| 2026-05-13 22:15:05 - INFO - используем device: cuda |
| 2026-05-13 22:21:24 - INFO - eval test: считаем 100 batches |
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| 2026-05-13 22:27:06 - INFO - eval test: 100/100 batches |
| 2026-05-13 22:27:06 - INFO - epoch 1 step 1000 test: discriminator_loss: 0.4094, generator_loss: 36.8013, spectral_loss: 23.4966, adversarial_loss: 2.9885, feature_matching_loss: 0.1031, commitment_loss: 0.0043, codebook_perplexity: 143.3866, STOI: 0.5772, NISQA: 1.5005 |
| 2026-05-13 22:27:06 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-13 22:33:02 - INFO - eval test: считаем 100 batches |
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| 2026-05-13 22:33:40 - INFO - epoch 2 step 2000 test: discriminator_loss: 0.3327, generator_loss: 32.1519, spectral_loss: 17.4226, adversarial_loss: 2.3000, feature_matching_loss: 0.1243, commitment_loss: 0.0028, codebook_perplexity: 127.0849, STOI: 0.6182, NISQA: 1.9693 |
| 2026-05-13 22:33:40 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-13 22:39:37 - INFO - eval test: считаем 100 batches |
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| 2026-05-13 22:40:15 - INFO - eval test: 100/100 batches |
| 2026-05-13 22:40:15 - INFO - epoch 3 step 3000 test: discriminator_loss: 0.3989, generator_loss: 34.2583, spectral_loss: 15.9117, adversarial_loss: 3.0645, feature_matching_loss: 0.1528, commitment_loss: 0.0066, codebook_perplexity: 156.5179, STOI: 0.6691, NISQA: 1.8422 |
| 2026-05-13 22:40:16 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-13 22:46:12 - INFO - eval test: считаем 100 batches |
| 2026-05-13 22:46:16 - INFO - eval test: 10/100 batches |
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| 2026-05-13 22:46:51 - INFO - epoch 4 step 4000 test: discriminator_loss: 0.4554, generator_loss: 31.6309, spectral_loss: 13.3111, adversarial_loss: 3.4191, feature_matching_loss: 0.1488, commitment_loss: 0.0191, codebook_perplexity: 197.2771, STOI: 0.7014, NISQA: 1.7096 |
| 2026-05-13 22:46:52 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-13 22:52:49 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/checkpoint-step5000.pth |
| 2026-05-13 22:52:49 - INFO - eval test: считаем 100 batches |
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| 2026-05-13 22:53:28 - INFO - eval test: 100/100 batches |
| 2026-05-13 22:53:28 - INFO - epoch 5 step 5000 test: discriminator_loss: 0.5566, generator_loss: 25.6047, spectral_loss: 11.0595, adversarial_loss: 1.7677, feature_matching_loss: 0.1273, commitment_loss: 0.0438, codebook_perplexity: 238.0172, STOI: 0.7564, NISQA: 2.1943 |
| 2026-05-13 22:53:28 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-13 22:59:25 - INFO - eval test: считаем 100 batches |
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| 2026-05-13 23:00:01 - INFO - eval test: 90/100 batches |
| 2026-05-13 23:00:05 - INFO - eval test: 100/100 batches |
| 2026-05-13 23:00:05 - INFO - epoch 6 step 6000 test: discriminator_loss: 0.5488, generator_loss: 23.4500, spectral_loss: 9.8440, adversarial_loss: 1.8370, feature_matching_loss: 0.1172, commitment_loss: 0.0520, codebook_perplexity: 233.6842, STOI: 0.7861, NISQA: 2.2614 |
| 2026-05-13 23:00:06 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-13 23:06:02 - INFO - eval test: считаем 100 batches |
| 2026-05-13 23:06:06 - INFO - eval test: 10/100 batches |
| 2026-05-13 23:06:10 - INFO - eval test: 20/100 batches |
| 2026-05-13 23:06:14 - INFO - eval test: 30/100 batches |
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| 2026-05-13 23:06:37 - INFO - eval test: 90/100 batches |
| 2026-05-13 23:06:41 - INFO - eval test: 100/100 batches |
| 2026-05-13 23:06:41 - INFO - epoch 7 step 7000 test: discriminator_loss: 0.4026, generator_loss: 23.7217, spectral_loss: 9.4385, adversarial_loss: 2.2936, feature_matching_loss: 0.1194, commitment_loss: 0.0546, codebook_perplexity: 220.5006, STOI: 0.8000, NISQA: 2.2185 |
