2022-09-14 14:18:54,263: PyTorch version: 1.7.1

2022-09-14 14:18:54,264: CUDA version: 10.1

2022-09-14 14:18:54,264: 2 GPUs, default cuda:0

2022-09-14 14:18:54,267: {'GAN_noise_size': 0,

'batch_size': 96,

'config': 'config_expressive/hierarchy_all_phy1e-2.yml',

'cos_loss_weight': 50,

'discriminator_lr_weight': 0.2,

'dropout_prob': 0.3,

'epochs': 100,

'eval_net_path': 'TED-Expressive-output/AE-cos1e-3/checkpoint_best.bin',

'freeze_wordembed': False,

'g_update_step': 5,

'hidden_size': 300,

'input_context': 'both',

'latent_dim': 128,

'learning_rate': 0.0005,

'loader_workers': 4,

'loss_contrastive_neg_weight': 0.005,

'loss_contrastive_pos_weight': 0.2,

'loss_gan_weight': 5.0,

'loss_kld_weight': 0.1,

'loss_physical_weight': 0.01,

'loss_reg_weight': 0.05,

'loss_regression_weight': 250.0,

'loss_warmup': 10,

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'mean_pose': [[-0.0046788],

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'model': 'hierarchy',

'model_save_path': 'TED-Expressive-output/train_hierarchy_all',

'motion_loss_weight': 50,

'motion_resampling_framerate': 15,

'mse_loss_weight': 50,

'n_layers': 4,

'n_poses': 34,

'n_pre_poses': 4,

'name': 'ted_expressive_hierarchy',

'pose_dim': 126,

'pose_representation': '3d_vec',

'random_seed': -1,

'save_result_video': True,

'static_loss_weight': 50,

'subdivision_stride': 10,

'test_data_path': ['/mnt/lustressd/share/liuxian.vendor/complex_dataset/test'],

'train_data_path': ['/mnt/lustressd/share/liuxian.vendor/complex_dataset/train'],

'val_data_path': ['/mnt/lustressd/share/liuxian.vendor/complex_dataset/val'],

'wordembed_dim': 300,

'wordembed_path': 'data/fasttext/crawl-300d-2M-subword.bin',

'z_type': 'speaker'}

2022-09-14 14:18:54,269: Reading data '/mnt/lustressd/share/liuxian.vendor/complex_dataset/train'...

2022-09-14 14:18:54,279: Found the cache /mnt/lustressd/share/liuxian.vendor/complex_dataset/train_cache

2022-09-14 14:18:54,296: Reading data '/mnt/lustressd/share/liuxian.vendor/complex_dataset/val'...

2022-09-14 14:18:54,296: Found the cache /mnt/lustressd/share/liuxian.vendor/complex_dataset/val_cache

2022-09-14 14:18:54,303: Reading data '/mnt/lustressd/share/liuxian.vendor/complex_dataset/test'...

2022-09-14 14:18:54,303: Found the cache /mnt/lustressd/share/liuxian.vendor/complex_dataset/test_cache

2022-09-14 14:18:54,310: building a language model...

2022-09-14 14:18:54,312: loaded from /mnt/lustressd/share/liuxian.vendor/complex_dataset/vocab_cache.pkl

2022-09-14 14:20:00,133: [VAL] loss: 0.318, joint mae: 0.11169, accel diff: 0.04448, FGD: 250.618, feat_D: 140.100, Diversity: 11.998, BC: 0.0000 / 56.2s

2022-09-14 14:20:00,150: *** BEST VALIDATION LOSS: 250.618

2022-09-14 14:20:02,265: Saved the checkpoint

2022-09-14 14:20:13,692: saved sample videos, took 11.4s

2022-09-14 14:28:17,877: EP 0 (576) | 9m 23s, 113 samples/s | loss: 185.197, KLD: 0.009, DIV_REG: -28.938, c_pos: 1.024, c_neg: -0.040, phy: 0.570,

2022-09-14 14:36:20,945: EP 0 (1152) | 17m 26s, 114 samples/s | loss: 163.646, KLD: 0.009, DIV_REG: -28.606, c_pos: 0.822, c_neg: -0.040, phy: 0.341,

2022-09-14 14:44:27,707: EP 0 (1728) | 25m 33s, 112 samples/s | loss: 158.785, KLD: 0.010, DIV_REG: -28.301, c_pos: 0.744, c_neg: -0.040, phy: 0.257,

2022-09-14 14:52:30,853: EP 0 (2304) | 33m 36s, 118 samples/s | loss: 156.254, KLD: 0.011, DIV_REG: -27.820, c_pos: 0.695, c_neg: -0.040, phy: 0.223,

2022-09-14 15:00:33,146: EP 0 (2880) | 41m 38s, 114 samples/s | loss: 154.455, KLD: 0.013, DIV_REG: -26.924, c_pos: 0.655, c_neg: -0.040, phy: 0.196,

2022-09-14 15:01:49,423: [VAL] loss: 0.239, joint mae: 0.08003, accel diff: 0.04310, FGD: 67.502, feat_D: 119.186, Diversity: 128.321, BC: 0.0000 / 74.9s

2022-09-14 15:01:49,440: *** BEST VALIDATION LOSS: 67.502

2022-09-14 15:01:51,836: Saved the checkpoint

2022-09-14 15:09:58,283: EP 1 (576) | 51m 3s, 114 samples/s | loss: 153.094, KLD: 0.015, DIV_REG: -26.383, c_pos: 0.609, c_neg: -0.040, phy: 0.183,

2022-09-14 15:18:02,648: EP 1 (1152) | 59m 8s, 110 samples/s | loss: 151.606, KLD: 0.019, DIV_REG: -25.604, c_pos: 0.561, c_neg: -0.040, phy: 0.165,

2022-09-14 15:26:06,713: EP 1 (1728) | 67m 12s, 118 samples/s | loss: 151.058, KLD: 0.023, DIV_REG: -24.824, c_pos: 0.517, c_neg: -0.040, phy: 0.154,

2022-09-14 15:34:10,681: EP 1 (2304) | 75m 16s, 113 samples/s | loss: 149.005, KLD: 0.028, DIV_REG: -23.636, c_pos: 0.481, c_neg: -0.040, phy: 0.149,

2022-09-14 15:42:13,865: EP 1 (2880) | 83m 19s, 116 samples/s | loss: 148.380, KLD: 0.033, DIV_REG: -22.704, c_pos: 0.455, c_neg: -0.040, phy: 0.144,

2022-09-14 15:43:31,122: [VAL] loss: 0.231, joint mae: 0.07652, accel diff: 0.04310, FGD: 62.850, feat_D: 117.045, Diversity: 126.220, BC: 0.0000 / 75.9s

2022-09-14 15:43:31,137: *** BEST VALIDATION LOSS: 62.850

2022-09-14 15:43:33,473: Saved the checkpoint

2022-09-14 15:51:40,055: EP 2 (576) | 92m 45s, 115 samples/s | loss: 146.095, KLD: 0.039, DIV_REG: -21.765, c_pos: 0.432, c_neg: -0.040, phy: 0.140,

2022-09-14 15:59:43,604: EP 2 (1152) | 100m 49s, 114 samples/s | loss: 145.169, KLD: 0.046, DIV_REG: -20.886, c_pos: 0.417, c_neg: -0.040, phy: 0.139,

2022-09-14 16:07:46,894: EP 2 (1728) | 108m 52s, 116 samples/s | loss: 145.149, KLD: 0.053, DIV_REG: -20.199, c_pos: 0.404, c_neg: -0.040, phy: 0.135,

2022-09-14 16:15:49,396: EP 2 (2304) | 116m 54s, 113 samples/s | loss: 143.871, KLD: 0.061, DIV_REG: -19.492, c_pos: 0.395, c_neg: -0.040, phy: 0.133,

2022-09-14 16:23:52,588: EP 2 (2880) | 124m 58s, 119 samples/s | loss: 142.769, KLD: 0.067, DIV_REG: -19.130, c_pos: 0.385, c_neg: -0.040, phy: 0.130,

2022-09-14 16:25:11,084: [VAL] loss: 0.228, joint mae: 0.07636, accel diff: 0.04300, FGD: 60.559, feat_D: 116.142, Diversity: 126.422, BC: 0.0000 / 77.1s

2022-09-14 16:25:11,100: *** BEST VALIDATION LOSS: 60.559

2022-09-14 16:25:13,483: Saved the checkpoint

2022-09-14 16:33:21,216: EP 3 (576) | 134m 26s, 119 samples/s | loss: 139.753, KLD: 0.075, DIV_REG: -18.646, c_pos: 0.370, c_neg: -0.040, phy: 0.132,

2022-09-14 16:41:26,490: EP 3 (1152) | 142m 32s, 115 samples/s | loss: 139.684, KLD: 0.082, DIV_REG: -18.391, c_pos: 0.365, c_neg: -0.040, phy: 0.131,

2022-09-14 16:49:28,367: EP 3 (1728) | 150m 33s, 115 samples/s | loss: 138.915, KLD: 0.089, DIV_REG: -18.324, c_pos: 0.360, c_neg: -0.040, phy: 0.127,

2022-09-14 16:57:29,934: EP 3 (2304) | 158m 35s, 115 samples/s | loss: 139.080, KLD: 0.097, DIV_REG: -18.568, c_pos: 0.356, c_neg: -0.040, phy: 0.129,

2022-09-14 17:05:33,583: EP 3 (2880) | 166m 39s, 118 samples/s | loss: 138.885, KLD: 0.103, DIV_REG: -18.644, c_pos: 0.352, c_neg: -0.040, phy: 0.130,

2022-09-14 17:06:45,619: [VAL] loss: 0.234, joint mae: 0.07738, accel diff: 0.04301, FGD: 57.710, feat_D: 118.208, Diversity: 129.184, BC: 0.0000 / 70.7s

2022-09-14 17:06:45,634: *** BEST VALIDATION LOSS: 57.710

2022-09-14 17:06:47,935: Saved the checkpoint

2022-09-14 17:14:55,919: EP 4 (576) | 176m 1s, 117 samples/s | loss: 134.779, KLD: 0.112, DIV_REG: -18.883, c_pos: 0.341, c_neg: -0.040, phy: 0.130,

2022-09-14 17:22:59,787: EP 4 (1152) | 184m 5s, 115 samples/s | loss: 135.441, KLD: 0.119, DIV_REG: -19.222, c_pos: 0.335, c_neg: -0.040, phy: 0.130,

2022-09-14 17:31:04,525: EP 4 (1728) | 192m 10s, 116 samples/s | loss: 135.183, KLD: 0.124, DIV_REG: -19.716, c_pos: 0.332, c_neg: -0.040, phy: 0.131,

2022-09-14 17:39:08,590: EP 4 (2304) | 200m 14s, 115 samples/s | loss: 135.467, KLD: 0.129, DIV_REG: -20.335, c_pos: 0.330, c_neg: -0.040, phy: 0.133,

