vits2-mn / train.log
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2025-07-30 07:42:03,742 test INFO {'train': {'log_interval': 200, 'eval_interval': 1000, 'seed': 1234, 'epochs': 1000, 'learning_rate': 0.0002, 'betas': [0.8, 0.99], 'eps': 1e-09, 'batch_size': 32, 'fp16_run': False, 'lr_decay': 0.999875, 'segment_size': 8192, 'init_lr_ratio': 1, 'warmup_epochs': 0, 'c_mel': 45, 'c_kl': 1.0, 'fft_sizes': [384, 683, 171], 'hop_sizes': [30, 60, 10], 'win_lengths': [150, 300, 60], 'window': 'hann_window'}, 'data': {'use_mel_posterior_encoder': True, 'training_files': 'filelists/train.txt.cleaned', 'validation_files': 'filelists/val.txt.cleaned', 'text_cleaners': ['mongolian_cleaners'], 'max_wav_value': 32768.0, 'sampling_rate': 22050, 'filter_length': 1024, 'hop_length': 256, 'win_length': 1024, 'n_mel_channels': 80, 'mel_fmin': 0.0, 'mel_fmax': None, 'add_blank': True, 'n_speakers': 0, 'cleaned_text': True}, 'model': {'model_dir': '/kaggle/working/MB-iSTFT-VITS2/logs/models/test', 'monotonic_align': 'sma_v1', 'use_mel_posterior_encoder': True, 'use_transformer_flows': True, 'transformer_flow_type': 'pre_conv2', 'use_spk_conditioned_encoder': False, 'use_noise_scaled_mas': True, 'use_duration_discriminator': True, 'duration_discriminator_type': 'dur_disc_2', 'ms_istft_vits': False, 'mb_istft_vits': False, 'istft_vits': True, 'subbands': False, 'gen_istft_n_fft': 16, 'gen_istft_hop_size': 4, 'inter_channels': 192, 'hidden_channels': 96, 'filter_channels': 768, 'n_heads': 2, 'n_layers': 3, 'kernel_size': 3, 'p_dropout': 0.1, 'resblock': '1', 'resblock_kernel_sizes': [3, 7, 11], 'resblock_dilation_sizes': [[1, 3, 5], [1, 3, 5], [1, 3, 5]], 'upsample_rates': [8, 8], 'upsample_initial_channel': 256, 'upsample_kernel_sizes': [16, 16], 'n_layers_q': 3, 'use_spectral_norm': False, 'use_sdp': False}, 'model_dir': './logs/models/test'}
2025-07-30 07:43:59,191 test INFO Train Epoch: 1 [0%]
2025-07-30 07:43:59,192 test INFO [6.0034499168396, 4.460074424743652, 0.44041386246681213, 103.89593505859375, 1.1179826259613037, 400.7793884277344, 0.0, 0, 0.0002]
2025-07-30 07:44:11,535 test INFO Saving model and optimizer state at iteration 1 to ./logs/models/test/G_0.pth
2025-07-30 07:44:11,899 test INFO Saving model and optimizer state at iteration 1 to ./logs/models/test/D_0.pth
2025-07-30 07:44:12,853 test INFO Saving model and optimizer state at iteration 1 to ./logs/models/test/DUR_0.pth
2025-07-30 07:47:48,410 test INFO ====> Epoch: 1
2025-07-30 07:52:16,097 test INFO ====> Epoch: 2
2025-07-30 07:56:26,373 test INFO ====> Epoch: 3
2025-07-30 07:59:49,818 test INFO Train Epoch: 4 [85%]
2025-07-30 07:59:49,818 test INFO [1.5180813074111938, 3.772383689880371, 7.359023571014404, 39.74175262451172, 0.9084119200706482, 2.220526933670044, 0.0, 200, 0.00019992500937460937]
2025-07-30 08:00:21,458 test INFO ====> Epoch: 4
2025-07-30 08:04:11,738 test INFO ====> Epoch: 5
2025-07-30 08:08:06,495 test INFO ====> Epoch: 6
2025-07-30 08:11:53,855 test INFO ====> Epoch: 7
2025-07-30 08:14:49,281 test INFO Train Epoch: 8 [69%]
2025-07-30 08:14:49,281 test INFO [1.665295958518982, 3.1264448165893555, 7.081151008605957, 38.00682067871094, 0.7591341733932495, 1.3968123197555542, 0.0, 400, 0.00019982506561132978]
2025-07-30 08:15:43,705 test INFO ====> Epoch: 8
2025-07-30 08:19:29,369 test INFO ====> Epoch: 9
2025-07-30 08:23:18,135 test INFO ====> Epoch: 10
2025-07-30 08:27:03,509 test INFO ====> Epoch: 11
2025-07-30 08:29:38,220 test INFO Train Epoch: 12 [54%]
2025-07-30 08:29:38,221 test INFO [2.1282832622528076, 3.220754623413086, 5.894423484802246, 31.136409759521484, 0.674907922744751, 1.5520458221435547, 0.0, 600, 0.00019972517181056292]
2025-07-30 08:30:50,375 test INFO ====> Epoch: 12
2025-07-30 08:34:35,957 test INFO ====> Epoch: 13
2025-07-30 08:38:20,543 test INFO ====> Epoch: 14
2025-07-30 08:42:04,497 test INFO ====> Epoch: 15
2025-07-30 08:44:14,277 test INFO Train Epoch: 16 [38%]
2025-07-30 08:44:14,277 test INFO [2.2449469566345215, 2.702267646789551, 4.473440170288086, 28.876434326171875, 0.7084023952484131, 1.6447468996047974, 0.0, 800, 0.00019962532794733217]
2025-07-30 08:45:48,232 test INFO ====> Epoch: 16
2025-07-30 08:49:32,848 test INFO ====> Epoch: 17
2025-07-30 08:53:18,006 test INFO ====> Epoch: 18
2025-07-30 08:57:02,739 test INFO ====> Epoch: 19
2025-07-30 08:58:52,173 test INFO Train Epoch: 20 [23%]
2025-07-30 08:58:52,173 test INFO [2.0880696773529053, 2.853564977645874, 5.468815326690674, 27.427783966064453, 0.6990370750427246, 1.5836814641952515, 0.0, 1000, 0.00019952553399667344]
2025-07-30 08:59:03,185 test INFO Saving model and optimizer state at iteration 20 to ./logs/models/test/G_1000.pth
2025-07-30 08:59:03,478 test INFO Saving model and optimizer state at iteration 20 to ./logs/models/test/D_1000.pth
2025-07-30 08:59:04,403 test INFO Saving model and optimizer state at iteration 20 to ./logs/models/test/DUR_1000.pth
2025-07-30 09:01:00,895 test INFO ====> Epoch: 20
2025-07-30 09:04:47,141 test INFO ====> Epoch: 21
2025-07-30 09:08:38,819 test INFO ====> Epoch: 22
2025-07-30 09:12:26,754 test INFO ====> Epoch: 23
2025-07-30 09:13:52,984 test INFO Train Epoch: 24 [8%]
2025-07-30 09:13:52,984 test INFO [2.16131854057312, 3.40720796585083, 5.75662899017334, 28.300180435180664, 0.6504846811294556, 1.7258610725402832, 0.0, 1200, 0.00019942578993363514]