| 2026-05-13 23:06:42 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-13 23:12:39 - INFO - eval test: считаем 100 batches |
| 2026-05-13 23:12:43 - INFO - eval test: 10/100 batches |
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| 2026-05-13 23:13:18 - INFO - eval test: 100/100 batches |
| 2026-05-13 23:13:18 - INFO - epoch 8 step 8000 test: discriminator_loss: 0.5266, generator_loss: 21.6015, spectral_loss: 8.8115, adversarial_loss: 1.6862, feature_matching_loss: 0.1105, commitment_loss: 0.0519, codebook_perplexity: 222.3510, STOI: 0.8136, NISQA: 2.4399 |
| 2026-05-13 23:13:19 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-13 23:19:16 - INFO - eval test: считаем 100 batches |
| 2026-05-13 23:19:20 - INFO - eval test: 10/100 batches |
| 2026-05-13 23:19:24 - INFO - eval test: 20/100 batches |
| 2026-05-13 23:19:27 - INFO - eval test: 30/100 batches |
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| 2026-05-13 23:19:54 - INFO - eval test: 100/100 batches |
| 2026-05-13 23:19:54 - INFO - epoch 9 step 9000 test: discriminator_loss: 0.3428, generator_loss: 23.3939, spectral_loss: 8.7461, adversarial_loss: 2.9347, feature_matching_loss: 0.1165, commitment_loss: 0.0604, codebook_perplexity: 223.6065, STOI: 0.8136, NISQA: 2.4494 |
| 2026-05-13 23:25:52 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/checkpoint-step10000.pth |
| 2026-05-13 23:25:52 - INFO - eval test: считаем 100 batches |
| 2026-05-13 23:25:56 - INFO - eval test: 10/100 batches |
| 2026-05-13 23:26:00 - INFO - eval test: 20/100 batches |
| 2026-05-13 23:26:04 - INFO - eval test: 30/100 batches |
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| 2026-05-13 23:26:27 - INFO - eval test: 90/100 batches |
| 2026-05-13 23:26:31 - INFO - eval test: 100/100 batches |
| 2026-05-13 23:26:31 - INFO - epoch 10 step 10000 test: discriminator_loss: 0.3917, generator_loss: 22.6959, spectral_loss: 8.3602, adversarial_loss: 3.0172, feature_matching_loss: 0.1125, commitment_loss: 0.0668, codebook_perplexity: 231.9423, STOI: 0.8264, NISQA: 2.4269 |
| 2026-05-13 23:26:32 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-13 23:32:29 - INFO - eval test: считаем 100 batches |
| 2026-05-13 23:32:33 - INFO - eval test: 10/100 batches |
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| 2026-05-13 23:33:08 - INFO - eval test: 100/100 batches |
| 2026-05-13 23:33:08 - INFO - epoch 11 step 11000 test: discriminator_loss: 0.3885, generator_loss: 21.4659, spectral_loss: 7.6946, adversarial_loss: 2.2875, feature_matching_loss: 0.1140, commitment_loss: 0.0796, codebook_perplexity: 236.7214, STOI: 0.8443, NISQA: 2.6399 |
| 2026-05-13 23:33:09 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-13 23:39:07 - INFO - eval test: считаем 100 batches |
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| 2026-05-13 23:39:41 - INFO - eval test: 90/100 batches |
| 2026-05-13 23:39:46 - INFO - eval test: 100/100 batches |
| 2026-05-13 23:39:46 - INFO - epoch 12 step 12000 test: discriminator_loss: 0.5187, generator_loss: 19.7850, spectral_loss: 7.6378, adversarial_loss: 2.0990, feature_matching_loss: 0.0997, commitment_loss: 0.0827, codebook_perplexity: 243.2125, STOI: 0.8539, NISQA: 2.4996 |
| 2026-05-13 23:39:46 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-13 23:45:44 - INFO - eval test: считаем 100 batches |
| 2026-05-13 23:45:48 - INFO - eval test: 10/100 batches |
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| 2026-05-13 23:46:23 - INFO - eval test: 100/100 batches |
| 2026-05-13 23:46:23 - INFO - epoch 13 step 13000 test: discriminator_loss: 0.3928, generator_loss: 21.9459, spectral_loss: 7.6898, adversarial_loss: 2.5801, feature_matching_loss: 0.1158, commitment_loss: 0.0910, codebook_perplexity: 238.9079, STOI: 0.8515, NISQA: 2.6083 |
| 2026-05-13 23:52:20 - INFO - eval test: считаем 100 batches |
