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wav2vec2-base
bisoye/wav2vec2-base
wav2vec2-base 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
- 0a105efc
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
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: 0.7306
- Accuracy: 0.8322
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: 3e-05
- 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 |
|---|---|---|---|---|
| 2.0418 | 0.9851 | 33 | 2.0022 | 0.3299 |
| 1.7549 | 2.0 | 67 | 1.6488 | 0.4602 |
| 1.3727 | 2.9851 | 100 | 1.4025 | 0.5970 |
| 1.1483 | 4.0 | 134 | 1.1598 | 0.6739 |
| 1.0037 | 4.9851 | 167 | 0.9707 | 0.7516 |
| 0.8469 | 6.0 | 201 | 0.8492 | 0.7994 |
| 0.8115 | 6.9851 | 234 | 0.7889 | 0.8097 |
| 0.7371 | 8.0 | 268 | 0.7440 | 0.8247 |
| 0.6778 | 8.9851 | 301 | 0.7367 | 0.8304 |
| 0.6806 | 9.8507 | 330 | 0.7306 | 0.8322 |
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