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297 lines
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Markdown
297 lines
32 KiB
Markdown

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</p>
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<p align="center">
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<a href="./LICENSE"><img src="https://img.shields.io/badge/license-Apache%202-dfd.svg"></a>
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<a href="https://github.com/PaddlePaddle/FastDeploy/releases"><img src="https://img.shields.io/github/v/release/PaddlePaddle/FastDeploy?color=ffa"></a>
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<a href=""><img src="https://img.shields.io/badge/python-3.7+-aff.svg"></a>
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<a href=""><img src="https://img.shields.io/badge/os-linux%2C%20win%2C%20mac-pink.svg"></a>
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<a href="https://github.com/PaddlePaddle/FastDeploy/graphs/contributors"><img src="https://img.shields.io/github/contributors/PaddlePaddle/FastDeploy?color=9ea"></a>
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<a href="https://github.com/PaddlePaddle/FastDeploy/commits"><img src="https://img.shields.io/github/commit-activity/m/PaddlePaddle/FastDeploy?color=3af"></a>
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<a href="https://pypi.org/project/FastDeploy-python/"><img src="https://img.shields.io/pypi/dm/FastDeploy-python?color=9cf"></a>
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<a href="https://github.com/PaddlePaddle/FastDeploy/issues"><img src="https://img.shields.io/github/issues/PaddlePaddle/FastDeploy?color=9cc"></a>
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<a href="https://github.com/PaddlePaddle/FastDeploy/stargazers"><img src="https://img.shields.io/github/stars/PaddlePaddle/FastDeploy?color=ccf"></a>
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</p>
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**⚡️FastDeploy**是一款**易用高效**的推理部署开发套件。覆盖业界主流**优质预训练模型**并提供**开箱即用**的部署体验,包括图像分类、目标检测、图像分割、人脸检测、人脸识别、人体关键点识别、文字识别等多任务,满足开发者**多场景**,**多硬件**、**多平台**的便捷高效的产业级部署需求。
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| Human Segmentation | Image Matting | Semantic Segmentation | Real-Time Matting |
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|:---------------------------------------------------------------------------------------------------------:|:---------------------------------------------------------------------------------------------------------:|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
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| <img src='https://user-images.githubusercontent.com/54695910/188054718-6395321c-8937-4fa0-881c-5b20deb92aaa.gif' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/54695910/188058231-a5fe1ce1-0a38-460f-9582-e0b881514908.gif' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/54695910/188054711-6119f0e7-d741-43b1-b273-9493d103d49f.gif' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/54695910/188054691-e4cb1a70-09fe-4691-bc62-5552d50bd853.gif' height="126px" width="190px"> |
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| **PP-OCR** | **Behavior Recognition** | **Object Detection** |**TinyPose**
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| <img src='https://user-images.githubusercontent.com/54695910/188054669-a85996ba-f7f3-4646-ae1f-3b7e3e353e7d.gif' height="126px" width="190px"> |<img src='https://user-images.githubusercontent.com/48054808/173034825-623e4f78-22a5-4f14-9b83-dc47aa868478.gif' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/54695910/188054680-2f8d1952-c120-4b67-88fc-7d2d7d2378b4.gif' height="126px" width="190px" > |<img src='https://user-images.githubusercontent.com/54695910/188054671-394db8dd-537c-42b1-9d90-468d7ad1530e.gif' height="126px" width="190px"> |
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| **Face Alignment** | **3D Object Detection** | **Face Editing** | **FOM**
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| <img src='https://user-images.githubusercontent.com/54695910/188059460-9845e717-c30a-4252-bd80-b7f6d4cf30cb.png' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/54695910/188270227-1a4671b3-0123-46ab-8d0f-0e4132ae8ec0.gif' height="126px" width="190px"> | <img src='https://user-images.githubusercontent.com/54695910/188054663-b0c9c037-6d12-4e90-a7e4-e9abf4cf9b97.gif' height="126px" width="126px"> | <img src='https://user-images.githubusercontent.com/54695910/188056800-2190e05e-ad1f-40ef-bf71-df24c3407b2d.gif' height="126px" width="190px">
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## 近期更新
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- 🔥 **2022.8.18:发布FastDeploy [release/v0.2.0](https://github.com/PaddlePaddle/FastDeploy/releases/tag/release%2F0.2.0)** <br>
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- **服务端部署全新升级:更快的推理性能,更多的视觉模型支持**
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- 发布基于x86 CPU、NVIDIA GPU的高性能推理引擎SDK,推理速度大幅提升
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- 集成Paddle Inference、ONNX Runtime、TensorRT等推理引擎并提供统一的部署体验
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- 支持YOLOv7、YOLOv6、YOLOv5、PP-YOLOE等全系列目标检测模型并提供[端到端部署示例](examples/vision/detection/)
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- 支持人脸检测、人脸识别、实时人像抠图、图像分割等40+重点模型及[Demo示例](examples/vision/)
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- 支持Python和C++两种语言部署
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- **端侧部署新增瑞芯微、晶晨、恩智浦等NPU芯片部署能力**
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- 发布轻量化目标检测[Picodet-NPU部署Demo](https://github.com/PaddlePaddle/Paddle-Lite-Demo/tree/develop/object_detection/linux/picodet_detection),提供低门槛INT8全量化能力
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## 目录
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* **服务端部署**
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* [FastDeploy Python SDK快速开始](#fastdeploy-quick-start-python)
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* [FastDeploy C++ SDK快速开始](#fastdeploy-quick-start-cpp)
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* [服务端模型支持列表](#fastdeploy-server-models)
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* **端侧部署**
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* [EasyEdge边缘端部署](#fastdeploy-edge-sdk-arm-linux)
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* [EasyEdge移动端部署](#fastdeploy-edge-sdk-ios-android)
