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Whisper Medium
This model is a fine-tuned version of openai/whisper-medium on the b-brave-clean dataset. It achieves the following results on the evaluation set:
- Loss: 0.4423
- Wer: 37.1060
- Cer: 27.9222
- Lr: 0.0000
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: 0.0003
- 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_ratio: 0.3
- num_epochs: 16
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Wer | Cer | Lr |
---|---|---|---|---|---|---|
3.8497 | 1.0 | 168 | 2.1950 | 120.4871 | 80.3257 | 0.0001 |
1.0999 | 2.0 | 336 | 0.8517 | 88.6819 | 73.6538 | 0.0001 |
0.7773 | 3.0 | 504 | 0.7060 | 224.9284 | 212.4245 | 0.0002 |
0.5742 | 4.0 | 672 | 0.5562 | 50.1433 | 34.0163 | 0.0002 |
0.3652 | 5.0 | 840 | 0.5426 | 103.2951 | 88.8101 | 0.0003 |
0.2244 | 6.0 | 1008 | 0.5211 | 100.2865 | 66.5353 | 0.0003 |
0.1522 | 7.0 | 1176 | 0.4991 | 48.9971 | 35.5398 | 0.0002 |
0.0863 | 8.0 | 1344 | 0.4682 | 39.1117 | 28.3951 | 0.0002 |
0.0472 | 9.0 | 1512 | 0.4743 | 44.1261 | 30.9693 | 0.0002 |
0.021 | 10.0 | 1680 | 0.4590 | 40.5444 | 29.1305 | 0.0002 |
0.0106 | 11.0 | 1848 | 0.4460 | 37.3926 | 27.1868 | 0.0001 |
0.0053 | 12.0 | 2016 | 0.4420 | 36.6762 | 27.4494 | 0.0001 |
0.0034 | 13.0 | 2184 | 0.4395 | 37.9656 | 28.4476 | 0.0001 |
0.0021 | 14.0 | 2352 | 0.4398 | 36.8195 | 27.6596 | 0.0001 |
0.0023 | 15.0 | 2520 | 0.4422 | 37.1060 | 27.9222 | 0.0000 |
0.0021 | 15.9075 | 2672 | 0.4423 | 37.1060 | 27.9222 | 0.0000 |
Framework versions
- PEFT 0.14.0
- Transformers 4.48.3
- Pytorch 2.2.0
- Datasets 3.2.0
- Tokenizers 0.21.0
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Model tree for miosipof/asr2_medium_v0.6
Base model
openai/whisper-medium