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whisper_medium_to_pf10h
rishabhjain16/whisper_medium_to_pf10h
whisper_medium_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 15, 2023
- SHA
- edfd6f95
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-medium
This model is a fine-tuned version of openai/whisper-medium on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.1594
- Wer: 21.8343
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: 32
- 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 |
|---|---|---|---|---|
| 0.0269 | 5.0 | 500 | 0.1069 | 118.0302 |
| 0.0049 | 10.01 | 1000 | 0.1263 | 135.2788 |
| 0.0009 | 15.01 | 1500 | 0.1355 | 94.5731 |
| 0.0001 | 20.01 | 2000 | 0.1413 | 7.5188 |
| 0.0001 | 25.01 | 2500 | 0.1515 | 7.2508 |
| 0.0001 | 30.02 | 3000 | 0.1568 | 24.8493 |
| 0.0 | 35.02 | 3500 | 0.1588 | 22.1470 |
| 0.0 | 40.02 | 4000 | 0.1594 | 21.8343 |
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 15, 2023