2024-05-16 15:08:45,991 - root - ERROR - An error occurred: name 'os' is not defined 2024-05-16 15:09:09,391 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 15:09:09,929 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 15:09:09,934 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 15:09:09,934 - root - ERROR - An error occurred: name 'np' is not defined 2024-05-16 15:09:43,969 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 15:09:44,476 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 15:09:44,481 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 15:09:44,490 - root - ERROR - An error occurred: name 'RandomSampler' is not defined 2024-05-16 15:10:48,213 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 15:10:48,734 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 15:10:48,739 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 15:10:48,741 - root - ERROR - An error occurred: name 'SequentialSampler' is not defined 2024-05-16 15:11:11,518 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 15:11:12,025 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 15:11:12,031 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 15:11:12,337 - root - ERROR - An error occurred: list index out of range 2024-05-16 15:19:51,771 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 15:19:52,293 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 15:19:52,298 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 15:19:52,569 - root - ERROR - An error occurred: list index out of range 2024-05-16 15:25:26,353 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 15:25:26,884 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 15:25:26,890 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 15:25:26,892 - root - INFO - Dataset length: 2288 2024-05-16 15:25:26,893 - root - INFO - Train dataset length: 1601 2024-05-16 15:25:26,894 - root - INFO - Validation dataset length: 343 2024-05-16 15:25:26,894 - root - INFO - Test dataset length: 344 2024-05-16 15:25:30,518 - root - INFO - Train dataset verification passed 2024-05-16 15:25:31,162 - root - INFO - Validation dataset verification passed 2024-05-16 15:25:32,096 - root - INFO - Test dataset verification passed 2024-05-16 15:25:32,406 - root - ERROR - An error occurred: list index out of range 2024-05-16 15:31:30,879 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 15:31:31,394 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 15:31:31,400 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 15:31:31,402 - root - ERROR - An error occurred: name 'verify_dataset_and_loader' is not defined 2024-05-16 15:35:01,395 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 15:35:01,929 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 15:35:01,934 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 15:35:01,937 - root - INFO - Dataset length: 2288 2024-05-16 15:35:01,938 - root - INFO - Train dataset length: 1601 2024-05-16 15:35:01,939 - root - INFO - Validation dataset length: 343 2024-05-16 15:35:01,939 - root - INFO - Test dataset length: 344 2024-05-16 15:35:05,709 - root - INFO - Train dataset verification passed 2024-05-16 15:35:06,364 - root - INFO - Validation dataset verification passed 2024-05-16 15:35:07,138 - root - INFO - Test dataset verification passed 2024-05-16 15:35:07,141 - root - INFO - Train sampler indices: [1715, 212, 1663, 1641, 874, 2133, 230, 1692, 1653, 1717]... (total: 2288) 2024-05-16 15:35:07,142 - root - ERROR - Train sampler index out of range: 2287 >= 1601 2024-05-16 15:35:07,143 - root - INFO - Validation sampler indices: [230, 218, 4, 229, 290, 64, 207, 188, 115, 212]... (total: 343) 2024-05-16 15:35:07,143 - root - INFO - Validation sampler indices within range. 2024-05-16 15:35:07,144 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 15:35:07,145 - root - INFO - Test sampler indices within range. 2024-05-16 15:35:07,435 - root - ERROR - An error occurred: list index out of range 2024-05-16 15:38:08,245 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 15:38:08,784 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 15:38:08,789 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 15:38:08,791 - root - ERROR - An error occurred: 'SpectrogramDataset' object has no attribute 'indices' 2024-05-16 15:39:41,986 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 15:39:42,584 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 15:39:42,588 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 15:39:42,591 - root - INFO - Dataset length: 2288 2024-05-16 15:39:42,592 - root - INFO - Train dataset length: 1601 2024-05-16 15:39:42,592 - root - INFO - Validation dataset length: 343 2024-05-16 15:39:42,593 - root - INFO - Test dataset length: 344 2024-05-16 15:39:46,571 - root - INFO - Train dataset verification passed 2024-05-16 15:39:47,363 - root - INFO - Validation dataset verification passed 2024-05-16 15:39:48,276 - root - INFO - Test dataset verification passed 2024-05-16 15:39:48,278 - root - INFO - Train sampler indices: [57, 621, 222, 1233, 1204, 758, 1312, 357, 1105, 1504]... (total: 1601) 2024-05-16 15:39:48,279 - root - INFO - Train sampler indices within range. 2024-05-16 15:39:48,280 - root - INFO - Validation sampler indices: [208, 54, 29, 193, 121, 156, 339, 189, 301, 166]... (total: 343) 2024-05-16 15:39:48,281 - root - INFO - Validation sampler indices within range. 2024-05-16 15:39:48,282 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 15:39:48,283 - root - INFO - Test sampler indices within range. 2024-05-16 15:39:50,020 - root - ERROR - An error occurred: mat1 and mat2 shapes cannot be multiplied (256x32768 and 8192x1024) 2024-05-16 15:41:07,216 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 15:41:07,794 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 15:41:07,799 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 15:41:07,802 - root - INFO - Dataset length: 2288 2024-05-16 15:41:07,802 - root - INFO - Train dataset length: 1601 2024-05-16 15:41:07,803 - root - INFO - Validation dataset length: 343 2024-05-16 15:41:07,804 - root - INFO - Test dataset length: 344 2024-05-16 15:41:11,881 - root - INFO - Train dataset verification passed 2024-05-16 15:41:12,832 - root - INFO - Validation dataset verification passed 2024-05-16 15:41:13,661 - root - INFO - Test dataset verification passed 2024-05-16 15:41:13,663 - root - INFO - Train sampler indices: [1180, 1565, 821, 15, 559, 111, 128, 1387, 1325, 1509]... (total: 1601) 2024-05-16 15:41:13,664 - root - INFO - Train sampler indices within range. 