, gen: 46.559, dis: 0.073, KLD: 0.167, DIV_REG: -4.783, 
2021-04-17 23:28:07,342: EP 164 (1728) | 12160m 29s, 71 samples/s | loss: 46.547, gen: 38.936, dis: 0.072, KLD: 0.166, DIV_REG: -4.708, 
2021-04-17 23:41:33,476: EP 164 (2592) | 12173m 55s, 71 samples/s | loss: 46.889, gen: 40.663, dis: 0.061, KLD: 0.166, DIV_REG: -4.327, 
2021-04-17 23:54:46,258: EP 164 (3456) | 12187m 7s, 67 samples/s | loss: 46.214, gen: 42.865, dis: 0.073, KLD: 0.165, DIV_REG: -4.324, 
2021-04-18 00:07:59,305: EP 164 (4320) | 12200m 21s, 68 samples/s | loss: 46.346, gen: 41.438, dis: 0.070, KLD: 0.162, DIV_REG: -4.365, 
2021-04-18 00:09:35,271: [VAL] loss: 0.325, joint mae: 0.12052, accel diff: 0.04497, FGD: 208.552, feat_D: 155.164 / 93.0s
2021-04-18 00:09:35,274:   best validation loss so far: 4.733 at EPOCH 24
2021-04-18 00:22:55,270: EP 165 (864) | 12215m 16s, 71 samples/s | loss: 47.158, gen: 42.498, dis: 0.078, KLD: 0.161, DIV_REG: -4.667, 
2021-04-18 00:36:07,343: EP 165 (1728) | 12228m 29s, 70 samples/s | loss: 46.042, gen: 39.493, dis: 0.077, KLD: 0.162, DIV_REG: -4.487, 
2021-04-18 00:49:28,664: EP 165 (2592) | 12241m 50s, 71 samples/s | loss: 47.563, gen: 41.019, dis: 0.071, KLD: 0.162, DIV_REG: -4.785, 
2021-04-18 01:02:42,681: EP 165 (3456) | 12255m 4s, 66 samples/s | loss: 47.054, gen: 37.398, dis: 0.086, KLD: 0.161, DIV_REG: -4.646, 
2021-04-18 01:15:54,400: EP 165 (4320) | 12268m 16s, 74 samples/s | loss: 46.745, gen: 35.893, dis: 0.085, KLD: 0.162, DIV_REG: -4.491, 
2021-04-18 01:17:29,798: [VAL] loss: 0.337, joint mae: 0.12646, accel diff: 0.04630, FGD: 223.531, feat_D: 159.526 / 92.4s
2021-04-18 01:17:29,814:   best validation loss so far: 4.733 at EPOCH 24
2021-04-18 01:30:51,528: EP 166 (864) | 12283m 13s, 73 samples/s | loss: 48.362, gen: 40.564, dis: 0.099, KLD: 0.163, DIV_REG: -4.963, 
2021-04-18 01:44:06,388: EP 166 (1728) | 12296m 28s, 70 samples/s | loss: 45.560, gen: 52.877, dis: 0.072, KLD: 0.163, DIV_REG: -4.403, 
2021-04-18 01:57:29,703: EP 166 (2592) | 12309m 51s, 71 samples/s | loss: 46.163, gen: 43.147, dis: 0.079, KLD: 0.162, DIV_REG: -4.533, 
2021-04-18 02:10:40,531: EP 166 (3456) | 12323m 2s, 67 samples/s | loss: 46.730, gen: 36.775, dis: 0.096, KLD: 0.161, DIV_REG: -4.700, 
2021-04-18 02:23:57,945: EP 166 (4320) | 12336m 19s, 73 samples/s | loss: 46.469, gen: 33.981, dis: 0.124, KLD: 0.162, DIV_REG: -4.724, 
2021-04-18 02:25:33,184: [VAL] loss: 0.338, joint mae: 0.12141, accel diff: 0.04133, FGD: 230.432, feat_D: 162.182 / 92.6s
2021-04-18 02:25:33,200:   best validation loss so far: 4.733 at EPOCH 24
2021-04-18 02:38:51,856: EP 167 (864) | 12351m 13s, 66 samples/s | loss: 45.943, gen: 34.362, dis: 0.078, KLD: 0.167, DIV_REG: -4.701, 
2021-04-18 02:52:11,333: EP 167 (1728) | 12364m 33s, 62 samples/s | loss: 47.041, gen: 40.067, dis: 0.097, KLD: 0.168, DIV_REG: -5.071, 
