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whisper-small-hy
yervandgaloyan/whisper-small-hy
whisper-small-hy is a automatic speech recognition model from yervandgaloyan. 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
- Jan 4, 2024
- Updated
- Feb 16, 2024
- SHA
- 38487543
Datasets
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-small-hy
This model is a fine-tuned version of openai/whisper-small on the arrow dataset. It achieves the following results on the evaluation set:
- Loss: 0.2581
- Wer: 40.8397
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: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- training_steps: 4000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.2078 | 1.77 | 1000 | 0.2089 | 45.6217 |
| 0.0948 | 3.54 | 2000 | 0.2087 | 41.2060 |
| 0.0453 | 5.31 | 3000 | 0.2385 | 40.9550 |
| 0.0315 | 7.08 | 4000 | 0.2581 | 40.8397 |
Framework versions
- Transformers 4.26.1
- Pytorch 2.1.0+cu121
- Datasets 2.17.0
- Tokenizers 0.13.3
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Created
- Jan 4, 2024
- Updated
- Feb 16, 2024