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wav2vec2-large-xlsr-faroese-5k-steps
davidilag/wav2vec2-large-xlsr-faroese-5k-steps
wav2vec2-large-xlsr-faroese-5k-steps is a automatic speech recognition model from davidilag. 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
- Sep 20, 2024
- Updated
- Sep 21, 2024
- SHA
- 45724a2c
Base models
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-faroese-5k-steps
This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.1857
- Wer: 0.3436
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
- training_steps: 5000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.7004 | 0.4640 | 1000 | 0.5430 | 0.6687 |
| 0.456 | 0.9281 | 2000 | 0.3044 | 0.4647 |
| 0.322 | 1.3921 | 3000 | 0.2425 | 0.3967 |
| 0.2624 | 1.8561 | 4000 | 0.1946 | 0.3530 |
| 0.1986 | 2.3202 | 5000 | 0.1857 | 0.3436 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.1+cu121
- Datasets 3.0.0
- Tokenizers 0.19.1
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Sep 20, 2024
- Updated
- Sep 21, 2024