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| 2026-05-13 23:52:59 - INFO - eval test: 100/100 batches |
| 2026-05-13 23:52:59 - INFO - epoch 14 step 14000 test: discriminator_loss: 0.4859, generator_loss: 19.6488, spectral_loss: 6.7503, adversarial_loss: 2.1660, feature_matching_loss: 0.1064, commitment_loss: 0.0892, codebook_perplexity: 233.1098, STOI: 0.8648, NISQA: 2.8441 |
| 2026-05-13 23:52:59 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-13 23:58:57 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/checkpoint-step15000.pth |
| 2026-05-13 23:58:57 - INFO - eval test: считаем 100 batches |
| 2026-05-13 23:59:01 - INFO - eval test: 10/100 batches |
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| 2026-05-13 23:59:36 - INFO - epoch 15 step 15000 test: discriminator_loss: 0.5231, generator_loss: 18.8912, spectral_loss: 6.4544, adversarial_loss: 2.2162, feature_matching_loss: 0.1013, commitment_loss: 0.0945, codebook_perplexity: 237.2396, STOI: 0.8697, NISQA: 2.8865 |
| 2026-05-13 23:59:37 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-14 00:05:35 - INFO - eval test: считаем 100 batches |
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| 2026-05-14 00:06:14 - INFO - epoch 16 step 16000 test: discriminator_loss: 0.4738, generator_loss: 19.4462, spectral_loss: 6.7403, adversarial_loss: 2.3247, feature_matching_loss: 0.1028, commitment_loss: 0.0993, codebook_perplexity: 243.5591, STOI: 0.8727, NISQA: 2.9496 |
| 2026-05-14 00:06:15 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-14 00:12:13 - INFO - eval test: считаем 100 batches |
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| 2026-05-14 00:12:51 - INFO - epoch 17 step 17000 test: discriminator_loss: 0.5323, generator_loss: 18.8279, spectral_loss: 6.1920, adversarial_loss: 2.2725, feature_matching_loss: 0.1026, commitment_loss: 0.1001, codebook_perplexity: 246.7014, STOI: 0.8769, NISQA: 2.9443 |
| 2026-05-14 00:12:52 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-14 00:18:50 - INFO - eval test: считаем 100 batches |
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| 2026-05-14 00:19:29 - INFO - epoch 18 step 18000 test: discriminator_loss: 0.3766, generator_loss: 20.3630, spectral_loss: 5.9448, adversarial_loss: 2.3671, feature_matching_loss: 0.1194, commitment_loss: 0.1061, codebook_perplexity: 251.1049, STOI: 0.8808, NISQA: 3.1339 |
| 2026-05-14 00:19:30 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-14 00:25:27 - INFO - eval test: считаем 100 batches |
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| 2026-05-14 00:26:06 - INFO - epoch 19 step 19000 test: discriminator_loss: 0.4326, generator_loss: 21.2095, spectral_loss: 6.7057, adversarial_loss: 2.0146, feature_matching_loss: 0.1238, commitment_loss: 0.1117, codebook_perplexity: 241.1326, STOI: 0.8681, NISQA: 2.9728 |
| 2026-05-14 00:32:04 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/checkpoint-step20000.pth |
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| 2026-05-14 00:32:44 - INFO - epoch 20 step 20000 test: discriminator_loss: 0.3711, generator_loss: 21.5507, spectral_loss: 5.8588, adversarial_loss: 3.1124, feature_matching_loss: 0.1246, commitment_loss: 0.1208, codebook_perplexity: 251.6033, STOI: 0.8853, NISQA: 3.1935 |
| 2026-05-14 00:32:45 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
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| 2026-05-14 00:45:19 - INFO - eval test: считаем 100 batches |
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| 2026-05-14 00:45:59 - INFO - epoch 22 step 22000 test: discriminator_loss: 0.3187, generator_loss: 21.2747, spectral_loss: 5.8766, adversarial_loss: 2.6464, feature_matching_loss: 0.1262, commitment_loss: 0.1351, codebook_perplexity: 250.6299, STOI: 0.8839, NISQA: 3.0777 |
| 2026-05-14 00:51:56 - INFO - eval test: считаем 100 batches |