2025-07-30 09:16:16,551 test INFO ====> Epoch: 24
2025-07-30 09:20:05,126 test INFO ====> Epoch: 25
2025-07-30 09:23:51,113 test INFO ====> Epoch: 26
2025-07-30 09:27:21,732 test INFO Train Epoch: 27 [92%]
2025-07-30 09:27:21,732 test INFO [2.3914968967437744, 3.457401990890503, 4.960050106048584, 25.98041343688965, 0.6626256704330444, 1.799747347831726, 0.0, 1400, 0.00019935101461010442]
2025-07-30 09:27:40,225 test INFO ====> Epoch: 27
2025-07-30 09:31:25,852 test INFO ====> Epoch: 28
2025-07-30 09:35:14,860 test INFO ====> Epoch: 29
2025-07-30 09:39:01,049 test INFO ====> Epoch: 30
2025-07-30 09:42:10,772 test INFO Train Epoch: 31 [77%]
2025-07-30 09:42:10,773 test INFO [2.2855846881866455, 2.450014352798462, 4.642941474914551, 25.688888549804688, 0.7220066785812378, 1.6248011589050293, 0.0, 1600, 0.00019925135779039958]
2025-07-30 09:42:50,045 test INFO ====> Epoch: 31
2025-07-30 09:46:37,840 test INFO ====> Epoch: 32
2025-07-30 09:50:26,613 test INFO ====> Epoch: 33
2025-07-30 09:54:15,167 test INFO ====> Epoch: 34
2025-07-30 09:57:01,649 test INFO Train Epoch: 35 [62%]
2025-07-30 09:57:01,650 test INFO [2.525804281234741, 2.3113038539886475, 3.826836585998535, 24.56623077392578, 0.9666768312454224, 1.6983153820037842, 0.0, 1800, 0.00019915175078976256]
2025-07-30 09:58:04,870 test INFO ====> Epoch: 35
2025-07-30 10:01:50,139 test INFO ====> Epoch: 36
2025-07-31 01:33:43,183 test INFO {'train': {'log_interval': 200, 'eval_interval': 1000, 'seed': 1234, 'epochs': 1000, 'learning_rate': 0.0002, 'betas': [0.8, 0.99], 'eps': 1e-09, 'batch_size': 32, 'fp16_run': False, 'lr_decay': 0.999875, 'segment_size': 8192, 'init_lr_ratio': 1, 'warmup_epochs': 0, 'c_mel': 45, 'c_kl': 1.0, 'fft_sizes': [384, 683, 171], 'hop_sizes': [30, 60, 10], 'win_lengths': [150, 300, 60], 'window': 'hann_window'}, 'data': {'use_mel_posterior_encoder': True, 'training_files': 'filelists/train.txt.cleaned', 'validation_files': 'filelists/val.txt.cleaned', 'text_cleaners': ['mongolian_cleaners'], 'max_wav_value': 32768.0, 'sampling_rate': 22050, 'filter_length': 1024, 'hop_length': 256, 'win_length': 1024, 'n_mel_channels': 80, 'mel_fmin': 0.0, 'mel_fmax': None, 'add_blank': True, 'n_speakers': 0, 'cleaned_text': True}, 'model': {'model_dir': '/kaggle/working/MB-iSTFT-VITS2/logs/models/test', 'monotonic_align': 'sma_v1', 'use_mel_posterior_encoder': True, 'use_transformer_flows': True, 'transformer_flow_type': 'pre_conv2', 'use_spk_conditioned_encoder': False, 'use_noise_scaled_mas': True, 'use_duration_discriminator': True, 'duration_discriminator_type': 'dur_disc_2', 'ms_istft_vits': False, 'mb_istft_vits': False, 'istft_vits': True, 'subbands': False, 'gen_istft_n_fft': 16, 'gen_istft_hop_size': 4, 'inter_channels': 192, 'hidden_channels': 96, 'filter_channels': 768, 'n_heads': 2, 'n_layers': 3, 'kernel_size': 3, 'p_dropout': 0.1, 'resblock': '1', 'resblock_kernel_sizes': [3, 7, 11], 'resblock_dilation_sizes': [[1, 3, 5], [1, 3, 5], [1, 3, 5]], 'upsample_rates': [8, 8], 'upsample_initial_channel': 256, 'upsample_kernel_sizes': [16, 16], 'n_layers_q': 3, 'use_spectral_norm': False, 'use_sdp': False}, 'model_dir': './logs/models/test'}
2025-07-31 01:33:49,148 test INFO Loaded checkpoint './logs/models/test/G_1000.pth' (iteration 20)
2025-07-31 01:33:49,809 test INFO Loaded checkpoint './logs/models/test/D_1000.pth' (iteration 20)
2025-07-31 01:33:49,836 test INFO Loaded checkpoint './logs/models/test/DUR_1000.pth' (iteration 20)
2025-07-31 01:36:38,454 test INFO Train Epoch: 20 [23%]
2025-07-31 01:36:38,455 test INFO [1.9656245708465576, 2.8020124435424805, 5.126007080078125, 28.8214054107666, 0.693265974521637, 1.7273637056350708, 0.0, 1000, 0.00019950059330492385]
2025-07-31 01:36:50,857 test INFO Saving model and optimizer state at iteration 20 to ./logs/models/test/G_1000.pth
2025-07-31 01:36:51,328 test INFO Saving model and optimizer state at iteration 20 to ./logs/models/test/D_1000.pth
2025-07-31 01:36:52,797 test INFO Saving model and optimizer state at iteration 20 to ./logs/models/test/DUR_1000.pth
2025-07-31 01:39:42,753 test INFO ====> Epoch: 20
2025-07-31 01:44:07,580 test INFO ====> Epoch: 21
2025-07-31 01:48:26,000 test INFO ====> Epoch: 22
2025-07-31 01:52:30,082 test INFO ====> Epoch: 23
2025-07-31 01:53:57,495 test INFO Train Epoch: 24 [8%]
2025-07-31 01:53:57,496 test INFO [2.127068042755127, 2.871854066848755, 5.810014247894287, 27.361814498901367, 0.6673199534416199, 1.4821794033050537, 0.0, 1200, 0.00019940086170989343]
2025-07-31 01:56:34,930 test INFO ====> Epoch: 24
2025-07-31 02:00:30,524 test INFO ====> Epoch: 25
2025-07-31 02:04:23,948 test INFO ====> Epoch: 26
2025-07-31 02:08:01,494 test INFO Train Epoch: 27 [92%]
2025-07-31 02:08:01,495 test INFO [2.2791748046875, 2.278524875640869, 4.414543628692627, 25.56375503540039, 0.6637109518051147, 1.6679558753967285, 0.0, 1400, 0.00019932609573327815]
2025-07-31 02:08:19,857 test INFO ====> Epoch: 27
2025-07-31 02:12:09,060 test INFO ====> Epoch: 28
2025-07-31 02:15:58,373 test INFO ====> Epoch: 29
2025-07-31 02:19:49,709 test INFO ====> Epoch: 30
2025-07-31 02:22:59,065 test INFO Train Epoch: 31 [77%]
2025-07-31 02:22:59,066 test INFO [2.3247153759002686, 2.132840156555176, 4.51497220993042, 24.57917594909668, 0.6860677003860474, 1.6770586967468262, 0.0, 1600, 0.00019922645137067577]
