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hubert-base-ls960-finetuned-gtzan
zongxiao/hubert-base-ls960-finetuned-gtzan
hubert-base-ls960-finetuned-gtzan is a audio classification model from zongxiao. 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
- Sep 22, 2023
- Updated
- Sep 22, 2023
- SHA
- 4a114af4
Base models
Datasets
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. -->
hubert-base-ls960-finetuned-gtzan
This model is a fine-tuned version of facebook/hubert-base-ls960 on the GTZAN dataset. It achieves the following results on the evaluation set:
- Loss: 0.6912
- Accuracy: 0.82
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: 5e-05
- train_batch_size: 1
- eval_batch_size: 1
- seed: 42
- gradient_accumulation_steps: 8
- total_train_batch_size: 8
- 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 |
|---|---|---|---|---|
| 2.0279 | 1.0 | 112 | 2.1237 | 0.14 |
| 1.8601 | 1.99 | 224 | 1.4994 | 0.55 |
| 1.2448 | 3.0 | 337 | 1.2065 | 0.62 |
| 1.2081 | 4.0 | 449 | 0.9849 | 0.64 |
| 1.1896 | 4.99 | 561 | 0.8475 | 0.69 |
| 0.6236 | 6.0 | 674 | 1.0019 | 0.73 |
| 0.6113 | 6.99 | 786 | 1.0411 | 0.7 |
| 0.5026 | 8.0 | 899 | 0.8096 | 0.77 |
| 0.5218 | 9.0 | 1011 | 0.7381 | 0.79 |
| 0.4961 | 9.97 | 1120 | 0.6912 | 0.82 |
Framework versions
- Transformers 4.34.0.dev0
- Pytorch 2.0.1+cu118
- Datasets 2.14.5
- Tokenizers 0.14.0
- Task
- Audio Classification
- Library
- transformers
- Type
- hubert
- License
- apache-2.0
- Created
- Sep 22, 2023
- Updated
- Sep 22, 2023