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whisper-training-blog
marinone94/whisper-training-blog
whisper-training-blog is a automatic speech recognition model from marinone94. 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
- Jan 19, 2023
- Updated
- Jun 3, 2023
- SHA
- 55678565
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-training-blog
This model is a fine-tuned version of openai/whisper-tiny on the fleurs dataset. It achieves the following results on the evaluation set:
- Loss: 1.0050
- Wer: 191.2342
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: 7.5e-06
- 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_ratio: 0.3
- training_steps: 448
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 1.4111 | 0.1 | 44 | 1.4919 | 245.3457 |
| 1.0501 | 0.2 | 88 | 1.2255 | 225.8822 |
| 0.9032 | 0.29 | 132 | 1.1203 | 211.6558 |
| 0.8141 | 1.06 | 176 | 1.0675 | 184.6240 |
| 0.8029 | 1.16 | 220 | 1.0394 | 178.4129 |
| 0.6325 | 1.25 | 264 | 1.0301 | 216.6374 |
| 0.6971 | 2.02 | 308 | 1.0135 | 184.4004 |
| 0.6051 | 2.12 | 352 | 1.0065 | 194.7150 |
| 0.6047 | 2.21 | 396 | 1.0029 | 166.9328 |
| 0.585 | 2.31 | 440 | 1.0050 | 191.2342 |
Framework versions
- Transformers 4.29.2
- Pytorch 2.0.1+cu118
- Datasets 2.12.0
- Tokenizers 0.13.3
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Created
- Jan 19, 2023
- Updated
- Jun 3, 2023