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| 2026-05-14 00:52:36 - INFO - epoch 23 step 23000 test: discriminator_loss: 0.5854, generator_loss: 17.4306, spectral_loss: 5.3613, adversarial_loss: 1.4939, feature_matching_loss: 0.1044, commitment_loss: 0.1376, codebook_perplexity: 253.4530, STOI: 0.8901, NISQA: 3.3101 |
| 2026-05-14 00:52:36 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
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| 2026-05-14 00:59:13 - INFO - epoch 24 step 24000 test: discriminator_loss: 0.3652, generator_loss: 20.2695, spectral_loss: 5.8717, adversarial_loss: 2.5154, feature_matching_loss: 0.1174, commitment_loss: 0.1472, codebook_perplexity: 256.2239, STOI: 0.8874, NISQA: 3.3686 |
| 2026-05-14 01:05:11 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/checkpoint-step25000.pth |
| 2026-05-14 01:05:11 - INFO - eval test: считаем 100 batches |
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| 2026-05-14 01:05:50 - INFO - epoch 25 step 25000 test: discriminator_loss: 0.4693, generator_loss: 21.3410, spectral_loss: 6.1454, adversarial_loss: 2.0240, feature_matching_loss: 0.1302, commitment_loss: 0.1551, codebook_perplexity: 255.2499, STOI: 0.8874, NISQA: 3.3445 |
| 2026-05-14 01:11:48 - INFO - eval test: считаем 100 batches |
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| 2026-05-14 01:12:28 - INFO - epoch 26 step 26000 test: discriminator_loss: 0.5142, generator_loss: 19.0822, spectral_loss: 5.2241, adversarial_loss: 1.4738, feature_matching_loss: 0.1223, commitment_loss: 0.1519, codebook_perplexity: 258.4765, STOI: 0.8942, NISQA: 3.4464 |
| 2026-05-14 01:12:28 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
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| 2026-05-14 01:19:06 - INFO - epoch 27 step 27000 test: discriminator_loss: 0.6247, generator_loss: 18.2070, spectral_loss: 5.3094, adversarial_loss: 1.7553, feature_matching_loss: 0.1099, commitment_loss: 0.1551, codebook_perplexity: 251.6779, STOI: 0.8963, NISQA: 3.4685 |
| 2026-05-14 01:19:07 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
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| 2026-05-14 01:25:44 - INFO - epoch 28 step 28000 test: discriminator_loss: 0.5200, generator_loss: 18.8331, spectral_loss: 5.0482, adversarial_loss: 2.2351, feature_matching_loss: 0.1138, commitment_loss: 0.1659, codebook_perplexity: 256.3526, STOI: 0.8982, NISQA: 3.3732 |
| 2026-05-14 01:25:44 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-14 01:31:43 - INFO - eval test: считаем 100 batches |
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| 2026-05-14 01:32:22 - INFO - epoch 29 step 29000 test: discriminator_loss: 0.4280, generator_loss: 20.7008, spectral_loss: 5.6584, adversarial_loss: 2.5322, feature_matching_loss: 0.1236, commitment_loss: 0.1524, codebook_perplexity: 250.3030, STOI: 0.8967, NISQA: 3.4561 |
| 2026-05-14 01:38:20 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/checkpoint-step30000.pth |
| 2026-05-14 01:38:20 - INFO - eval test: считаем 100 batches |
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| 2026-05-14 01:38:59 - INFO - epoch 30 step 30000 test: discriminator_loss: 0.5336, generator_loss: 18.5616, spectral_loss: 5.0539, adversarial_loss: 2.0592, feature_matching_loss: 0.1127, commitment_loss: 0.1808, codebook_perplexity: 261.8560, STOI: 0.8992, NISQA: 3.5601 |
| 2026-05-14 01:38:59 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-14 01:44:57 - INFO - eval test: считаем 100 batches |
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| 2026-05-14 01:45:36 - INFO - epoch 31 step 31000 test: discriminator_loss: 0.4174, generator_loss: 21.6466, spectral_loss: 5.8622, adversarial_loss: 2.2939, feature_matching_loss: 0.1331, commitment_loss: 0.1765, codebook_perplexity: 253.5763, STOI: 0.8963, NISQA: 3.4614 |
| 2026-05-14 01:51:34 - INFO - eval test: считаем 100 batches |
