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whisper-small-zh
Jasper881108/whisper-small-zh
whisper-small-zh is a automatic speech recognition model from Jasper881108. 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
- Jul 7, 2023
- Updated
- Jul 18, 2023
- SHA
- a878b8cc
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 Medium TW
This model is a fine-tuned version of openai/whisper-medium on the mozilla-foundation/common_voice_11_0 dataset.
Training and evaluation data
Training:
- mozilla-foundation/common_voice_11_0 (train+validation)
Evaluation:
Training procedure
- Datasets were augmented using audiomentations via PitchShift, TimeStretch, Gain, AddGaussianNoise transformations at
p=0.3. - A space is added between each Chinese character, as demonstrated in the original paper. Effectively, WER == CER in this case.
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 1e-05
- train_batch_size: 16
- eval_batch_size: 16
- gradient_accumulation_steps: 1
- optimizer: Adam
- generation_max_length: 225
- warmup_steps: 500
- max_steps: 2400
- fp16: True
- evaluation_strategy: "steps"
Framework versions
- Transformers 4.27.1
- Pytorch 2.0.1+cu120
- Datasets 2.13.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Created
- Jul 7, 2023
- Updated
- Jul 18, 2023