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wav2vec2-base_lr_4e-4
bisoye/wav2vec2-base_lr_4e-4
wav2vec2-base_lr_4e-4 is a audio classification model from bisoye. Use it for the audio classification task on the model card, and read the license before you ship it in a product. 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
- Audio Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- wav2vec2
- Access
- Public
- Created
- Aug 28, 2024
- Updated
- Aug 28, 2024
- SHA
- e2e6fe41
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-base_lr_4e-4
This model is a fine-tuned version of facebook/wav2vec2-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.0997
- Accuracy: 0.9625
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: 0.0004
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 128
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 1.6571 | 0.9851 | 33 | 1.3089 | 0.5679 |
| 0.9453 | 2.0 | 67 | 0.6596 | 0.7769 |
| 0.5682 | 2.9851 | 100 | 0.4865 | 0.8482 |
| 0.5507 | 4.0 | 134 | 0.4255 | 0.8575 |
| 0.4859 | 4.9851 | 167 | 0.2552 | 0.9044 |
| 0.3461 | 6.0 | 201 | 0.3066 | 0.8969 |
| 0.358 | 6.9851 | 234 | 0.1916 | 0.9269 |
| 0.2854 | 8.0 | 268 | 0.1589 | 0.9447 |
| 0.192 | 8.9851 | 301 | 0.1160 | 0.9550 |
| 0.1969 | 9.8507 | 330 | 0.0997 | 0.9625 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0
- Datasets 2.21.0
- Tokenizers 0.19.1
- Task
- Audio Classification
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Aug 28, 2024
- Updated
- Aug 28, 2024