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whisper-small-id
cahya/whisper-small-id
whisper-small-id is a automatic speech recognition model from cahya. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as cc.
This model is a fine-tuned version of openai/whisper-small on the mozilla-foundation/commonvoice110, magicdata, titml, google/fleurs dataset. It achieves the following results on the evaluation set: - Loss: 0.1022 - W…
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- License
- cc
- Model type
- whisper
- Access
- Public
- Created
- Dec 7, 2022
- Updated
- Dec 27, 2022
- SHA
- fe26a483
Model card
From the Hugging Face model README
Whisper Small Indonesian
This model is a fine-tuned version of openai/whisper-small on the mozilla-foundation/common_voice_11_0, magic_data, titml, google/fleurs dataset. It achieves the following results on the evaluation set:
- Loss: 0.1022
- Wer: 6.0592
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: 16
- 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: 10000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.173 | 0.66 | 1000 | 0.1654 | 9.8773 |
| 0.0771 | 1.32 | 2000 | 0.1290 | 7.7515 |
| 0.0569 | 1.99 | 3000 | 0.1056 | 7.1475 |
| 0.0274 | 2.65 | 4000 | 0.1044 | 6.6264 |
| 0.0072 | 3.31 | 5000 | 0.1023 | 6.3543 |
| 0.009 | 3.97 | 6000 | 0.1000 | 6.3359 |
| 0.0033 | 4.63 | 7000 | 0.1022 | 6.0592 |
| 0.002 | 5.29 | 8000 | 0.1051 | 6.1560 |
| 0.0028 | 5.96 | 9000 | 0.1052 | 6.1007 |
| 0.0013 | 6.62 | 10000 | 0.1063 | 6.1376 |
Framework versions
- Transformers 4.26.0.dev0
- Pytorch 1.10.2+cu102
- Datasets 2.7.0
- Tokenizers 0.13.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- cc
- Languages
- id
- Created
- Dec 7, 2022
- Updated
- Dec 27, 2022