whisper_nmc_nomimose_30
This model is a fine-tuned version of openai/whisper-small on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2184
- Wer: 24.2321
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0004
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 16
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 132
- num_epochs: 30
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Wer |
---|---|---|---|---|
No log | 1.0 | 59 | 0.4281 | 266.4391 |
1.3358 | 2.0 | 118 | 1.5591 | 60.6371 |
1.3358 | 3.0 | 177 | 0.5338 | 308.3049 |
0.4635 | 4.0 | 236 | 0.3016 | 44.3686 |
0.4635 | 5.0 | 295 | 0.2477 | 34.8123 |
0.2439 | 6.0 | 354 | 0.3004 | 45.3925 |
0.1766 | 7.0 | 413 | 0.2947 | 38.2253 |
0.1766 | 8.0 | 472 | 0.4231 | 63.8225 |
0.1258 | 9.0 | 531 | 0.2170 | 37.5427 |
0.1258 | 10.0 | 590 | 0.2435 | 104.2093 |
0.1033 | 11.0 | 649 | 0.2698 | 36.7463 |
0.0805 | 12.0 | 708 | 0.2398 | 35.1536 |
0.0805 | 13.0 | 767 | 0.2139 | 54.9488 |
0.0553 | 14.0 | 826 | 0.3215 | 41.5245 |
0.0553 | 15.0 | 885 | 0.2489 | 39.5904 |
0.0559 | 16.0 | 944 | 0.1868 | 52.3322 |
0.0377 | 17.0 | 1003 | 0.2378 | 56.3140 |
0.0377 | 18.0 | 1062 | 0.2427 | 30.2617 |
0.029 | 19.0 | 1121 | 0.1880 | 25.4835 |
0.029 | 20.0 | 1180 | 0.1866 | 27.7588 |
0.0111 | 21.0 | 1239 | 0.2203 | 22.8669 |
0.0111 | 22.0 | 1298 | 0.2507 | 28.4414 |
0.0037 | 23.0 | 1357 | 0.2227 | 26.9625 |
0.0025 | 24.0 | 1416 | 0.2157 | 24.4596 |
0.0025 | 25.0 | 1475 | 0.2189 | 24.6871 |
0.0005 | 26.0 | 1534 | 0.2184 | 24.2321 |
0.0005 | 27.0 | 1593 | 0.2184 | 25.1422 |
0.0002 | 28.0 | 1652 | 0.2184 | 24.2321 |
0.0001 | 29.0 | 1711 | 0.2184 | 24.2321 |
0.0001 | 29.4957 | 1740 | 0.2184 | 24.2321 |
Framework versions
- Transformers 4.50.0.dev0
- Pytorch 2.5.1+cu121
- Datasets 3.3.1
- Tokenizers 0.21.0
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openai/whisper-small