2024-05-16 15:41:13,665 - root - INFO - Validation sampler indices: [252, 171, 14, 36, 193, 141, 57, 38, 219, 65]... (total: 343) 2024-05-16 15:41:13,665 - root - INFO - Validation sampler indices within range. 2024-05-16 15:41:13,666 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 15:41:13,667 - root - INFO - Test sampler indices within range. 2024-05-16 15:41:15,654 - root - ERROR - An error occurred: mat1 and mat2 shapes cannot be multiplied (256x32768 and 8192x1024) 2024-05-16 15:43:06,699 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 15:43:07,225 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 15:43:07,230 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 15:43:07,232 - root - INFO - Dataset length: 2288 2024-05-16 15:43:07,233 - root - INFO - Train dataset length: 1601 2024-05-16 15:43:07,234 - root - INFO - Validation dataset length: 343 2024-05-16 15:43:07,234 - root - INFO - Test dataset length: 344 2024-05-16 15:43:10,655 - root - INFO - Train dataset verification passed 2024-05-16 15:43:11,554 - root - INFO - Validation dataset verification passed 2024-05-16 15:43:12,261 - root - INFO - Test dataset verification passed 2024-05-16 15:43:12,264 - root - INFO - Train sampler indices: [976, 895, 296, 857, 1419, 1508, 1235, 341, 1009, 78]... (total: 1601) 2024-05-16 15:43:12,265 - root - INFO - Train sampler indices within range. 2024-05-16 15:43:12,267 - root - INFO - Validation sampler indices: [142, 152, 107, 169, 147, 12, 161, 15, 61, 141]... (total: 343) 2024-05-16 15:43:12,267 - root - INFO - Validation sampler indices within range. 2024-05-16 15:43:12,268 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 15:43:12,269 - root - INFO - Test sampler indices within range. 2024-05-16 15:43:12,828 - root - ERROR - An error occurred: Input type (torch.cuda.FloatTensor) and weight type (torch.FloatTensor) should be the same 2024-05-16 15:46:38,338 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 15:46:38,853 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 15:46:38,905 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 15:46:38,909 - root - INFO - Dataset length: 2288 2024-05-16 15:46:38,910 - root - INFO - Train dataset length: 1601 2024-05-16 15:46:38,912 - root - INFO - Validation dataset length: 343 2024-05-16 15:46:38,913 - root - INFO - Test dataset length: 344 2024-05-16 15:46:42,470 - root - INFO - Train dataset verification passed 2024-05-16 15:46:43,177 - root - INFO - Validation dataset verification passed 2024-05-16 15:46:43,924 - root - INFO - Test dataset verification passed 2024-05-16 15:46:43,927 - root - INFO - Train sampler indices: [772, 408, 1328, 1382, 558, 1027, 1482, 1487, 198, 69]... (total: 1601) 2024-05-16 15:46:43,928 - root - INFO - Train sampler indices within range. 2024-05-16 15:46:43,929 - root - INFO - Validation sampler indices: [13, 20, 65, 277, 248, 107, 263, 31, 179, 159]... (total: 343) 2024-05-16 15:46:43,929 - root - INFO - Validation sampler indices within range. 2024-05-16 15:46:43,930 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 15:46:43,931 - root - INFO - Test sampler indices within range. 2024-05-16 15:46:44,414 - root - ERROR - An error occurred: 'AudioResNet' object has no attribute 'fc1' 2024-05-16 15:50:57,787 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 15:50:58,328 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 15:50:58,333 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 15:50:58,335 - root - INFO - Dataset length: 2288 2024-05-16 15:50:58,336 - root - INFO - Train dataset length: 1601 2024-05-16 15:50:58,337 - root - INFO - Validation dataset length: 343 2024-05-16 15:50:58,337 - root - INFO - Test dataset length: 344 2024-05-16 15:51:01,977 - root - INFO - Train dataset verification passed 2024-05-16 15:51:02,979 - root - INFO - Validation dataset verification passed 2024-05-16 15:51:03,681 - root - INFO - Test dataset verification passed 2024-05-16 15:51:03,684 - root - INFO - Train sampler indices: [857, 128, 1276, 675, 178, 746, 1561, 1386, 1350, 1563]... (total: 1601) 2024-05-16 15:51:03,685 - root - INFO - Train sampler indices within range. 2024-05-16 15:51:03,686 - root - INFO - Validation sampler indices: [183, 83, 79, 230, 84, 20, 227, 30, 273, 196]... (total: 343) 2024-05-16 15:51:03,686 - root - INFO - Validation sampler indices within range. 2024-05-16 15:51:03,687 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 15:51:03,688 - root - INFO - Test sampler indices within range. 2024-05-16 15:51:05,540 - root - ERROR - An error occurred: mat1 and mat2 shapes cannot be multiplied (256x32768 and 8192x1024) 2024-05-16 15:52:16,452 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 15:52:16,965 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 15:52:16,971 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 15:52:16,973 - root - INFO - Dataset length: 2288 2024-05-16 15:52:16,974 - root - INFO - Train dataset length: 1601 2024-05-16 15:52:16,975 - root - INFO - Validation dataset length: 343 2024-05-16 15:52:16,976 - root - INFO - Test dataset length: 344 2024-05-16 15:52:20,456 - root - INFO - Train dataset verification passed 2024-05-16 15:52:21,253 - root - INFO - Validation dataset verification passed 2024-05-16 15:52:21,949 - root - INFO - Test dataset verification passed 2024-05-16 15:52:21,952 - root - INFO - Train sampler indices: [299, 79, 986, 896, 1037, 1500, 744, 719, 643, 617]... (total: 1601) 2024-05-16 15:52:21,953 - root - INFO - Train sampler indices within range. 2024-05-16 15:52:21,954 - root - INFO - Validation sampler indices: [306, 310, 294, 202, 235, 302, 263, 115, 269, 131]... (total: 343) 2024-05-16 15:52:21,954 - root - INFO - Validation sampler indices within range. 