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whisper-small-dv
CordwainerSmith/whisper-small-dv
whisper-small-dv is a automatic speech recognition model from CordwainerSmith. 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 25, 2023
- Updated
- Jul 25, 2023
- SHA
- 2021dcc0
Base models
Datasets
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-small-dv
This model is a fine-tuned version of openai/whisper-small on the common_voice_13_0 dataset. It achieves the following results on the evaluation set:
- Loss: 0.2738
- Wer Ortho: 56.8842
- Wer: 11.0721
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: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: constant_with_warmup
- lr_scheduler_warmup_steps: 50
- training_steps: 3000
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer Ortho | Wer |
|---|---|---|---|---|---|
| 0.1237 | 1.63 | 500 | 0.1702 | 63.0963 | 13.1429 |
| 0.0494 | 3.26 | 1000 | 0.1662 | 57.8592 | 11.6285 |
| 0.0315 | 4.89 | 1500 | 0.1894 | 58.3397 | 11.3937 |
| 0.0121 | 6.51 | 2000 | 0.2257 | 57.7756 | 11.5502 |
| 0.005 | 8.14 | 2500 | 0.2643 | 56.9747 | 11.1573 |
| 0.0056 | 9.77 | 3000 | 0.2738 | 56.8842 | 11.0721 |
Framework versions
- Transformers 4.31.0
- Pytorch 2.0.1+cu118
- Datasets 2.14.0
- Tokenizers 0.13.3
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Created
- Jul 25, 2023
- Updated
- Jul 25, 2023