2025-07-31 02:23:38,099 test INFO ====> Epoch: 31
2025-07-31 02:27:30,813 test INFO ====> Epoch: 32
2025-07-31 02:31:23,337 test INFO ====> Epoch: 33
2025-07-31 02:35:14,478 test INFO ====> Epoch: 34
2025-07-31 02:38:03,011 test INFO Train Epoch: 35 [62%]
2025-07-31 02:38:03,011 test INFO [2.3587417602539062, 2.3939170837402344, 4.023411273956299, 23.816768646240234, 0.8693028688430786, 1.532321572303772, 0.0, 1800, 0.00019912685682091382]
2025-07-31 02:39:08,283 test INFO ====> Epoch: 35
2025-07-31 02:42:58,044 test INFO ====> Epoch: 36
2025-07-31 02:46:47,721 test INFO ====> Epoch: 37
2025-07-31 02:50:41,508 test INFO ====> Epoch: 38
2025-07-31 02:53:12,148 test INFO Train Epoch: 39 [46%]
2025-07-31 02:53:12,149 test INFO [2.847137689590454, 2.577000379562378, 3.732314348220825, 23.85078239440918, 0.7318472862243652, 1.5830132961273193, 0.0, 2000, 0.0001990273120590905]
2025-07-31 02:53:24,319 test INFO Saving model and optimizer state at iteration 39 to ./logs/models/test/G_2000.pth
2025-07-31 02:53:24,627 test INFO Saving model and optimizer state at iteration 39 to ./logs/models/test/D_2000.pth
2025-07-31 02:53:25,668 test INFO Saving model and optimizer state at iteration 39 to ./logs/models/test/DUR_2000.pth
2025-07-31 02:54:52,493 test INFO ====> Epoch: 39
2025-07-31 02:58:46,400 test INFO ====> Epoch: 40
2025-07-31 03:02:42,313 test INFO ====> Epoch: 41
2025-07-31 03:06:35,361 test INFO ====> Epoch: 42
2025-07-31 03:08:41,188 test INFO Train Epoch: 43 [31%]
2025-07-31 03:08:41,189 test INFO [2.240980625152588, 2.6449100971221924, 5.176596164703369, 23.96646499633789, 0.6730544567108154, 1.5391364097595215, 0.0, 2200, 0.0001989278170603166]
2025-07-31 03:10:28,904 test INFO ====> Epoch: 43
2025-07-31 03:14:21,557 test INFO ====> Epoch: 44
2025-07-31 03:18:13,796 test INFO ====> Epoch: 45
2025-07-31 03:22:07,257 test INFO ====> Epoch: 46
2025-07-31 03:23:52,143 test INFO Train Epoch: 47 [15%]
2025-07-31 03:23:52,144 test INFO [2.2238330841064453, 2.8049025535583496, 5.039942741394043, 25.630708694458008, 0.6492426991462708, 1.378102421760559, 0.0, 2400, 0.00019882837179971516]
2025-07-31 03:26:02,899 test INFO ====> Epoch: 47
2025-07-31 03:29:54,701 test INFO ====> Epoch: 48
2025-07-31 03:33:47,362 test INFO ====> Epoch: 49
2025-07-31 03:37:39,803 test INFO ====> Epoch: 50
2025-07-31 03:38:58,397 test INFO Train Epoch: 51 [0%]
2025-07-31 03:38:58,397 test INFO [2.1683993339538574, 2.9971916675567627, 4.997808933258057, 24.057239532470703, 0.6049681901931763, 1.3715147972106934, 0.0, 2600, 0.00019872897625242182]
2025-07-31 03:41:31,741 test INFO ====> Epoch: 51
2025-07-31 03:45:20,574 test INFO ====> Epoch: 52
2025-07-31 03:49:07,756 test INFO ====> Epoch: 53
2025-07-31 03:52:25,294 test INFO Train Epoch: 54 [85%]
2025-07-31 03:52:25,295 test INFO [2.3753867149353027, 2.1082334518432617, 4.8928751945495605, 24.585691452026367, 0.6043976545333862, 1.514618158340454, 0.0, 2800, 0.00019865446220135974]
2025-07-31 03:52:55,320 test INFO ====> Epoch: 54
2025-07-31 03:56:42,428 test INFO ====> Epoch: 55
2025-07-31 04:00:31,013 test INFO ====> Epoch: 56
2025-07-31 04:04:21,218 test INFO ====> Epoch: 57
2025-07-31 04:07:21,191 test INFO Train Epoch: 58 [69%]
2025-07-31 04:07:21,192 test INFO [2.1933226585388184, 2.7472453117370605, 5.024472236633301, 24.471614837646484, 0.6760281920433044, 1.7000283002853394, 0.0, 3000, 0.0001985551535925629]
2025-07-31 04:07:32,544 test INFO Saving model and optimizer state at iteration 58 to ./logs/models/test/G_3000.pth
2025-07-31 04:07:32,838 test INFO Saving model and optimizer state at iteration 58 to ./logs/models/test/D_3000.pth
2025-07-31 04:07:33,593 test INFO Saving model and optimizer state at iteration 58 to ./logs/models/test/DUR_3000.pth
2025-07-31 04:08:25,768 test INFO ====> Epoch: 58
2025-07-31 04:12:15,264 test INFO ====> Epoch: 59
2025-07-31 04:16:03,681 test INFO ====> Epoch: 60
2025-07-31 04:19:51,506 test INFO ====> Epoch: 61
2025-07-31 04:22:23,166 test INFO Train Epoch: 62 [54%]
2025-07-31 04:22:23,167 test INFO [2.3404409885406494, 2.313321352005005, 4.312776565551758, 22.600215911865234, 0.6387431621551514, 1.6513184309005737, 0.0, 3200, 0.00019845589462876104]
2025-07-31 04:23:39,509 test INFO ====> Epoch: 62
2025-07-31 04:27:26,400 test INFO ====> Epoch: 63
2025-07-31 04:31:13,787 test INFO ====> Epoch: 64
2025-07-31 04:35:01,018 test INFO ====> Epoch: 65
2025-07-31 04:37:17,942 test INFO Train Epoch: 66 [38%]
2025-07-31 04:37:17,943 test INFO [2.3338754177093506, 2.625023126602173, 5.1898651123046875, 23.73768424987793, 0.5567646026611328, 1.5497256517410278, 0.0, 3400, 0.00019835668528513637]
2025-07-31 04:38:51,595 test INFO ====> Epoch: 66
2025-07-31 04:42:38,881 test INFO ====> Epoch: 67
2025-07-31 04:46:24,435 test INFO ====> Epoch: 68
2025-07-31 04:50:10,076 test INFO ====> Epoch: 69
2025-07-31 04:51:56,551 test INFO Train Epoch: 70 [23%]
2025-07-31 04:51:56,552 test INFO [2.3850114345550537, 2.6135947704315186, 4.684435844421387, 24.332965850830078, 0.6128116846084595, 1.6240737438201904, 0.0, 3600, 0.00019825752553688343]
2025-07-31 04:53:54,664 test INFO ====> Epoch: 70
2025-07-31 04:57:39,329 test INFO ====> Epoch: 71
2025-07-31 05:01:26,527 test INFO ====> Epoch: 72
2025-07-31 05:05:12,689 test INFO ====> Epoch: 73