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| 2026-05-14 01:52:13 - INFO - epoch 32 step 32000 test: discriminator_loss: 0.4510, generator_loss: 20.0610, spectral_loss: 5.3591, adversarial_loss: 2.2402, feature_matching_loss: 0.1229, commitment_loss: 0.1692, codebook_perplexity: 250.9676, STOI: 0.9001, NISQA: 3.6779 |
| 2026-05-14 01:52:14 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-14 01:58:12 - INFO - eval test: считаем 100 batches |
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| 2026-05-14 01:58:51 - INFO - epoch 33 step 33000 test: discriminator_loss: 0.4947, generator_loss: 20.1525, spectral_loss: 5.1800, adversarial_loss: 2.3685, feature_matching_loss: 0.1243, commitment_loss: 0.1775, codebook_perplexity: 255.2943, STOI: 0.9033, NISQA: 3.6036 |
| 2026-05-14 01:58:52 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-14 02:04:50 - INFO - eval test: считаем 100 batches |
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| 2026-05-14 02:05:28 - INFO - epoch 34 step 34000 test: discriminator_loss: 0.4650, generator_loss: 19.8201, spectral_loss: 5.0773, adversarial_loss: 1.9853, feature_matching_loss: 0.1258, commitment_loss: 0.1757, codebook_perplexity: 255.1946, STOI: 0.9023, NISQA: 3.6512 |
| 2026-05-14 02:11:27 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/checkpoint-step35000.pth |
| 2026-05-14 02:11:27 - INFO - eval test: считаем 100 batches |
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| 2026-05-14 02:12:06 - INFO - epoch 35 step 35000 test: discriminator_loss: 0.4293, generator_loss: 19.8551, spectral_loss: 5.1193, adversarial_loss: 2.0166, feature_matching_loss: 0.1253, commitment_loss: 0.1852, codebook_perplexity: 254.4882, STOI: 0.9046, NISQA: 3.6779 |
| 2026-05-14 02:12:07 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-14 02:18:05 - INFO - eval test: считаем 100 batches |
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| 2026-05-14 02:18:43 - INFO - epoch 36 step 36000 test: discriminator_loss: 0.4316, generator_loss: 19.9780, spectral_loss: 5.0400, adversarial_loss: 2.1991, feature_matching_loss: 0.1255, commitment_loss: 0.1843, codebook_perplexity: 253.9426, STOI: 0.9060, NISQA: 3.5733 |
| 2026-05-14 02:18:44 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
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| 2026-05-14 02:25:21 - INFO - epoch 37 step 37000 test: discriminator_loss: 0.3910, generator_loss: 23.1293, spectral_loss: 5.2348, adversarial_loss: 2.6830, feature_matching_loss: 0.1501, commitment_loss: 0.2065, codebook_perplexity: 255.7896, STOI: 0.8985, NISQA: 3.6150 |
| 2026-05-14 02:31:19 - INFO - eval test: считаем 100 batches |
| 2026-05-14 02:31:23 - INFO - eval test: 10/100 batches |
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| 2026-05-14 02:31:58 - INFO - eval test: 100/100 batches |
| 2026-05-14 02:31:58 - INFO - epoch 38 step 38000 test: discriminator_loss: 0.3361, generator_loss: 22.4787, spectral_loss: 5.0502, adversarial_loss: 2.9191, feature_matching_loss: 0.1431, commitment_loss: 0.2018, codebook_perplexity: 253.6580, STOI: 0.9067, NISQA: 3.5171 |
| 2026-05-14 02:31:58 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-14 02:37:56 - INFO - eval test: считаем 100 batches |
| 2026-05-14 02:38:00 - INFO - eval test: 10/100 batches |
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| 2026-05-14 02:38:35 - INFO - eval test: 100/100 batches |
| 2026-05-14 02:38:35 - INFO - epoch 39 step 39000 test: discriminator_loss: 0.3121, generator_loss: 24.4965, spectral_loss: 5.5734, adversarial_loss: 2.6387, feature_matching_loss: 0.1607, commitment_loss: 0.2152, codebook_perplexity: 257.8344, STOI: 0.9047, NISQA: 3.6113 |
| 2026-05-14 02:44:32 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/checkpoint-step40000.pth |
| 2026-05-14 02:44:32 - INFO - eval test: считаем 100 batches |
| 2026-05-14 02:44:36 - INFO - eval test: 10/100 batches |
| 2026-05-14 02:44:40 - INFO - eval test: 20/100 batches |
