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whisper-small-ar
lorenzoncina/whisper-small-ar
whisper-small-ar is a automatic speech recognition model from lorenzoncina. 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
- Apr 7, 2023
- Updated
- Apr 8, 2023
- SHA
- aaef589b
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_11_0 ar dataset. It achieves the following results on the evaluation set:
- Loss: 0.4948
- Wer: 54.08
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: 32
- eval_batch_size: 2
- 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: 10000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.1885 | 1.03 | 1000 | 0.3950 | 66.44 |
| 0.0794 | 3.0 | 2000 | 0.3950 | 58.5507 |
| 0.0286 | 4.04 | 3000 | 0.4602 | 63.88 |
| 0.0128 | 6.01 | 4000 | 0.4948 | 54.08 |
| 0.0048 | 7.04 | 5000 | 0.5466 | 57.9867 |
| 0.0029 | 9.01 | 6000 | 0.5710 | 55.4147 |
| 0.0013 | 10.05 | 7000 | 0.5996 | 58.7707 |
| 0.0008 | 12.02 | 8000 | 0.6179 | 54.748 |
| 0.0006 | 13.05 | 9000 | 0.6343 | 56.2613 |
| 0.0003 | 15.02 | 10000 | 0.6388 | 56.228 |
Framework versions
- Transformers 4.28.0.dev0
- Pytorch 2.0.0+cu117
- Datasets 2.11.1.dev0
- Tokenizers 0.13.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- ar
- Created
- Apr 7, 2023
- Updated
- Apr 8, 2023