| 2024-05-16 22:00:46,650 - root - INFO - Initializing SpectrogramDataset... | |
| 2024-05-16 22:00:47,165 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl | |
| 2024-05-16 22:00:47,171 - root - INFO - SpectrogramDataset initialized successfully | |
| 2024-05-16 22:00:47,377 - root - ERROR - An error occurred: name 'nn' is not defined | |
| 2024-05-16 22:01:22,777 - root - INFO - Initializing SpectrogramDataset... | |
| 2024-05-16 22:01:23,295 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl | |
| 2024-05-16 22:01:23,300 - root - INFO - SpectrogramDataset initialized successfully | |
| 2024-05-16 22:01:42,720 - root - INFO - Epoch 1: | |
| Training Loss: 1.5260, Training Accuracy: 0.3385, Validation Loss: 1.6393, Validation Accuracy: 0.2624 | |
| 2024-05-16 22:01:42,722 - root - INFO - Current learning rate: 0.00014687223021475341 | |
| 2024-05-16 22:02:00,523 - root - INFO - Epoch 2: | |
| Training Loss: 1.2230, Training Accuracy: 0.5228, Validation Loss: 1.5649, Validation Accuracy: 0.3120 | |
| 2024-05-16 22:02:00,524 - root - INFO - Current learning rate: 0.00014687223021475341 | |
| 2024-05-16 22:02:18,855 - root - INFO - Epoch 3: | |
| Training Loss: 1.0560, Training Accuracy: 0.5853, Validation Loss: 1.5721, Validation Accuracy: 0.2886 | |
| 2024-05-16 22:02:18,856 - root - INFO - Current learning rate: 0.00014687223021475341 | |
| 2024-05-16 22:02:37,163 - root - INFO - Epoch 4: | |
| Training Loss: 0.9178, Training Accuracy: 0.6221, Validation Loss: 1.5178, Validation Accuracy: 0.3644 | |
| 2024-05-16 22:02:37,165 - root - INFO - Current learning rate: 0.00014687223021475341 | |
| 2024-05-16 22:06:42,042 - root - INFO - Initializing SpectrogramDataset... | |
| 2024-05-16 22:06:42,551 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl | |
| 2024-05-16 22:06:42,556 - root - INFO - SpectrogramDataset initialized successfully | |
| 2024-05-16 22:06:42,755 - root - ERROR - An error occurred: name 'nn' is not defined | |
| 2024-05-16 22:07:15,641 - root - INFO - Initializing SpectrogramDataset... | |
| 2024-05-16 22:07:16,161 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl | |
| 2024-05-16 22:07:16,166 - root - INFO - SpectrogramDataset initialized successfully | |
| 2024-05-16 22:07:16,465 - root - INFO - Loaded the best model from previous training. | |
| 2024-05-16 22:07:34,862 - root - INFO - Epoch 1: | |
| Training Loss: 0.5570, Training Accuracy: 0.7951, Validation Loss: 1.7239, Validation Accuracy: 0.5539 | |
| 2024-05-16 22:07:34,863 - root - INFO - Current learning rate: 0.00014687223021475341 | |
| 2024-05-16 22:07:51,864 - root - INFO - Epoch 2: | |
| Training Loss: 0.5908, Training Accuracy: 0.7851, Validation Loss: 0.7348, Validation Accuracy: 0.7318 | |
| 2024-05-16 22:07:51,865 - root - INFO - Current learning rate: 0.00014687223021475341 | |
| 2024-05-16 22:08:09,242 - root - INFO - Epoch 3: | |
| Training Loss: 0.5201, Training Accuracy: 0.8201, Validation Loss: 0.7574, Validation Accuracy: 0.7114 | |
| 2024-05-16 22:08:09,244 - root - INFO - Current learning rate: 0.00014687223021475341 | |
| 2024-05-16 22:08:25,962 - root - INFO - Epoch 4: | |