2022-09-14 17:47:13,243: EP 4 (2880) | 208m 18s, 107 samples/s | loss: 135.678, KLD: 0.133, DIV_REG: -20.987, c_pos: 0.328, c_neg: -0.040, phy: 0.134,

2022-09-14 17:48:30,279: [VAL] loss: 0.234, joint mae: 0.07862, accel diff: 0.04309, FGD: 54.356, feat_D: 118.538, Diversity: 132.945, BC: 0.0000 / 75.5s

2022-09-14 17:48:30,294: *** BEST VALIDATION LOSS: 54.356

2022-09-14 17:48:32,597: Saved the checkpoint

2022-09-14 17:56:39,161: EP 5 (576) | 217m 44s, 113 samples/s | loss: 131.473, KLD: 0.138, DIV_REG: -21.387, c_pos: 0.313, c_neg: -0.040, phy: 0.135,

2022-09-14 18:04:44,484: EP 5 (1152) | 225m 50s, 114 samples/s | loss: 131.601, KLD: 0.143, DIV_REG: -21.883, c_pos: 0.316, c_neg: -0.040, phy: 0.136,

2022-09-14 18:12:51,123: EP 5 (1728) | 233m 56s, 112 samples/s | loss: 132.369, KLD: 0.146, DIV_REG: -22.606, c_pos: 0.312, c_neg: -0.040, phy: 0.135,

2022-09-14 18:21:01,111: EP 5 (2304) | 242m 6s, 116 samples/s | loss: 132.749, KLD: 0.149, DIV_REG: -23.192, c_pos: 0.310, c_neg: -0.040, phy: 0.138,

2022-09-14 18:29:11,601: EP 5 (2880) | 250m 17s, 116 samples/s | loss: 132.851, KLD: 0.152, DIV_REG: -23.743, c_pos: 0.307, c_neg: -0.040, phy: 0.138,

2022-09-14 18:30:27,947: [VAL] loss: 0.239, joint mae: 0.08023, accel diff: 0.04321, FGD: 50.775, feat_D: 120.723, Diversity: 136.373, BC: 0.0000 / 74.9s

2022-09-14 18:30:27,962: *** BEST VALIDATION LOSS: 50.775

2022-09-14 18:30:30,260: Saved the checkpoint

2022-09-14 18:38:39,483: EP 6 (576) | 259m 45s, 115 samples/s | loss: 128.527, KLD: 0.154, DIV_REG: -24.155, c_pos: 0.294, c_neg: -0.040, phy: 0.140,

2022-09-14 18:46:44,605: EP 6 (1152) | 267m 50s, 114 samples/s | loss: 128.939, KLD: 0.157, DIV_REG: -24.558, c_pos: 0.295, c_neg: -0.040, phy: 0.139,

2022-09-14 18:54:51,768: EP 6 (1728) | 275m 57s, 116 samples/s | loss: 129.603, KLD: 0.158, DIV_REG: -25.126, c_pos: 0.294, c_neg: -0.040, phy: 0.142,

2022-09-14 19:02:54,496: EP 6 (2304) | 284m 0s, 115 samples/s | loss: 130.050, KLD: 0.159, DIV_REG: -25.531, c_pos: 0.293, c_neg: -0.040, phy: 0.143,

2022-09-14 19:10:57,749: EP 6 (2880) | 292m 3s, 115 samples/s | loss: 130.157, KLD: 0.161, DIV_REG: -25.893, c_pos: 0.291, c_neg: -0.040, phy: 0.142,

2022-09-14 19:12:17,450: [VAL] loss: 0.242, joint mae: 0.08155, accel diff: 0.04332, FGD: 49.739, feat_D: 121.597, Diversity: 136.429, BC: 0.0000 / 78.3s

2022-09-14 19:12:17,466: *** BEST VALIDATION LOSS: 49.739

2022-09-14 19:12:19,768: Saved the checkpoint

2022-09-14 19:20:29,431: EP 7 (576) | 301m 35s, 117 samples/s | loss: 125.979, KLD: 0.163, DIV_REG: -26.276, c_pos: 0.279, c_neg: -0.040, phy: 0.143,

2022-09-14 19:28:33,271: EP 7 (1152) | 309m 38s, 116 samples/s | loss: 126.216, KLD: 0.164, DIV_REG: -26.478, c_pos: 0.280, c_neg: -0.040, phy: 0.143,

2022-09-14 19:36:37,219: EP 7 (1728) | 317m 42s, 117 samples/s | loss: 126.854, KLD: 0.165, DIV_REG: -26.992, c_pos: 0.279, c_neg: -0.040, phy: 0.143,

2022-09-14 19:44:42,487: EP 7 (2304) | 325m 48s, 116 samples/s | loss: 127.112, KLD: 0.166, DIV_REG: -27.299, c_pos: 0.278, c_neg: -0.040, phy: 0.144,

2022-09-14 19:52:46,776: EP 7 (2880) | 333m 52s, 115 samples/s | loss: 127.742, KLD: 0.167, DIV_REG: -27.668, c_pos: 0.278, c_neg: -0.040, phy: 0.145,

2022-09-14 19:54:03,133: [VAL] loss: 0.247, joint mae: 0.08350, accel diff: 0.04351, FGD: 45.699, feat_D: 123.377, Diversity: 139.074, BC: 0.0000 / 75.0s

2022-09-14 19:54:03,148: *** BEST VALIDATION LOSS: 45.699

2022-09-14 19:54:05,455: Saved the checkpoint

2022-09-14 20:02:18,343: EP 8 (576) | 343m 23s, 116 samples/s | loss: 122.813, KLD: 0.166, DIV_REG: -27.859, c_pos: 0.267, c_neg: -0.040, phy: 0.147,

2022-09-14 20:10:25,303: EP 8 (1152) | 351m 30s, 116 samples/s | loss: 124.286, KLD: 0.167, DIV_REG: -28.199, c_pos: 0.268, c_neg: -0.040, phy: 0.146,

2022-09-14 20:18:28,380: EP 8 (1728) | 359m 33s, 116 samples/s | loss: 124.267, KLD: 0.167, DIV_REG: -28.422, c_pos: 0.266, c_neg: -0.040, phy: 0.146,

2022-09-14 20:26:34,279: EP 8 (2304) | 367m 39s, 118 samples/s | loss: 124.829, KLD: 0.168, DIV_REG: -28.689, c_pos: 0.267, c_neg: -0.040, phy: 0.146,

2022-09-14 20:34:39,995: EP 8 (2880) | 375m 45s, 116 samples/s | loss: 125.024, KLD: 0.167, DIV_REG: -28.930, c_pos: 0.268, c_neg: -0.040, phy: 0.147,

2022-09-14 20:35:58,749: [VAL] loss: 0.244, joint mae: 0.08277, accel diff: 0.04349, FGD: 45.680, feat_D: 123.064, Diversity: 140.818, BC: 0.0000 / 77.3s

2022-09-14 20:35:58,764: *** BEST VALIDATION LOSS: 45.680

2022-09-14 20:36:01,074: Saved the checkpoint

2022-09-14 20:44:12,423: EP 9 (576) | 385m 18s, 115 samples/s | loss: 120.225, KLD: 0.168, DIV_REG: -29.163, c_pos: 0.259, c_neg: -0.040, phy: 0.149,

2022-09-14 20:52:18,690: EP 9 (1152) | 393m 24s, 116 samples/s | loss: 121.395, KLD: 0.169, DIV_REG: -29.360, c_pos: 0.259, c_neg: -0.040, phy: 0.149,

2022-09-14 21:00:23,500: EP 9 (1728) | 401m 29s, 116 samples/s | loss: 122.391, KLD: 0.171, DIV_REG: -29.549, c_pos: 0.260, c_neg: -0.040, phy: 0.148,

2022-09-14 21:08:27,822: EP 9 (2304) | 409m 33s, 113 samples/s | loss: 122.419, KLD: 0.173, DIV_REG: -29.501, c_pos: 0.259, c_neg: -0.040, phy: 0.148,

2022-09-14 21:16:31,299: EP 9 (2880) | 417m 36s, 114 samples/s | loss: 122.883, KLD: 0.171, DIV_REG: -29.807, c_pos: 0.258, c_neg: -0.040, phy: 0.149,

2022-09-14 21:17:49,280: [VAL] loss: 0.246, joint mae: 0.08242, accel diff: 0.04345, FGD: 44.400, feat_D: 123.749, Diversity: 140.632, BC: 0.0000 / 76.5s

2022-09-14 21:17:49,297: *** BEST VALIDATION LOSS: 44.400

2022-09-14 21:17:51,666: Saved the checkpoint

2022-09-14 21:18:41,006: saved sample videos, took 49.3s

2022-09-14 21:26:50,649: EP 10 (576) | 427m 56s, 117 samples/s | loss: 118.274, KLD: 0.171, DIV_REG: -29.991, c_pos: 0.251, c_neg: -0.040, phy: 0.150,

2022-09-14 21:34:55,808: EP 10 (1152) | 436m 1s, 112 samples/s | loss: 119.412, KLD: 0.172, DIV_REG: -30.180, c_pos: 0.253, c_neg: -0.040, phy: 0.150,

2022-09-14 21:43:04,748: EP 10 (1728) | 444m 10s, 112 samples/s | loss: 119.759, KLD: 0.171, DIV_REG: -30.586, c_pos: 0.251, c_neg: -0.040, phy: 0.151,

2022-09-14 21:51:09,299: EP 10 (2304) | 452m 14s, 115 samples/s | loss: 119.969, KLD: 0.171, DIV_REG: -30.595, c_pos: 0.254, c_neg: -0.040, phy: 0.148,

2022-09-14 21:59:14,197: EP 10 (2880) | 460m 19s, 118 samples/s | loss: 120.908, KLD: 0.171, DIV_REG: -30.838, c_pos: 0.253, c_neg: -0.040, phy: 0.150,

2022-09-14 22:00:17,327: [VAL] loss: 0.250, joint mae: 0.08419, accel diff: 0.04362, FGD: 39.839, feat_D: 125.382, Diversity: 143.474, BC: 0.0000 / 61.8s

2022-09-14 22:00:17,342: *** BEST VALIDATION LOSS: 39.839

2022-09-14 22:00:19,681: Saved the checkpoint

2022-09-14 22:10:13,655: EP 11 (576) | 471m 19s, 94 samples/s | loss: 116.777, gen: 3.979, dis: 1.322, KLD: 0.171, DIV_REG: -31.451, c_pos: 0.243, c_neg: -0.040, phy: 0.189,

2022-09-14 22:20:05,260: EP 11 (1152) | 481m 10s, 91 samples/s | loss: 118.591, gen: 3.868, dis: 1.338, KLD: 0.171, DIV_REG: -32.236, c_pos: 0.246, c_neg: -0.040, phy: 0.182,

