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whisper-medium-dv
sanchit-gandhi/whisper-medium-dv
whisper-medium-dv is a automatic speech recognition model from sanchit-gandhi. 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
- Jun 28, 2023
- Updated
- Jun 29, 2023
- SHA
- 70bed3aa
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-medium-dv
This model is a fine-tuned version of openai/whisper-medium on the mozilla-foundation/common_voice_13_0 dv dataset. It achieves the following results on the evaluation set:
- Loss: 0.2998
- Wer: 8.9578
To reproduce this run, execute the command in run.sh. Note that you will require the DeepSpeed package, which can be pip installed with:
pip install --upgrade deepspeed
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: 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: 4000
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.0349 | 3.58 | 1000 | 0.1622 | 9.9437 |
| 0.0046 | 7.17 | 2000 | 0.2288 | 9.5090 |
| 0.0007 | 10.75 | 3000 | 0.2820 | 9.0952 |
| 0.0 | 14.34 | 4000 | 0.2998 | 8.9578 |
Framework versions
- Transformers 4.31.0.dev0
- Pytorch 2.0.1+cu118
- Datasets 2.13.1.dev0
- Tokenizers 0.13.3
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- dv
- Created
- Jun 28, 2023
- Updated
- Jun 29, 2023