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whisper-tiny-swc-drc-kat-2
Ussen/whisper-tiny-swc-drc-kat-2
whisper-tiny-swc-drc-kat-2 is a automatic speech recognition model from Ussen. 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
- Aug 5, 2023
- Updated
- Aug 22, 2023
- SHA
- b620b323
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-tiny-swc-drc-kat-2
This model is a fine-tuned version of openai/whisper-medium on the Ussen/swc-drc-katanga dataset. It achieves the following results on the evaluation set:
- Loss: 0.8770
- Wer Ortho: 39.7101
- Wer: 0.3914
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: 8
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: constant_with_warmup
- lr_scheduler_warmup_steps: 500
- training_steps: 4000
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer Ortho | Wer |
|---|---|---|---|---|---|
| 0.3735 | 2.96 | 1000 | 0.6459 | 48.5374 | 0.4783 |
| 0.081 | 5.93 | 2000 | 0.7478 | 38.5969 | 0.3797 |
| 0.0279 | 8.89 | 3000 | 0.8653 | 38.7523 | 0.3813 |
| 0.0189 | 11.85 | 4000 | 0.8770 | 39.7101 | 0.3914 |
Framework versions
- Transformers 4.33.0.dev0
- Pytorch 1.13.1+cu117
- Datasets 2.13.1
- Tokenizers 0.12.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Created
- Aug 5, 2023
- Updated
- Aug 22, 2023