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3.1 KiB
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AnimeGAN C++部署示例
本目录下提供infer.cc
快速完成AnimeGAN在CPU/GPU部署的示例。
在部署前,需确认以下两个步骤
-
- 软硬件环境满足要求,参考FastDeploy环境要求
-
- 根据开发环境,下载预编译部署库和samples代码,参考FastDeploy预编译库
以Linux上AnimeGAN推理为例,在本目录执行如下命令即可完成编译测试,支持此模型需保证FastDeploy版本1.0.2以上(x.x.x>=1.0.2)
mkdir build
cd build
# 下载FastDeploy预编译库,用户可在上文提到的`FastDeploy预编译库`中自行选择合适的版本使用
wget https://bj.bcebos.com/fastdeploy/release/cpp/fastdeploy-linux-x64-x.x.x.tgz
tar xvf fastdeploy-linux-x64-x.x.x.tgz
cmake .. -DFASTDEPLOY_INSTALL_DIR=${PWD}/fastdeploy-linux-x64-x.x.x
make -j
# 下载准备好的模型文件和测试图片
wget https://bj.bcebos.com/paddlehub/fastdeploy/style_transfer_testimg.jpg
wget https://bj.bcebos.com/paddlehub/fastdeploy/animegan_v1_hayao_60_v1.0.0.tgz
tar xvfz animegan_v1_hayao_60_v1.0.0.tgz
# CPU推理
./infer_demo --model animegan_v1_hayao_60 --image style_transfer_testimg.jpg --device cpu
# GPU推理
./infer_demo --model animegan_v1_hayao_60 --image style_transfer_testimg.jpg --device gpu
以上命令只适用于Linux或MacOS, Windows下SDK的使用方式请参考:
AnimeGAN C++接口
AnimeGAN类
fastdeploy::vision::generation::AnimeGAN(
const string& model_file,
const string& params_file = "",
const RuntimeOption& runtime_option = RuntimeOption(),
const ModelFormat& model_format = ModelFormat::PADDLE)
AnimeGAN模型加载和初始化,其中model_file为导出的Paddle模型结构文件,params_file为模型参数文件。
参数
- model_file(str): 模型文件路径
- params_file(str): 参数文件路径
- runtime_option(RuntimeOption): 后端推理配置,默认为None,即采用默认配置
- model_format(ModelFormat): 模型格式,默认为Paddle格式
Predict函数
bool AnimeGAN::Predict(cv::Mat& image, cv::Mat* result)
模型预测入口,输入图像输出风格迁移后的结果。
参数
- image: 输入数据,注意需为HWC,BGR格式
- result: 风格转换后的图像,BGR格式
BatchPredict函数
bool AnimeGAN::BatchPredict(const std::vector<cv::Mat>& images, std::vector<cv::Mat>* results);
模型预测入口,输入一组图像并输出风格迁移后的结果。
参数
- images: 输入数据,一组图像数据,注意需为HWC,BGR格式
- results: 风格转换后的一组图像,BGR格式