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whisper-large-v2-mr
anuragshas/whisper-large-v2-mr
whisper-large-v2-mr is a automatic speech recognition model from anuragshas. 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
- Dec 14, 2022
- SHA
- 44d20c04
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 Large-v2 Marathi
This model is a fine-tuned version of openai/whisper-large-v2 on the mozilla-foundation/common_voice_11_0 mr dataset. It achieves the following results on the evaluation set:
- Loss: 0.3108
- Wer: 15.2206
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-06
- train_batch_size: 32
- eval_batch_size: 16
- seed: 42
- distributed_type: multi-GPU
- gradient_accumulation_steps: 2
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 100
- training_steps: 1000
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.1931 | 3.04 | 200 | 0.2491 | 16.9270 |
| 0.1108 | 7.03 | 400 | 0.2379 | 15.2711 |
| 0.0548 | 11.02 | 600 | 0.2668 | 15.3120 |
| 0.0189 | 15.01 | 800 | 0.3108 | 15.2206 |
| 0.0078 | 18.05 | 1000 | 0.3499 | 15.5571 |
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
- Languages
- mr
- Created
- Dec 14, 2022
- Updated
- Dec 14, 2022