| Training Loss: 0.4979, Training Accuracy: 0.8176, Validation Loss: 0.7149, Validation Accuracy: 0.7143 | |
| 2024-05-16 22:08:25,963 - root - INFO - Current learning rate: 0.00014687223021475341 | |
| 2024-05-16 22:08:43,336 - root - INFO - Epoch 5: | |
| Training Loss: 0.4966, Training Accuracy: 0.8189, Validation Loss: 0.6777, Validation Accuracy: 0.7522 | |
| 2024-05-16 22:08:43,337 - root - INFO - Current learning rate: 0.00014687223021475341 | |
| 2024-05-16 22:09:00,375 - root - INFO - Epoch 6: | |
| Training Loss: 0.4906, Training Accuracy: 0.8276, Validation Loss: 0.6189, Validation Accuracy: 0.7551 | |
| 2024-05-16 22:09:00,376 - root - INFO - Current learning rate: 0.00014687223021475341 | |
| 2024-05-16 22:09:17,365 - root - INFO - Epoch 7: | |
| Training Loss: 0.4680, Training Accuracy: 0.8289, Validation Loss: 0.5583, Validation Accuracy: 0.7784 | |
| 2024-05-16 22:09:17,367 - root - INFO - Current learning rate: 0.00014687223021475341 | |
| 2024-05-16 22:09:34,205 - root - INFO - Epoch 8: | |
| Training Loss: 0.4521, Training Accuracy: 0.8326, Validation Loss: 0.6058, Validation Accuracy: 0.7755 | |
| 2024-05-16 22:09:34,207 - root - INFO - Current learning rate: 0.00014687223021475341 | |
| 2024-05-16 22:09:51,165 - root - INFO - Epoch 9: | |
| Training Loss: 0.4068, Training Accuracy: 0.8501, Validation Loss: 0.4922, Validation Accuracy: 0.8163 | |
| 2024-05-16 22:09:51,167 - root - INFO - Current learning rate: 0.00014687223021475341 | |
| 2024-05-16 22:10:08,186 - root - INFO - Epoch 10: | |
| Training Loss: 0.4259, Training Accuracy: 0.8463, Validation Loss: 0.5306, Validation Accuracy: 0.8076 | |
| 2024-05-16 22:10:08,187 - root - INFO - Current learning rate: 0.00014687223021475341 | |
| 2024-05-16 22:10:08,260 - root - INFO - Model saved to checkpoint_epoch_10.pth | |
| 2024-05-16 22:10:25,419 - root - INFO - Epoch 11: | |
| Training Loss: 0.4122, Training Accuracy: 0.8451, Validation Loss: 0.5452, Validation Accuracy: 0.8105 | |
| 2024-05-16 22:10:25,421 - root - INFO - Current learning rate: 0.00014687223021475341 | |
| 2024-05-16 22:10:42,549 - root - INFO - Epoch 12: | |
| Training Loss: 0.4157, Training Accuracy: 0.8432, Validation Loss: 0.6177, Validation Accuracy: 0.7930 | |
| 2024-05-16 22:10:42,550 - root - INFO - Current learning rate: 0.00014687223021475341 | |
| 2024-05-16 22:10:59,620 - root - INFO - Epoch 13: | |
| Training Loss: 0.3727, Training Accuracy: 0.8595, Validation Loss: 0.7197, Validation Accuracy: 0.7405 | |
| 2024-05-16 22:10:59,621 - root - INFO - Current learning rate: 1.4687223021475341e-05 | |
| 2024-05-16 22:11:17,022 - root - INFO - Epoch 14: | |
| Training Loss: 0.4019, Training Accuracy: 0.8638, Validation Loss: 0.5073, Validation Accuracy: 0.8076 | |
| 2024-05-16 22:11:17,023 - root - INFO - Current learning rate: 1.4687223021475341e-05 | |
| 2024-05-16 22:11:34,626 - root - INFO - Epoch 15: | |
| Training Loss: 0.3273, Training Accuracy: 0.8832, Validation Loss: 0.4066, Validation Accuracy: 0.8601 | |
| 2024-05-16 22:11:34,628 - root - INFO - Current learning rate: 1.4687223021475341e-05 | |
| 2024-05-16 22:11:51,725 - root - INFO - Epoch 16: | |
| Training Loss: 0.3409, Training Accuracy: 0.8713, Validation Loss: 0.4711, Validation Accuracy: 0.8280 | |
