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wav2vec2-mms-1b-CV17.0
ndeclarke/wav2vec2-mms-1b-CV17.0
wav2vec2-mms-1b-CV17.0 is a automatic speech recognition model from ndeclarke. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as cc-by-nc-4.0.
This model is a fine-tuned version of facebook/mms-1b-all on the commonvoice170 dataset. Adapters for several languages were trained.
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- License
- cc-by-nc-4.0
- Model type
- wav2vec2
- Access
- Public
- Created
- Sep 11, 2024
- Updated
- Oct 21, 2024
- SHA
- 6f2d2c02
Base models
Datasets
Model card
From the Hugging Face model README
wav2vec2-mms-1b-CV17.0
This model is a fine-tuned version of facebook/mms-1b-all on the common_voice_17_0 dataset. Adapters for several languages were trained.
Intended uses & limitations
Speech-to-text transciption of Malayalam, Tamil, Telugu, and Yoruba.
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.001
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.15
- training_steps: 2000
- mixed_precision_training: Native AMP
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu121
- Datasets 3.0.0
- Tokenizers 0.19.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- wav2vec2
- License
- cc-by-nc-4.0
- Created
- Sep 11, 2024
- Updated
- Oct 21, 2024