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README.md
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---
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license: apache-2.0
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base_model: facebook/wav2vec2-base
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tags:
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- generated_from_trainer
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datasets:
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- audiofolder
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metrics:
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- accuracy
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model-index:
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- name: deeepfake-audio-555
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results:
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- task:
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name: Audio Classification
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type: audio-classification
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dataset:
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name: audiofolder
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type: audiofolder
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config: default
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split: train
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args: default
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.9247311827956989
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# deeepfake-audio-555
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This model is a fine-tuned version of [facebook/wav2vec2-base](https://huggingface.co/facebook/wav2vec2-base) on the audiofolder dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4156
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- Accuracy: 0.9247
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 3e-05
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- train_batch_size: 8
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- eval_batch_size: 8
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_ratio: 0.01
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- num_epochs: 16
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|
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| 0.6428 | 1.0 | 46 | 0.6271 | 0.7204 |
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| 0.4622 | 2.0 | 92 | 0.4054 | 0.8602 |
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| 0.3098 | 3.0 | 138 | 0.5667 | 0.8172 |
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| 0.2696 | 4.0 | 184 | 0.4179 | 0.8817 |
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| 0.2806 | 5.0 | 230 | 0.4129 | 0.8710 |
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| 0.2078 | 6.0 | 276 | 0.3541 | 0.9140 |
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| 0.1652 | 7.0 | 322 | 0.3338 | 0.9140 |
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| 0.0871 | 8.0 | 368 | 0.4072 | 0.9140 |
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| 0.1267 | 9.0 | 414 | 0.3649 | 0.9247 |
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| 0.0651 | 10.0 | 460 | 0.3436 | 0.9355 |
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| 0.0976 | 11.0 | 506 | 0.4163 | 0.9140 |
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| 0.0186 | 12.0 | 552 | 0.4164 | 0.9247 |
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| 0.0324 | 13.0 | 598 | 0.4156 | 0.9247 |
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### Framework versions
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- Transformers 4.39.3
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- Pytorch 2.2.1+cu121
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- Datasets 2.18.0
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- Tokenizers 0.15.2
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model.safetensors
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runs/Apr13_01-56-55_7e8ef757c74e/events.out.tfevents.1712973417.7e8ef757c74e.1465.0
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version https://git-lfs.github.com/spec/v1
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size 13709
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