2022-09-14 22:29:57,488: EP 11 (1728) | 491m 3s, 91 samples/s | loss: 119.386, gen: 4.005, dis: 1.317, KLD: 0.170, DIV_REG: -32.349, c_pos: 0.247, c_neg: -0.040, phy: 0.178,

2022-09-14 22:39:47,036: EP 11 (2304) | 500m 52s, 94 samples/s | loss: 120.350, gen: 3.985, dis: 1.321, KLD: 0.168, DIV_REG: -32.565, c_pos: 0.252, c_neg: -0.040, phy: 0.179,

2022-09-14 22:49:34,672: EP 11 (2880) | 510m 40s, 97 samples/s | loss: 121.717, gen: 4.010, dis: 1.315, KLD: 0.168, DIV_REG: -32.727, c_pos: 0.255, c_neg: -0.040, phy: 0.171,

2022-09-14 22:50:58,278: [VAL] loss: 0.252, joint mae: 0.08536, accel diff: 0.05124, FGD: 19.234, feat_D: 131.145, Diversity: 154.346, BC: 0.0000 / 82.0s

2022-09-14 22:50:58,293: *** BEST VALIDATION LOSS: 19.234

2022-09-14 22:51:00,601: Saved the checkpoint

2022-09-14 23:00:52,875: EP 12 (576) | 521m 58s, 94 samples/s | loss: 118.858, gen: 3.988, dis: 1.316, KLD: 0.168, DIV_REG: -32.808, c_pos: 0.351, c_neg: -0.040, phy: 0.179,

2022-09-14 23:10:45,235: EP 12 (1152) | 531m 50s, 95 samples/s | loss: 117.290, gen: 4.065, dis: 1.309, KLD: 0.166, DIV_REG: -32.742, c_pos: 0.243, c_neg: -0.040, phy: 0.180,

2022-09-14 23:20:35,554: EP 12 (1728) | 541m 41s, 93 samples/s | loss: 118.247, gen: 3.991, dis: 1.317, KLD: 0.166, DIV_REG: -32.726, c_pos: 0.243, c_neg: -0.040, phy: 0.183,

2022-09-14 23:30:25,060: EP 12 (2304) | 551m 30s, 93 samples/s | loss: 118.738, gen: 4.019, dis: 1.313, KLD: 0.166, DIV_REG: -32.762, c_pos: 0.242, c_neg: -0.040, phy: 0.177,

2022-09-14 23:40:14,322: EP 12 (2880) | 561m 19s, 96 samples/s | loss: 119.693, gen: 3.954, dis: 1.324, KLD: 0.165, DIV_REG: -33.311, c_pos: 0.244, c_neg: -0.040, phy: 0.177,

2022-09-14 23:41:37,956: [VAL] loss: 0.253, joint mae: 0.08575, accel diff: 0.05574, FGD: 14.629, feat_D: 132.466, Diversity: 155.931, BC: 0.0000 / 82.0s

2022-09-14 23:41:37,973: *** BEST VALIDATION LOSS: 14.629

2022-09-14 23:41:40,316: Saved the checkpoint

2022-09-14 23:51:36,526: EP 13 (576) | 572m 42s, 92 samples/s | loss: 115.461, gen: 3.955, dis: 1.324, KLD: 0.166, DIV_REG: -33.129, c_pos: 0.235, c_neg: -0.040, phy: 0.181,

2022-09-15 00:01:29,516: EP 13 (1152) | 582m 35s, 91 samples/s | loss: 115.990, gen: 3.949, dis: 1.323, KLD: 0.167, DIV_REG: -33.285, c_pos: 0.239, c_neg: -0.040, phy: 0.183,

2022-09-15 00:11:23,538: EP 13 (1728) | 592m 29s, 95 samples/s | loss: 117.193, gen: 3.934, dis: 1.326, KLD: 0.166, DIV_REG: -33.535, c_pos: 0.239, c_neg: -0.040, phy: 0.182,

2022-09-15 00:21:17,920: EP 13 (2304) | 602m 23s, 95 samples/s | loss: 117.538, gen: 3.922, dis: 1.328, KLD: 0.165, DIV_REG: -33.772, c_pos: 0.238, c_neg: -0.040, phy: 0.189,

2022-09-15 00:31:11,300: EP 13 (2880) | 612m 16s, 96 samples/s | loss: 118.327, gen: 3.902, dis: 1.328, KLD: 0.165, DIV_REG: -34.010, c_pos: 0.239, c_neg: -0.040, phy: 0.184,

2022-09-15 00:32:36,401: [VAL] loss: 0.258, joint mae: 0.08584, accel diff: 0.05615, FGD: 12.844, feat_D: 134.392, Diversity: 160.769, BC: 0.0000 / 83.5s

2022-09-15 00:32:36,417: *** BEST VALIDATION LOSS: 12.844

2022-09-15 00:32:38,831: Saved the checkpoint

2022-09-15 00:42:32,662: EP 14 (576) | 623m 38s, 86 samples/s | loss: 114.614, gen: 4.013, dis: 1.313, KLD: 0.164, DIV_REG: -34.092, c_pos: 0.232, c_neg: -0.040, phy: 0.187,

2022-09-15 00:52:25,301: EP 14 (1152) | 633m 30s, 97 samples/s | loss: 115.408, gen: 3.942, dis: 1.324, KLD: 0.165, DIV_REG: -34.178, c_pos: 0.236, c_neg: -0.040, phy: 0.179,

2022-09-15 01:02:18,172: EP 14 (1728) | 643m 23s, 97 samples/s | loss: 115.889, gen: 3.893, dis: 1.330, KLD: 0.165, DIV_REG: -34.410, c_pos: 0.233, c_neg: -0.040, phy: 0.181,

2022-09-15 01:12:07,680: EP 14 (2304) | 653m 13s, 89 samples/s | loss: 116.596, gen: 3.923, dis: 1.326, KLD: 0.166, DIV_REG: -34.488, c_pos: 0.236, c_neg: -0.040, phy: 0.186,

2022-09-15 01:21:56,925: EP 14 (2880) | 663m 2s, 92 samples/s | loss: 116.756, gen: 3.921, dis: 1.324, KLD: 0.166, DIV_REG: -34.527, c_pos: 0.235, c_neg: -0.040, phy: 0.184,

2022-09-15 01:23:12,476: [VAL] loss: 0.259, joint mae: 0.08678, accel diff: 0.05455, FGD: 10.213, feat_D: 136.217, Diversity: 164.254, BC: 0.0000 / 73.9s

2022-09-15 01:23:12,492: *** BEST VALIDATION LOSS: 10.213

2022-09-15 01:23:14,895: Saved the checkpoint

2022-09-15 01:33:08,928: EP 15 (576) | 674m 14s, 95 samples/s | loss: 113.374, gen: 3.890, dis: 1.330, KLD: 0.165, DIV_REG: -34.554, c_pos: 0.226, c_neg: -0.040, phy: 0.187,

2022-09-15 01:43:02,649: EP 15 (1152) | 684m 8s, 94 samples/s | loss: 114.226, gen: 3.941, dis: 1.322, KLD: 0.166, DIV_REG: -34.679, c_pos: 0.229, c_neg: -0.040, phy: 0.189,

2022-09-15 01:52:52,768: EP 15 (1728) | 693m 58s, 96 samples/s | loss: 114.877, gen: 3.916, dis: 1.327, KLD: 0.166, DIV_REG: -34.644, c_pos: 0.237, c_neg: -0.040, phy: 0.187,

2022-09-15 02:02:45,262: EP 15 (2304) | 703m 50s, 96 samples/s | loss: 115.717, gen: 3.894, dis: 1.331, KLD: 0.166, DIV_REG: -34.491, c_pos: 0.234, c_neg: -0.040, phy: 0.187,

2022-09-15 02:12:37,696: EP 15 (2880) | 713m 43s, 97 samples/s | loss: 115.658, gen: 3.898, dis: 1.327, KLD: 0.164, DIV_REG: -34.530, c_pos: 0.233, c_neg: -0.040, phy: 0.185,

2022-09-15 02:13:50,233: [VAL] loss: 0.259, joint mae: 0.08600, accel diff: 0.05474, FGD: 10.705, feat_D: 134.921, Diversity: 161.265, BC: 0.0000 / 70.9s

2022-09-15 02:13:50,248: best validation loss so far: 10.213 at EPOCH 15

2022-09-15 02:23:44,242: EP 16 (576) | 724m 49s, 95 samples/s | loss: 112.898, gen: 3.927, dis: 1.325, KLD: 0.166, DIV_REG: -34.512, c_pos: 0.225, c_neg: -0.040, phy: 0.190,

2022-09-15 02:33:33,407: EP 16 (1152) | 734m 39s, 97 samples/s | loss: 112.595, gen: 3.894, dis: 1.331, KLD: 0.166, DIV_REG: -34.524, c_pos: 0.227, c_neg: -0.040, phy: 0.190,

2022-09-15 02:43:25,219: EP 16 (1728) | 744m 30s, 93 samples/s | loss: 113.784, gen: 3.891, dis: 1.331, KLD: 0.167, DIV_REG: -34.764, c_pos: 0.228, c_neg: -0.040, phy: 0.189,

2022-09-15 02:53:14,983: EP 16 (2304) | 754m 20s, 91 samples/s | loss: 113.979, gen: 3.893, dis: 1.330, KLD: 0.167, DIV_REG: -34.894, c_pos: 0.228, c_neg: -0.040, phy: 0.188,

2022-09-15 03:03:02,039: EP 16 (2880) | 764m 7s, 97 samples/s | loss: 114.561, gen: 3.891, dis: 1.331, KLD: 0.165, DIV_REG: -34.984, c_pos: 0.228, c_neg: -0.040, phy: 0.191,

2022-09-15 03:04:21,470: [VAL] loss: 0.259, joint mae: 0.08634, accel diff: 0.05479, FGD: 8.911, feat_D: 135.966, Diversity: 163.956, BC: 0.0000 / 77.9s

2022-09-15 03:04:21,485: *** BEST VALIDATION LOSS: 8.911

2022-09-15 03:04:23,857: Saved the checkpoint

2022-09-15 03:14:18,402: EP 17 (576) | 775m 23s, 94 samples/s | loss: 111.464, gen: 3.897, dis: 1.329, KLD: 0.165, DIV_REG: -34.829, c_pos: 0.223, c_neg: -0.040, phy: 0.194,

2022-09-15 03:24:06,688: EP 17 (1152) | 785m 12s, 94 samples/s | loss: 112.200, gen: 3.909, dis: 1.328, KLD: 0.166, DIV_REG: -34.887, c_pos: 0.224, c_neg: -0.040, phy: 0.193,