2024-05-16 15:52:21,955 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 15:52:21,956 - root - INFO - Test sampler indices within range. 2024-05-16 15:52:23,868 - root - ERROR - An error occurred: mat1 and mat2 shapes cannot be multiplied (256x32768 and 8192x1024) 2024-05-16 15:53:57,879 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 15:53:58,421 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 15:53:58,426 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 15:53:58,428 - root - INFO - Dataset length: 2288 2024-05-16 15:53:58,429 - root - INFO - Train dataset length: 1601 2024-05-16 15:53:58,430 - root - INFO - Validation dataset length: 343 2024-05-16 15:53:58,431 - root - INFO - Test dataset length: 344 2024-05-16 15:54:01,990 - root - INFO - Train dataset verification passed 2024-05-16 15:54:02,647 - root - INFO - Validation dataset verification passed 2024-05-16 15:54:03,543 - root - INFO - Test dataset verification passed 2024-05-16 15:54:03,546 - root - INFO - Train sampler indices: [1546, 728, 897, 1176, 902, 685, 927, 191, 553, 1434]... (total: 1601) 2024-05-16 15:54:03,546 - root - INFO - Train sampler indices within range. 2024-05-16 15:54:03,548 - root - INFO - Validation sampler indices: [293, 119, 112, 212, 257, 185, 237, 77, 285, 248]... (total: 343) 2024-05-16 15:54:03,548 - root - INFO - Validation sampler indices within range. 2024-05-16 15:54:03,549 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 15:54:03,550 - root - INFO - Test sampler indices within range. 2024-05-16 15:54:05,500 - root - ERROR - An error occurred: mat1 and mat2 shapes cannot be multiplied (256x32768 and 8192x1024) 2024-05-16 16:40:54,571 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 16:40:55,090 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 16:40:55,095 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 16:40:55,098 - root - INFO - Dataset length: 2288 2024-05-16 16:40:55,099 - root - INFO - Train dataset length: 1601 2024-05-16 16:40:55,099 - root - INFO - Validation dataset length: 343 2024-05-16 16:40:55,100 - root - INFO - Test dataset length: 344 2024-05-16 16:40:58,581 - root - INFO - Train dataset verification passed 2024-05-16 16:40:59,386 - root - INFO - Validation dataset verification passed 2024-05-16 16:41:00,025 - root - INFO - Test dataset verification passed 2024-05-16 16:41:00,028 - root - INFO - Train sampler indices: [1258, 418, 585, 1154, 76, 11, 847, 845, 612, 483]... (total: 1601) 2024-05-16 16:41:00,028 - root - INFO - Train sampler indices within range. 2024-05-16 16:41:00,029 - root - INFO - Validation sampler indices: [185, 112, 269, 159, 203, 219, 94, 240, 34, 252]... (total: 343) 2024-05-16 16:41:00,030 - root - INFO - Validation sampler indices within range. 2024-05-16 16:41:00,030 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 16:41:00,031 - root - INFO - Test sampler indices within range. 2024-05-16 16:41:01,972 - root - ERROR - An error occurred: mat1 and mat2 shapes cannot be multiplied (256x32768 and 8192x1024) 2024-05-16 16:42:14,104 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 16:42:14,609 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 16:42:14,615 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 16:42:14,618 - root - INFO - Dataset length: 2288 2024-05-16 16:42:14,619 - root - INFO - Train dataset length: 1601 2024-05-16 16:42:14,619 - root - INFO - Validation dataset length: 343 2024-05-16 16:42:14,620 - root - INFO - Test dataset length: 344 2024-05-16 16:42:18,231 - root - INFO - Train dataset verification passed 2024-05-16 16:42:18,857 - root - INFO - Validation dataset verification passed 2024-05-16 16:42:19,612 - root - INFO - Test dataset verification passed 2024-05-16 16:42:19,614 - root - INFO - Train sampler indices: [1079, 1334, 1520, 1425, 1063, 958, 1569, 283, 389, 1485]... (total: 1601) 2024-05-16 16:42:19,615 - root - INFO - Train sampler indices within range. 2024-05-16 16:42:19,616 - root - INFO - Validation sampler indices: [80, 280, 119, 79, 32, 196, 221, 326, 128, 141]... (total: 343) 2024-05-16 16:42:19,616 - root - INFO - Validation sampler indices within range. 2024-05-16 16:42:19,617 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 16:42:19,618 - root - INFO - Test sampler indices within range. 2024-05-16 16:42:21,472 - root - ERROR - An error occurred: mat1 and mat2 shapes cannot be multiplied (256x32768 and 8192x1024) 2024-05-16 16:45:00,618 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 16:45:01,133 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 16:45:01,138 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 16:45:01,141 - root - INFO - Dataset length: 2288 2024-05-16 16:45:01,142 - root - INFO - Train dataset length: 1601 2024-05-16 16:45:01,143 - root - INFO - Validation dataset length: 343 2024-05-16 16:45:01,144 - root - INFO - Test dataset length: 344 2024-05-16 16:45:04,845 - root - INFO - Train dataset verification passed 2024-05-16 16:45:05,730 - root - INFO - Validation dataset verification passed 2024-05-16 16:45:06,456 - root - INFO - Test dataset verification passed 2024-05-16 16:45:06,459 - root - INFO - Train sampler indices: [1162, 1145, 1130, 1430, 470, 1266, 178, 1590, 1313, 1475]... (total: 1601) 2024-05-16 16:45:06,459 - root - INFO - Train sampler indices within range. 2024-05-16 16:45:06,461 - root - INFO - Validation sampler indices: [310, 213, 333, 315, 25, 224, 304, 210, 136, 134]... (total: 343) 2024-05-16 16:45:06,461 - root - INFO - Validation sampler indices within range. 2024-05-16 16:45:06,462 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 16:45:06,462 - root - INFO - Test sampler indices within range. 2024-05-16 16:45:08,309 - root - ERROR - An error occurred: mat1 and mat2 shapes cannot be multiplied (256x32768 and 8192x1024) 2024-05-16 16:48:33,071 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 16:48:33,582 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 16:48:33,587 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 16:48:33,590 - root - INFO - Dataset length: 2288 2024-05-16 16:48:33,591 - root - INFO - Train dataset length: 1601 2024-05-16 16:48:33,591 - root - INFO - Validation dataset length: 343 2024-05-16 16:48:33,592 - root - INFO - Test dataset length: 344 2024-05-16 16:48:37,170 - root - INFO - Train dataset verification passed 2024-05-16 16:48:38,002 - root - INFO - Validation dataset verification passed 2024-05-16 16:48:38,710 - root - INFO - Test dataset verification passed 2024-05-16 16:48:38,713 - root - INFO - Train sampler indices: [937, 1119, 318, 526, 1492, 643, 231, 300, 479, 1239]... (total: 1601) 2024-05-16 16:48:38,713 - root - INFO - Train sampler indices within range. 