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whisper_small_en_to_pf10h
rishabhjain16/whisper_small_en_to_pf10h
whisper_small_en_to_pf10h is a automatic speech recognition model from rishabhjain16. 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
- Feb 8, 2023
- Updated
- Feb 10, 2023
- SHA
- c306029b
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. -->
openai/whisper-small.en
This model is a fine-tuned version of openai/whisper-small.en on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.1764
- Wer: 2.9777
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: 64
- eval_batch_size: 32
- 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: 4000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.0179 | 10.0 | 500 | 0.1422 | 3.4691 |
| 0.0006 | 20.0 | 1000 | 0.1530 | 3.0001 |
| 0.0004 | 30.01 | 1500 | 0.1631 | 3.0150 |
| 0.0002 | 40.01 | 2000 | 0.1672 | 2.9777 |
| 0.0001 | 51.0 | 2500 | 0.1717 | 2.9703 |
| 0.0001 | 61.0 | 3000 | 0.1742 | 2.9926 |
| 0.0001 | 71.01 | 3500 | 0.1759 | 2.9852 |
| 0.0001 | 81.01 | 4000 | 0.1764 | 2.9777 |
Framework versions
- Transformers 4.27.0.dev0
- Pytorch 1.13.1+cu117
- Datasets 2.9.1.dev0
- Tokenizers 0.13.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Created
- Feb 8, 2023
- Updated
- Feb 10, 2023