2022-09-15 03:33:57,538: EP 17 (1728) | 795m 3s, 92 samples/s | loss: 112.645, gen: 3.923, dis: 1.327, KLD: 0.165, DIV_REG: -34.827, c_pos: 0.226, c_neg: -0.040, phy: 0.195,

2022-09-15 03:43:48,079: EP 17 (2304) | 804m 53s, 94 samples/s | loss: 113.245, gen: 3.946, dis: 1.323, KLD: 0.167, DIV_REG: -34.993, c_pos: 0.226, c_neg: -0.040, phy: 0.190,

2022-09-15 03:53:37,437: EP 17 (2880) | 814m 43s, 98 samples/s | loss: 113.858, gen: 3.927, dis: 1.325, KLD: 0.166, DIV_REG: -34.931, c_pos: 0.228, c_neg: -0.040, phy: 0.194,

2022-09-15 03:55:01,439: [VAL] loss: 0.260, joint mae: 0.08688, accel diff: 0.05478, FGD: 7.975, feat_D: 137.759, Diversity: 165.423, BC: 0.0000 / 82.4s

2022-09-15 03:55:01,455: *** BEST VALIDATION LOSS: 7.975

2022-09-15 03:55:03,832: Saved the checkpoint

2022-09-15 04:04:57,307: EP 18 (576) | 826m 2s, 95 samples/s | loss: 110.227, gen: 3.925, dis: 1.326, KLD: 0.165, DIV_REG: -35.091, c_pos: 0.219, c_neg: -0.040, phy: 0.194,

2022-09-15 04:14:45,926: EP 18 (1152) | 835m 51s, 93 samples/s | loss: 111.513, gen: 3.936, dis: 1.322, KLD: 0.165, DIV_REG: -35.276, c_pos: 0.220, c_neg: -0.040, phy: 0.195,

2022-09-15 04:24:37,980: EP 18 (1728) | 845m 43s, 90 samples/s | loss: 112.348, gen: 3.958, dis: 1.323, KLD: 0.165, DIV_REG: -35.232, c_pos: 0.227, c_neg: -0.040, phy: 0.197,

2022-09-15 04:34:25,854: EP 18 (2304) | 855m 31s, 96 samples/s | loss: 112.938, gen: 3.936, dis: 1.324, KLD: 0.165, DIV_REG: -35.037, c_pos: 0.227, c_neg: -0.040, phy: 0.197,

2022-09-15 04:44:15,310: EP 18 (2880) | 865m 20s, 94 samples/s | loss: 113.001, gen: 3.931, dis: 1.327, KLD: 0.165, DIV_REG: -35.140, c_pos: 0.224, c_neg: -0.040, phy: 0.193,

2022-09-15 04:45:38,932: [VAL] loss: 0.261, joint mae: 0.08681, accel diff: 0.05512, FGD: 8.237, feat_D: 136.362, Diversity: 162.988, BC: 0.0000 / 82.0s

2022-09-15 04:45:38,949: best validation loss so far: 7.975 at EPOCH 18

2022-09-15 04:55:32,672: EP 19 (576) | 876m 38s, 92 samples/s | loss: 109.568, gen: 3.927, dis: 1.327, KLD: 0.166, DIV_REG: -34.874, c_pos: 0.214, c_neg: -0.040, phy: 0.192,

2022-09-15 05:05:22,697: EP 19 (1152) | 886m 28s, 92 samples/s | loss: 110.357, gen: 3.959, dis: 1.323, KLD: 0.166, DIV_REG: -35.045, c_pos: 0.218, c_neg: -0.040, phy: 0.192,

2022-09-15 05:15:11,777: EP 19 (1728) | 896m 17s, 96 samples/s | loss: 111.641, gen: 3.893, dis: 1.330, KLD: 0.166, DIV_REG: -35.217, c_pos: 0.226, c_neg: -0.040, phy: 0.192,

2022-09-15 05:25:04,691: EP 19 (2304) | 906m 10s, 96 samples/s | loss: 111.933, gen: 3.890, dis: 1.331, KLD: 0.164, DIV_REG: -35.645, c_pos: 0.222, c_neg: -0.040, phy: 0.196,

2022-09-15 05:34:57,015: EP 19 (2880) | 916m 2s, 97 samples/s | loss: 111.937, gen: 3.893, dis: 1.330, KLD: 0.164, DIV_REG: -35.698, c_pos: 0.222, c_neg: -0.040, phy: 0.195,

2022-09-15 05:36:16,684: [VAL] loss: 0.261, joint mae: 0.08814, accel diff: 0.05775, FGD: 7.609, feat_D: 137.502, Diversity: 166.015, BC: 0.0000 / 77.9s

2022-09-15 05:36:16,699: *** BEST VALIDATION LOSS: 7.609

2022-09-15 05:36:19,040: Saved the checkpoint

2022-09-15 05:37:08,865: saved sample videos, took 49.8s

2022-09-15 05:47:01,869: EP 20 (576) | 928m 7s, 96 samples/s | loss: 109.595, gen: 3.926, dis: 1.327, KLD: 0.164, DIV_REG: -35.888, c_pos: 0.215, c_neg: -0.040, phy: 0.198,

2022-09-15 05:56:52,858: EP 20 (1152) | 937m 58s, 96 samples/s | loss: 110.058, gen: 3.901, dis: 1.331, KLD: 0.164, DIV_REG: -35.931, c_pos: 0.217, c_neg: -0.040, phy: 0.197,

2022-09-15 06:06:41,549: EP 20 (1728) | 947m 47s, 96 samples/s | loss: 111.308, gen: 3.907, dis: 1.328, KLD: 0.164, DIV_REG: -35.846, c_pos: 0.223, c_neg: -0.040, phy: 0.198,

2022-09-15 06:16:28,929: EP 20 (2304) | 957m 34s, 94 samples/s | loss: 111.382, gen: 3.913, dis: 1.326, KLD: 0.166, DIV_REG: -35.923, c_pos: 0.220, c_neg: -0.040, phy: 0.199,

2022-09-15 06:26:16,653: EP 20 (2880) | 967m 22s, 90 samples/s | loss: 111.208, gen: 3.908, dis: 1.328, KLD: 0.167, DIV_REG: -35.647, c_pos: 0.221, c_neg: -0.040, phy: 0.197,

2022-09-15 06:27:40,335: [VAL] loss: 0.260, joint mae: 0.08686, accel diff: 0.05447, FGD: 8.588, feat_D: 137.291, Diversity: 164.366, BC: 0.0000 / 82.0s

2022-09-15 06:27:40,351: best validation loss so far: 7.609 at EPOCH 20

2022-09-15 06:37:32,531: EP 21 (576) | 978m 38s, 96 samples/s | loss: 109.167, gen: 3.951, dis: 1.322, KLD: 0.167, DIV_REG: -35.685, c_pos: 0.213, c_neg: -0.040, phy: 0.198,

2022-09-15 06:47:20,559: EP 21 (1152) | 988m 26s, 95 samples/s | loss: 109.742, gen: 3.913, dis: 1.327, KLD: 0.166, DIV_REG: -35.737, c_pos: 0.217, c_neg: -0.040, phy: 0.195,

2022-09-15 06:57:18,321: EP 21 (1728) | 998m 23s, 87 samples/s | loss: 110.020, gen: 3.932, dis: 1.325, KLD: 0.166, DIV_REG: -35.869, c_pos: 0.215, c_neg: -0.040, phy: 0.196,

2022-09-15 07:07:09,600: EP 21 (2304) | 1008m 15s, 95 samples/s | loss: 110.068, gen: 3.917, dis: 1.328, KLD: 0.166, DIV_REG: -35.759, c_pos: 0.218, c_neg: -0.040, phy: 0.196,

2022-09-15 07:16:59,104: EP 21 (2880) | 1018m 4s, 90 samples/s | loss: 110.428, gen: 3.900, dis: 1.330, KLD: 0.164, DIV_REG: -36.034, c_pos: 0.218, c_neg: -0.040, phy: 0.198,

2022-09-15 07:18:17,088: [VAL] loss: 0.260, joint mae: 0.08635, accel diff: 0.05394, FGD: 7.503, feat_D: 137.703, Diversity: 165.286, BC: 0.0000 / 76.3s

2022-09-15 07:18:17,103: *** BEST VALIDATION LOSS: 7.503

2022-09-15 07:18:19,518: Saved the checkpoint

2022-09-15 07:28:12,893: EP 22 (576) | 1029m 18s, 88 samples/s | loss: 108.039, gen: 3.911, dis: 1.328, KLD: 0.163, DIV_REG: -36.114, c_pos: 0.212, c_neg: -0.040, phy: 0.202,

2022-09-15 07:38:02,454: EP 22 (1152) | 1039m 8s, 95 samples/s | loss: 108.258, gen: 3.923, dis: 1.326, KLD: 0.162, DIV_REG: -36.109, c_pos: 0.213, c_neg: -0.040, phy: 0.197,

2022-09-15 07:47:51,591: EP 22 (1728) | 1048m 57s, 96 samples/s | loss: 109.374, gen: 3.873, dis: 1.332, KLD: 0.160, DIV_REG: -36.498, c_pos: 0.215, c_neg: -0.040, phy: 0.200,

2022-09-15 07:57:40,034: EP 22 (2304) | 1058m 45s, 96 samples/s | loss: 109.892, gen: 3.900, dis: 1.329, KLD: 0.162, DIV_REG: -36.514, c_pos: 0.217, c_neg: -0.040, phy: 0.200,

2022-09-15 08:07:29,429: EP 22 (2880) | 1068m 35s, 97 samples/s | loss: 110.340, gen: 3.895, dis: 1.329, KLD: 0.163, DIV_REG: -36.550, c_pos: 0.218, c_neg: -0.040, phy: 0.200,

2022-09-15 08:08:53,934: [VAL] loss: 0.261, joint mae: 0.08753, accel diff: 0.05570, FGD: 7.915, feat_D: 137.232, Diversity: 164.683, BC: 0.0000 / 82.9s

2022-09-15 08:08:53,952: best validation loss so far: 7.503 at EPOCH 22

2022-09-15 08:18:46,463: EP 23 (576) | 1079m 52s, 95 samples/s | loss: 108.480, gen: 3.901, dis: 1.328, KLD: 0.164, DIV_REG: -36.466, c_pos: 0.212, c_neg: -0.040, phy: 0.203,

2022-09-15 08:28:36,947: EP 23 (1152) | 1089m 42s, 95 samples/s | loss: 108.101, gen: 3.868, dis: 1.331, KLD: 0.164, DIV_REG: -36.445, c_pos: 0.212, c_neg: -0.040, phy: 0.201,

2022-09-15 08:38:25,475: EP 23 (1728) | 1099m 31s, 96 samples/s | loss: 109.451, gen: 3.886, dis: 1.329, KLD: 0.164, DIV_REG: -36.433, c_pos: 0.219, c_neg: -0.040, phy: 0.197,