2025-07-31 05:06:40,019 test INFO Train Epoch: 74 [8%]
2025-07-31 05:06:40,020 test INFO [2.6055848598480225, 2.1285338401794434, 3.722428798675537, 22.468393325805664, 0.6176992058753967, 1.3958958387374878, 0.0, 3800, 0.00019815841535920914]
2025-07-31 05:08:59,246 test INFO ====> Epoch: 74
2025-07-31 05:12:46,265 test INFO ====> Epoch: 75
2025-07-31 05:16:32,586 test INFO ====> Epoch: 76
2025-07-31 05:20:01,667 test INFO Train Epoch: 77 [92%]
2025-07-31 05:20:01,668 test INFO [2.4883906841278076, 2.1805617809295654, 4.2042670249938965, 22.626026153564453, 0.5748263597488403, 1.4551841020584106, 0.0, 4000, 0.0001980841152417381]
2025-07-31 05:20:14,161 test INFO Saving model and optimizer state at iteration 77 to ./logs/models/test/G_4000.pth
2025-07-31 05:20:14,465 test INFO Saving model and optimizer state at iteration 77 to ./logs/models/test/D_4000.pth
2025-07-31 05:20:15,239 test INFO Saving model and optimizer state at iteration 77 to ./logs/models/test/DUR_4000.pth
2025-07-31 05:20:34,218 test INFO ====> Epoch: 77
2025-07-31 05:24:22,477 test INFO ====> Epoch: 78
2025-07-31 05:28:10,902 test INFO ====> Epoch: 79
2025-07-31 05:32:00,249 test INFO ====> Epoch: 80
2025-07-31 05:35:05,036 test INFO Train Epoch: 81 [77%]
2025-07-31 05:35:05,037 test INFO [2.5853583812713623, 2.5286171436309814, 3.2505855560302734, 21.185871124267578, 0.6000915765762329, 1.5434471368789673, 0.0, 4200, 0.00019798509175295552]
2025-07-31 05:35:47,229 test INFO ====> Epoch: 81
2025-07-31 05:39:32,881 test INFO ====> Epoch: 82
2025-07-31 05:43:17,711 test INFO ====> Epoch: 83
2025-07-31 05:47:02,647 test INFO ====> Epoch: 84
2025-07-31 05:49:46,526 test INFO Train Epoch: 85 [62%]
2025-07-31 05:49:46,526 test INFO [2.5411624908447266, 2.098858118057251, 3.524306297302246, 21.42824935913086, 0.6031346917152405, 1.4776290655136108, 0.0, 4400, 0.00019788611776663464]
2025-07-31 05:50:50,109 test INFO ====> Epoch: 85
2025-07-31 05:54:34,214 test INFO ====> Epoch: 86
2025-07-31 05:58:20,917 test INFO ====> Epoch: 87
2025-07-31 06:02:07,453 test INFO ====> Epoch: 88
2025-07-31 06:04:30,642 test INFO Train Epoch: 89 [46%]
2025-07-31 06:04:30,643 test INFO [2.4000730514526367, 2.2853808403015137, 3.907245635986328, 22.32862091064453, 0.5560649633407593, 1.6621692180633545, 0.0, 4600, 0.0001977871932580289]
2025-07-31 06:05:58,766 test INFO ====> Epoch: 89
2025-07-31 06:09:49,658 test INFO ====> Epoch: 90
2025-07-31 06:13:36,541 test INFO ====> Epoch: 91
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2025-07-31 06:19:27,667 test INFO Train Epoch: 93 [31%]
2025-07-31 06:19:27,668 test INFO [2.4509809017181396, 2.291219472885132, 4.49265193939209, 22.068666458129883, 0.5733972787857056, 1.486910343170166, 0.0, 4800, 0.00019768831820240408]
2025-07-31 06:21:15,222 test INFO ====> Epoch: 93
2025-07-31 06:25:02,705 test INFO ====> Epoch: 94
2025-07-31 06:28:49,324 test INFO ====> Epoch: 95
2025-07-31 06:32:40,781 test INFO ====> Epoch: 96
2025-07-31 06:34:21,896 test INFO Train Epoch: 97 [15%]
2025-07-31 06:34:21,896 test INFO [2.3772034645080566, 2.2649965286254883, 4.523828983306885, 22.64429473876953, 0.5706433057785034, 1.6890593767166138, 0.0, 5000, 0.0001975894925750383]
2025-07-31 06:34:33,771 test INFO Saving model and optimizer state at iteration 97 to ./logs/models/test/G_5000.pth
2025-07-31 06:34:34,075 test INFO Saving model and optimizer state at iteration 97 to ./logs/models/test/D_5000.pth
2025-07-31 06:34:35,141 test INFO Saving model and optimizer state at iteration 97 to ./logs/models/test/DUR_5000.pth
2025-07-31 06:36:46,266 test INFO ====> Epoch: 97
2025-07-31 06:40:35,728 test INFO ====> Epoch: 98
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2025-07-31 06:48:18,715 test INFO ====> Epoch: 100
2025-07-31 06:49:38,880 test INFO Train Epoch: 101 [0%]
2025-07-31 06:49:38,881 test INFO [2.549609661102295, 2.057654619216919, 3.946938991546631, 22.390897750854492, 0.5150158405303955, 1.535944938659668, 0.0, 5200, 0.00019749071635122203]
2025-07-31 06:52:11,178 test INFO ====> Epoch: 101
2025-07-31 06:56:01,429 test INFO ====> Epoch: 102
2025-07-31 06:59:52,238 test INFO ====> Epoch: 103
2025-07-31 07:03:15,465 test INFO Train Epoch: 104 [85%]
2025-07-31 07:03:15,466 test INFO [2.3861987590789795, 2.480945348739624, 4.573181629180908, 22.018939971923828, 0.5500229597091675, 1.6277506351470947, 0.0, 5400, 0.0001974166665895819]
2025-07-31 07:03:45,346 test INFO ====> Epoch: 104
2025-07-31 07:07:34,873 test INFO ====> Epoch: 105
2025-07-31 07:11:26,120 test INFO ====> Epoch: 106
2025-07-31 07:15:17,543 test INFO ====> Epoch: 107
2025-07-31 07:18:19,760 test INFO Train Epoch: 108 [69%]
2025-07-31 07:18:19,761 test INFO [2.4759371280670166, 2.072383403778076, 3.830291748046875, 21.42949867248535, 0.5675643086433411, 1.7133314609527588, 0.0, 5600, 0.0001973179767625573]
2025-07-31 07:19:11,705 test INFO ====> Epoch: 108
2025-07-31 07:23:04,074 test INFO ====> Epoch: 109
2025-07-31 07:26:56,890 test INFO ====> Epoch: 110
2025-07-31 07:30:48,869 test INFO ====> Epoch: 111
2025-07-31 07:33:24,651 test INFO Train Epoch: 112 [54%]
2025-07-31 07:33:24,651 test INFO [2.5076684951782227, 2.306305408477783, 4.269296646118164, 22.388751983642578, 0.5511433482170105, 1.6194669008255005, 0.0, 5800, 0.0001972193362711948]
2025-07-31 07:34:41,552 test INFO ====> Epoch: 112
