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emotions_xls53_6_classes
antonjaragon/emotions_xls53_6_classes
emotions_xls53_6_classes is a audio classification model from antonjaragon. 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 18, 2023
- Updated
- Aug 21, 2023
- SHA
- aa63f5f9
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. -->
emotions_xls53_6_classes
This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.8000
- Accuracy: 0.7678
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 |
|---|---|---|---|---|
| 0.6892 | 0.99 | 76 | 0.8018 | 0.7346 |
| 0.6611 | 2.0 | 153 | 0.7451 | 0.7482 |
| 0.6012 | 2.99 | 229 | 0.6767 | 0.7731 |
| 0.4795 | 4.0 | 306 | 0.8686 | 0.7408 |
| 0.5143 | 4.99 | 382 | 0.7684 | 0.7629 |
| 0.4878 | 6.0 | 459 | 0.7513 | 0.7744 |
| 0.4619 | 6.99 | 535 | 0.8314 | 0.7596 |
| 0.458 | 8.0 | 612 | 0.7943 | 0.7670 |
| 0.4383 | 8.99 | 688 | 0.8460 | 0.7596 |
| 0.5196 | 9.93 | 760 | 0.8000 | 0.7678 |
Framework versions
- Transformers 4.31.0
- Pytorch 2.0.1+cu117
- Datasets 2.14.4
- Tokenizers 0.13.3
- Task
- Audio Classification
- Library
- transformers
- Type
- wav2vec2
- License
- apache-2.0
- Created
- Aug 18, 2023
- Updated
- Aug 21, 2023