2022-09-15 08:48:13,737: EP 23 (2304) | 1109m 19s, 94 samples/s | loss: 109.412, gen: 3.899, dis: 1.329, KLD: 0.164, DIV_REG: -36.562, c_pos: 0.214, c_neg: -0.040, phy: 0.200,

2022-09-15 08:57:59,908: EP 23 (2880) | 1119m 5s, 96 samples/s | loss: 109.402, gen: 3.892, dis: 1.329, KLD: 0.163, DIV_REG: -36.557, c_pos: 0.215, c_neg: -0.040, phy: 0.196,

2022-09-15 08:59:19,664: [VAL] loss: 0.260, joint mae: 0.08732, accel diff: 0.05399, FGD: 8.247, feat_D: 137.144, Diversity: 162.575, BC: 0.0000 / 78.2s

2022-09-15 08:59:19,681: best validation loss so far: 7.503 at EPOCH 22

2022-09-15 09:09:11,154: EP 24 (576) | 1130m 16s, 94 samples/s | loss: 107.031, gen: 3.924, dis: 1.326, KLD: 0.162, DIV_REG: -36.590, c_pos: 0.208, c_neg: -0.040, phy: 0.202,

2022-09-15 09:18:59,110: EP 24 (1152) | 1140m 4s, 96 samples/s | loss: 107.352, gen: 3.882, dis: 1.332, KLD: 0.160, DIV_REG: -36.674, c_pos: 0.211, c_neg: -0.040, phy: 0.199,

2022-09-15 09:28:47,439: EP 24 (1728) | 1149m 53s, 93 samples/s | loss: 107.861, gen: 3.875, dis: 1.332, KLD: 0.159, DIV_REG: -36.674, c_pos: 0.212, c_neg: -0.040, phy: 0.199,

2022-09-15 09:38:34,844: EP 24 (2304) | 1159m 40s, 89 samples/s | loss: 108.128, gen: 3.893, dis: 1.332, KLD: 0.161, DIV_REG: -36.570, c_pos: 0.213, c_neg: -0.040, phy: 0.199,

2022-09-15 09:48:21,509: EP 24 (2880) | 1169m 27s, 97 samples/s | loss: 109.045, gen: 3.880, dis: 1.330, KLD: 0.160, DIV_REG: -36.790, c_pos: 0.216, c_neg: -0.040, phy: 0.200,

2022-09-15 09:49:45,128: [VAL] loss: 0.263, joint mae: 0.08804, accel diff: 0.05407, FGD: 7.784, feat_D: 138.213, Diversity: 166.198, BC: 0.0000 / 82.1s

2022-09-15 09:49:45,143: best validation loss so far: 7.503 at EPOCH 22

2022-09-15 09:59:36,846: EP 25 (576) | 1180m 42s, 94 samples/s | loss: 106.213, gen: 3.894, dis: 1.329, KLD: 0.160, DIV_REG: -36.687, c_pos: 0.208, c_neg: -0.040, phy: 0.199,

2022-09-15 10:09:22,955: EP 25 (1152) | 1190m 28s, 96 samples/s | loss: 106.823, gen: 3.905, dis: 1.328, KLD: 0.161, DIV_REG: -36.676, c_pos: 0.209, c_neg: -0.040, phy: 0.201,

2022-09-15 10:19:11,762: EP 25 (1728) | 1200m 17s, 95 samples/s | loss: 107.131, gen: 3.893, dis: 1.328, KLD: 0.161, DIV_REG: -36.817, c_pos: 0.211, c_neg: -0.040, phy: 0.199,

2022-09-15 10:28:58,679: EP 25 (2304) | 1210m 4s, 93 samples/s | loss: 107.797, gen: 3.905, dis: 1.328, KLD: 0.161, DIV_REG: -36.853, c_pos: 0.213, c_neg: -0.040, phy: 0.202,

2022-09-15 10:38:45,163: EP 25 (2880) | 1219m 50s, 97 samples/s | loss: 108.127, gen: 3.892, dis: 1.330, KLD: 0.159, DIV_REG: -36.714, c_pos: 0.212, c_neg: -0.040, phy: 0.196,

2022-09-15 10:40:08,624: [VAL] loss: 0.263, joint mae: 0.08773, accel diff: 0.05528, FGD: 5.578, feat_D: 139.513, Diversity: 170.183, BC: 0.0000 / 81.9s

2022-09-15 10:40:08,639: *** BEST VALIDATION LOSS: 5.578

2022-09-15 10:40:12,290: Saved the checkpoint

2022-09-15 10:50:06,258: EP 26 (576) | 1231m 11s, 84 samples/s | loss: 105.404, gen: 3.910, dis: 1.327, KLD: 0.159, DIV_REG: -36.717, c_pos: 0.207, c_neg: -0.040, phy: 0.198,

2022-09-15 10:59:52,640: EP 26 (1152) | 1240m 58s, 91 samples/s | loss: 106.346, gen: 3.897, dis: 1.329, KLD: 0.160, DIV_REG: -36.717, c_pos: 0.208, c_neg: -0.040, phy: 0.197,

2022-09-15 11:09:40,422: EP 26 (1728) | 1250m 46s, 95 samples/s | loss: 106.593, gen: 3.902, dis: 1.328, KLD: 0.159, DIV_REG: -36.881, c_pos: 0.209, c_neg: -0.040, phy: 0.197,

2022-09-15 11:19:28,545: EP 26 (2304) | 1260m 34s, 95 samples/s | loss: 107.169, gen: 3.907, dis: 1.330, KLD: 0.158, DIV_REG: -36.791, c_pos: 0.210, c_neg: -0.040, phy: 0.197,

2022-09-15 11:29:16,019: EP 26 (2880) | 1270m 21s, 97 samples/s | loss: 107.797, gen: 3.903, dis: 1.329, KLD: 0.159, DIV_REG: -36.860, c_pos: 0.213, c_neg: -0.040, phy: 0.196,

2022-09-15 11:30:34,659: [VAL] loss: 0.263, joint mae: 0.08733, accel diff: 0.05541, FGD: 5.255, feat_D: 139.582, Diversity: 169.947, BC: 0.0000 / 77.1s

2022-09-15 11:30:34,674: *** BEST VALIDATION LOSS: 5.255

2022-09-15 11:30:37,031: Saved the checkpoint

2022-09-15 11:40:29,072: EP 27 (576) | 1281m 34s, 97 samples/s | loss: 105.672, gen: 3.898, dis: 1.330, KLD: 0.158, DIV_REG: -36.966, c_pos: 0.209, c_neg: -0.040, phy: 0.199,

2022-09-15 11:50:18,569: EP 27 (1152) | 1291m 24s, 94 samples/s | loss: 106.413, gen: 3.888, dis: 1.329, KLD: 0.160, DIV_REG: -36.790, c_pos: 0.208, c_neg: -0.040, phy: 0.202,

2022-09-15 12:00:05,817: EP 27 (1728) | 1301m 11s, 96 samples/s | loss: 106.024, gen: 3.895, dis: 1.328, KLD: 0.160, DIV_REG: -36.647, c_pos: 0.209, c_neg: -0.040, phy: 0.198,

2022-09-15 12:09:52,870: EP 27 (2304) | 1310m 58s, 96 samples/s | loss: 107.032, gen: 3.922, dis: 1.328, KLD: 0.160, DIV_REG: -36.832, c_pos: 0.212, c_neg: -0.040, phy: 0.198,

2022-09-15 12:19:42,234: EP 27 (2880) | 1320m 47s, 95 samples/s | loss: 107.201, gen: 3.902, dis: 1.330, KLD: 0.160, DIV_REG: -36.953, c_pos: 0.212, c_neg: -0.040, phy: 0.197,

2022-09-15 12:20:47,410: [VAL] loss: 0.262, joint mae: 0.08815, accel diff: 0.05459, FGD: 6.189, feat_D: 138.692, Diversity: 168.590, BC: 0.0000 / 63.6s

2022-09-15 12:20:47,425: best validation loss so far: 5.255 at EPOCH 27

2022-09-15 12:30:41,303: EP 28 (576) | 1331m 46s, 86 samples/s | loss: 105.125, gen: 3.905, dis: 1.328, KLD: 0.161, DIV_REG: -36.734, c_pos: 0.206, c_neg: -0.040, phy: 0.199,

2022-09-15 12:40:32,044: EP 28 (1152) | 1341m 37s, 94 samples/s | loss: 105.246, gen: 3.906, dis: 1.328, KLD: 0.161, DIV_REG: -36.611, c_pos: 0.206, c_neg: -0.040, phy: 0.200,

2022-09-15 12:50:22,822: EP 28 (1728) | 1351m 28s, 96 samples/s | loss: 105.768, gen: 3.903, dis: 1.327, KLD: 0.159, DIV_REG: -36.809, c_pos: 0.207, c_neg: -0.040, phy: 0.199,

2022-09-15 13:00:16,868: EP 28 (2304) | 1361m 22s, 94 samples/s | loss: 106.331, gen: 3.912, dis: 1.327, KLD: 0.159, DIV_REG: -36.707, c_pos: 0.209, c_neg: -0.040, phy: 0.201,

2022-09-15 13:10:06,862: EP 28 (2880) | 1371m 12s, 84 samples/s | loss: 106.214, gen: 3.906, dis: 1.328, KLD: 0.158, DIV_REG: -36.727, c_pos: 0.211, c_neg: -0.040, phy: 0.200,

2022-09-15 13:11:31,714: [VAL] loss: 0.264, joint mae: 0.08832, accel diff: 0.05512, FGD: 6.077, feat_D: 139.577, Diversity: 169.558, BC: 0.0000 / 83.2s

2022-09-15 13:11:31,729: best validation loss so far: 5.255 at EPOCH 27

2022-09-15 13:21:24,216: EP 29 (576) | 1382m 29s, 94 samples/s | loss: 104.290, gen: 3.920, dis: 1.324, KLD: 0.159, DIV_REG: -36.717, c_pos: 0.203, c_neg: -0.040, phy: 0.200,

2022-09-15 13:31:16,535: EP 29 (1152) | 1392m 22s, 94 samples/s | loss: 105.004, gen: 3.919, dis: 1.324, KLD: 0.159, DIV_REG: -36.922, c_pos: 0.206, c_neg: -0.040, phy: 0.198,

2022-09-15 13:41:04,478: EP 29 (1728) | 1402m 10s, 93 samples/s | loss: 105.607, gen: 3.915, dis: 1.328, KLD: 0.159, DIV_REG: -36.907, c_pos: 0.208, c_neg: -0.040, phy: 0.201,

2022-09-15 13:50:55,158: EP 29 (2304) | 1412m 0s, 95 samples/s | loss: 105.755, gen: 3.907, dis: 1.327, KLD: 0.159, DIV_REG: -36.933, c_pos: 0.209, c_neg: -0.040, phy: 0.200,

