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whisper-small-tigrinya-linear-r-32
This model is a fine-tuned version of openai/whisper-small on an unknown dataset. It achieves the following results on the evaluation set:
- Cer: 15.6852
- Loss: 0.4011
- Wer: 43.8615
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: 0.0001
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 32
- optimizer: Use OptimizerNames.PAGED_ADAMW_8BIT with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: constant_with_warmup
- lr_scheduler_warmup_steps: 100
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Cer | Validation Loss | Wer |
|---|---|---|---|---|---|
| 1.7104 | 0.6680 | 250 | 19.7292 | 0.4185 | 53.0521 |
| 1.2726 | 1.3340 | 500 | 16.7111 | 0.3549 | 46.3354 |
| 1.2303 | 2.0 | 750 | 15.7563 | 0.3362 | 44.6742 |
| 1.0308 | 2.6680 | 1000 | 15.2333 | 0.3258 | 43.4043 |
| 0.8122 | 3.3340 | 1250 | 15.7040 | 0.3314 | 43.8197 |
| 0.8717 | 4.0 | 1500 | 14.8800 | 0.3282 | 43.3715 |
| 0.7094 | 4.6680 | 1750 | 15.3272 | 0.3393 | 42.9562 |
| 0.5863 | 5.3340 | 2000 | 15.4644 | 0.3518 | 43.6434 |
| 0.6630 | 6.0 | 2250 | 15.3741 | 0.3435 | 43.0697 |
| 0.5734 | 6.6680 | 2500 | 15.3421 | 0.3620 | 43.5507 |
| 0.4406 | 7.3340 | 2750 | 15.5398 | 0.3816 | 43.8764 |
| 0.4993 | 8.0 | 3000 | 15.7726 | 0.3810 | 44.0975 |
| 0.4340 | 8.6680 | 3250 | 15.7936 | 0.3929 | 44.1872 |
| 0.3487 | 9.3340 | 3500 | 15.7022 | 0.4212 | 44.0258 |
| 0.4169 | 10.0 | 3750 | 15.6852 | 0.4011 | 43.8615 |
Framework versions
- PEFT 0.18.1
- Transformers 5.2.0
- Pytorch 2.9.0+cu128
- Datasets 4.0.0
- Tokenizers 0.22.2
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openai/whisper-small