2024-05-16 16:48:38,714 - root - INFO - Validation sampler indices: [240, 43, 198, 107, 57, 126, 341, 52, 128, 172]... (total: 343) 2024-05-16 16:48:38,715 - root - INFO - Validation sampler indices within range. 2024-05-16 16:48:38,716 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 16:48:38,716 - root - INFO - Test sampler indices within range. 2024-05-16 16:53:13,787 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 16:53:14,367 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 16:53:14,373 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 16:53:14,376 - root - INFO - Dataset length: 2288 2024-05-16 16:53:14,377 - root - INFO - Train dataset length: 1601 2024-05-16 16:53:14,378 - root - INFO - Validation dataset length: 343 2024-05-16 16:53:14,378 - root - INFO - Test dataset length: 344 2024-05-16 16:53:18,114 - root - INFO - Train dataset verification passed 2024-05-16 16:53:18,700 - root - INFO - Validation dataset verification passed 2024-05-16 16:53:19,364 - root - INFO - Test dataset verification passed 2024-05-16 16:53:19,367 - root - INFO - Train sampler indices: [417, 305, 1305, 1228, 557, 285, 665, 354, 630, 7]... (total: 1601) 2024-05-16 16:53:19,367 - root - INFO - Train sampler indices within range. 2024-05-16 16:53:19,368 - root - INFO - Validation sampler indices: [132, 250, 298, 27, 275, 336, 224, 12, 267, 110]... (total: 343) 2024-05-16 16:53:19,369 - root - INFO - Validation sampler indices within range. 2024-05-16 16:53:19,369 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 16:53:19,370 - root - INFO - Test sampler indices within range. 2024-05-16 16:54:30,006 - root - ERROR - An error occurred: mat1 and mat2 shapes cannot be multiplied (65x28672 and 32768x1024) 2024-05-16 16:58:46,198 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 16:58:46,715 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 16:58:46,720 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 16:58:46,723 - root - INFO - Dataset length: 2288 2024-05-16 16:58:46,723 - root - INFO - Train dataset length: 1601 2024-05-16 16:58:46,724 - root - INFO - Validation dataset length: 343 2024-05-16 16:58:46,725 - root - INFO - Test dataset length: 344 2024-05-16 16:58:50,330 - root - INFO - Train dataset verification passed 2024-05-16 16:58:51,110 - root - INFO - Validation dataset verification passed 2024-05-16 16:58:51,943 - root - INFO - Test dataset verification passed 2024-05-16 16:58:51,945 - root - INFO - Train sampler indices: [963, 1570, 599, 1093, 923, 1455, 61, 711, 76, 753]... (total: 1601) 2024-05-16 16:58:51,946 - root - INFO - Train sampler indices within range. 2024-05-16 16:58:51,947 - root - INFO - Validation sampler indices: [93, 4, 216, 142, 203, 314, 263, 222, 326, 199]... (total: 343) 2024-05-16 16:58:51,948 - root - INFO - Validation sampler indices within range. 2024-05-16 16:58:51,948 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 16:58:51,949 - root - INFO - Test sampler indices within range. 2024-05-16 17:01:19,991 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 17:01:20,507 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 17:01:20,512 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 17:01:20,515 - root - INFO - Dataset length: 2288 2024-05-16 17:01:20,516 - root - INFO - Train dataset length: 1601 2024-05-16 17:01:20,516 - root - INFO - Validation dataset length: 343 2024-05-16 17:01:20,517 - root - INFO - Test dataset length: 344 2024-05-16 17:01:23,995 - root - INFO - Train dataset verification passed 2024-05-16 17:01:24,677 - root - INFO - Validation dataset verification passed 2024-05-16 17:01:25,476 - root - INFO - Test dataset verification passed 2024-05-16 17:01:25,479 - root - INFO - Train sampler indices: [1387, 1163, 1160, 689, 400, 288, 1388, 1466, 1248, 921]... (total: 1601) 2024-05-16 17:01:25,479 - root - INFO - Train sampler indices within range. 2024-05-16 17:01:25,480 - root - INFO - Validation sampler indices: [18, 46, 244, 12, 240, 334, 280, 73, 322, 177]... (total: 343) 2024-05-16 17:01:25,481 - root - INFO - Validation sampler indices within range. 2024-05-16 17:01:25,481 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 17:01:25,482 - root - INFO - Test sampler indices within range. 2024-05-16 17:09:53,291 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 17:09:53,807 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 17:09:53,965 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 17:09:53,968 - root - INFO - Dataset length: 2288 2024-05-16 17:09:53,969 - root - INFO - Train dataset length: 1601 2024-05-16 17:09:53,970 - root - INFO - Validation dataset length: 343 2024-05-16 17:09:53,971 - root - INFO - Test dataset length: 344 2024-05-16 17:09:57,660 - root - INFO - Train dataset verification passed 2024-05-16 17:09:58,343 - root - INFO - Validation dataset verification passed 2024-05-16 17:09:59,001 - root - INFO - Test dataset verification passed 2024-05-16 17:09:59,004 - root - INFO - Train sampler indices: [1020, 1164, 378, 1445, 1077, 545, 635, 390, 489, 52]... (total: 1601) 2024-05-16 17:09:59,004 - root - INFO - Train sampler indices within range. 2024-05-16 17:09:59,006 - root - INFO - Validation sampler indices: [317, 276, 168, 294, 80, 262, 68, 152, 337, 193]... (total: 343) 2024-05-16 17:09:59,006 - root - INFO - Validation sampler indices within range. 2024-05-16 17:09:59,007 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 17:09:59,007 - root - INFO - Test sampler indices within range. 