2022-09-15 14:00:43,114: EP 29 (2880) | 1421m 48s, 94 samples/s | loss: 106.354, gen: 3.914, dis: 1.328, KLD: 0.159, DIV_REG: -36.914, c_pos: 0.210, c_neg: -0.040, phy: 0.201,

2022-09-15 14:02:06,388: [VAL] loss: 0.258, joint mae: 0.08611, accel diff: 0.05319, FGD: 7.692, feat_D: 136.740, Diversity: 164.920, BC: 0.0000 / 81.6s

2022-09-15 14:02:06,404: best validation loss so far: 5.255 at EPOCH 27

2022-09-15 14:02:08,652: Saved the checkpoint

2022-09-15 14:02:57,818: saved sample videos, took 49.2s

2022-09-15 14:12:49,343: EP 30 (576) | 1433m 54s, 86 samples/s | loss: 104.679, gen: 3.915, dis: 1.324, KLD: 0.157, DIV_REG: -37.065, c_pos: 0.207, c_neg: -0.040, phy: 0.202,

2022-09-15 14:22:37,456: EP 30 (1152) | 1443m 43s, 96 samples/s | loss: 104.698, gen: 3.916, dis: 1.328, KLD: 0.158, DIV_REG: -37.057, c_pos: 0.207, c_neg: -0.040, phy: 0.202,

2022-09-15 14:32:27,951: EP 30 (1728) | 1453m 33s, 95 samples/s | loss: 105.630, gen: 3.923, dis: 1.328, KLD: 0.158, DIV_REG: -37.228, c_pos: 0.207, c_neg: -0.040, phy: 0.200,

2022-09-15 14:42:15,923: EP 30 (2304) | 1463m 21s, 96 samples/s | loss: 106.002, gen: 3.912, dis: 1.328, KLD: 0.157, DIV_REG: -37.178, c_pos: 0.209, c_neg: -0.040, phy: 0.199,

2022-09-15 14:52:05,892: EP 30 (2880) | 1473m 11s, 98 samples/s | loss: 105.933, gen: 3.923, dis: 1.326, KLD: 0.158, DIV_REG: -37.076, c_pos: 0.209, c_neg: -0.040, phy: 0.197,

2022-09-15 14:53:24,519: [VAL] loss: 0.263, joint mae: 0.08699, accel diff: 0.05310, FGD: 7.624, feat_D: 137.804, Diversity: 166.366, BC: 0.0000 / 77.1s

2022-09-15 14:53:24,534: best validation loss so far: 5.255 at EPOCH 27

2022-09-15 15:03:15,236: EP 31 (576) | 1484m 20s, 96 samples/s | loss: 104.148, gen: 3.926, dis: 1.326, KLD: 0.157, DIV_REG: -37.245, c_pos: 0.204, c_neg: -0.040, phy: 0.196,

2022-09-15 15:13:05,030: EP 31 (1152) | 1494m 10s, 93 samples/s | loss: 104.914, gen: 3.915, dis: 1.327, KLD: 0.157, DIV_REG: -37.100, c_pos: 0.205, c_neg: -0.040, phy: 0.200,

2022-09-15 15:22:53,280: EP 31 (1728) | 1503m 58s, 95 samples/s | loss: 105.269, gen: 3.919, dis: 1.329, KLD: 0.156, DIV_REG: -36.979, c_pos: 0.217, c_neg: -0.040, phy: 0.198,

2022-09-15 15:32:41,463: EP 31 (2304) | 1513m 47s, 95 samples/s | loss: 105.228, gen: 3.925, dis: 1.323, KLD: 0.154, DIV_REG: -36.972, c_pos: 0.208, c_neg: -0.040, phy: 0.196,

2022-09-15 15:42:29,695: EP 31 (2880) | 1523m 35s, 96 samples/s | loss: 106.154, gen: 3.919, dis: 1.326, KLD: 0.155, DIV_REG: -36.907, c_pos: 0.209, c_neg: -0.040, phy: 0.197,

2022-09-15 15:43:53,081: [VAL] loss: 0.262, joint mae: 0.08761, accel diff: 0.05390, FGD: 6.654, feat_D: 138.086, Diversity: 167.158, BC: 0.0000 / 81.8s

2022-09-15 15:43:53,097: best validation loss so far: 5.255 at EPOCH 27

2022-09-15 15:53:43,635: EP 32 (576) | 1534m 49s, 96 samples/s | loss: 103.950, gen: 3.935, dis: 1.323, KLD: 0.154, DIV_REG: -36.982, c_pos: 0.203, c_neg: -0.040, phy: 0.197,

2022-09-15 16:03:21,398: EP 32 (1152) | 1544m 26s, 96 samples/s | loss: 104.577, gen: 3.918, dis: 1.327, KLD: 0.154, DIV_REG: -37.157, c_pos: 0.207, c_neg: -0.040, phy: 0.198,

2022-09-15 16:13:08,652: EP 32 (1728) | 1554m 14s, 87 samples/s | loss: 105.251, gen: 3.944, dis: 1.323, KLD: 0.154, DIV_REG: -37.244, c_pos: 0.207, c_neg: -0.040, phy: 0.197,

2022-09-15 16:22:55,943: EP 32 (2304) | 1564m 1s, 96 samples/s | loss: 105.407, gen: 3.918, dis: 1.326, KLD: 0.153, DIV_REG: -36.964, c_pos: 0.207, c_neg: -0.040, phy: 0.197,

2022-09-15 16:32:42,915: EP 32 (2880) | 1573m 48s, 94 samples/s | loss: 105.791, gen: 3.922, dis: 1.325, KLD: 0.152, DIV_REG: -36.985, c_pos: 0.210, c_neg: -0.040, phy: 0.199,

2022-09-15 16:34:04,442: [VAL] loss: 0.262, joint mae: 0.08655, accel diff: 0.05519, FGD: 6.195, feat_D: 138.929, Diversity: 166.233, BC: 0.0000 / 79.7s

2022-09-15 16:34:04,445: best validation loss so far: 5.255 at EPOCH 27

2022-09-15 16:43:52,278: EP 33 (576) | 1584m 57s, 95 samples/s | loss: 103.768, gen: 3.934, dis: 1.324, KLD: 0.152, DIV_REG: -37.096, c_pos: 0.203, c_neg: -0.040, phy: 0.201,

2022-09-15 16:53:35,550: EP 33 (1152) | 1594m 41s, 95 samples/s | loss: 104.632, gen: 3.948, dis: 1.322, KLD: 0.153, DIV_REG: -37.156, c_pos: 0.206, c_neg: -0.040, phy: 0.199,

2022-09-15 17:03:18,391: EP 33 (1728) | 1604m 23s, 95 samples/s | loss: 104.932, gen: 3.952, dis: 1.323, KLD: 0.151, DIV_REG: -37.171, c_pos: 0.206, c_neg: -0.040, phy: 0.197,

2022-09-15 17:13:01,062: EP 33 (2304) | 1614m 6s, 96 samples/s | loss: 105.172, gen: 3.941, dis: 1.324, KLD: 0.150, DIV_REG: -37.036, c_pos: 0.209, c_neg: -0.040, phy: 0.199,

2022-09-15 17:22:42,795: EP 33 (2880) | 1623m 48s, 97 samples/s | loss: 105.582, gen: 3.940, dis: 1.321, KLD: 0.152, DIV_REG: -36.953, c_pos: 0.210, c_neg: -0.040, phy: 0.200,

2022-09-15 17:23:52,795: [VAL] loss: 0.261, joint mae: 0.08704, accel diff: 0.05536, FGD: 6.049, feat_D: 137.823, Diversity: 166.678, BC: 0.0000 / 68.1s

2022-09-15 17:23:52,798: best validation loss so far: 5.255 at EPOCH 27

2022-09-15 17:33:35,202: EP 34 (576) | 1634m 40s, 96 samples/s | loss: 103.718, gen: 3.956, dis: 1.323, KLD: 0.152, DIV_REG: -37.183, c_pos: 0.203, c_neg: -0.040, phy: 0.200,

2022-09-15 17:43:14,872: EP 34 (1152) | 1644m 20s, 89 samples/s | loss: 104.346, gen: 3.941, dis: 1.321, KLD: 0.153, DIV_REG: -37.133, c_pos: 0.206, c_neg: -0.040, phy: 0.199,

2022-09-15 17:52:58,457: EP 34 (1728) | 1654m 4s, 96 samples/s | loss: 104.741, gen: 3.935, dis: 1.323, KLD: 0.153, DIV_REG: -37.060, c_pos: 0.208, c_neg: -0.040, phy: 0.197,

2022-09-15 18:02:39,210: EP 34 (2304) | 1663m 44s, 95 samples/s | loss: 105.617, gen: 3.946, dis: 1.323, KLD: 0.153, DIV_REG: -36.955, c_pos: 0.210, c_neg: -0.040, phy: 0.197,

2022-09-15 18:12:20,002: EP 34 (2880) | 1673m 25s, 96 samples/s | loss: 106.198, gen: 3.959, dis: 1.319, KLD: 0.153, DIV_REG: -37.023, c_pos: 0.211, c_neg: -0.040, phy: 0.198,

2022-09-15 18:13:15,800: [VAL] loss: 0.264, joint mae: 0.08715, accel diff: 0.05387, FGD: 6.642, feat_D: 138.430, Diversity: 168.152, BC: 0.0000 / 53.1s

2022-09-15 18:13:15,803: best validation loss so far: 5.255 at EPOCH 27

2022-09-15 18:22:58,621: EP 35 (576) | 1684m 4s, 96 samples/s | loss: 103.951, gen: 3.964, dis: 1.321, KLD: 0.153, DIV_REG: -37.151, c_pos: 0.202, c_neg: -0.040, phy: 0.197,

2022-09-15 18:32:39,498: EP 35 (1152) | 1693m 45s, 95 samples/s | loss: 104.465, gen: 3.954, dis: 1.321, KLD: 0.153, DIV_REG: -37.036, c_pos: 0.206, c_neg: -0.040, phy: 0.198,

2022-09-15 18:42:22,779: EP 35 (1728) | 1703m 28s, 89 samples/s | loss: 104.995, gen: 3.954, dis: 1.321, KLD: 0.153, DIV_REG: -37.082, c_pos: 0.208, c_neg: -0.040, phy: 0.202,

2022-09-15 18:52:03,174: EP 35 (2304) | 1713m 8s, 96 samples/s | loss: 105.451, gen: 3.946, dis: 1.323, KLD: 0.153, DIV_REG: -37.106, c_pos: 0.210, c_neg: -0.040, phy: 0.203,

2022-09-15 19:01:44,437: EP 35 (2880) | 1722m 50s, 97 samples/s | loss: 105.760, gen: 3.925, dis: 1.324, KLD: 0.153, DIV_REG: -36.953, c_pos: 0.210, c_neg: -0.040, phy: 0.200,

