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whisper-tiny-chinese
longriverlong/whisper-tiny-chinese
whisper-tiny-chinese is a automatic speech recognition model from longriverlong. 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
- Dec 21, 2023
- Updated
- Jan 2, 2024
- SHA
- e4fea3ef
Base models
Datasets
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 - Tommy
This model is a fine-tuned version of openai/whisper-tiny on the google fleurs dataset. It achieves the following results on the evaluation set:
- Loss: 2.0604
- Cer: 686.3631
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: 100
- training_steps: 3500
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Cer |
|---|---|---|---|---|
| 2.7861 | 2.18 | 500 | 2.9273 | 541.9488 |
| 2.2443 | 4.37 | 1000 | 2.5364 | 440.6712 |
| 1.9019 | 6.55 | 1500 | 2.3037 | 705.8989 |
| 1.6275 | 8.73 | 2000 | 2.1769 | 746.9195 |
| 1.4541 | 10.92 | 2500 | 2.1022 | 756.6663 |
| 1.3193 | 13.1 | 3000 | 2.0731 | 699.0618 |
| 1.2989 | 15.28 | 3500 | 2.0604 | 686.3631 |
Framework versions
- Transformers 4.37.0.dev0
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- zh
- Created
- Dec 21, 2023
- Updated
- Jan 2, 2024