Finetuned Whisper large-v3-turbo0 for darija speech translation
This model is a fine-tuned version of openai/whisper-large-v3-turbo on the Darija-C dataset. It achieves the following results on the evaluation set:
- Loss: 0.0003
- Bleu: 0.9369
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: 16
- eval_batch_size: 8
- seed: 42
- 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_steps: 100
- training_steps: 1000
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Bleu |
---|---|---|---|---|
2.4675 | 2.2727 | 50 | 1.2036 | 0.2616 |
0.8385 | 4.5455 | 100 | 0.4859 | 0.5348 |
0.3255 | 6.8182 | 150 | 0.1448 | 0.7604 |
0.1266 | 9.0909 | 200 | 0.0588 | 0.8582 |
0.0654 | 11.3636 | 250 | 0.0501 | 0.8531 |
0.0427 | 13.6364 | 300 | 0.0336 | 0.8875 |
0.0315 | 15.9091 | 350 | 0.0209 | 0.9159 |
0.0188 | 18.1818 | 400 | 0.0214 | 0.8977 |
0.0193 | 20.4545 | 450 | 0.0103 | 0.9233 |
0.012 | 22.7273 | 500 | 0.0053 | 0.9329 |
0.0084 | 25.0 | 550 | 0.0089 | 0.9291 |
0.0072 | 27.2727 | 600 | 0.0028 | 0.9332 |
0.0031 | 29.5455 | 650 | 0.0042 | 0.9326 |
0.0032 | 31.8182 | 700 | 0.0045 | 0.9318 |
0.0026 | 34.0909 | 750 | 0.0005 | 0.9362 |
0.0008 | 36.3636 | 800 | 0.0004 | 0.9364 |
0.0006 | 38.6364 | 850 | 0.0003 | 0.9369 |
0.0003 | 40.9091 | 900 | 0.0003 | 0.9369 |
0.0003 | 43.1818 | 950 | 0.0003 | 0.9369 |
0.0003 | 45.4545 | 1000 | 0.0003 | 0.9369 |
Framework versions
- Transformers 4.47.1
- Pytorch 2.5.1+cu121
- Datasets 2.19.2
- Tokenizers 0.21.0
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Model tree for Marialab/finetuned-whisper-large-v3-turbo-1000-v3-step
Base model
openai/whisper-large-v3
Finetuned
openai/whisper-large-v3-turbo