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whisper-medium-hu
sugafree/whisper-medium-hu
whisper-medium-hu is a automatic speech recognition model from sugafree. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- License
- apache-2.0
- Model type
- whisper
- Access
- Public
- Created
- Feb 16, 2024
- Updated
- Feb 19, 2024
- SHA
- d45df3e6
Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
Whisper Medium HU
This model is a fine-tuned version of openai/whisper-medium on the Common Voice 13 dataset. It achieves the following results on the evaluation set:
- Loss: 0.2699
- Wer Ortho: 17.1763
- Wer: 14.8290
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: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: constant_with_warmup
- lr_scheduler_warmup_steps: 50
- training_steps: 20000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer Ortho | Wer |
|---|---|---|---|---|---|
| 0.0804 | 1.38 | 2000 | 0.1977 | 19.2869 | 16.6612 |
| 0.038 | 2.76 | 4000 | 0.2028 | 18.2211 | 15.7494 |
| 0.014 | 4.14 | 6000 | 0.2190 | 17.9961 | 15.3466 |
| 0.0107 | 5.51 | 8000 | 0.2328 | 17.3490 | 14.9370 |
| 0.0144 | 6.89 | 10000 | 0.2376 | 17.4153 | 14.9559 |
| 0.0049 | 8.27 | 12000 | 0.2424 | 16.9984 | 14.6953 |
| 0.0071 | 9.65 | 14000 | 0.2594 | 17.6961 | 15.3586 |
| 0.0037 | 11.03 | 16000 | 0.2546 | 17.2007 | 14.8667 |
| 0.0078 | 12.41 | 18000 | 0.2644 | 17.5757 | 15.1495 |
| 0.0043 | 13.78 | 20000 | 0.2699 | 17.1763 | 14.8290 |
Framework versions
- Transformers 4.37.2
- Pytorch 2.2.0
- Datasets 2.17.0
- Tokenizers 0.15.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- hu
- Created
- Feb 16, 2024
- Updated
- Feb 19, 2024