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| 2026-05-14 02:45:07 - INFO - eval test: 90/100 batches |
| 2026-05-14 02:45:11 - INFO - eval test: 100/100 batches |
| 2026-05-14 02:45:12 - INFO - epoch 40 step 40000 test: discriminator_loss: 0.4327, generator_loss: 20.5355, spectral_loss: 4.6676, adversarial_loss: 2.8453, feature_matching_loss: 0.1281, commitment_loss: 0.2152, codebook_perplexity: 257.3809, STOI: 0.9102, NISQA: 3.6885 |
| 2026-05-14 02:45:12 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_best.pth |
| 2026-05-14 02:51:10 - INFO - eval test: считаем 100 batches |
| 2026-05-14 02:51:14 - INFO - eval test: 10/100 batches |
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| 2026-05-14 02:51:50 - INFO - eval test: 100/100 batches |
| 2026-05-14 02:51:50 - INFO - epoch 41 step 41000 test: discriminator_loss: 0.4749, generator_loss: 21.0762, spectral_loss: 4.8772, adversarial_loss: 2.2496, feature_matching_loss: 0.1373, commitment_loss: 0.2209, codebook_perplexity: 253.4569, STOI: 0.9088, NISQA: 3.5918 |
| 2026-05-14 02:57:48 - INFO - eval test: считаем 100 batches |
| 2026-05-14 02:57:52 - INFO - eval test: 10/100 batches |
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| 2026-05-14 02:58:00 - INFO - eval test: 30/100 batches |
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| 2026-05-14 02:58:27 - INFO - eval test: 100/100 batches |
| 2026-05-14 02:58:27 - INFO - epoch 42 step 42000 test: discriminator_loss: 0.2973, generator_loss: 23.8035, spectral_loss: 5.3805, adversarial_loss: 2.8205, feature_matching_loss: 0.1538, commitment_loss: 0.2256, codebook_perplexity: 253.3124, STOI: 0.8969, NISQA: 3.5759 |
| 2026-05-14 03:04:25 - INFO - eval test: считаем 100 batches |
| 2026-05-14 03:04:29 - INFO - eval test: 10/100 batches |
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| 2026-05-14 03:04:36 - INFO - eval test: 30/100 batches |
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| 2026-05-14 03:05:04 - INFO - eval test: 100/100 batches |
| 2026-05-14 03:05:04 - INFO - epoch 43 step 43000 test: discriminator_loss: 0.5112, generator_loss: 22.8910, spectral_loss: 5.5055, adversarial_loss: 2.6540, feature_matching_loss: 0.1451, commitment_loss: 0.2226, codebook_perplexity: 256.1955, STOI: 0.9098, NISQA: 3.7091 |
| 2026-05-14 03:11:02 - INFO - eval test: считаем 100 batches |
| 2026-05-14 03:11:05 - INFO - eval test: 10/100 batches |
| 2026-05-14 03:11:09 - INFO - eval test: 20/100 batches |
| 2026-05-14 03:11:13 - INFO - eval test: 30/100 batches |
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| 2026-05-14 03:11:40 - INFO - eval test: 100/100 batches |
| 2026-05-14 03:11:41 - INFO - epoch 44 step 44000 test: discriminator_loss: 0.3974, generator_loss: 24.3510, spectral_loss: 5.2491, adversarial_loss: 2.7441, feature_matching_loss: 0.1613, commitment_loss: 0.2311, codebook_perplexity: 260.4434, STOI: 0.9053, NISQA: 3.6319 |
| 2026-05-14 03:17:38 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/checkpoint-step45000.pth |
| 2026-05-14 03:17:38 - INFO - eval test: считаем 100 batches |
| 2026-05-14 03:17:42 - INFO - eval test: 10/100 batches |
| 2026-05-14 03:17:46 - INFO - eval test: 20/100 batches |
| 2026-05-14 03:17:50 - INFO - eval test: 30/100 batches |
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| 2026-05-14 03:18:14 - INFO - eval test: 90/100 batches |
| 2026-05-14 03:18:18 - INFO - eval test: 100/100 batches |
| 2026-05-14 03:18:18 - INFO - epoch 45 step 45000 test: discriminator_loss: 0.6348, generator_loss: 24.9331, spectral_loss: 7.7027, adversarial_loss: 1.5426, feature_matching_loss: 0.1545, commitment_loss: 0.2359, codebook_perplexity: 259.5619, STOI: 0.9062, NISQA: 3.7321 |
| 2026-05-14 03:18:18 - INFO - checkpoint сохранен: /kaggle/working/homework_dl_test/dl_bdz/saved/soundstream_6kbps_fixed/model_last.pth |
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