whisper-tiny-no-specific-topic-v4
This model is a fine-tuned version of openai/whisper-tiny on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.9218
- Wer: 41.2727
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: 8
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 32
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: cosine
- lr_scheduler_warmup_ratio: 0.1
- training_steps: 8000
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Wer |
---|---|---|---|---|
1.0787 | 0.05 | 400 | 1.1607 | 69.0727 |
0.6467 | 0.1 | 800 | 0.7705 | 46.6545 |
0.4972 | 0.15 | 1200 | 0.7713 | 47.2727 |
0.3384 | 0.2 | 1600 | 0.7776 | 53.0455 |
0.3232 | 0.25 | 2000 | 0.8289 | 49.5545 |
0.2959 | 0.3 | 2400 | 0.8160 | 41.5 |
0.3069 | 0.35 | 2800 | 0.8336 | 41.8818 |
0.2521 | 0.4 | 3200 | 0.8755 | 43.4364 |
0.2477 | 0.45 | 3600 | 0.9011 | 42.5545 |
0.2178 | 0.5 | 4000 | 0.8802 | 42.1091 |
0.2579 | 0.55 | 4400 | 0.9062 | 44.5818 |
0.2687 | 0.6 | 4800 | 0.9092 | 41.8182 |
0.2393 | 0.65 | 5200 | 0.9255 | 43.0091 |
0.2682 | 0.7 | 5600 | 0.9155 | 43.0273 |
0.1842 | 0.75 | 6000 | 0.9215 | 42.8909 |
0.2081 | 0.8 | 6400 | 0.9269 | 43.8 |
0.2619 | 0.85 | 6800 | 0.9183 | 41.8091 |
0.2679 | 0.9 | 7200 | 0.9196 | 41.5182 |
0.2172 | 0.95 | 7600 | 0.9220 | 41.2455 |
0.1914 | 1.0 | 8000 | 0.9218 | 41.2727 |
Framework versions
- Transformers 4.49.0
- Pytorch 2.5.1+cu121
- Datasets 3.3.2
- Tokenizers 0.21.0
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Base model
openai/whisper-tiny