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whisper-tiny-zh_CN_cosine
VingeNie/whisper-tiny-zh_CN_cosine
whisper-tiny-zh_CN_cosine is a automatic speech recognition model from VingeNie. 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 30, 2024
- Updated
- Apr 30, 2024
- SHA
- e1a36f27
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 Tiny chinese - VingeNie
This model is a fine-tuned version of openai/whisper-tiny on the Common Voice 16.1 dataset. It achieves the following results on the evaluation set:
- Loss: 1.0204
- Cer Ortho: 48.2903
- Cer: 37.8890
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
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 100
- training_steps: 500
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Cer Ortho | Cer |
|---|---|---|---|---|---|
| 2.027 | 0.1088 | 100 | 1.8566 | 58.8395 | 45.4613 |
| 1.0547 | 0.2176 | 200 | 1.0853 | 50.8309 | 39.8595 |
| 1.0003 | 0.3264 | 300 | 1.0360 | 47.7982 | 38.6397 |
| 0.9744 | 0.4353 | 400 | 1.0224 | 48.7018 | 38.0597 |
| 0.9318 | 0.5441 | 500 | 1.0204 | 48.2903 | 37.8890 |
Framework versions
- Transformers 4.40.0
- Pytorch 2.2.1+cu121
- Datasets 2.19.0
- Tokenizers 0.19.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- zh
- Created
- Apr 30, 2024
- Updated
- Apr 30, 2024