whisper-small-fr
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: 0.5417
- Wer: 0.2295
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: 6.25e-06
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- training_steps: 3000
Training results
Training Loss | Epoch | Step | Validation Loss | Wer |
---|---|---|---|---|
0.3362 | 0.16 | 100 | 0.5329 | 0.4774 |
0.2786 | 0.32 | 200 | 0.5236 | 0.4494 |
0.2399 | 0.48 | 300 | 0.5163 | 0.3599 |
0.1602 | 0.64 | 400 | 0.5413 | 0.3265 |
0.221 | 0.8 | 500 | 0.5354 | 0.3384 |
0.4037 | 0.96 | 600 | 0.5186 | 0.2662 |
0.1617 | 1.12 | 700 | 0.5274 | 0.3222 |
0.1656 | 1.28 | 800 | 0.5151 | 0.2349 |
0.1786 | 1.44 | 900 | 0.5141 | 0.2640 |
0.1772 | 1.6 | 1000 | 0.5169 | 0.2683 |
0.1647 | 1.76 | 1100 | 0.5031 | 0.2403 |
0.1486 | 1.92 | 1200 | 0.5036 | 0.2522 |
0.074 | 2.08 | 1300 | 0.5044 | 0.2425 |
0.0683 | 2.24 | 1400 | 0.5044 | 0.3103 |
0.0692 | 2.4 | 1500 | 0.5035 | 0.3114 |
0.0601 | 2.56 | 1600 | 0.5127 | 0.3114 |
0.0717 | 2.72 | 1700 | 0.5090 | 0.2403 |
0.0661 | 2.88 | 1800 | 0.5071 | 0.2381 |
0.0301 | 3.04 | 1900 | 0.5176 | 0.2457 |
0.0305 | 3.2 | 2000 | 0.5171 | 0.2575 |
0.0241 | 3.36 | 2100 | 0.5209 | 0.2371 |
0.0208 | 3.52 | 2200 | 0.5247 | 0.2403 |
0.0246 | 3.68 | 2300 | 0.5303 | 0.2392 |
0.0217 | 3.84 | 2400 | 0.5255 | 0.2295 |
0.0317 | 4.0 | 2500 | 0.5323 | 0.2274 |
0.0154 | 4.16 | 2600 | 0.5392 | 0.2328 |
0.0217 | 4.32 | 2700 | 0.5395 | 0.2295 |
0.0204 | 4.48 | 2800 | 0.5412 | 0.2295 |
0.0174 | 4.64 | 2900 | 0.5410 | 0.2328 |
0.0103 | 4.8 | 3000 | 0.5417 | 0.2295 |
Framework versions
- Transformers 4.32.0.dev0
- Pytorch 2.0.1+cu118
- Datasets 2.14.4
- Tokenizers 0.13.3
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