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whisper-turbo-ar
ihanif/whisper-turbo-ar
whisper-turbo-ar is a automatic speech recognition model from ihanif. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- License
- mit
- Model type
- whisper
- Access
- Public
- Created
- Oct 7, 2024
- Updated
- Oct 7, 2024
- SHA
- 6c444e94
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. -->
Whisper Small PS - Hanif Rahman
This model is a fine-tuned version of openai/whisper-large-v3-turbo on the Common Voice 17.0 dataset. It achieves the following results on the evaluation set:
- Loss: 0.5707
- Wer Ortho: 40.7188
- Wer: 40.0571
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: cosine_with_restarts
- lr_scheduler_warmup_steps: 200
- training_steps: 1000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer Ortho | Wer |
|---|---|---|---|---|---|
| 0.9719 | 0.2268 | 100 | 0.8098 | 59.2165 | 59.0924 |
| 0.8427 | 0.4535 | 200 | 0.7384 | 55.1748 | 54.5596 |
| 0.7493 | 0.6803 | 300 | 0.6743 | 48.8614 | 48.3473 |
| 0.684 | 0.9070 | 400 | 0.6384 | 46.1094 | 45.5534 |
| 0.4819 | 1.1338 | 500 | 0.6348 | 44.3341 | 43.7123 |
| 0.4777 | 1.3605 | 600 | 0.6026 | 43.6758 | 42.9264 |
| 0.4433 | 1.5873 | 700 | 0.5789 | 41.7386 | 40.9991 |
| 0.446 | 1.8141 | 800 | 0.5647 | 40.2709 | 39.5995 |
| 0.3166 | 2.0408 | 900 | 0.5681 | 40.4490 | 39.7771 |
| 0.3187 | 2.2676 | 1000 | 0.5707 | 40.7188 | 40.0571 |
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
- mit
- Languages
- ps
- Created
- Oct 7, 2024
- Updated
- Oct 7, 2024