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fs-w-he-tiny-en
hiwden00/fs-w-he-tiny-en
fs-w-he-tiny-en is a automatic speech recognition model from hiwden00. 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
- Oct 1, 2024
- Updated
- Oct 2, 2024
- SHA
- 4255de36
Base models
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. -->
fs-w-he-tiny-en
This model is a fine-tuned version of openai/whisper-tiny.en on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 2.7192
- Wer: 173.9316
- Cer: 146.1783
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: 5000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer | Cer |
|---|---|---|---|---|---|
| 10.4685 | 4.5872 | 500 | 10.1251 | 536.1823 | 471.2470 |
| 3.0813 | 9.1743 | 1000 | 3.6378 | 239.3162 | 199.3988 |
| 1.4313 | 13.7615 | 1500 | 2.4350 | 250.0 | 207.9268 |
| 0.6499 | 18.3486 | 2000 | 1.9427 | 376.7331 | 318.6104 |
| 0.336 | 22.9358 | 2500 | 1.9422 | 245.7265 | 195.3538 |
| 0.0683 | 27.5229 | 3000 | 2.2195 | 265.3846 | 224.6908 |
| 0.0104 | 32.1101 | 3500 | 2.3854 | 177.7778 | 148.1621 |
| 0.0013 | 36.6972 | 4000 | 2.6033 | 175.7360 | 158.7513 |
| 0.0003 | 41.2844 | 4500 | 2.6985 | 155.6030 | 127.8169 |
| 0.0002 | 45.8716 | 5000 | 2.7192 | 173.9316 | 146.1783 |
Framework versions
- Transformers 4.45.1
- Pytorch 2.4.1+cu121
- Datasets 3.0.1
- Tokenizers 0.20.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Created
- Oct 1, 2024
- Updated
- Oct 2, 2024