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# AASIST 
## 模型介绍
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开源的音频反欺骗的模型
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## 模型结构
aasist,参考链接https://github.com/clovaai/aasist, 参考论文ASIST: Audio Anti-Spoofing using Integrated Spectro-Temporal Graph Attention Networks

## AASIST代码参考版本

原始代码位置:https://github.com/clovaai/aasist.git

## 数据集
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脚本下载方式:
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python ./download_dataset.py
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手动下载方式:
ASVspoof2019 dataset: https://datashare.ed.ac.uk/handle/10283/3336链接进行下载LA.zip文件
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下载后unzip解压

## 推理

### 环境配置
提供[光源](https://www.sourcefind.cn/#/service-details)拉取的训练的docker镜像:
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* 推理镜像:
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docker pull image.sourcefind.cn:5000/dcu/admin/base/custom:aasist-main
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* python依赖安装:
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pip3 install -r requirement.txt

### 推理命令,使用BladeDISC进行加速

To evaluate AASIST [1]:
export TORCH_MHLO_OP_WHITE_LIST="aten::max;aten::batch_norm;aten::abs,aten::selu;prim::NumToTensor;aten::zeros_like;aten::size;aten::narrow;aten::cat;aten::selu_"
python3 main.py --eval --config ./config/AASIST.conf
python3 main_opt.py --eval --config ./config/AASIST.conf


To evaluate AASIST-L [1]:
export TORCH_MHLO_OP_WHITE_LIST="aten::max;aten::batch_norm;aten::abs,aten::selu;prim::NumToTensor;aten::zeros_like;aten::size;aten::narrow;aten::cat;aten::selu_"
python3 main.py --eval --config ./config/AASIST-L.conf
python3 main_opt.py --eval --config ./config/AASIST-L.conf

### 单卡测试
测试命令:

bash run.sh

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### 准确率验证
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准确率验证通过对比优化前与优化后的输出结果,精度差异较小,判定准确率为正常的

## 历史版本
https://developer.hpccube.com/codes/modelzoo/bladedisc_aasist
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## 参考
* https://github.com/clovaai/aasist.git