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wav2vec2-large-xls-r-300m-urdu-colab
Hunzla/wav2vec2-large-xls-r-300m-urdu-colab
wav2vec2-large-xls-r-300m-urdu-colab is a automatic speech recognition model from Hunzla. 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
- Jul 25, 2023
- Updated
- Aug 10, 2023
- SHA
- f1387979
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-xls-r-300m-urdu-colab
This model is a fine-tuned version of facebook/wav2vec2-xls-r-300m on the audiofolder dataset. It achieves the following results on the evaluation set:
- Loss: inf
- Wer: 0.4194
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: 20
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 6.1372 | 3.09 | 400 | inf | 0.8798 |
| 0.8691 | 6.18 | 800 | inf | 0.5099 |
| 0.4049 | 9.27 | 1200 | inf | 0.4904 |
| 0.2474 | 12.36 | 1600 | inf | 0.4523 |
| 0.1633 | 15.44 | 2000 | inf | 0.4285 |
| 0.1164 | 18.53 | 2400 | inf | 0.4194 |
Framework versions
- Transformers 4.32.0.dev0
- Pytorch 2.0.1+cu118
- Datasets 1.18.3
- Tokenizers 0.13.3
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Jul 25, 2023
- Updated
- Aug 10, 2023