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0-9up-data2vec-audio-base-960h-ft
mazkooleg/0-9up-data2vec-audio-base-960h-ft
0-9up-data2vec-audio-base-960h-ft is a audio classification model from mazkooleg. 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
- data2vec-audio
- Access
- Public
- Created
- Mar 12, 2023
- Updated
- Mar 12, 2023
- SHA
- 71149b2c
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. -->
data2vec-audio-base-960h-ft
This model is a fine-tuned version of facebook/data2vec-audio-base-960h on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.0146
- Accuracy: 0.9967
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: 1e-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: 5
Training results
| Training Loss | Epoch | Step | Accuracy | Validation Loss |
|---|---|---|---|---|
| 0.1427 | 1.0 | 8558 | 0.9941 | 0.0271 |
| 0.0799 | 2.0 | 17116 | 0.9964 | 0.0154 |
| 0.0889 | 3.0 | 25674 | 0.9967 | 0.0146 |
| 0.0843 | 4.0 | 34232 | 0.9967 | 0.0162 |
| 0.0925 | 5.0 | 42790 | 0.9961 | 0.0151 |
Framework versions
- Transformers 4.26.1
- Pytorch 1.11.0+cpu
- Datasets 2.10.1
- Tokenizers 0.12.1
- Task
- Audio Classification
- Library
- transformers
- Type
- data2vec-audio
- License
- apache-2.0
- Created
- Mar 12, 2023
- Updated
- Mar 12, 2023