2025-07-31 07:38:30,027 test INFO ====> Epoch: 113
2025-07-31 07:42:18,441 test INFO ====> Epoch: 114
2025-07-31 07:46:03,500 test INFO ====> Epoch: 115
2025-07-31 07:48:10,462 test INFO Train Epoch: 116 [38%]
2025-07-31 07:48:10,463 test INFO [2.4217066764831543, 2.242776870727539, 3.812904119491577, 20.610698699951172, 0.49966540932655334, 1.5443930625915527, 0.0, 6000, 0.0001971207450908312]
2025-07-31 07:48:21,863 test INFO Saving model and optimizer state at iteration 116 to ./logs/models/test/G_6000.pth
2025-07-31 07:48:22,233 test INFO Saving model and optimizer state at iteration 116 to ./logs/models/test/D_6000.pth
2025-07-31 07:48:23,227 test INFO Saving model and optimizer state at iteration 116 to ./logs/models/test/DUR_6000.pth
2025-07-31 07:50:02,711 test INFO ====> Epoch: 116
2025-07-31 07:53:48,450 test INFO ====> Epoch: 117
2025-07-31 07:57:32,649 test INFO ====> Epoch: 118
2025-07-31 08:01:16,309 test INFO ====> Epoch: 119
2025-07-31 08:03:04,236 test INFO Train Epoch: 120 [23%]
2025-07-31 08:03:04,237 test INFO [2.6266512870788574, 2.0178945064544678, 3.410848617553711, 20.817426681518555, 0.515114426612854, 1.8253917694091797, 0.0, 6200, 0.00019702220319681561]
2025-07-31 08:05:01,342 test INFO ====> Epoch: 120
2025-07-31 08:08:44,365 test INFO ====> Epoch: 121
2025-07-31 08:12:27,954 test INFO ====> Epoch: 122
2025-07-31 08:16:12,667 test INFO ====> Epoch: 123
2025-07-31 08:17:37,200 test INFO Train Epoch: 124 [8%]
2025-07-31 08:17:37,200 test INFO [2.53196382522583, 2.386284828186035, 4.256141185760498, 21.316987991333008, 0.5280811786651611, 1.66410493850708, 0.0, 6400, 0.00019692371056450955]
2025-07-31 08:19:57,553 test INFO ====> Epoch: 124
2025-07-31 08:23:41,311 test INFO ====> Epoch: 125
2025-07-31 08:27:31,690 test INFO ====> Epoch: 126
2025-07-31 08:31:06,095 test INFO Train Epoch: 127 [92%]
2025-07-31 08:31:06,096 test INFO [2.791898012161255, 2.0775723457336426, 3.4926860332489014, 21.238418579101562, 0.4853513240814209, 1.6464014053344727, 0.0, 6600, 0.00019684987340346216]
2025-07-31 08:31:25,152 test INFO ====> Epoch: 127
2025-07-31 08:35:16,624 test INFO ====> Epoch: 128
2025-07-31 08:39:08,462 test INFO ====> Epoch: 129
2025-07-31 08:43:00,132 test INFO ====> Epoch: 130
2025-07-31 08:46:08,038 test INFO Train Epoch: 131 [77%]
2025-07-31 08:46:08,038 test INFO [2.62441086769104, 2.3613321781158447, 4.058440208435059, 21.22226333618164, 0.5122454166412354, 1.6218836307525635, 0.0, 6800, 0.00019675146691989817]
2025-07-31 08:46:48,322 test INFO ====> Epoch: 131
2025-07-31 08:50:36,642 test INFO ====> Epoch: 132
2025-07-31 08:54:26,654 test INFO ====> Epoch: 133
2025-07-31 08:58:13,721 test INFO ====> Epoch: 134
2025-07-31 09:00:58,695 test INFO Train Epoch: 135 [62%]
2025-07-31 09:00:58,696 test INFO [2.353578567504883, 2.251875638961792, 4.264575481414795, 20.93303680419922, 0.47837555408477783, 1.7085955142974854, 0.0, 7000, 0.00019665310963035113]
2025-07-31 09:01:09,636 test INFO Saving model and optimizer state at iteration 135 to ./logs/models/test/G_7000.pth
2025-07-31 09:01:09,916 test INFO Saving model and optimizer state at iteration 135 to ./logs/models/test/D_7000.pth
2025-07-31 09:01:10,812 test INFO Saving model and optimizer state at iteration 135 to ./logs/models/test/DUR_7000.pth
2025-08-05 01:31:26,819 test INFO {'train': {'log_interval': 200, 'eval_interval': 1000, 'seed': 1234, 'epochs': 1000, 'learning_rate': 0.0002, 'betas': [0.8, 0.99], 'eps': 1e-09, 'batch_size': 32, 'fp16_run': False, 'lr_decay': 0.999875, 'segment_size': 8192, 'init_lr_ratio': 1, 'warmup_epochs': 0, 'c_mel': 45, 'c_kl': 1.0, 'fft_sizes': [384, 683, 171], 'hop_sizes': [30, 60, 10], 'win_lengths': [150, 300, 60], 'window': 'hann_window'}, 'data': {'use_mel_posterior_encoder': True, 'training_files': 'filelists/train.txt.cleaned', 'validation_files': 'filelists/val.txt.cleaned', 'text_cleaners': ['mongolian_cleaners'], 'max_wav_value': 32768.0, 'sampling_rate': 22050, 'filter_length': 1024, 'hop_length': 256, 'win_length': 1024, 'n_mel_channels': 80, 'mel_fmin': 0.0, 'mel_fmax': None, 'add_blank': True, 'n_speakers': 0, 'cleaned_text': True}, 'model': {'model_dir': '/kaggle/working/MB-iSTFT-VITS2/logs/models/test', 'monotonic_align': 'sma_v1', 'use_mel_posterior_encoder': True, 'use_transformer_flows': True, 'transformer_flow_type': 'pre_conv2', 'use_spk_conditioned_encoder': False, 'use_noise_scaled_mas': True, 'use_duration_discriminator': True, 'duration_discriminator_type': 'dur_disc_2', 'ms_istft_vits': False, 'mb_istft_vits': False, 'istft_vits': True, 'subbands': False, 'gen_istft_n_fft': 16, 'gen_istft_hop_size': 4, 'inter_channels': 192, 'hidden_channels': 96, 'filter_channels': 768, 'n_heads': 2, 'n_layers': 3, 'kernel_size': 3, 'p_dropout': 0.1, 'resblock': '1', 'resblock_kernel_sizes': [3, 7, 11], 'resblock_dilation_sizes': [[1, 3, 5], [1, 3, 5], [1, 3, 5]], 'upsample_rates': [8, 8], 'upsample_initial_channel': 256, 'upsample_kernel_sizes': [16, 16], 'n_layers_q': 3, 'use_spectral_norm': False, 'use_sdp': False}, 'model_dir': './logs/models/test'}
2025-08-05 01:31:32,699 test INFO Loaded checkpoint './logs/models/test/G_7000.pth' (iteration 135)
2025-08-05 01:31:33,305 test INFO Loaded checkpoint './logs/models/test/D_7000.pth' (iteration 135)
