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whisper-medium-toi
zambezivoice/whisper-medium-toi
whisper-medium-toi is a automatic speech recognition model from zambezivoice. 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 14, 2023
- Updated
- Feb 14, 2023
- SHA
- ef6eacbd
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-toi
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: 1.0796
- Wer: 35.2601
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: 2
- eval_batch_size: 2
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 4
- 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 |
|---|---|---|---|---|
| 2.6522 | 0.24 | 500 | 2.0369 | 75.7050 |
| 0.9481 | 0.48 | 1000 | 1.3940 | 48.5549 |
| 0.6936 | 0.72 | 1500 | 1.2731 | 44.5262 |
| 0.6486 | 0.96 | 2000 | 1.1436 | 40.5500 |
| 0.6288 | 1.2 | 2500 | 1.1495 | 38.6057 |
| 0.5257 | 1.44 | 3000 | 1.1033 | 37.1519 |
| 0.4218 | 1.68 | 3500 | 1.0615 | 36.3461 |
| 0.4935 | 1.92 | 4000 | 1.0796 | 35.2601 |
Framework versions
- Transformers 4.27.0.dev0
- Pytorch 1.13.1+cu116
- Datasets 2.9.0
- Tokenizers 0.13.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Created
- Feb 14, 2023
- Updated
- Feb 14, 2023