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whisper-large-ar-5k
arbml/whisper-large-ar-5k
whisper-large-ar-5k is a automatic speech recognition model from arbml. 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 14, 2022
- Updated
- Aug 31, 2024
- SHA
- 8c108585
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. -->
openai/whisper-large-v2
This model is a fine-tuned version of openai/whisper-large-v2 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.8486
- Wer: 20.2149
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
- distributed_type: multi-GPU
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- training_steps: 5000
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.2767 | 0.2 | 1000 | 1.0654 | 25.3972 |
| 0.2528 | 0.4 | 2000 | 0.9370 | 22.1311 |
| 0.3038 | 0.6 | 3000 | 0.9966 | 20.5756 |
| 0.2718 | 0.8 | 4000 | 0.8721 | 24.9294 |
| 0.2269 | 1.0 | 5000 | 0.8486 | 20.2149 |
Framework versions
- Transformers 4.26.0.dev0
- Pytorch 1.13.0+cu117
- Datasets 2.7.1.dev0
- Tokenizers 0.13.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Created
- Dec 14, 2022
- Updated
- Aug 31, 2024