2025-08-05 01:31:33,332 test INFO Loaded checkpoint './logs/models/test/DUR_7000.pth' (iteration 135)
2025-08-05 01:35:25,612 test INFO Train Epoch: 135 [62%]
2025-08-05 01:35:25,613 test INFO [2.6416471004486084, 2.127274990081787, 3.719663143157959, 21.127988815307617, 0.4699975252151489, 1.6310991048812866, 0.0, 7000, 0.00019662852799164733]
2025-08-05 01:35:36,507 test INFO Saving model and optimizer state at iteration 135 to ./logs/models/test/G_7000.pth
2025-08-05 01:35:36,888 test INFO Saving model and optimizer state at iteration 135 to ./logs/models/test/D_7000.pth
2025-08-05 01:35:38,395 test INFO Saving model and optimizer state at iteration 135 to ./logs/models/test/DUR_7000.pth
2025-08-05 01:37:01,448 test INFO ====> Epoch: 135
2025-08-05 01:41:15,020 test INFO ====> Epoch: 136
2025-08-05 01:45:11,040 test INFO ====> Epoch: 137
2025-08-05 01:48:58,990 test INFO ====> Epoch: 138
2025-08-05 01:51:18,708 test INFO Train Epoch: 139 [46%]
2025-08-05 01:51:18,709 test INFO [2.739175319671631, 2.2061281204223633, 3.912578582763672, 21.5425968170166, 0.5628865957260132, 1.604141116142273, 0.0, 7200, 0.00019653023216003985]
2025-08-05 01:52:47,469 test INFO ====> Epoch: 139
2025-08-05 01:56:34,241 test INFO ====> Epoch: 140
2025-08-05 02:00:14,049 test INFO ====> Epoch: 141
2025-08-05 02:03:56,845 test INFO ====> Epoch: 142
2025-08-05 02:05:51,634 test INFO Train Epoch: 143 [31%]
2025-08-05 02:05:51,635 test INFO [2.5129570960998535, 2.2129294872283936, 3.715583086013794, 20.146846771240234, 0.5234112739562988, 1.5569653511047363, 0.0, 7400, 0.0001964319854671337]
2025-08-05 02:07:40,650 test INFO ====> Epoch: 143
2025-08-05 02:11:22,468 test INFO ====> Epoch: 144
2025-08-05 02:15:00,284 test INFO ====> Epoch: 145
2025-08-05 02:18:38,488 test INFO ====> Epoch: 146
2025-08-05 02:20:09,074 test INFO Train Epoch: 147 [15%]
2025-08-05 02:20:09,074 test INFO [2.5928714275360107, 2.0175251960754395, 3.470730781555176, 20.357799530029297, 0.5219050645828247, 1.5567798614501953, 0.0, 7600, 0.00019633378788836418]
2025-08-05 02:22:17,838 test INFO ====> Epoch: 147
2025-08-05 02:25:59,230 test INFO ====> Epoch: 148
2025-08-05 02:29:38,762 test INFO ====> Epoch: 149
2025-08-05 02:33:17,397 test INFO ====> Epoch: 150
2025-08-05 02:34:27,034 test INFO Train Epoch: 151 [0%]
2025-08-05 02:34:27,034 test INFO [2.4691808223724365, 2.144906997680664, 3.800124406814575, 20.430051803588867, 0.49702444672584534, 1.4956233501434326, 0.0, 7800, 0.00019623563939917877]
2025-08-05 02:36:56,932 test INFO ====> Epoch: 151
2025-08-05 02:40:37,429 test INFO ====> Epoch: 152
2025-08-05 02:44:16,863 test INFO ====> Epoch: 153
2025-08-05 02:47:27,319 test INFO Train Epoch: 154 [85%]
2025-08-05 02:47:27,319 test INFO [2.649805784225464, 2.1071085929870605, 3.80672287940979, 20.531841278076172, 0.523084819316864, 1.6037907600402832, 0.0, 8000, 0.00019616206023256638]
2025-08-05 02:47:37,221 test INFO Saving model and optimizer state at iteration 154 to ./logs/models/test/G_8000.pth
2025-08-05 02:47:37,562 test INFO Saving model and optimizer state at iteration 154 to ./logs/models/test/D_8000.pth
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2025-08-05 02:48:06,523 test INFO ====> Epoch: 154
2025-08-05 02:51:43,762 test INFO ====> Epoch: 155
2025-08-05 02:55:20,540 test INFO ====> Epoch: 156
2025-08-05 02:58:58,648 test INFO ====> Epoch: 157
2025-08-05 03:01:59,096 test INFO Train Epoch: 158 [69%]
2025-08-05 03:01:59,096 test INFO [2.579768419265747, 2.147030830383301, 3.331496238708496, 19.6187744140625, 0.4969739317893982, 1.5727837085723877, 0.0, 8200, 0.00019606399759111075]
2025-08-05 03:02:50,927 test INFO ====> Epoch: 158
2025-08-05 03:06:40,674 test INFO ====> Epoch: 159
2025-08-05 03:10:30,190 test INFO ====> Epoch: 160
2025-08-05 03:14:21,819 test INFO ====> Epoch: 161
2025-08-05 03:16:52,770 test INFO Train Epoch: 162 [54%]
2025-08-05 03:16:52,771 test INFO [2.5656967163085938, 2.073058843612671, 3.719477891921997, 20.46259880065918, 0.5137536525726318, 1.610198974609375, 0.0, 8400, 0.00019596598397178324]
2025-08-05 03:18:10,090 test INFO ====> Epoch: 162
2025-08-05 03:22:00,078 test INFO ====> Epoch: 163
2025-08-05 03:25:47,875 test INFO ====> Epoch: 164
2025-08-05 03:29:35,809 test INFO ====> Epoch: 165
2025-08-05 03:31:48,028 test INFO Train Epoch: 166 [38%]
2025-08-05 03:31:48,029 test INFO [2.6556057929992676, 2.0532360076904297, 3.861314535140991, 19.56197166442871, 0.5389214158058167, 1.7225737571716309, 0.0, 8600, 0.0001958680193500774]
2025-08-05 03:33:21,947 test INFO ====> Epoch: 166
2025-08-05 03:37:06,681 test INFO ====> Epoch: 167
2025-08-05 03:40:52,281 test INFO ====> Epoch: 168
2025-08-05 03:44:37,128 test INFO ====> Epoch: 169
2025-08-05 03:46:25,351 test INFO Train Epoch: 170 [23%]
2025-08-05 03:46:25,352 test INFO [2.602020740509033, 1.983532190322876, 3.2786247730255127, 19.882503509521484, 0.5059917569160461, 1.6561806201934814, 0.0, 8800, 0.000195770103701499]
2025-08-05 03:48:23,886 test INFO ====> Epoch: 170
2025-08-05 03:52:11,834 test INFO ====> Epoch: 171
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2025-08-05 03:59:42,335 test INFO ====> Epoch: 173
2025-08-05 04:01:06,925 test INFO Train Epoch: 174 [8%]
2025-08-05 04:01:06,926 test INFO [2.5075738430023193, 2.0715651512145996, 4.109845161437988, 20.48468780517578, 0.5117015838623047, 1.5766454935073853, 0.0, 9000, 0.00019567223700156603]