2024-05-16 17:14:42,976 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 17:14:43,536 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 17:14:43,541 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 17:14:43,544 - root - INFO - Dataset length: 2288 2024-05-16 17:14:43,544 - root - INFO - Train dataset length: 1601 2024-05-16 17:14:43,545 - root - INFO - Validation dataset length: 343 2024-05-16 17:14:43,546 - root - INFO - Test dataset length: 344 2024-05-16 17:14:47,402 - root - INFO - Train dataset verification passed 2024-05-16 17:14:48,119 - root - INFO - Validation dataset verification passed 2024-05-16 17:14:48,836 - root - INFO - Test dataset verification passed 2024-05-16 17:14:48,839 - root - INFO - Train sampler indices: [51, 468, 1020, 401, 1069, 884, 566, 1287, 1280, 514]... (total: 1601) 2024-05-16 17:14:48,839 - root - INFO - Train sampler indices within range. 2024-05-16 17:14:48,840 - root - INFO - Validation sampler indices: [40, 77, 104, 254, 113, 284, 119, 195, 133, 4]... (total: 343) 2024-05-16 17:14:48,841 - root - INFO - Validation sampler indices within range. 2024-05-16 17:14:48,841 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 17:14:48,842 - root - INFO - Test sampler indices within range. 2024-05-16 17:16:34,292 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 17:16:34,820 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 17:16:34,825 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 17:16:34,828 - root - INFO - Dataset length: 2288 2024-05-16 17:16:34,829 - root - INFO - Train dataset length: 1601 2024-05-16 17:16:34,830 - root - INFO - Validation dataset length: 343 2024-05-16 17:16:34,831 - root - INFO - Test dataset length: 344 2024-05-16 17:16:38,483 - root - INFO - Train dataset verification passed 2024-05-16 17:16:39,261 - root - INFO - Validation dataset verification passed 2024-05-16 17:16:40,178 - root - INFO - Test dataset verification passed 2024-05-16 17:16:40,182 - root - INFO - Train sampler indices: [161, 1459, 1297, 1364, 621, 261, 361, 1526, 159, 676]... (total: 1601) 2024-05-16 17:16:40,182 - root - INFO - Train sampler indices within range. 2024-05-16 17:16:40,183 - root - INFO - Validation sampler indices: [108, 159, 16, 2, 255, 169, 322, 176, 257, 319]... (total: 343) 2024-05-16 17:16:40,184 - root - INFO - Validation sampler indices within range. 2024-05-16 17:16:40,185 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 17:16:40,185 - root - INFO - Test sampler indices within range. 2024-05-16 17:22:38,962 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 17:22:39,476 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 17:22:39,482 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 17:22:39,484 - root - INFO - Dataset length: 2288 2024-05-16 17:22:39,485 - root - INFO - Train dataset length: 1601 2024-05-16 17:22:39,486 - root - INFO - Validation dataset length: 343 2024-05-16 17:22:39,486 - root - INFO - Test dataset length: 344 2024-05-16 17:22:43,533 - root - INFO - Train dataset verification passed 2024-05-16 17:22:44,327 - root - INFO - Validation dataset verification passed 2024-05-16 17:22:45,030 - root - INFO - Test dataset verification passed 2024-05-16 17:22:45,033 - root - INFO - Train sampler indices: [118, 829, 811, 1417, 665, 623, 127, 1084, 1138, 1530]... (total: 1601) 2024-05-16 17:22:45,033 - root - INFO - Train sampler indices within range. 2024-05-16 17:22:45,035 - root - INFO - Validation sampler indices: [143, 9, 118, 218, 205, 141, 320, 39, 336, 33]... (total: 343) 2024-05-16 17:22:45,035 - root - INFO - Validation sampler indices within range. 2024-05-16 17:22:45,036 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 17:22:45,036 - root - INFO - Test sampler indices within range. 2024-05-16 17:25:24,529 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 17:25:25,119 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 17:25:25,125 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 17:25:25,128 - root - INFO - Dataset length: 2288 2024-05-16 17:25:25,129 - root - INFO - Train dataset length: 1601 2024-05-16 17:25:25,130 - root - INFO - Validation dataset length: 343 2024-05-16 17:25:25,131 - root - INFO - Test dataset length: 344 2024-05-16 17:25:28,714 - root - INFO - Train dataset verification passed 2024-05-16 17:25:29,462 - root - INFO - Validation dataset verification passed 2024-05-16 17:25:30,173 - root - INFO - Test dataset verification passed 2024-05-16 17:25:30,176 - root - INFO - Train sampler indices: [902, 936, 524, 793, 626, 1586, 205, 1589, 421, 1497]... (total: 1601) 2024-05-16 17:25:30,176 - root - INFO - Train sampler indices within range. 2024-05-16 17:25:30,177 - root - INFO - Validation sampler indices: [231, 277, 199, 19, 226, 308, 339, 291, 36, 148]... (total: 343) 2024-05-16 17:25:30,178 - root - INFO - Validation sampler indices within range. 2024-05-16 17:25:30,178 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 17:25:30,179 - root - INFO - Test sampler indices within range. 2024-05-16 17:27:12,712 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 17:27:13,220 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 17:27:13,226 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 17:27:13,229 - root - INFO - Dataset length: 2288 2024-05-16 17:27:13,230 - root - INFO - Train dataset length: 1601 2024-05-16 17:27:13,231 - root - INFO - Validation dataset length: 343 2024-05-16 17:27:13,231 - root - INFO - Test dataset length: 344 2024-05-16 17:27:16,751 - root - INFO - Train dataset verification passed 2024-05-16 17:27:17,505 - root - INFO - Validation dataset verification passed 2024-05-16 17:27:18,216 - root - INFO - Test dataset verification passed 2024-05-16 17:27:18,219 - root - INFO - Train sampler indices: [554, 203, 939, 1461, 214, 1459, 1, 114, 1008, 835]... (total: 1601) 2024-05-16 17:27:18,219 - root - INFO - Train sampler indices within range. 2024-05-16 17:27:18,221 - root - INFO - Validation sampler indices: [134, 260, 160, 205, 259, 177, 241, 41, 48, 58]... (total: 343) 2024-05-16 17:27:18,221 - root - INFO - Validation sampler indices within range. 2024-05-16 17:27:18,222 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 17:27:18,222 - root - INFO - Test sampler indices within range. 