whisper-ai-clp
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: 0.0000
- Wer: 12.2249
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: Adam with betas=(0.9,0.999) and epsilon=1e-08
- 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 |
---|---|---|---|---|
1.1763 | 1.2422 | 100 | 0.0155 | 10.5134 |
0.1632 | 2.4845 | 200 | 0.0289 | 19.5599 |
0.0783 | 3.7267 | 300 | 0.0152 | 13.0807 |
0.0676 | 4.9689 | 400 | 0.1121 | 33.6186 |
0.0708 | 6.2112 | 500 | 0.0014 | 11.3692 |
0.0377 | 7.4534 | 600 | 0.0041 | 8.5575 |
0.0323 | 8.6957 | 700 | 0.0001 | 19.0709 |
0.0311 | 9.9379 | 800 | 0.0021 | 14.4254 |
0.0236 | 11.1801 | 900 | 0.0001 | 16.9927 |
0.0189 | 12.4224 | 1000 | 0.0027 | 13.9364 |
0.01 | 13.6646 | 1100 | 0.0002 | 9.9022 |
0.0071 | 14.9068 | 1200 | 0.0022 | 16.6259 |
0.0085 | 16.1491 | 1300 | 0.0002 | 11.3692 |
0.0043 | 17.3913 | 1400 | 0.0013 | 14.3032 |
0.0056 | 18.6335 | 1500 | 0.0001 | 9.7800 |
0.0021 | 19.8758 | 1600 | 0.0046 | 10.6357 |
0.0013 | 21.1180 | 1700 | 0.0019 | 12.8362 |
0.0006 | 22.3602 | 1800 | 0.0000 | 11.7359 |
0.0001 | 23.6025 | 1900 | 0.0000 | 12.1027 |
0.0 | 24.8447 | 2000 | 0.0000 | 12.2249 |
0.0 | 26.0870 | 2100 | 0.0000 | 12.2249 |
0.0 | 27.3292 | 2200 | 0.0000 | 12.2249 |
0.0 | 28.5714 | 2300 | 0.0000 | 12.2249 |
0.0 | 29.8137 | 2400 | 0.0000 | 12.2249 |
Framework versions
- Transformers 4.45.0.dev0
- Pytorch 2.4.0
- Datasets 2.21.0
- Tokenizers 0.19.1
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