| 2024-05-16 22:11:51,726 - root - INFO - Current learning rate: 1.4687223021475341e-05 | |
| 2024-05-16 22:12:09,010 - root - INFO - Epoch 17: | |
| Training Loss: 0.3207, Training Accuracy: 0.8826, Validation Loss: 0.4586, Validation Accuracy: 0.8338 | |
| 2024-05-16 22:12:09,011 - root - INFO - Current learning rate: 1.4687223021475341e-05 | |
| 2024-05-16 22:12:25,474 - root - INFO - Epoch 18: | |
| Training Loss: 0.3405, Training Accuracy: 0.8738, Validation Loss: 0.4560, Validation Accuracy: 0.8222 | |
| 2024-05-16 22:12:25,476 - root - INFO - Current learning rate: 1.4687223021475341e-05 | |
| 2024-05-16 22:12:42,848 - root - INFO - Epoch 19: | |
| Training Loss: 0.3721, Training Accuracy: 0.8657, Validation Loss: 0.4278, Validation Accuracy: 0.8426 | |
| 2024-05-16 22:12:42,849 - root - INFO - Current learning rate: 1.4687223021475343e-06 | |
| 2024-05-16 22:13:00,038 - root - INFO - Epoch 20: | |
| Training Loss: 0.3588, Training Accuracy: 0.8701, Validation Loss: 0.4247, Validation Accuracy: 0.8397 | |
| 2024-05-16 22:13:00,039 - root - INFO - Current learning rate: 1.4687223021475343e-06 | |
| 2024-05-16 22:13:00,114 - root - INFO - Model saved to checkpoint_epoch_20.pth | |
| 2024-05-16 22:13:17,127 - root - INFO - Epoch 21: | |
| Training Loss: 0.3153, Training Accuracy: 0.8745, Validation Loss: 0.4080, Validation Accuracy: 0.8571 | |
| 2024-05-16 22:13:17,129 - root - INFO - Current learning rate: 1.4687223021475343e-06 | |
| 2024-05-16 22:13:33,743 - root - INFO - Epoch 22: | |
| Training Loss: 0.3187, Training Accuracy: 0.8876, Validation Loss: 0.4765, Validation Accuracy: 0.8251 | |
| 2024-05-16 22:13:33,744 - root - INFO - Current learning rate: 1.4687223021475343e-06 | |
| 2024-05-16 22:13:50,886 - root - INFO - Epoch 23: | |
| Training Loss: 0.3215, Training Accuracy: 0.8795, Validation Loss: 0.4566, Validation Accuracy: 0.8251 | |
| 2024-05-16 22:13:50,888 - root - INFO - Current learning rate: 1.4687223021475343e-07 | |
| 2024-05-16 22:14:08,209 - root - INFO - Epoch 24: | |
| Training Loss: 0.3030, Training Accuracy: 0.8938, Validation Loss: 0.4290, Validation Accuracy: 0.8222 | |
| 2024-05-16 22:14:08,211 - root - INFO - Current learning rate: 1.4687223021475343e-07 | |
| 2024-05-16 22:14:25,025 - root - INFO - Epoch 25: | |
| Training Loss: 0.3203, Training Accuracy: 0.8869, Validation Loss: 0.4327, Validation Accuracy: 0.8484 | |
| 2024-05-16 22:14:25,027 - root - INFO - Current learning rate: 1.4687223021475343e-07 | |
| 2024-05-16 22:14:42,254 - root - INFO - Epoch 26: | |
| Training Loss: 0.3120, Training Accuracy: 0.8938, Validation Loss: 0.4477, Validation Accuracy: 0.8280 | |
| 2024-05-16 22:14:42,255 - root - INFO - Current learning rate: 1.4687223021475343e-07 | |
| 2024-05-16 22:14:59,624 - root - INFO - Epoch 27: | |
| Training Loss: 0.3136, Training Accuracy: 0.8913, Validation Loss: 0.4614, Validation Accuracy: 0.8309 | |
| 2024-05-16 22:14:59,626 - root - INFO - Current learning rate: 1.4687223021475344e-08 | |
| 2024-05-16 22:15:16,671 - root - INFO - Epoch 28: | |
| Training Loss: 0.3044, Training Accuracy: 0.8938, Validation Loss: 0.4706, Validation Accuracy: 0.8251 | |