2025-08-05 04:01:17,903 test INFO Saving model and optimizer state at iteration 174 to ./logs/models/test/G_9000.pth
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2025-08-05 04:01:19,095 test INFO Saving model and optimizer state at iteration 174 to ./logs/models/test/DUR_9000.pth
2025-08-05 04:03:38,225 test INFO ====> Epoch: 174
2025-08-05 04:07:21,704 test INFO ====> Epoch: 175
2025-08-05 04:11:04,727 test INFO ====> Epoch: 176
2025-08-05 04:14:27,444 test INFO Train Epoch: 177 [92%]
2025-08-05 04:14:27,445 test INFO [2.6804802417755127, 2.1516778469085693, 4.191956996917725, 20.505977630615234, 0.4566020369529724, 1.836585521697998, 0.0, 9200, 0.00019559886908444434]
2025-08-05 04:14:47,484 test INFO ====> Epoch: 177
2025-08-05 04:18:26,001 test INFO ====> Epoch: 178
2025-08-05 04:22:01,856 test INFO ====> Epoch: 179
2025-08-05 04:25:38,626 test INFO ====> Epoch: 180
2025-08-05 04:28:35,125 test INFO Train Epoch: 181 [77%]
2025-08-05 04:28:35,125 test INFO [2.4594314098358154, 2.4892454147338867, 4.455545425415039, 20.477157592773438, 0.5028854608535767, 1.607441782951355, 0.0, 9400, 0.000195501087985768]
2025-08-05 04:29:14,563 test INFO ====> Epoch: 181
2025-08-05 04:32:52,387 test INFO ====> Epoch: 182
2025-08-05 04:36:31,040 test INFO ====> Epoch: 183
2025-08-05 04:40:06,619 test INFO ====> Epoch: 184
2025-08-05 04:42:45,054 test INFO Train Epoch: 185 [62%]
2025-08-05 04:42:45,054 test INFO [2.5319314002990723, 2.2680299282073975, 3.647360324859619, 19.988113403320312, 0.5179519653320312, 1.5068033933639526, 0.0, 9600, 0.0001954033557684748]
2025-08-05 04:43:44,382 test INFO ====> Epoch: 185
2025-08-05 04:47:19,766 test INFO ====> Epoch: 186
2025-08-05 04:50:55,017 test INFO ====> Epoch: 187
2025-08-05 04:54:30,539 test INFO ====> Epoch: 188
2025-08-05 04:56:44,147 test INFO Train Epoch: 189 [46%]
2025-08-05 04:56:44,147 test INFO [2.6491658687591553, 2.119560956954956, 3.822805404663086, 20.206140518188477, 0.5193471908569336, 1.6161415576934814, 0.0, 9800, 0.00019530567240812858]
2025-08-05 04:58:10,596 test INFO ====> Epoch: 189
2025-08-05 05:01:49,133 test INFO ====> Epoch: 190
2025-08-05 05:05:30,305 test INFO ====> Epoch: 191
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2025-08-05 05:11:03,413 test INFO Train Epoch: 193 [31%]
2025-08-05 05:11:03,414 test INFO [2.478689193725586, 2.314779281616211, 4.181034088134766, 20.31623077392578, 0.46846258640289307, 1.5101802349090576, 0.0, 10000, 0.0001952080378803055]
2025-08-05 05:11:13,536 test INFO Saving model and optimizer state at iteration 193 to ./logs/models/test/G_10000.pth
2025-08-05 05:11:13,808 test INFO Saving model and optimizer state at iteration 193 to ./logs/models/test/D_10000.pth
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2025-08-05 05:13:00,247 test INFO ====> Epoch: 193
2025-08-05 05:16:39,519 test INFO ====> Epoch: 194
2025-08-05 05:20:18,868 test INFO ====> Epoch: 195
2025-08-05 05:23:56,645 test INFO ====> Epoch: 196
2025-08-05 05:25:28,183 test INFO Train Epoch: 197 [15%]
2025-08-05 05:25:28,184 test INFO [2.6134955883026123, 2.067080020904541, 4.091482639312744, 20.136301040649414, 0.46623557806015015, 1.619112491607666, 0.0, 10200, 0.00019511045216059385]
2025-08-05 05:27:36,584 test INFO ====> Epoch: 197
2025-08-05 05:31:15,926 test INFO ====> Epoch: 198
2025-08-05 05:34:54,174 test INFO ====> Epoch: 199
2025-08-05 05:38:30,122 test INFO ====> Epoch: 200
2025-08-05 05:39:39,397 test INFO Train Epoch: 201 [0%]
2025-08-05 05:39:39,398 test INFO [2.476996421813965, 2.1436283588409424, 4.032958507537842, 19.478801727294922, 0.5170520544052124, 1.6105341911315918, 0.0, 10400, 0.00019501291522459419]
2025-08-05 05:42:06,662 test INFO ====> Epoch: 201
2025-08-05 05:45:42,811 test INFO ====> Epoch: 202
2025-08-05 05:49:21,582 test INFO ====> Epoch: 203
2025-08-05 05:52:30,417 test INFO Train Epoch: 204 [85%]
2025-08-05 05:52:30,417 test INFO [2.483860731124878, 2.4794540405273438, 4.472625732421875, 21.356765747070312, 0.5004539489746094, 1.6132322549819946, 0.0, 10600, 0.00019493979452223445]
2025-08-05 05:53:00,255 test INFO ====> Epoch: 204
2025-08-05 05:56:36,558 test INFO ====> Epoch: 205
2025-08-05 06:00:13,774 test INFO ====> Epoch: 206
2025-08-05 06:03:53,742 test INFO ====> Epoch: 207
2025-08-05 06:06:40,609 test INFO Train Epoch: 208 [69%]
2025-08-05 06:06:40,610 test INFO [2.7026138305664062, 1.9693485498428345, 4.192020416259766, 20.380239486694336, 0.4474179148674011, 1.561622977256775, 0.0, 10800, 0.0001948423428990561]
2025-08-05 06:07:31,148 test INFO ====> Epoch: 208
2025-08-05 06:11:09,991 test INFO ====> Epoch: 209
2025-08-05 06:14:46,483 test INFO ====> Epoch: 210
2025-08-05 06:18:25,830 test INFO ====> Epoch: 211
2025-08-05 06:20:52,730 test INFO Train Epoch: 212 [54%]
2025-08-05 06:20:52,731 test INFO [2.485226631164551, 2.2649717330932617, 4.22634744644165, 19.814529418945312, 0.48575425148010254, 1.5111013650894165, 0.0, 11000, 0.000194744939992554]
2025-08-05 06:21:03,034 test INFO Saving model and optimizer state at iteration 212 to ./logs/models/test/G_11000.pth
2025-08-05 06:21:03,322 test INFO Saving model and optimizer state at iteration 212 to ./logs/models/test/D_11000.pth
2025-08-05 06:21:04,011 test INFO Saving model and optimizer state at iteration 212 to ./logs/models/test/DUR_11000.pth
