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