2022-09-15 19:02:39,230: [VAL] loss: 0.262, joint mae: 0.08740, accel diff: 0.05537, FGD: 5.594, feat_D: 138.922, Diversity: 167.752, BC: 0.0000 / 52.9s

2022-09-15 19:02:39,233: best validation loss so far: 5.255 at EPOCH 27

2022-09-15 19:12:21,123: EP 36 (576) | 1733m 26s, 95 samples/s | loss: 103.755, gen: 3.938, dis: 1.322, KLD: 0.152, DIV_REG: -37.045, c_pos: 0.204, c_neg: -0.040, phy: 0.198,

2022-09-15 19:22:03,577: EP 36 (1152) | 1743m 9s, 93 samples/s | loss: 104.473, gen: 3.929, dis: 1.324, KLD: 0.149, DIV_REG: -37.226, c_pos: 0.205, c_neg: -0.040, phy: 0.200,

2022-09-15 19:31:49,396: EP 36 (1728) | 1752m 54s, 95 samples/s | loss: 104.984, gen: 3.937, dis: 1.324, KLD: 0.151, DIV_REG: -37.204, c_pos: 0.209, c_neg: -0.040, phy: 0.201,

2022-09-15 19:41:35,153: EP 36 (2304) | 1762m 40s, 96 samples/s | loss: 105.108, gen: 3.953, dis: 1.322, KLD: 0.153, DIV_REG: -36.797, c_pos: 0.209, c_neg: -0.040, phy: 0.201,

2022-09-15 19:51:27,681: EP 36 (2880) | 1772m 33s, 94 samples/s | loss: 105.640, gen: 3.951, dis: 1.322, KLD: 0.152, DIV_REG: -36.825, c_pos: 0.210, c_neg: -0.040, phy: 0.199,

2022-09-15 19:52:23,139: [VAL] loss: 0.266, joint mae: 0.08891, accel diff: 0.05609, FGD: 5.570, feat_D: 140.133, Diversity: 169.503, BC: 0.0000 / 53.6s

2022-09-15 19:52:23,142: best validation loss so far: 5.255 at EPOCH 27

2022-09-15 20:02:20,069: EP 37 (576) | 1783m 25s, 97 samples/s | loss: 103.758, gen: 3.953, dis: 1.320, KLD: 0.151, DIV_REG: -37.066, c_pos: 0.206, c_neg: -0.040, phy: 0.196,

2022-09-15 20:12:15,413: EP 37 (1152) | 1793m 21s, 95 samples/s | loss: 104.991, gen: 3.951, dis: 1.321, KLD: 0.151, DIV_REG: -37.188, c_pos: 0.206, c_neg: -0.040, phy: 0.197,

2022-09-15 20:22:07,472: EP 37 (1728) | 1803m 13s, 92 samples/s | loss: 105.137, gen: 3.964, dis: 1.322, KLD: 0.151, DIV_REG: -37.043, c_pos: 0.208, c_neg: -0.040, phy: 0.196,

2022-09-15 20:32:01,214: EP 37 (2304) | 1813m 6s, 94 samples/s | loss: 105.523, gen: 3.967, dis: 1.320, KLD: 0.150, DIV_REG: -36.990, c_pos: 0.209, c_neg: -0.040, phy: 0.200,

2022-09-15 20:41:53,450: EP 37 (2880) | 1822m 59s, 93 samples/s | loss: 105.606, gen: 3.956, dis: 1.319, KLD: 0.150, DIV_REG: -36.938, c_pos: 0.210, c_neg: -0.040, phy: 0.201,

2022-09-15 20:43:17,331: [VAL] loss: 0.263, joint mae: 0.08757, accel diff: 0.05668, FGD: 5.939, feat_D: 139.160, Diversity: 166.983, BC: 0.0000 / 81.9s

2022-09-15 20:43:17,334: best validation loss so far: 5.255 at EPOCH 27

2022-09-15 20:53:15,530: EP 38 (576) | 1834m 21s, 91 samples/s | loss: 104.227, gen: 3.959, dis: 1.321, KLD: 0.150, DIV_REG: -36.777, c_pos: 0.205, c_neg: -0.040, phy: 0.201,

2022-09-15 21:03:06,868: EP 38 (1152) | 1844m 12s, 96 samples/s | loss: 104.484, gen: 3.981, dis: 1.317, KLD: 0.150, DIV_REG: -36.925, c_pos: 0.205, c_neg: -0.040, phy: 0.199,

2022-09-15 21:15:23,167: EP 38 (1728) | 1856m 28s, 94 samples/s | loss: 105.477, gen: 3.970, dis: 1.318, KLD: 0.150, DIV_REG: -36.890, c_pos: 0.209, c_neg: -0.040, phy: 0.201,

2022-09-15 21:26:26,019: EP 38 (2304) | 1867m 31s, 92 samples/s | loss: 105.470, gen: 3.957, dis: 1.323, KLD: 0.151, DIV_REG: -36.681, c_pos: 0.209, c_neg: -0.040, phy: 0.200,

2022-09-15 21:52:19,696: EP 38 (2880) | 1893m 25s, 32 samples/s | loss: 106.054, gen: 3.976, dis: 1.317, KLD: 0.150, DIV_REG: -36.560, c_pos: 0.211, c_neg: -0.040, phy: 0.201,

2022-09-15 21:55:15,265: [VAL] loss: 0.264, joint mae: 0.08900, accel diff: 0.05622, FGD: 6.321, feat_D: 139.385, Diversity: 167.839, BC: 0.0000 / 169.5s

2022-09-15 21:55:15,293: best validation loss so far: 5.255 at EPOCH 27

2022-09-15 22:21:52,174: EP 39 (576) | 1922m 57s, 35 samples/s | loss: 104.715, gen: 3.975, dis: 1.319, KLD: 0.149, DIV_REG: -36.641, c_pos: 0.206, c_neg: -0.040, phy: 0.201,

2022-09-15 22:48:29,129: EP 39 (1152) | 1949m 34s, 37 samples/s | loss: 104.894, gen: 3.983, dis: 1.319, KLD: 0.149, DIV_REG: -36.575, c_pos: 0.207, c_neg: -0.040, phy: 0.202,

2022-09-15 23:14:58,379: EP 39 (1728) | 1976m 3s, 31 samples/s | loss: 105.722, gen: 3.977, dis: 1.317, KLD: 0.149, DIV_REG: -36.452, c_pos: 0.210, c_neg: -0.040, phy: 0.199,

2022-09-15 23:40:22,939: EP 39 (2304) | 2001m 28s, 38 samples/s | loss: 105.920, gen: 3.985, dis: 1.316, KLD: 0.150, DIV_REG: -36.364, c_pos: 0.211, c_neg: -0.040, phy: 0.201,

2022-09-16 00:07:05,488: EP 39 (2880) | 2028m 11s, 35 samples/s | loss: 106.289, gen: 4.007, dis: 1.316, KLD: 0.150, DIV_REG: -36.423, c_pos: 0.209, c_neg: -0.040, phy: 0.204,

2022-09-16 00:11:10,973: [VAL] loss: 0.266, joint mae: 0.08900, accel diff: 0.05679, FGD: 5.406, feat_D: 140.897, Diversity: 172.239, BC: 0.0000 / 240.8s

2022-09-16 00:11:10,990: best validation loss so far: 5.255 at EPOCH 27

2022-09-16 00:11:15,690: Saved the checkpoint

2022-09-16 00:13:21,460: saved sample videos, took 125.8s

2022-09-16 00:40:16,119: EP 40 (576) | 2061m 21s, 32 samples/s | loss: 105.099, gen: 3.996, dis: 1.315, KLD: 0.150, DIV_REG: -36.559, c_pos: 0.208, c_neg: -0.040, phy: 0.203,

2022-09-16 01:06:57,779: EP 40 (1152) | 2088m 3s, 30 samples/s | loss: 105.963, gen: 4.012, dis: 1.313, KLD: 0.148, DIV_REG: -36.497, c_pos: 0.210, c_neg: -0.040, phy: 0.205,

2022-09-16 01:33:43,136: EP 40 (1728) | 2114m 48s, 34 samples/s | loss: 106.584, gen: 4.019, dis: 1.311, KLD: 0.148, DIV_REG: -36.620, c_pos: 0.210, c_neg: -0.040, phy: 0.203,

2022-09-16 02:00:59,508: EP 40 (2304) | 2142m 5s, 41 samples/s | loss: 106.578, gen: 4.016, dis: 1.314, KLD: 0.147, DIV_REG: -36.744, c_pos: 0.210, c_neg: -0.040, phy: 0.204,

2022-09-16 02:27:39,190: EP 40 (2880) | 2168m 44s, 32 samples/s | loss: 106.759, gen: 4.007, dis: 1.314, KLD: 0.149, DIV_REG: -36.656, c_pos: 0.212, c_neg: -0.040, phy: 0.203,

2022-09-16 02:31:11,043: [VAL] loss: 0.265, joint mae: 0.08798, accel diff: 0.05511, FGD: 6.427, feat_D: 139.399, Diversity: 165.570, BC: 0.0000 / 206.9s

2022-09-16 02:31:11,056: best validation loss so far: 5.255 at EPOCH 27

2022-09-16 02:58:01,264: EP 41 (576) | 2199m 6s, 35 samples/s | loss: 105.585, gen: 4.014, dis: 1.312, KLD: 0.149, DIV_REG: -36.324, c_pos: 0.207, c_neg: -0.040, phy: 0.206,

2022-09-16 03:24:41,631: EP 41 (1152) | 2225m 47s, 37 samples/s | loss: 106.074, gen: 4.008, dis: 1.315, KLD: 0.149, DIV_REG: -36.485, c_pos: 0.207, c_neg: -0.040, phy: 0.205,

2022-09-16 03:51:22,218: EP 41 (1728) | 2252m 27s, 35 samples/s | loss: 106.591, gen: 3.992, dis: 1.312, KLD: 0.148, DIV_REG: -36.538, c_pos: 0.212, c_neg: -0.040, phy: 0.203,

2022-09-16 04:18:01,996: EP 41 (2304) | 2279m 7s, 40 samples/s | loss: 106.947, gen: 4.027, dis: 1.312, KLD: 0.146, DIV_REG: -36.804, c_pos: 0.210, c_neg: -0.040, phy: 0.200,

2022-09-16 04:44:50,206: EP 41 (2880) | 2305m 55s, 34 samples/s | loss: 107.728, gen: 4.032, dis: 1.311, KLD: 0.146, DIV_REG: -36.721, c_pos: 0.215, c_neg: -0.040, phy: 0.205,

2022-09-16 04:48:50,230: [VAL] loss: 0.264, joint mae: 0.08864, accel diff: 0.05651, FGD: 5.380, feat_D: 139.144, Diversity: 166.975, BC: 0.0000 / 235.0s

