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whisper-small-lt
DeividasM/whisper-small-lt
whisper-small-lt is a automatic speech recognition model from DeividasM. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as apache-2.0.
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- License
- apache-2.0
- Model type
- whisper
- Access
- Public
- Created
- Nov 7, 2022
- Updated
- Nov 11, 2022
- SHA
- 6ddd95e3
Model card
From the Hugging Face model README
Whisper Small LT - Lithuanian Whisper
This model is a fine-tuned version of openai/whisper-small on the Common Voice 11.0 dataset. It achieves the following results on the evaluation set:
- Loss: 0.3871
- Wer: 32.6561
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: 8
- 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 |
|---|---|---|---|---|
| 0.2419 | 1.8 | 1000 | 0.3749 | 38.7707 |
| 0.0425 | 3.6 | 2000 | 0.3591 | 34.2345 |
| 0.0062 | 5.4 | 3000 | 0.3779 | 32.7555 |
| 0.0034 | 7.19 | 4000 | 0.3871 | 32.6561 |
Framework versions
- Transformers 4.25.0.dev0
- Pytorch 1.12.1+cu113
- Datasets 2.6.1
- Tokenizers 0.13.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- lt
- Created
- Nov 7, 2022
- Updated
- Nov 11, 2022