如何开发网站平台,做网站的第一步,紧急网页升级紧急通知,路由器上建网站FastDeploy部署教程(CSharp版本)
1. FastDeploy介绍
FastDeploy是一款全场景、易用灵活、极致高效的AI推理部署工具#xff0c; 支持云边端部署。提供超过 #x1f525;160 Text#xff0c;Vision#xff0c; Speech和跨模态模型#x1f4e6;开箱即用的部署体验#xf…FastDeploy部署教程(CSharp版本)
1. FastDeploy介绍
FastDeploy是一款全场景、易用灵活、极致高效的AI推理部署工具 支持云边端部署。提供超过 160 TextVision Speech和跨模态模型开箱即用的部署体验并实现端到端的推理性能优化。包括 物体检测、字符识别OCR、人脸、人像扣图、多目标跟踪系统、NLP、Stable Diffusion文图生成、TTS 等几十种任务场景满足开发者多场景、多硬件、多平台的产业部署需求。 2. FastDeploy 部署(C)
参考
FastDeploy 安装教程
3. FastDeploy 部署(CSharp) FastDeploy C# SDK的接口实现为用户需要C# API的场景提供解决方案。 3.1 FastDeploy 源码编译 CMAKE_CONFIGURATION_TYPES 属性设置为Release 请不要勾选WITH_GPU和ENABLE_TRT_BACKEND 开启 ENABLE_ORT_BACKENDON
ENABLE_PADDLE_BACKENDON
ENABLE_OPENVINO_BACKENDON
ENABLE_VISIONON
ENABLE_TEXTON
WITH_CAPION
WITH_CSHARPAPION 指定CMAKE_INSTALL_PREFIX 安装路径 生成fastdeploy.sln解决方案文件选择Release版本生成编译点击INSTALL-右键点击生成将编译好的SDK安装到先前指定的目录步骤⑤。
3.2 创建CSharp项目 在项目引用中添加–fastdeploy_csharp nuget 包添加OpenCvSharp、OpenCvSharp.Extensions等包 在debug\relese项目文件夹中添加Fastdeploy的动态链接库
fastdeploy_init.bat install %cd% D:\workSpace\Paddle\deploy\FastDeplyCsharp\FastDeplyCsharp\bin\x64\Debug结果预览 3.3 源代码
//目标检测
public void fastdeployDetInfer(string image_path)
{string model_dir D://workSpace//Paddle//models//ppyoloe_crn_l_300e_coco;string model_file model_dir \\ model.pdmodel;string params_file model_dir \\ model.pdiparams;string config_file model_dir \\ infer_cfg.yml;RuntimeOption runtimeoption new RuntimeOption();int device_option 0;if (device_option 0){runtimeoption.UseCpu();}else{runtimeoption.UseGpu();}fastdeploy.vision.detection.PPYOLOE model new fastdeploy.vision.detection.PPYOLOE(model_file, params_file, config_file, runtimeoption, ModelFormat.PADDLE);if (!model.Initialized()){Console.WriteLine(Failed to initialize.\n);}Mat image Cv2.ImRead(image_path);fastdeploy.vision.DetectionResult res model.Predict(image);//Console.WriteLine(res.ToString());Mat res_img fastdeploy.vision.Visualize.VisDetection(image, res, 0.5f, 1, 0.5f);InferPictureBox.Image res_img.ToBitmap();
}
// 语义分割
public void fastdeplySegInfer(string image_path)
{string model_dir D://workSpace//Paddle//models//PP_LiteSeg_B_STDC2_cityscapes_without_argmax_infer;string model_file model_dir \\ model.pdmodel;string params_file model_dir \\ model.pdiparams;string config_file model_dir \\ deploy.yaml;RuntimeOption runtimeoption new RuntimeOption();runtimeoption.UseCpu();fastdeploy.vision.segmentation.PaddleSegModel model new fastdeploy.vision.segmentation.PaddleSegModel(model_file, params_file, config_file, runtimeoption, ModelFormat.PADDLE);if (!model.Initialized()){Console.WriteLine(Failed to initialize.\n);}Mat image Cv2.ImRead(image_path);fastdeploy.vision.SegmentationResult res model.Predict(image);Console.WriteLine(res.ToString());Mat res_img fastdeploy.vision.Visualize.VisSegmentation(image, res, 0.5f);InferPictureBox.Image res_img.ToBitmap();
}
