Whisper Large Basque
This model is a fine-tuned version of zuazo/whisper-large-es on the mozilla-foundation/common_voice_13_0 eu dataset. It achieves the following results on the evaluation set:
- Loss: 0.4549
- Wer: 12.9815
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: 1e-05
- train_batch_size: 32
- eval_batch_size: 16
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- training_steps: 20000
Training results
Training Loss | Epoch | Step | Validation Loss | Wer |
---|---|---|---|---|
0.0162 | 4.01 | 1000 | 0.3159 | 16.8577 |
0.0042 | 9.01 | 2000 | 0.3181 | 15.1606 |
0.0038 | 14.01 | 3000 | 0.3367 | 14.7211 |
0.0035 | 19.0 | 4000 | 0.3419 | 14.5915 |
0.0012 | 24.0 | 5000 | 0.3489 | 14.3586 |
0.0029 | 29.0 | 6000 | 0.3650 | 14.6746 |
0.0011 | 33.01 | 7000 | 0.3643 | 13.8138 |
0.0006 | 38.01 | 8000 | 0.3628 | 14.0042 |
0.0009 | 43.01 | 9000 | 0.3661 | 14.0042 |
0.0003 | 48.01 | 10000 | 0.3794 | 13.7166 |
0.0003 | 53.0 | 11000 | 0.3793 | 13.6923 |
0.0 | 58.0 | 12000 | 0.3991 | 13.4027 |
0.0 | 63.0 | 13000 | 0.4119 | 13.3562 |
0.0 | 67.01 | 14000 | 0.4209 | 13.2184 |
0.0 | 72.01 | 15000 | 0.4288 | 13.2225 |
0.0 | 77.01 | 16000 | 0.4361 | 13.1516 |
0.0 | 82.01 | 17000 | 0.4428 | 13.1334 |
0.0 | 87.0 | 18000 | 0.4487 | 13.1334 |
0.0 | 92.0 | 19000 | 0.4531 | 12.9896 |
0.0 | 97.0 | 20000 | 0.4549 | 12.9815 |
Framework versions
- Transformers 4.33.0.dev0
- Pytorch 2.0.1+cu117
- Datasets 2.14.4
- Tokenizers 0.13.3
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Dataset used to train zuazo/whisper-large-eu-from-es
Evaluation results
- Wer on mozilla-foundation/common_voice_13_0 eutest set self-reported12.981