| 2024-05-16 22:15:16,673 - root - INFO - Current learning rate: 1.4687223021475344e-08 | |
| 2024-05-16 22:15:33,835 - root - INFO - Epoch 29: | |
| Training Loss: 0.3022, Training Accuracy: 0.8938, Validation Loss: 0.4032, Validation Accuracy: 0.8455 | |
| 2024-05-16 22:15:33,836 - root - INFO - Current learning rate: 1.4687223021475344e-08 | |
| 2024-05-16 22:15:51,218 - root - INFO - Epoch 30: | |
| Training Loss: 0.2987, Training Accuracy: 0.8982, Validation Loss: 0.4105, Validation Accuracy: 0.8426 | |
| 2024-05-16 22:15:51,219 - root - INFO - Current learning rate: 1.4687223021475344e-08 | |
| 2024-05-16 22:15:51,293 - root - INFO - Model saved to checkpoint_epoch_30.pth | |
| 2024-05-16 22:16:07,971 - root - INFO - Epoch 31: | |
| Training Loss: 0.3077, Training Accuracy: 0.8869, Validation Loss: 0.4213, Validation Accuracy: 0.8251 | |
| 2024-05-16 22:16:07,973 - root - INFO - Current learning rate: 1.4687223021475344e-08 | |
| 2024-05-16 22:16:24,561 - root - INFO - Epoch 32: | |
| Training Loss: 0.3193, Training Accuracy: 0.8838, Validation Loss: 0.4009, Validation Accuracy: 0.8455 | |
| 2024-05-16 22:16:24,563 - root - INFO - Current learning rate: 1.4687223021475344e-08 | |
| 2024-05-16 22:16:42,053 - root - INFO - Epoch 33: | |
| Training Loss: 0.3314, Training Accuracy: 0.8869, Validation Loss: 0.4344, Validation Accuracy: 0.8397 | |
| 2024-05-16 22:16:42,055 - root - INFO - Current learning rate: 1.4687223021475344e-08 | |
| 2024-05-16 22:16:59,057 - root - INFO - Epoch 34: | |
| Training Loss: 0.2837, Training Accuracy: 0.9001, Validation Loss: 0.4218, Validation Accuracy: 0.8280 | |
| 2024-05-16 22:16:59,059 - root - INFO - Current learning rate: 1.4687223021475344e-08 | |
| 2024-05-16 22:17:16,041 - root - INFO - Epoch 35: | |
| Training Loss: 0.3607, Training Accuracy: 0.8701, Validation Loss: 0.4585, Validation Accuracy: 0.8134 | |
| 2024-05-16 22:17:16,042 - root - INFO - Current learning rate: 1.4687223021475344e-08 | |
| 2024-05-16 22:17:33,182 - root - INFO - Epoch 36: | |
| Training Loss: 0.2987, Training Accuracy: 0.8919, Validation Loss: 0.4383, Validation Accuracy: 0.8251 | |
| 2024-05-16 22:17:33,184 - root - INFO - Current learning rate: 1.4687223021475344e-09 | |
| 2024-05-16 22:17:50,259 - root - INFO - Epoch 37: | |
| Training Loss: 0.3294, Training Accuracy: 0.8682, Validation Loss: 0.4253, Validation Accuracy: 0.8309 | |
| 2024-05-16 22:17:50,260 - root - INFO - Current learning rate: 1.4687223021475344e-09 | |
| 2024-05-16 22:18:06,981 - root - INFO - Epoch 38: | |
| Training Loss: 0.2821, Training Accuracy: 0.9019, Validation Loss: 0.4611, Validation Accuracy: 0.8251 | |
| 2024-05-16 22:18:06,982 - root - INFO - Current learning rate: 1.4687223021475344e-09 | |
| 2024-05-16 22:18:23,998 - root - INFO - Epoch 39: | |
| Training Loss: 0.3158, Training Accuracy: 0.8869, Validation Loss: 0.4367, Validation Accuracy: 0.8280 | |
| 2024-05-16 22:18:24,000 - root - INFO - Current learning rate: 1.4687223021475344e-09 | |
| 2024-05-16 22:18:41,011 - root - INFO - Epoch 40: | |
| Training Loss: 0.3254, Training Accuracy: 0.8888, Validation Loss: 0.3913, Validation Accuracy: 0.8513 | |
