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whisper_go
Kiniu/whisper_go
whisper_go is a automatic speech recognition model from Kiniu. 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
- Mar 13, 2023
- Updated
- Mar 14, 2023
- SHA
- ae85715c
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_go
This model is a fine-tuned version of openai/whisper-small on the go_dataset dataset. It achieves the following results on the evaluation set:
- Loss: 0.3608
- Wer: 190.5437
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: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- training_steps: 4000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.0369 | 4.71 | 1000 | 0.2629 | 76.9137 |
| 0.0015 | 9.41 | 2000 | 0.3291 | 110.8992 |
| 0.0018 | 14.12 | 3000 | 0.3530 | 181.1038 |
| 0.0006 | 18.82 | 4000 | 0.3608 | 190.5437 |
Framework versions
- Transformers 4.27.0.dev0
- Pytorch 1.13.1+cu116
- Datasets 2.10.1
- Tokenizers 0.13.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- en
- Created
- Mar 13, 2023
- Updated
- Mar 14, 2023