2024-05-16 17:32:36,459 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 17:32:37,002 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 17:32:37,008 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 17:32:37,011 - root - INFO - Dataset length: 2288 2024-05-16 17:32:37,012 - root - INFO - Train dataset length: 1601 2024-05-16 17:32:37,013 - root - INFO - Validation dataset length: 343 2024-05-16 17:32:37,014 - root - INFO - Test dataset length: 344 2024-05-16 17:32:40,988 - root - INFO - Train dataset verification passed 2024-05-16 17:32:41,669 - root - INFO - Validation dataset verification passed 2024-05-16 17:32:42,237 - root - INFO - Test dataset verification passed 2024-05-16 17:32:42,239 - root - INFO - Train sampler indices: [1107, 648, 26, 1289, 277, 753, 139, 1574, 579, 566]... (total: 1601) 2024-05-16 17:32:42,240 - root - INFO - Train sampler indices within range. 2024-05-16 17:32:42,241 - root - INFO - Validation sampler indices: [324, 93, 175, 231, 205, 84, 1, 66, 140, 120]... (total: 343) 2024-05-16 17:32:42,242 - root - INFO - Validation sampler indices within range. 2024-05-16 17:32:42,242 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 17:32:42,243 - root - INFO - Test sampler indices within range. 2024-05-16 17:35:48,077 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 17:35:48,610 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 17:35:48,614 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 17:35:48,617 - root - INFO - Dataset length: 2288 2024-05-16 17:35:48,618 - root - INFO - Train dataset length: 1601 2024-05-16 17:35:48,619 - root - INFO - Validation dataset length: 343 2024-05-16 17:35:48,619 - root - INFO - Test dataset length: 344 2024-05-16 17:35:52,394 - root - INFO - Train dataset verification passed 2024-05-16 17:35:53,318 - root - INFO - Validation dataset verification passed 2024-05-16 17:35:54,123 - root - INFO - Test dataset verification passed 2024-05-16 17:35:54,127 - root - INFO - Train sampler indices: [927, 1138, 180, 622, 0, 824, 702, 784, 273, 1378]... (total: 1601) 2024-05-16 17:35:54,127 - root - INFO - Train sampler indices within range. 2024-05-16 17:35:54,129 - root - INFO - Validation sampler indices: [192, 283, 183, 187, 227, 32, 199, 268, 174, 259]... (total: 343) 2024-05-16 17:35:54,130 - root - INFO - Validation sampler indices within range. 2024-05-16 17:35:54,131 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 17:35:54,132 - root - INFO - Test sampler indices within range. 2024-05-16 17:36:27,073 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 17:36:27,582 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 17:36:27,587 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 17:36:27,590 - root - INFO - Dataset length: 2288 2024-05-16 17:36:27,591 - root - INFO - Train dataset length: 1601 2024-05-16 17:36:27,592 - root - INFO - Validation dataset length: 343 2024-05-16 17:36:27,593 - root - INFO - Test dataset length: 344 2024-05-16 17:36:31,059 - root - INFO - Train dataset verification passed 2024-05-16 17:36:31,803 - root - INFO - Validation dataset verification passed 2024-05-16 17:36:32,610 - root - INFO - Test dataset verification passed 2024-05-16 17:36:32,613 - root - INFO - Train sampler indices: [837, 328, 1195, 909, 1489, 664, 151, 1415, 267, 484]... (total: 1601) 2024-05-16 17:36:32,613 - root - INFO - Train sampler indices within range. 2024-05-16 17:36:32,615 - root - INFO - Validation sampler indices: [123, 143, 321, 66, 222, 160, 292, 324, 64, 103]... (total: 343) 2024-05-16 17:36:32,615 - root - INFO - Validation sampler indices within range. 2024-05-16 17:36:32,616 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 17:36:32,617 - root - INFO - Test sampler indices within range. 2024-05-16 17:38:25,497 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 17:38:26,055 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 17:38:26,060 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 17:38:26,063 - root - INFO - Dataset length: 2288 2024-05-16 17:38:26,064 - root - INFO - Train dataset length: 1601 2024-05-16 17:38:26,064 - root - INFO - Validation dataset length: 343 2024-05-16 17:38:26,065 - root - INFO - Test dataset length: 344 2024-05-16 17:38:29,643 - root - INFO - Train dataset verification passed 2024-05-16 17:38:30,352 - root - INFO - Validation dataset verification passed 2024-05-16 17:38:31,124 - root - INFO - Test dataset verification passed 2024-05-16 17:38:31,127 - root - INFO - Train sampler indices: [175, 1137, 485, 1569, 1512, 540, 916, 448, 467, 1365]... (total: 1601) 2024-05-16 17:38:31,127 - root - INFO - Train sampler indices within range. 2024-05-16 17:38:31,129 - root - INFO - Validation sampler indices: [79, 304, 232, 145, 290, 57, 301, 45, 261, 97]... (total: 343) 2024-05-16 17:38:31,129 - root - INFO - Validation sampler indices within range. 2024-05-16 17:38:31,130 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 17:38:31,130 - root - INFO - Test sampler indices within range. 2024-05-16 17:42:09,758 - root - INFO - Initializing SpectrogramDataset... 2024-05-16 17:42:10,265 - root - INFO - Dataset object loaded from F:\DATASET\v1\Spectrograms\spectrogram_dataset.pkl 2024-05-16 17:42:10,270 - root - INFO - SpectrogramDataset initialized successfully 2024-05-16 17:42:10,273 - root - INFO - Dataset length: 2288 2024-05-16 17:42:10,274 - root - INFO - Train dataset length: 1601 2024-05-16 17:42:10,274 - root - INFO - Validation dataset length: 343 2024-05-16 17:42:10,275 - root - INFO - Test dataset length: 344 2024-05-16 17:42:13,857 - root - INFO - Train dataset verification passed 2024-05-16 17:42:14,445 - root - INFO - Validation dataset verification passed 2024-05-16 17:42:15,193 - root - INFO - Test dataset verification passed 2024-05-16 17:42:15,195 - root - INFO - Train sampler indices: [480, 1221, 1063, 1056, 567, 1140, 877, 909, 686, 1147]... (total: 1601) 2024-05-16 17:42:15,195 - root - INFO - Train sampler indices within range. 2024-05-16 17:42:15,196 - root - INFO - Validation sampler indices: [12, 273, 22, 283, 14, 231, 4, 316, 229, 232]... (total: 343) 2024-05-16 17:42:15,197 - root - INFO - Validation sampler indices within range. 2024-05-16 17:42:15,198 - root - INFO - Test sampler indices: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]... (total: 344) 2024-05-16 17:42:15,198 - root - INFO - Test sampler indices within range. 