2025-08-05 06:22:15,021 test INFO ====> Epoch: 212
2025-08-05 06:25:54,194 test INFO ====> Epoch: 213
2025-08-05 06:29:31,491 test INFO ====> Epoch: 214
2025-08-05 06:33:09,704 test INFO ====> Epoch: 215
2025-08-05 06:35:14,318 test INFO Train Epoch: 216 [38%]
2025-08-05 06:35:14,318 test INFO [2.721843957901001, 1.9794671535491943, 4.144385814666748, 20.223987579345703, 0.4896424412727356, 1.6866730451583862, 0.0, 11200, 0.00019464758577837445]
2025-08-05 06:36:48,189 test INFO ====> Epoch: 216
2025-08-05 06:40:26,440 test INFO ====> Epoch: 217
2025-08-05 06:44:04,685 test INFO ====> Epoch: 218
2025-08-05 06:47:44,018 test INFO ====> Epoch: 219
2025-08-05 06:49:24,971 test INFO Train Epoch: 220 [23%]
2025-08-05 06:49:24,971 test INFO [2.6293091773986816, 2.106461524963379, 4.066051483154297, 20.403671264648438, 0.42914146184921265, 1.7381436824798584, 0.0, 11400, 0.00019455028023217577]
2025-08-05 06:51:22,150 test INFO ====> Epoch: 220
2025-08-05 06:55:00,913 test INFO ====> Epoch: 221
2025-08-05 06:58:37,270 test INFO ====> Epoch: 222
2025-08-05 07:02:14,571 test INFO ====> Epoch: 223
2025-08-05 07:03:34,577 test INFO Train Epoch: 224 [8%]
2025-08-05 07:03:34,578 test INFO [2.773900032043457, 2.076075792312622, 4.250208854675293, 20.74651336669922, 0.453263521194458, 1.7728427648544312, 0.0, 11600, 0.00019445302332962857]
2025-08-05 07:05:54,582 test INFO ====> Epoch: 224
2025-08-05 07:09:32,575 test INFO ====> Epoch: 225
2025-08-05 07:13:09,488 test INFO ====> Epoch: 226
2025-08-05 07:16:28,252 test INFO Train Epoch: 227 [92%]
2025-08-05 07:16:28,252 test INFO [2.655961275100708, 2.3687145709991455, 3.873485565185547, 20.000734329223633, 0.512011706829071, 1.4993228912353516, 0.0, 11800, 0.00019438011256048564]
2025-08-05 07:16:47,639 test INFO ====> Epoch: 227
2025-08-05 07:20:23,794 test INFO ====> Epoch: 228
2025-08-05 07:24:01,123 test INFO ====> Epoch: 229
2025-08-05 07:27:38,016 test INFO ====> Epoch: 230
2025-08-05 07:30:38,160 test INFO Train Epoch: 231 [77%]
2025-08-05 07:30:38,161 test INFO [2.541431188583374, 2.3340110778808594, 4.815236568450928, 21.05251693725586, 0.4996907413005829, 1.5989941358566284, 0.0, 12000, 0.00019428294072582235]
2025-08-05 07:30:48,250 test INFO Saving model and optimizer state at iteration 231 to ./logs/models/test/G_12000.pth
2025-08-05 07:30:48,544 test INFO Saving model and optimizer state at iteration 231 to ./logs/models/test/D_12000.pth
2025-08-05 07:30:49,398 test INFO Saving model and optimizer state at iteration 231 to ./logs/models/test/DUR_12000.pth
2025-08-05 07:31:28,169 test INFO ====> Epoch: 231
2025-08-05 07:35:07,109 test INFO ====> Epoch: 232
2025-08-05 07:38:43,833 test INFO ====> Epoch: 233
2025-08-05 07:42:19,537 test INFO ====> Epoch: 234
2025-08-05 07:44:57,487 test INFO Train Epoch: 235 [62%]
2025-08-05 07:44:57,488 test INFO [2.7038631439208984, 2.1038551330566406, 4.154189586639404, 20.232786178588867, 0.4687941074371338, 1.4279340505599976, 0.0, 12200, 0.0001941858174679673]
2025-08-05 07:45:58,079 test INFO ====> Epoch: 235
2025-08-05 07:49:35,493 test INFO ====> Epoch: 236
2025-08-05 07:53:11,645 test INFO ====> Epoch: 237
2025-08-05 07:56:48,200 test INFO ====> Epoch: 238
2025-08-05 07:59:04,320 test INFO Train Epoch: 239 [46%]
2025-08-05 07:59:04,321 test INFO [2.4367289543151855, 2.232133150100708, 4.658703804016113, 20.180450439453125, 0.47908321022987366, 1.6315973997116089, 0.0, 12400, 0.00019408874276263664]
2025-08-05 08:00:25,853 test INFO ====> Epoch: 239
2025-08-05 08:04:03,930 test INFO ====> Epoch: 240
2025-08-05 08:07:41,905 test INFO ====> Epoch: 241
2025-08-05 08:11:17,714 test INFO ====> Epoch: 242
2025-08-05 08:13:10,815 test INFO Train Epoch: 243 [31%]
2025-08-05 08:13:10,816 test INFO [2.5637245178222656, 2.308986186981201, 4.052617073059082, 20.066442489624023, 0.5026495456695557, 1.6135369539260864, 0.0, 12600, 0.00019399171658555865]
2025-08-05 08:14:54,253 test INFO ====> Epoch: 243
2025-08-05 08:18:30,140 test INFO ====> Epoch: 244
2025-08-05 08:22:07,291 test INFO ====> Epoch: 245
2025-08-05 08:25:43,424 test INFO ====> Epoch: 246
2025-08-05 08:27:12,869 test INFO Train Epoch: 247 [15%]
2025-08-05 08:27:12,870 test INFO [2.623936414718628, 2.1072592735290527, 4.314187049865723, 20.27657699584961, 0.48024851083755493, 1.6626585721969604, 0.0, 12800, 0.00019389473891247375]
2025-08-05 08:29:21,200 test INFO ====> Epoch: 247
2025-08-05 08:32:56,593 test INFO ====> Epoch: 248
2025-08-05 08:36:31,502 test INFO ====> Epoch: 249
2025-08-05 08:40:07,005 test INFO ====> Epoch: 250
2025-08-05 08:41:14,862 test INFO Train Epoch: 251 [0%]
2025-08-05 08:41:14,863 test INFO [2.5391082763671875, 2.487997055053711, 4.402265548706055, 19.362823486328125, 0.4906901717185974, 1.7380026578903198, 0.0, 13000, 0.0001937978097191345]
2025-08-05 08:41:24,684 test INFO Saving model and optimizer state at iteration 251 to ./logs/models/test/G_13000.pth
2025-08-05 08:41:24,987 test INFO Saving model and optimizer state at iteration 251 to ./logs/models/test/D_13000.pth
2025-08-05 08:41:25,734 test INFO Saving model and optimizer state at iteration 251 to ./logs/models/test/DUR_13000.pth
2025-08-05 08:43:53,976 test INFO ====> Epoch: 251
2025-08-05 08:47:31,224 test INFO ====> Epoch: 252
2025-08-05 08:51:09,435 test INFO ====> Epoch: 253