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whisper-small-zhcn
janboe/whisper-small-zhcn
whisper-small-zhcn is a automatic speech recognition model from janboe. 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
- May 4, 2024
- Updated
- May 4, 2024
- SHA
- 1f3ccded
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 zh-CN
This model is a fine-tuned version of openai/whisper-small on the Common Voice 11.0 dataset. It achieves the following results on the evaluation set:
- Loss: 0.2997
- Wer: 69.1268
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: 5000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.4125 | 0.4036 | 1000 | 0.3650 | 76.4506 |
| 0.4213 | 0.8071 | 2000 | 0.3283 | 72.9824 |
| 0.2802 | 1.2107 | 3000 | 0.3159 | 70.9601 |
| 0.2849 | 1.6142 | 4000 | 0.3059 | 70.0340 |
| 0.2858 | 2.0178 | 5000 | 0.2997 | 69.1268 |
Framework versions
- Transformers 4.40.1
- Pytorch 2.3.0+cu121
- Datasets 2.19.0
- Tokenizers 0.19.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- zh
- Created
- May 4, 2024
- Updated
- May 4, 2024