2024-05-16 19:59:59,273 - root - INFO - Epoch 1: Training Loss: 1.5577, Training Accuracy: 0.3242, Validation Loss: 1.6561, Validation Accuracy: 0.1603 2024-05-16 19:59:59,275 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:00:16,791 - root - INFO - Epoch 2: Training Loss: 1.1934, Training Accuracy: 0.5572, Validation Loss: 1.6995, Validation Accuracy: 0.1545 2024-05-16 20:00:16,792 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:00:33,986 - root - INFO - Epoch 3: Training Loss: 1.0130, Training Accuracy: 0.6140, Validation Loss: 1.6373, Validation Accuracy: 0.1983 2024-05-16 20:00:33,987 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:00:51,043 - root - INFO - Epoch 4: Training Loss: 0.9106, Training Accuracy: 0.6452, Validation Loss: 1.6587, Validation Accuracy: 0.3586 2024-05-16 20:00:51,044 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:01:07,976 - root - INFO - Epoch 5: Training Loss: 0.8757, Training Accuracy: 0.6377, Validation Loss: 0.9697, Validation Accuracy: 0.6501 2024-05-16 20:01:07,977 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:01:25,453 - root - INFO - Epoch 6: Training Loss: 0.7976, Training Accuracy: 0.6677, Validation Loss: 0.8183, Validation Accuracy: 0.6618 2024-05-16 20:01:25,454 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:01:42,979 - root - INFO - Epoch 7: Training Loss: 0.7621, Training Accuracy: 0.7021, Validation Loss: 0.8188, Validation Accuracy: 0.6822 2024-05-16 20:01:42,980 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:02:00,123 - root - INFO - Epoch 8: Training Loss: 0.7261, Training Accuracy: 0.7164, Validation Loss: 0.8117, Validation Accuracy: 0.6939 2024-05-16 20:02:00,124 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:02:17,571 - root - INFO - Epoch 9: Training Loss: 0.6669, Training Accuracy: 0.7439, Validation Loss: 1.3692, Validation Accuracy: 0.4111 2024-05-16 20:02:17,572 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:02:35,083 - root - INFO - Epoch 10: Training Loss: 0.6629, Training Accuracy: 0.7383, Validation Loss: 1.0841, Validation Accuracy: 0.5656 2024-05-16 20:02:35,084 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:02:35,156 - root - INFO - Model saved to checkpoint_epoch_10.pth 2024-05-16 20:02:52,706 - root - INFO - Epoch 11: Training Loss: 0.6576, Training Accuracy: 0.7639, Validation Loss: 1.1429, Validation Accuracy: 0.4985 2024-05-16 20:02:52,706 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:03:09,804 - root - INFO - Epoch 12: Training Loss: 0.6069, Training Accuracy: 0.7758, Validation Loss: 0.6139, Validation Accuracy: 0.7580 2024-05-16 20:03:09,805 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:03:27,549 - root - INFO - Epoch 13: Training Loss: 0.6503, Training Accuracy: 0.7676, Validation Loss: 0.7179, Validation Accuracy: 0.7405 2024-05-16 20:03:27,550 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:03:45,089 - root - INFO - Epoch 14: Training Loss: 0.6080, Training Accuracy: 0.7739, Validation Loss: 0.8486, Validation Accuracy: 0.6735 2024-05-16 20:03:45,090 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:04:02,210 - root - INFO - Epoch 15: Training Loss: 0.5748, Training Accuracy: 0.7901, Validation Loss: 0.5868, Validation Accuracy: 0.7813 2024-05-16 20:04:02,211 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:04:20,031 - root - INFO - Epoch 16: Training Loss: 0.5869, Training Accuracy: 0.7914, Validation Loss: 0.6960, Validation Accuracy: 0.7551 2024-05-16 20:04:20,033 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:04:37,050 - root - INFO - Epoch 17: Training Loss: 0.5558, Training Accuracy: 0.8082, Validation Loss: 0.8577, Validation Accuracy: 0.6297 2024-05-16 20:04:37,051 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:04:54,387 - root - INFO - Epoch 18: Training Loss: 0.4989, Training Accuracy: 0.8126, Validation Loss: 0.7182, Validation Accuracy: 0.7230 2024-05-16 20:04:54,388 - root - INFO - Current learning rate: 0.00014687223021475341 2024-05-16 20:05:11,701 - root - INFO - Epoch 19: Training Loss: 0.4998, Training Accuracy: 0.8239, Validation Loss: 1.1774, Validation Accuracy: 0.5073 2024-05-16 20:05:11,702 - root - INFO - Current learning rate: 1.4687223021475341e-05 2024-05-16 20:05:28,909 - root - INFO - Epoch 20: Training Loss: 0.4958, Training Accuracy: 0.8245, Validation Loss: 0.6923, Validation Accuracy: 0.7201 2024-05-16 20:05:28,910 - root - INFO - Current learning rate: 1.4687223021475341e-05 2024-05-16 20:05:29,023 - root - INFO - Model saved to checkpoint_epoch_20.pth 2024-05-16 20:05:46,100 - root - INFO - Epoch 21: Training Loss: 0.4622, Training Accuracy: 0.8332, Validation Loss: 0.5315, Validation Accuracy: 0.8017 2024-05-16 20:05:46,101 - root - INFO - Current learning rate: 1.4687223021475341e-05 2024-05-16 20:06:03,727 - root - INFO - Epoch 22: Training Loss: 0.4357, Training Accuracy: 0.8463, Validation Loss: 0.4926, Validation Accuracy: 0.8163 2024-05-16 20:06:03,728 - root - INFO - Current learning rate: 1.4687223021475341e-05 2024-05-16 20:06:21,316 - root - INFO - Epoch 23: Training Loss: 0.4551, Training Accuracy: 0.8332, Validation Loss: 0.5084, Validation Accuracy: 0.8105 2024-05-16 20:06:21,318 - root - INFO - Current learning rate: 1.4687223021475341e-05 2024-05-16 20:06:38,567 - root - INFO - Epoch 24: Training Loss: 0.4457, Training Accuracy: 0.8326, Validation Loss: 0.4975, Validation Accuracy: 0.8309 2024-05-16 20:06:38,568 - root - INFO - Current learning rate: 1.4687223021475341e-05 2024-05-16 20:06:55,865 - root - INFO - Epoch 25: Training Loss: 0.4442, Training Accuracy: 0.8445, Validation Loss: 0.5614, Validation Accuracy: 0.7726 2024-05-16 20:06:55,866 - root - INFO - Current learning rate: 1.4687223021475341e-05 2024-05-16 20:07:12,862 - root - INFO - Epoch 26: Training Loss: 0.4198, Training Accuracy: 0.8482, Validation Loss: 0.5582, Validation Accuracy: 0.7872 2024-05-16 20:07:12,863 - root - INFO - Current learning rate: 1.4687223021475343e-06 2024-05-16 20:07:29,969 - root - INFO - Epoch 27: Training Loss: 0.4044, Training Accuracy: 0.8576, Validation Loss: 0.5670, Validation