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0-9up-ast-ft
mazkooleg/0-9up-ast-ft
0-9up-ast-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 bsd-3-clause.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Audio Classification
- Library
- transformers
- License
- bsd-3-clause
- Model type
- audio-spectrogram-transformer
- Access
- Public
- Created
- Feb 26, 2023
- Updated
- Feb 26, 2023
- SHA
- 06ab5e02
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. -->
ast-finetuned-speech-commands-v2-finetuned
This model is a fine-tuned version of MIT/ast-finetuned-speech-commands-v2 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.0210
- Accuracy: 0.9979
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-07
- 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 |
|---|---|---|---|---|
| 0.1781 | 1.0 | 8558 | 0.9970 | 0.1609 |
| 0.0217 | 2.0 | 17116 | 0.9979 | 0.0210 |
| 0.018 | 3.0 | 25674 | 0.9979 | 0.0144 |
| 0.0215 | 4.0 | 34232 | 0.9976 | 0.0129 |
| 0.0407 | 5.0 | 42790 | 0.9976 | 0.0126 |
Framework versions
- Transformers 4.26.1
- Pytorch 1.11.0+cpu
- Datasets 2.10.0
- Tokenizers 0.12.1
- Task
- Audio Classification
- Library
- transformers
- Type
- audio-spectrogram-transformer
- License
- bsd-3-clause
- Created
- Feb 26, 2023
- Updated
- Feb 26, 2023