2021-04-18 03:05:29,593: EP 167 (2592) | 12377m 51s, 71 samples/s | loss: 45.830, gen: 37.298, dis: 0.086, KLD: 0.166, DIV_REG: -4.534, 
2021-04-18 03:18:39,335: EP 167 (3456) | 12391m 1s, 69 samples/s | loss: 45.497, gen: 43.257, dis: 0.062, KLD: 0.165, DIV_REG: -4.916, 
2021-04-18 03:31:58,280: EP 167 (4320) | 12404m 20s, 73 samples/s | loss: 46.828, gen: 40.892, dis: 0.077, KLD: 0.163, DIV_REG: -5.216, 
2021-04-18 03:33:33,336: [VAL] loss: 0.322, joint mae: 0.11774, accel diff: 0.04508, FGD: 184.389, feat_D: 145.294 / 92.4s
2021-04-18 03:33:33,339:   best validation loss so far: 4.733 at EPOCH 24
2021-04-18 03:46:49,072: EP 168 (864) | 12419m 10s, 69 samples/s | loss: 46.750, gen: 39.681, dis: 0.099, KLD: 0.160, DIV_REG: -5.465, 
2021-04-18 04:00:09,821: EP 168 (1728) | 12432m 31s, 64 samples/s | loss: 47.028, gen: 34.419, dis: 0.094, KLD: 0.157, DIV_REG: -5.665, 
2021-04-18 04:13:23,161: EP 168 (2592) | 12445m 44s, 66 samples/s | loss: 46.947, gen: 37.657, dis: 0.100, KLD: 0.156, DIV_REG: -6.029, 
2021-04-18 04:26:38,565: EP 168 (3456) | 12459m 0s, 66 samples/s | loss: 46.734, gen: 40.644, dis: 0.088, KLD: 0.152, DIV_REG: -5.972, 
2021-04-18 04:39:54,452: EP 168 (4320) | 12472m 16s, 71 samples/s | loss: 45.702, gen: 35.515, dis: 0.102, KLD: 0.150, DIV_REG: -5.815, 
2021-04-18 04:41:30,131: [VAL] loss: 0.311, joint mae: 0.11731, accel diff: 0.03365, FGD: 149.562, feat_D: 140.032 / 93.1s
2021-04-18 04:41:30,134:   best validation loss so far: 4.733 at EPOCH 24
2021-04-18 04:54:46,705: EP 169 (864) | 12487m 8s, 73 samples/s | loss: 44.860, gen: 33.091, dis: 0.121, KLD: 0.151, DIV_REG: -5.826, 
2021-04-18 05:08:03,629: EP 169 (1728) | 12500m 25s, 67 samples/s | loss: 45.165, gen: 33.897, dis: 0.109, KLD: 0.154, DIV_REG: -5.470, 
2021-04-18 05:21:25,515: EP 169 (2592) | 12513m 47s, 70 samples/s | loss: 46.054, gen: 36.767, dis: 0.094, KLD: 0.156, DIV_REG: -5.421, 
2021-04-18 05:34:40,256: EP 169 (3456) | 12527m 1s, 74 samples/s | loss: 44.606, gen: 35.800, dis: 0.092, KLD: 0.157, DIV_REG: -5.113, 
2021-04-18 05:47:51,808: EP 169 (4320) | 12540m 13s, 75 samples/s | loss: 45.239, gen: 35.260, dis: 0.088, KLD: 0.156, DIV_REG: -5.351, 
2021-04-18 05:49:26,198: [VAL] loss: 0.309, joint mae: 0.11681, accel diff: 0.03466, FGD: 157.488, feat_D: 142.274 / 91.8s
2021-04-18 05:49:26,201:   best validation loss so far: 4.733 at EPOCH 24
2021-04-18 05:49:27,029: Saved the checkpoint
2021-04-18 05:52:26,507: saved sample videos, took 179.5s
2021-04-18 06:05:40,088: EP 170 (864) | 12558m 1s, 68 samples/s | loss: 45.367, gen: 36.547, dis: 0.087, KLD: 0.156, DIV_REG: -5.257, 
2021-04-18 06:19:03,184: EP 170 (1728) | 12571m 24s, 75 samples/s | loss: 46.078, gen: 40.621, dis: 0.061, KLD: 0.155, DIV_REG: -4.975, 
2021-04-18 06:32:21,448: EP 170 (2592) | 12584m 43s, 72 samples/s | loss: 46.468, gen: 40.862, dis: 0.078, KLD: 0.156, DIV_REG: -5.451, 