2022-09-16 04:48:50,247: best validation loss so far: 5.255 at EPOCH 27

2022-09-16 05:15:40,919: EP 42 (576) | 2336m 46s, 33 samples/s | loss: 106.096, gen: 4.028, dis: 1.311, KLD: 0.147, DIV_REG: -36.932, c_pos: 0.209, c_neg: -0.040, phy: 0.205,

2022-09-16 05:42:14,444: EP 42 (1152) | 2363m 20s, 32 samples/s | loss: 107.903, gen: 4.070, dis: 1.305, KLD: 0.150, DIV_REG: -36.532, c_pos: 0.282, c_neg: -0.040, phy: 0.206,

2022-09-16 06:08:59,096: EP 42 (1728) | 2390m 4s, 32 samples/s | loss: 107.897, gen: 4.040, dis: 1.310, KLD: 0.150, DIV_REG: -36.387, c_pos: 0.212, c_neg: -0.040, phy: 0.208,

2022-09-16 06:35:37,400: EP 42 (2304) | 2416m 42s, 36 samples/s | loss: 107.700, gen: 4.050, dis: 1.312, KLD: 0.147, DIV_REG: -36.211, c_pos: 0.211, c_neg: -0.040, phy: 0.206,

2022-09-16 07:02:14,849: EP 42 (2880) | 2443m 20s, 36 samples/s | loss: 108.412, gen: 4.045, dis: 1.309, KLD: 0.146, DIV_REG: -36.261, c_pos: 0.214, c_neg: -0.040, phy: 0.205,

2022-09-16 07:05:12,480: [VAL] loss: 0.262, joint mae: 0.08793, accel diff: 0.05727, FGD: 5.887, feat_D: 138.373, Diversity: 166.689, BC: 0.0000 / 171.6s

2022-09-16 07:05:12,483: best validation loss so far: 5.255 at EPOCH 27

2022-09-16 07:32:07,166: EP 43 (576) | 2473m 12s, 35 samples/s | loss: 107.137, gen: 4.071, dis: 1.305, KLD: 0.145, DIV_REG: -36.406, c_pos: 0.209, c_neg: -0.040, phy: 0.203,

2022-09-16 07:58:53,407: EP 43 (1152) | 2499m 59s, 37 samples/s | loss: 107.320, gen: 4.037, dis: 1.309, KLD: 0.145, DIV_REG: -36.133, c_pos: 0.211, c_neg: -0.040, phy: 0.203,

2022-09-16 08:25:28,778: EP 43 (1728) | 2526m 34s, 37 samples/s | loss: 108.223, gen: 4.061, dis: 1.309, KLD: 0.145, DIV_REG: -36.125, c_pos: 0.215, c_neg: -0.040, phy: 0.204,

2022-09-16 08:51:59,827: EP 43 (2304) | 2553m 5s, 37 samples/s | loss: 108.457, gen: 4.052, dis: 1.308, KLD: 0.144, DIV_REG: -36.077, c_pos: 0.216, c_neg: -0.040, phy: 0.202,

2022-09-16 09:18:46,405: EP 43 (2880) | 2579m 52s, 34 samples/s | loss: 108.982, gen: 4.056, dis: 1.307, KLD: 0.142, DIV_REG: -36.141, c_pos: 0.218, c_neg: -0.040, phy: 0.207,

2022-09-16 09:22:53,624: [VAL] loss: 0.263, joint mae: 0.08675, accel diff: 0.05559, FGD: 5.846, feat_D: 138.894, Diversity: 169.182, BC: 0.0000 / 241.3s

2022-09-16 09:22:53,659: best validation loss so far: 5.255 at EPOCH 27

2022-09-16 09:49:30,645: EP 44 (576) | 2610m 36s, 40 samples/s | loss: 108.504, gen: 4.070, dis: 1.305, KLD: 0.142, DIV_REG: -36.240, c_pos: 0.217, c_neg: -0.040, phy: 0.206,

2022-09-16 10:16:12,911: EP 44 (1152) | 2637m 18s, 36 samples/s | loss: 108.719, gen: 4.064, dis: 1.307, KLD: 0.142, DIV_REG: -36.283, c_pos: 0.216, c_neg: -0.040, phy: 0.203,

2022-09-16 10:42:50,104: EP 44 (1728) | 2663m 55s, 30 samples/s | loss: 109.182, gen: 4.059, dis: 1.308, KLD: 0.143, DIV_REG: -36.232, c_pos: 0.218, c_neg: -0.040, phy: 0.202,

2022-09-16 11:09:27,698: EP 44 (2304) | 2690m 33s, 35 samples/s | loss: 109.604, gen: 4.084, dis: 1.305, KLD: 0.143, DIV_REG: -36.055, c_pos: 0.219, c_neg: -0.040, phy: 0.206,

2022-09-16 11:36:10,151: EP 44 (2880) | 2717m 15s, 33 samples/s | loss: 110.281, gen: 4.057, dis: 1.308, KLD: 0.143, DIV_REG: -36.188, c_pos: 0.224, c_neg: -0.040, phy: 0.207,

2022-09-16 11:39:07,285: [VAL] loss: 0.264, joint mae: 0.08787, accel diff: 0.05664, FGD: 5.303, feat_D: 139.411, Diversity: 169.960, BC: 0.0000 / 171.3s

2022-09-16 11:39:07,289: best validation loss so far: 5.255 at EPOCH 27

2022-09-16 12:05:53,884: EP 45 (576) | 2746m 59s, 37 samples/s | loss: 109.260, gen: 4.089, dis: 1.304, KLD: 0.142, DIV_REG: -36.200, c_pos: 0.217, c_neg: -0.040, phy: 0.206,

2022-09-16 12:32:27,437: EP 45 (1152) | 2773m 33s, 34 samples/s | loss: 109.986, gen: 4.052, dis: 1.308, KLD: 0.143, DIV_REG: -36.220, c_pos: 0.218, c_neg: -0.040, phy: 0.202,

2022-09-16 12:59:06,104: EP 45 (1728) | 2800m 11s, 34 samples/s | loss: 111.017, gen: 4.083, dis: 1.305, KLD: 0.145, DIV_REG: -35.982, c_pos: 0.228, c_neg: -0.040, phy: 0.202,

2022-09-16 13:25:50,110: EP 45 (2304) | 2826m 55s, 43 samples/s | loss: 110.792, gen: 4.085, dis: 1.303, KLD: 0.146, DIV_REG: -36.099, c_pos: 0.220, c_neg: -0.040, phy: 0.202,

2022-09-16 13:52:24,408: EP 45 (2880) | 2853m 30s, 31 samples/s | loss: 110.806, gen: 4.076, dis: 1.305, KLD: 0.146, DIV_REG: -36.125, c_pos: 0.220, c_neg: -0.040, phy: 0.205,

2022-09-16 13:56:32,936: [VAL] loss: 0.261, joint mae: 0.08707, accel diff: 0.05455, FGD: 7.331, feat_D: 137.454, Diversity: 165.322, BC: 0.0000 / 243.4s

2022-09-16 13:56:32,939: best validation loss so far: 5.255 at EPOCH 27

2022-09-16 14:23:24,802: EP 46 (576) | 2884m 30s, 37 samples/s | loss: 110.069, gen: 4.079, dis: 1.303, KLD: 0.148, DIV_REG: -35.663, c_pos: 0.215, c_neg: -0.040, phy: 0.204,

2022-09-16 14:50:05,230: EP 46 (1152) | 2911m 10s, 36 samples/s | loss: 110.664, gen: 4.083, dis: 1.306, KLD: 0.148, DIV_REG: -35.613, c_pos: 0.221, c_neg: -0.040, phy: 0.204,

2022-09-16 15:16:48,906: EP 46 (1728) | 2937m 54s, 29 samples/s | loss: 111.599, gen: 4.083, dis: 1.303, KLD: 0.148, DIV_REG: -35.604, c_pos: 0.226, c_neg: -0.040, phy: 0.200,

2022-09-16 15:43:30,553: EP 46 (2304) | 2964m 36s, 38 samples/s | loss: 111.930, gen: 4.082, dis: 1.305, KLD: 0.149, DIV_REG: -35.744, c_pos: 0.225, c_neg: -0.040, phy: 0.202,

2022-09-16 16:10:15,777: EP 46 (2880) | 2991m 21s, 36 samples/s | loss: 112.590, gen: 4.086, dis: 1.301, KLD: 0.149, DIV_REG: -35.651, c_pos: 0.224, c_neg: -0.040, phy: 0.204,

2022-09-16 16:14:22,118: [VAL] loss: 0.263, joint mae: 0.08779, accel diff: 0.05628, FGD: 7.549, feat_D: 138.408, Diversity: 164.998, BC: 0.0000 / 241.7s

2022-09-16 16:14:22,133: best validation loss so far: 5.255 at EPOCH 27

2022-09-16 16:41:19,813: EP 47 (576) | 3022m 25s, 36 samples/s | loss: 111.574, gen: 4.121, dis: 1.298, KLD: 0.150, DIV_REG: -35.643, c_pos: 0.223, c_neg: -0.040, phy: 0.205,

2022-09-16 17:08:07,249: EP 47 (1152) | 3049m 12s, 35 samples/s | loss: 111.936, gen: 4.102, dis: 1.303, KLD: 0.150, DIV_REG: -35.247, c_pos: 0.220, c_neg: -0.040, phy: 0.203,

2022-09-16 17:34:41,399: EP 47 (1728) | 3075m 46s, 36 samples/s | loss: 112.118, gen: 4.092, dis: 1.302, KLD: 0.150, DIV_REG: -35.041, c_pos: 0.228, c_neg: -0.040, phy: 0.201,

2022-09-16 18:01:26,710: EP 47 (2304) | 3102m 32s, 37 samples/s | loss: 113.402, gen: 4.121, dis: 1.300, KLD: 0.150, DIV_REG: -35.016, c_pos: 0.227, c_neg: -0.040, phy: 0.202,

2022-09-16 18:28:10,975: EP 47 (2880) | 3129m 16s, 32 samples/s | loss: 113.339, gen: 4.105, dis: 1.298, KLD: 0.151, DIV_REG: -35.037, c_pos: 0.229, c_neg: -0.040, phy: 0.202,

2022-09-16 18:31:09,525: [VAL] loss: 0.263, joint mae: 0.08723, accel diff: 0.05612, FGD: 7.243, feat_D: 137.686, Diversity: 165.794, BC: 0.0000 / 171.7s

2022-09-16 18:31:09,551: best validation loss so far: 5.255 at EPOCH 27

2022-09-16 18:57:55,109: EP 48 (576) | 3159m 0s, 36 samples/s | loss: 112.434, gen: 4.121, dis: 1.298, KLD: 0.150, DIV_REG: -34.777, c_pos: 0.222, c_neg: -0.040, phy: 0.206,