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wav2vec2-large-xlsr-53-ha-colab_1
moro23/wav2vec2-large-xlsr-53-ha-colab_1
wav2vec2-large-xlsr-53-ha-colab_1 is a automatic speech recognition model from moro23. 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
- Oct 20, 2022
- Updated
- Oct 20, 2022
- SHA
- e8d6e8d1
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-xlsr-53-ha-colab_1
This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on the common_voice_10_0 dataset. It achieves the following results on the evaluation set:
- Loss: 0.7843
- Wer: 0.4827
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: 500
- num_epochs: 30
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 5.2849 | 5.19 | 400 | 2.8140 | 1.0 |
| 1.4323 | 10.39 | 800 | 0.6695 | 0.5772 |
| 0.2833 | 15.58 | 1200 | 0.6866 | 0.5036 |
| 0.1798 | 20.77 | 1600 | 0.7698 | 0.4950 |
| 0.1369 | 25.97 | 2000 | 0.7843 | 0.4827 |
Framework versions
- Transformers 4.11.3
- Pytorch 1.10.0+cu113
- Datasets 2.3.2
- Tokenizers 0.10.3
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Oct 20, 2022
- Updated
- Oct 20, 2022