| 2024-05-16 22:18:41,012 - root - INFO - Current learning rate: 1.4687223021475344e-09 | |
| 2024-05-16 22:18:41,155 - root - INFO - Model saved to checkpoint_epoch_40.pth | |
| 2024-05-16 22:18:58,103 - root - INFO - Epoch 41: | |
| Training Loss: 0.3082, Training Accuracy: 0.8857, Validation Loss: 0.3953, Validation Accuracy: 0.8542 | |
| 2024-05-16 22:18:58,105 - root - INFO - Current learning rate: 1.4687223021475344e-09 | |
| 2024-05-16 22:19:14,938 - root - INFO - Epoch 42: | |
| Training Loss: 0.2816, Training Accuracy: 0.9007, Validation Loss: 0.4112, Validation Accuracy: 0.8484 | |
| 2024-05-16 22:19:14,939 - root - INFO - Current learning rate: 1.4687223021475344e-09 | |
| 2024-05-16 22:19:32,077 - root - INFO - Epoch 43: | |
| Training Loss: 0.3457, Training Accuracy: 0.8788, Validation Loss: 0.4241, Validation Accuracy: 0.8455 | |
| 2024-05-16 22:19:32,078 - root - INFO - Current learning rate: 1.4687223021475344e-09 | |
| 2024-05-16 22:19:49,354 - root - INFO - Epoch 44: | |
| Training Loss: 0.3149, Training Accuracy: 0.8826, Validation Loss: 0.4160, Validation Accuracy: 0.8542 | |
| 2024-05-16 22:19:49,356 - root - INFO - Current learning rate: 1.4687223021475344e-09 | |
| 2024-05-16 22:20:06,691 - root - INFO - Epoch 45: | |
| Training Loss: 0.3011, Training Accuracy: 0.8894, Validation Loss: 0.4293, Validation Accuracy: 0.8484 | |
| 2024-05-16 22:20:06,692 - root - INFO - Current learning rate: 1.4687223021475344e-09 | |
| 2024-05-16 22:20:23,367 - root - INFO - Epoch 46: | |
| Training Loss: 0.3327, Training Accuracy: 0.8795, Validation Loss: 0.3971, Validation Accuracy: 0.8630 | |
| 2024-05-16 22:20:23,369 - root - INFO - Current learning rate: 1.4687223021475344e-09 | |
| 2024-05-16 22:20:40,496 - root - INFO - Epoch 47: | |
| Training Loss: 0.3180, Training Accuracy: 0.8894, Validation Loss: 0.4143, Validation Accuracy: 0.8513 | |
| 2024-05-16 22:20:40,497 - root - INFO - Current learning rate: 1.4687223021475344e-09 | |
| 2024-05-16 22:20:58,098 - root - INFO - Epoch 48: | |
| Training Loss: 0.2915, Training Accuracy: 0.8969, Validation Loss: 0.4355, Validation Accuracy: 0.8455 | |
| 2024-05-16 22:20:58,100 - root - INFO - Current learning rate: 1.4687223021475344e-09 | |
| 2024-05-16 22:21:15,492 - root - INFO - Epoch 49: | |
| Training Loss: 0.3160, Training Accuracy: 0.8882, Validation Loss: 0.4601, Validation Accuracy: 0.8163 | |
| 2024-05-16 22:21:15,494 - root - INFO - Current learning rate: 1.4687223021475344e-09 | |
| 2024-05-16 22:21:32,535 - root - INFO - Epoch 50: | |
| Training Loss: 0.3085, Training Accuracy: 0.8832, Validation Loss: 0.4587, Validation Accuracy: 0.8105 | |
| 2024-05-16 22:21:32,537 - root - INFO - Current learning rate: 1.4687223021475344e-09 | |
| 2024-05-16 22:21:32,613 - root - INFO - Model saved to checkpoint_epoch_50.pth | |
| 2024-05-16 22:21:33,771 - root - INFO - precision recall f1-score support | |
| 808 0.88 0.88 0.88 43 | |
| Clap 0.62 0.78 0.69 27 | |
| Closed Hat 0.89 0.86 0.87 63 | |
| Kick 0.94 0.93 0.94 120 | |
| Open Hat 0.76 0.87 0.81 15 | |
| Snare 0.84 0.78 0.81 76 | |
| accuracy 0.86 344 | |
| macro avg 0.82 0.85 0.83 344 | |
| weighted avg 0.87 0.86 0.86 344 | |