Accuracy: 0.7784 2024-05-16 20:07:29,970 - root - INFO - Current learning rate: 1.4687223021475343e-06 2024-05-16 20:07:47,649 - root - INFO - Epoch 28: Training Loss: 0.3945, Training Accuracy: 0.8638, Validation Loss: 0.5677, Validation Accuracy: 0.7930 2024-05-16 20:07:47,650 - root - INFO - Current learning rate: 1.4687223021475343e-06 2024-05-16 20:08:05,090 - root - INFO - Epoch 29: Training Loss: 0.4371, Training Accuracy: 0.8463, Validation Loss: 0.5071, Validation Accuracy: 0.8105 2024-05-16 20:08:05,091 - root - INFO - Current learning rate: 1.4687223021475343e-06 2024-05-16 20:08:22,390 - root - INFO - Epoch 30: Training Loss: 0.3655, Training Accuracy: 0.8713, Validation Loss: 0.5345, Validation Accuracy: 0.8105 2024-05-16 20:08:22,391 - root - INFO - Current learning rate: 1.4687223021475343e-07 2024-05-16 20:08:22,461 - root - INFO - Model saved to checkpoint_epoch_30.pth 2024-05-16 20:08:39,718 - root - INFO - Epoch 31: Training Loss: 0.4207, Training Accuracy: 0.8376, Validation Loss: 0.4701, Validation Accuracy: 0.8426 2024-05-16 20:08:39,719 - root - INFO - Current learning rate: 1.4687223021475343e-07 2024-05-16 20:08:57,038 - root - INFO - Epoch 32: Training Loss: 0.4016, Training Accuracy: 0.8588, Validation Loss: 0.5002, Validation Accuracy: 0.8251 2024-05-16 20:08:57,039 - root - INFO - Current learning rate: 1.4687223021475343e-07 2024-05-16 20:09:14,469 - root - INFO - Epoch 33: Training Loss: 0.3913, Training Accuracy: 0.8507, Validation Loss: 0.5197, Validation Accuracy: 0.8192 2024-05-16 20:09:14,470 - root - INFO - Current learning rate: 1.4687223021475343e-07 2024-05-16 20:09:31,318 - root - INFO - Epoch 34: Training Loss: 0.3930, Training Accuracy: 0.8582, Validation Loss: 0.5009, Validation Accuracy: 0.8163 2024-05-16 20:09:31,319 - root - INFO - Current learning rate: 1.4687223021475343e-07 2024-05-16 20:09:48,349 - root - INFO - Epoch 35: Training Loss: 0.4068, Training Accuracy: 0.8582, Validation Loss: 0.5252, Validation Accuracy: 0.8017 2024-05-16 20:09:48,350 - root - INFO - Current learning rate: 1.4687223021475344e-08 2024-05-16 20:10:05,715 - root - INFO - Epoch 36: Training Loss: 0.3837, Training Accuracy: 0.8626, Validation Loss: 0.4920, Validation Accuracy: 0.8222 2024-05-16 20:10:05,716 - root - INFO - Current learning rate: 1.4687223021475344e-08 2024-05-16 20:10:22,830 - root - INFO - Epoch 37: Training Loss: 0.3958, Training Accuracy: 0.8551, Validation Loss: 0.5132, Validation Accuracy: 0.8017 2024-05-16 20:10:22,831 - root - INFO - Current learning rate: 1.4687223021475344e-08 2024-05-16 20:10:39,743 - root - INFO - Epoch 38: Training Loss: 0.4118, Training Accuracy: 0.8545, Validation Loss: 0.4982, Validation Accuracy: 0.8222 2024-05-16 20:10:39,744 - root - INFO - Current learning rate: 1.4687223021475344e-08 2024-05-16 20:10:56,961 - root - INFO - Epoch 39: Training Loss: 0.3992, Training Accuracy: 0.8501, Validation Loss: 0.5586, Validation Accuracy: 0.7813 2024-05-16 20:10:56,962 - root - INFO - Current learning rate: 1.4687223021475344e-09 2024-05-16 20:11:14,143 - root - INFO - Epoch 40: Training Loss: 0.4223, Training Accuracy: 0.8407, Validation Loss: 0.5121, Validation Accuracy: 0.8017 2024-05-16 20:11:14,144 - root - INFO - Current learning rate: 1.4687223021475344e-09 2024-05-16 20:11:14,223 - root - INFO - Model saved to checkpoint_epoch_40.pth 2024-05-16 20:11:31,461 - root - INFO - Epoch 41: Training Loss: 0.4029, Training Accuracy: 0.8570, Validation Loss: 0.4884, Validation Accuracy: 0.8280 2024-05-16 20:11:31,462 - root - INFO - Current learning rate: 1.4687223021475344e-09 2024-05-16 20:11:48,923 - root - INFO - Epoch 42: Training Loss: 0.3903, Training Accuracy: 0.8526, Validation Loss: 0.5349, Validation Accuracy: 0.8017 2024-05-16 20:11:48,924 - root - INFO - Current learning rate: 1.4687223021475344e-09 2024-05-16 20:12:06,239 - root - INFO - Epoch 43: Training Loss: 0.3991, Training Accuracy: 0.8595, Validation Loss: 0.5401, Validation Accuracy: 0.7784 2024-05-16 20:12:06,240 - root - INFO - Current learning rate: 1.4687223021475344e-09 2024-05-16 20:12:23,515 - root - INFO - Epoch 44: Training Loss: 0.4197, Training Accuracy: 0.8395, Validation Loss: 0.5497, Validation Accuracy: 0.7872 2024-05-16 20:12:23,516 - root - INFO - Current learning rate: 1.4687223021475344e-09 2024-05-16 20:12:40,642 - root - INFO - Epoch 45: Training Loss: 0.4323, Training Accuracy: 0.8438, Validation Loss: 0.5315, Validation Accuracy: 0.8076 2024-05-16 20:12:40,643 - root - INFO - Current learning rate: 1.4687223021475344e-09 2024-05-16 20:12:58,112 - root - INFO - Epoch 46: Training Loss: 0.3983, Training Accuracy: 0.8557, Validation Loss: 0.5449, Validation Accuracy: 0.7959 2024-05-16 20:12:58,113 - root - INFO - Current learning rate: 1.4687223021475344e-09 2024-05-16 20:13:15,440 - root - INFO - Epoch 47: Training Loss: 0.3883, Training Accuracy: 0.8545, Validation Loss: 0.5234, Validation Accuracy: 0.8076 2024-05-16 20:13:15,441 - root - INFO - Current learning rate: 1.4687223021475344e-09 2024-05-16 20:13:32,209 - root - INFO - Epoch 48: Training Loss: 0.4173, Training Accuracy: 0.8432, Validation Loss: 0.5416, Validation Accuracy: 0.7930 2024-05-16 20:13:32,210 - root - INFO - Current learning rate: 1.4687223021475344e-09 2024-05-16 20:13:49,067 - root - INFO - Epoch 49: Training Loss: 0.4379, Training Accuracy: 0.8389, Validation Loss: 0.5227, Validation Accuracy: 0.8076 2024-05-16 20:13:49,068 - root - INFO - Current learning rate: 1.4687223021475344e-09 2024-05-16 20:14:06,293 - root - INFO - Epoch 50: Training Loss: 0.4189, Training Accuracy: 0.8389, Validation Loss: 0.5142, Validation Accuracy: 0.8076 2024-05-16 20:14:06,294 - root - INFO - Current learning rate: 1.4687223021475344e-09 2024-05-16 20:14:06,363 - root - INFO - Model saved to checkpoint_epoch_50.pth 2024-05-16 20:14:07,450 - root - INFO - precision recall f1-score support 808 0.89 0.93 0.91 44 Clap 0.51 0.79 0.62 24 Closed Hat 0.77 0.81 0.79 54 Kick 0.93 0.89 0.91 114 Open Hat 0.80 0.76 0.78 21 Snare 0.80 0.69 0.74 87 accuracy 0.82 344 macro avg 0.78 0.81 0.79 344 weighted avg 0.83 0.82 0.82 344 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