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whisper-small-fa-2
arun100/whisper-small-fa-2
whisper-small-fa-2 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 11, 2024
- Updated
- Feb 12, 2024
- SHA
- 65c108b2
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 Persian Iranian
This model is a fine-tuned version of openai/whisper-small on the mozilla-foundation/common_voice_16_0 fa dataset. It achieves the following results on the evaluation set:
- Loss: 0.4858
- Wer: 39.7201
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 |
|---|---|---|---|---|
| 0.4531 | 1.03 | 500 | 0.6448 | 50.7393 |
| 0.4031 | 3.0 | 1000 | 0.5755 | 46.5001 |
| 0.2745 | 4.04 | 1500 | 0.5389 | 43.7190 |
| 0.336 | 6.0 | 2000 | 0.5166 | 42.4056 |
| 0.2429 | 7.04 | 2500 | 0.5045 | 41.1810 |
| 0.2852 | 9.01 | 3000 | 0.4941 | 40.6444 |
| 0.2217 | 10.04 | 3500 | 0.4888 | 40.1106 |
| 0.2384 | 12.01 | 4000 | 0.4873 | 39.9208 |
| 0.1889 | 13.04 | 4500 | 0.4858 | 39.7201 |
| 0.2202 | 15.01 | 5000 | 0.4888 | 39.7228 |
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
- fa
- Created
- Feb 11, 2024
- Updated
- Feb 12, 2024