2021-04-18 06:45:39,972: EP 170 (3456) | 12598m 1s, 66 samples/s | loss: 46.256, gen: 39.244, dis: 0.091, KLD: 0.156, DIV_REG: -5.431, 
2021-04-18 06:58:55,301: EP 170 (4320) | 12611m 17s, 74 samples/s | loss: 46.318, gen: 36.687, dis: 0.102, KLD: 0.155, DIV_REG: -5.645, 
2021-04-18 07:00:30,847: [VAL] loss: 0.325, joint mae: 0.11996, accel diff: 0.03531, FGD: 170.634, feat_D: 147.137 / 92.9s
2021-04-18 07:00:30,849:   best validation loss so far: 4.733 at EPOCH 24
2021-04-18 07:13:44,922: EP 171 (864) | 12626m 6s, 67 samples/s | loss: 47.496, gen: 40.980, dis: 0.110, KLD: 0.152, DIV_REG: -6.224, 
2021-04-18 07:27:09,948: EP 171 (1728) | 12639m 31s, 68 samples/s | loss: 47.053, gen: 41.402, dis: 0.074, KLD: 0.152, DIV_REG: -5.573, 
2021-04-18 07:40:24,068: EP 171 (2592) | 12652m 45s, 72 samples/s | loss: 46.787, gen: 41.949, dis: 0.055, KLD: 0.155, DIV_REG: -5.181, 
2021-04-18 07:53:40,766: EP 171 (3456) | 12666m 2s, 73 samples/s | loss: 46.832, gen: 45.089, dis: 0.058, KLD: 0.153, DIV_REG: -6.151, 
2021-04-18 08:06:52,377: EP 171 (4320) | 12679m 14s, 74 samples/s | loss: 45.408, gen: 38.982, dis: 0.073, KLD: 0.151, DIV_REG: -5.624, 
2021-04-18 08:08:28,516: [VAL] loss: 0.320, joint mae: 0.11991, accel diff: 0.03522, FGD: 160.297, feat_D: 144.217 / 92.9s
2021-04-18 08:08:28,523:   best validation loss so far: 4.733 at EPOCH 24
2021-04-18 08:21:47,952: EP 172 (864) | 12694m 9s, 72 samples/s | loss: 46.079, gen: 40.967, dis: 0.061, KLD: 0.151, DIV_REG: -5.770, 
2021-04-18 08:35:10,852: EP 172 (1728) | 12707m 32s, 69 samples/s | loss: 46.501, gen: 38.138, dis: 0.075, KLD: 0.150, DIV_REG: -5.294, 
2021-04-18 08:48:27,263: EP 172 (2592) | 12720m 48s, 63 samples/s | loss: 46.616, gen: 37.700, dis: 0.091, KLD: 0.149, DIV_REG: -5.456, 
2021-04-18 09:01:45,675: EP 172 (3456) | 12734m 7s, 71 samples/s | loss: 46.157, gen: 39.086, dis: 0.082, KLD: 0.149, DIV_REG: -5.635, 
2021-04-18 09:14:58,523: EP 172 (4320) | 12747m 20s, 74 samples/s | loss: 46.357, gen: 35.441, dis: 0.104, KLD: 0.165, DIV_REG: -5.559, 
2021-04-18 09:16:34,535: [VAL] loss: 0.324, joint mae: 0.12389, accel diff: 0.03412, FGD: 162.075, feat_D: 145.990 / 93.3s
2021-04-18 09:16:34,538:   best validation loss so far: 4.733 at EPOCH 24
2021-04-18 09:29:51,058: EP 173 (864) | 12762m 12s, 74 samples/s | loss: 46.264, gen: 35.365, dis: 0.093, KLD: 0.168, DIV_REG: -6.138, 
2021-04-18 09:43:13,399: EP 173 (1728) | 12775m 35s, 69 samples/s | loss: 46.546, gen: 36.459, dis: 0.097, KLD: 0.168, DIV_REG: -6.025, 
2021-04-18 09:56:39,755: EP 173 (2592) | 12789m 1s, 72 samples/s | loss: 46.360, gen: 41.060, dis: 0.081, KLD: 0.168, DIV_REG: -6.386, 
2021-04-18 10:09:56,286: EP 173 (3456) | 12802m 18s, 59 samples/s | loss: 46.497, gen: 45.210, dis: 0.076, KLD: 0.168, DIV_REG: -5.872, 
