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whisper-small-fa
brightening-eyes/whisper-small-fa
whisper-small-fa is a automatic speech recognition model from brightening-eyes. 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
- Aug 13, 2024
- Updated
- Oct 9, 2024
- SHA
- 27c05384
Base models
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-fa
This model is a fine-tuned version of openai/whisper-small on the common_voice_17_0 dataset. It achieves the following results on the evaluation set:
- Loss: 0.9258
- Wer: 35.4973
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: linear
- lr_scheduler_warmup_steps: 500
- training_steps: 100000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.0193 | 8.1103 | 20000 | 0.5349 | 36.7125 |
| 0.0046 | 16.2206 | 40000 | 0.6839 | 36.0033 |
| 0.0018 | 24.3309 | 60000 | 0.7936 | 36.2543 |
| 0.0003 | 32.4412 | 80000 | 0.8729 | 35.9406 |
| 0.0 | 40.5515 | 100000 | 0.9258 | 35.4973 |
Framework versions
- Transformers 4.45.1
- Pytorch 2.4.1+cu121
- Datasets 3.0.1
- Tokenizers 0.20.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Created
- Aug 13, 2024
- Updated
- Oct 9, 2024