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whisper-small-german
steja/whisper-small-german
whisper-small-german is a automatic speech recognition model from steja. 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
- Dec 12, 2022
- Updated
- Dec 14, 2022
- SHA
- f7a7782f
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 german
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: 0.3092
- Wer: 12.2134
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
- gradient_accumulation_steps: 2
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- training_steps: 6000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.1427 | 1.99 | 1000 | 0.2298 | 12.2134 |
| 0.032 | 3.98 | 2000 | 0.2521 | 12.4540 |
| 0.0066 | 5.96 | 3000 | 0.2766 | 12.3981 |
| 0.0036 | 7.95 | 4000 | 0.2932 | 12.5753 |
| 0.0023 | 9.94 | 5000 | 0.3041 | 12.5719 |
| 0.0019 | 11.93 | 6000 | 0.3092 | 12.6312 |
Framework versions
- Transformers 4.25.1
- Pytorch 1.13.0+cu117
- Datasets 2.7.1
- Tokenizers 0.13.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- de
- Created
- Dec 12, 2022
- Updated
- Dec 14, 2022