2021-04-18 10:23:10,725: EP 173 (4320) | 12815m 32s, 74 samples/s | loss: 45.436, gen: 37.037, dis: 0.083, KLD: 0.170, DIV_REG: -5.762, 
2021-04-18 10:24:46,035: [VAL] loss: 0.320, joint mae: 0.11771, accel diff: 0.03466, FGD: 168.926, feat_D: 142.733 / 92.6s
2021-04-18 10:24:46,038:   best validation loss so far: 4.733 at EPOCH 24
2021-04-18 10:38:03,286: EP 174 (864) | 12830m 25s, 64 samples/s | loss: 45.877, gen: 34.675, dis: 0.093, KLD: 0.179, DIV_REG: -5.702, 
2021-04-18 10:51:27,075: EP 174 (1728) | 12843m 48s, 66 samples/s | loss: 46.240, gen: 40.802, dis: 0.069, KLD: 0.180, DIV_REG: -5.413, 
2021-04-18 11:04:43,948: EP 174 (2592) | 12857m 5s, 67 samples/s | loss: 46.866, gen: 44.186, dis: 0.061, KLD: 0.174, DIV_REG: -5.830, 
2021-04-18 11:18:03,371: EP 174 (3456) | 12870m 25s, 68 samples/s | loss: 47.124, gen: 42.605, dis: 0.055, KLD: 0.170, DIV_REG: -5.735, 
2021-04-18 11:31:16,757: EP 174 (4320) | 12883m 38s, 74 samples/s | loss: 46.837, gen: 45.127, dis: 0.051, KLD: 0.166, DIV_REG: -5.558, 
2021-04-18 11:32:53,190: [VAL] loss: 0.327, joint mae: 0.11884, accel diff: 0.03689, FGD: 177.673, feat_D: 148.461 / 93.4s
2021-04-18 11:32:53,195:   best validation loss so far: 4.733 at EPOCH 24
2021-04-18 11:46:10,519: EP 175 (864) | 12898m 32s, 69 samples/s | loss: 47.164, gen: 46.248, dis: 0.052, KLD: 0.173, DIV_REG: -5.541, 
2021-04-18 11:59:33,583: EP 175 (1728) | 12911m 55s, 72 samples/s | loss: 47.154, gen: 39.497, dis: 0.085, KLD: 0.176, DIV_REG: -5.710, 
2021-04-18 12:12:44,167: EP 175 (2592) | 12925m 5s, 73 samples/s | loss: 46.599, gen: 44.076, dis: 0.085, KLD: 0.187, DIV_REG: -5.353, 
2021-04-18 12:26:01,206: EP 175 (3456) | 12938m 22s, 71 samples/s | loss: 48.045, gen: 39.034, dis: 0.102, KLD: 0.192, DIV_REG: -6.439, 
2021-04-18 12:39:15,859: EP 175 (4320) | 12951m 37s, 76 samples/s | loss: 46.362, gen: 38.233, dis: 0.096, KLD: 0.191, DIV_REG: -5.865, 
2021-04-18 12:40:51,390: [VAL] loss: 0.324, joint mae: 0.12052, accel diff: 0.04075, FGD: 181.740, feat_D: 146.984 / 93.0s
2021-04-18 12:40:51,393:   best validation loss so far: 4.733 at EPOCH 24
2021-04-18 12:54:07,443: EP 176 (864) | 12966m 29s, 74 samples/s | loss: 46.812, gen: 34.490, dis: 0.105, KLD: 0.193, DIV_REG: -5.511, 
2021-04-18 13:07:33,394: EP 176 (1728) | 12979m 55s, 72 samples/s | loss: 46.230, gen: 41.564, dis: 0.074, KLD: 0.194, DIV_REG: -4.799, 
2021-04-18 13:20:43,643: EP 176 (2592) | 12993m 5s, 72 samples/s | loss: 47.558, gen: 42.476, dis: 0.051, KLD: 0.195, DIV_REG: -5.057, 
2021-04-18 13:33:47,243: EP 176 (3456) | 13006m 8s, 72 samples/s | loss: 46.355, gen: 46.217, dis: 0.045, KLD: 0.193, DIV_REG: -4.583, 
2021-04-18 13:46:51,974: EP 176 (4320) | 13019m 13s, 72 samples/s | loss: 46.565, gen: 55.999, dis: 0.042, KLD: 0.193, DIV_REG: -4.896, 
2021-04-18 13:48:27,523: [VAL] loss: 0.337, joint mae: 0.12031, accel diff: 0.04768, FGD: 200.262, feat_D: 150.985 / 92.5s
