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whisper-small-ar-1
arun100/whisper-small-ar-1
whisper-small-ar-1 is a automatic speech recognition model from arun100. 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 7, 2024
- Updated
- Feb 8, 2024
- SHA
- ec5dd8ac
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 Small Arabic
This model is a fine-tuned version of openai/whisper-small on the mozilla-foundation/common_voice_16_0 ar dataset. It achieves the following results on the evaluation set:
- Loss: 0.4005
- Wer: 58.9073
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-06
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 50
- training_steps: 5000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.3404 | 1.53 | 500 | 0.4606 | 66.6216 |
| 0.2707 | 3.07 | 1000 | 0.4295 | 66.8500 |
| 0.2427 | 4.6 | 1500 | 0.4124 | 61.1662 |
| 0.2131 | 6.13 | 2000 | 0.4056 | 62.3038 |
| 0.2085 | 7.67 | 2500 | 0.4012 | 62.2754 |
| 0.1904 | 9.2 | 3000 | 0.3976 | 59.7341 |
| 0.1836 | 10.74 | 3500 | 0.4005 | 58.9073 |
| 0.1653 | 12.27 | 4000 | 0.3989 | 59.7774 |
| 0.1693 | 13.8 | 4500 | 0.3983 | 59.9462 |
| 0.1616 | 15.34 | 5000 | 0.3984 | 59.8300 |
Framework versions
- Transformers 4.38.0.dev0
- Pytorch 2.1.2+cu121
- Datasets 2.16.2.dev0
- Tokenizers 0.15.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- ar
- Created
- Feb 7, 2024
- Updated
- Feb 8, 2024