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whisper-large-v2-cantonese
simonl0909/whisper-large-v2-cantonese
whisper-large-v2-cantonese is a automatic speech recognition model from simonl0909. 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 11, 2022
- Updated
- Sep 30, 2023
- SHA
- c3f0671f
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 Large V2 Cantonese
This model is a fine-tuned version of openai/whisper-large-v2 on the mozilla-foundation/common_voice_11_0 yue dataset. It achieves the following results on the evaluation set:
- Loss: 0.2807
- Cer: 6.7274
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: 8
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 8
- 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: 500
- training_steps: 5000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Cer |
|---|---|---|---|---|
| 0.0032 | 13.01 | 1000 | 0.2318 | 6.8569 |
| 0.002 | 26.01 | 2000 | 0.2404 | 7.1524 |
| 0.0001 | 39.02 | 3000 | 0.2807 | 6.7274 |
| 0.0001 | 53.01 | 4000 | 0.2912 | 6.7517 |
| 0.0 | 66.01 | 5000 | 0.2957 | 6.7638 |
Framework versions
- Transformers 4.26.0.dev0
- Pytorch 1.13.0+cu117
- Datasets 2.7.1.dev0
- Tokenizers 0.13.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- yue
- Created
- Dec 11, 2022
- Updated
- Sep 30, 2023