2021-04-18 13:48:27,526:   best validation loss so far: 4.733 at EPOCH 24
2021-04-18 14:01:39,186: EP 177 (864) | 13034m 0s, 71 samples/s | loss: 45.360, gen: 45.185, dis: 0.047, KLD: 0.193, DIV_REG: -4.368, 
2021-04-18 14:14:51,988: EP 177 (1728) | 13047m 13s, 65 samples/s | loss: 46.751, gen: 43.445, dis: 0.054, KLD: 0.191, DIV_REG: -4.867, 
2021-04-18 14:27:58,218: EP 177 (2592) | 13060m 19s, 68 samples/s | loss: 47.573, gen: 41.507, dis: 0.055, KLD: 0.195, DIV_REG: -4.894, 
2021-04-18 14:41:04,984: EP 177 (3456) | 13073m 26s, 72 samples/s | loss: 46.482, gen: 44.423, dis: 0.061, KLD: 0.194, DIV_REG: -4.547, 
2021-04-18 14:54:09,700: EP 177 (4320) | 13086m 31s, 73 samples/s | loss: 48.195, gen: 40.927, dis: 0.062, KLD: 0.196, DIV_REG: -5.226, 
2021-04-18 14:55:43,264: [VAL] loss: 0.333, joint mae: 0.12096, accel diff: 0.04206, FGD: 224.310, feat_D: 157.940 / 90.8s
2021-04-18 14:55:43,267:   best validation loss so far: 4.733 at EPOCH 24
2021-04-18 15:08:56,106: EP 178 (864) | 13101m 17s, 65 samples/s | loss: 48.040, gen: 42.918, dis: 0.054, KLD: 0.198, DIV_REG: -4.939, 
2021-04-18 15:21:56,234: EP 178 (1728) | 13114m 17s, 72 samples/s | loss: 47.080, gen: 41.512, dis: 0.075, KLD: 0.199, DIV_REG: -4.886, 
2021-04-18 15:34:38,783: EP 178 (2592) | 13127m 0s, 71 samples/s | loss: 47.146, gen: 48.007, dis: 0.059, KLD: 0.205, DIV_REG: -5.435, 
2021-04-18 15:47:25,112: EP 178 (3456) | 13139m 46s, 70 samples/s | loss: 46.213, gen: 41.057, dis: 0.075, KLD: 0.207, DIV_REG: -5.838, 
2021-04-18 16:00:05,006: EP 178 (4320) | 13152m 26s, 76 samples/s | loss: 46.799, gen: 39.495, dis: 0.070, KLD: 0.209, DIV_REG: -5.471, 
2021-04-18 16:01:41,493: [VAL] loss: 0.328, joint mae: 0.12286, accel diff: 0.03730, FGD: 175.142, feat_D: 151.042 / 93.5s
2021-04-18 16:01:41,508:   best validation loss so far: 4.733 at EPOCH 24
2021-04-18 16:14:28,754: EP 179 (864) | 13166m 50s, 74 samples/s | loss: 46.834, gen: 36.414, dis: 0.104, KLD: 0.208, DIV_REG: -5.937, 
2021-04-18 16:27:09,899: EP 179 (1728) | 13179m 31s, 72 samples/s | loss: 47.930, gen: 36.140, dis: 0.114, KLD: 0.206, DIV_REG: -6.411, 
2021-04-18 16:39:55,082: EP 179 (2592) | 13192m 16s, 72 samples/s | loss: 46.374, gen: 35.669, dis: 0.108, KLD: 0.207, DIV_REG: -5.604, 
2021-04-18 16:52:36,558: EP 179 (3456) | 13204m 58s, 67 samples/s | loss: 47.374, gen: 36.116, dis: 0.103, KLD: 0.216, DIV_REG: -6.215, 
2021-04-18 17:05:28,512: EP 179 (4320) | 13217m 50s, 70 samples/s | loss: 48.042, gen: 39.870, dis: 0.085, KLD: 0.225, DIV_REG: -5.836, 
2021-04-18 17:05:30,832: --------- best loss values ---------
2021-04-18 17:05:30,832: loss: 0.256 at EPOCH 86
2021-04-18 17:05:30,890: joint_mae: 0.098 at EPOCH 86
2021-04-18 17:05:30,890: frechet: 4.733 at EPOCH 24
2021-04-18 17:05:30,890: feat_dist: 125.434 at EPOCH 107