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bs16-lr2e-5-epoch10-seqlen10
yangwang825/bs16-lr2e-5-epoch10-seqlen10
bs16-lr2e-5-epoch10-seqlen10 is a audio classification model from yangwang825. 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
- hubert
- Access
- Public
- Created
- Nov 16, 2024
- Updated
- Nov 16, 2024
- SHA
- ffff3109
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. -->
bs16-lr2e-5-epoch10-seqlen10
This model is a fine-tuned version of facebook/hubert-base-ls960 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 1.6936
- Accuracy: 0.6167
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: 2e-05
- train_batch_size: 16
- eval_batch_size: 1
- seed: 1016
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 10.0
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 6.1254 | 1.0 | 8648 | 6.3700 | 0.0055 |
| 4.5846 | 2.0 | 17296 | 5.1543 | 0.0521 |
| 3.6412 | 3.0 | 25944 | 4.2039 | 0.1302 |
| 2.6422 | 4.0 | 34592 | 3.4738 | 0.2416 |
| 1.9601 | 5.0 | 43240 | 2.7758 | 0.3746 |
| 1.564 | 6.0 | 51888 | 2.3559 | 0.4623 |
| 1.2376 | 7.0 | 60536 | 2.0383 | 0.5352 |
| 1.0652 | 8.0 | 69184 | 1.8766 | 0.5666 |
| 0.9146 | 9.0 | 77832 | 1.7436 | 0.6059 |
| 0.8688 | 10.0 | 86480 | 1.6936 | 0.6167 |
Framework versions
- Transformers 4.46.2
- Pytorch 2.0.0+cu117
- Datasets 3.1.0
- Tokenizers 0.20.3
- Task
- Audio Classification
- Library
- transformers
- Type
- hubert
- License
- apache-2.0
- Created
- Nov 16, 2024
- Updated
- Nov 16, 2024