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wav2vec2-large-morrnla-ar-colab
monaf3/wav2vec2-large-morrnla-ar-colab
wav2vec2-large-morrnla-ar-colab is a automatic speech recognition model from monaf3. 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
- wav2vec2
- Access
- Public
- Created
- Dec 12, 2023
- Updated
- Dec 12, 2023
- SHA
- 584c9b98
Base models
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. -->
wav2vec2-large-morrnla-ar-colab
This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on the common_voice_6_1 dataset. It achieves the following results on the evaluation set:
- Loss: 3.5524
- Wer: 1.0
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: 0.0003
- 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_steps: 20
- num_epochs: 20
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 16.4983 | 3.33 | 10 | 23.6467 | 1.0 |
| 8.0393 | 6.67 | 20 | 7.4047 | 1.0 |
| 4.2297 | 10.0 | 30 | 4.1771 | 1.0 |
| 3.6003 | 13.33 | 40 | 3.8565 | 1.0 |
| 3.4788 | 16.67 | 50 | 3.5921 | 1.0 |
| 3.4111 | 20.0 | 60 | 3.5524 | 1.0 |
Framework versions
- Transformers 4.36.0.dev0
- Pytorch 2.1.0+cu118
- Datasets 2.15.0
- Tokenizers 0.15.0
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Dec 12, 2023
- Updated
- Dec 12, 2023