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* [EasyEdge自定义模型部署](#fastdeploy-edge-sdk-custom)
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* [Paddle Lite NPU部署](#fastdeploy-edge-sdk-npu)
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* [端侧模型支持列表](#fastdeploy-edge-sdk)
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* [社区交流](#fastdeploy-community)
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* [Acknowledge](#fastdeploy-acknowledge)
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* [License](#fastdeploy-license)
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## 服务端部署
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### FastDeploy Python SDK快速开始
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<div id="fastdeploy-quick-start-python"></div>
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#### 快速安装
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##### 前置依赖
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- CUDA >= 11.2
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- cuDNN >= 8.0
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- python >= 3.8
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- OS: Linux x86_64/macOS/Windows 10
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##### 安装GPU版本
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```bash
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pip install numpy opencv-python fastdeploy-gpu-python -f https://www.paddlepaddle.org.cn/whl/fastdeploy.html
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```
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##### 安装CPU版本
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```bash
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pip install numpy opencv-python fastdeploy-python -f https://www.paddlepaddle.org.cn/whl/fastdeploy.html
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```
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#### Python 推理示例
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* 准备模型和图片
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```bash
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wget https://bj.bcebos.com/paddlehub/fastdeploy/ppyoloe_crn_l_300e_coco.tgz
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tar xvf ppyoloe_crn_l_300e_coco.tgz
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wget https://gitee.com/paddlepaddle/PaddleDetection/raw/release/2.4/demo/000000014439.jpg
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```
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* 测试推理结果
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```python
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# GPU/TensorRT部署参考 examples/vision/detection/paddledetection/python
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import cv2
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import fastdeploy.vision as vision
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model = vision.detection.PPYOLOE("ppyoloe_crn_l_300e_coco/model.pdmodel",
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"ppyoloe_crn_l_300e_coco/model.pdiparams",
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"ppyoloe_crn_l_300e_coco/infer_cfg.yml")
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im = cv2.imread("000000014439.jpg")
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result = model.predict(im.copy())
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print(result)
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vis_im = vision.vis_detection(im, result, score_threshold=0.5)
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cv2.imwrite("vis_image.jpg", vis_im)
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```
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### FastDeploy C++ SDK快速开始
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<div id="fastdeploy-quick-start-cpp"></div>
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#### 安装
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- 参考[C++预编译库下载](docs/quick_start/CPP_prebuilt_libraries.md)文档
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#### C++ 推理示例
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* 准备模型和图片
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```bash
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wget https://bj.bcebos.com/paddlehub/fastdeploy/ppyoloe_crn_l_300e_coco.tgz
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tar xvf ppyoloe_crn_l_300e_coco.tgz
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wget https://gitee.com/paddlepaddle/PaddleDetection/raw/release/2.4/demo/000000014439.jpg
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```
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* 测试推理结果
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```C++
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// GPU/TensorRT部署参考 examples/vision/detection/paddledetection/cpp
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#include "fastdeploy/vision.h"
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int main(int argc, char* argv[]) {
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namespace vision = fastdeploy::vision;
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auto model = vision::detection::PPYOLOE("ppyoloe_crn_l_300e_coco/model.pdmodel",
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"ppyoloe_crn_l_300e_coco/model.pdiparams",
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"ppyoloe_crn_l_300e_coco/infer_cfg.yml");
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auto im = cv::imread("000000014439.jpg");
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vision::DetectionResult res;
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model.Predict(&im, &res)
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auto vis_im = vision::Visualize::VisDetection(im, res, 0.5);
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cv::imwrite("vis_image.jpg", vis_im);
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}
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```
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更多部署案例请参考[视觉模型部署示例](examples/vision) .
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### 服务端模型支持列表 🔥🔥🔥
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<div id="fastdeploy-server-models"></div>
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符号说明: (1) ✅: 已经支持; (2) ❔: 未来支持; (3) ❌: 暂不支持; (4) --: 暂不考虑;<br>
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链接说明:「模型列」会跳转到模型推理Demo代码
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| 任务场景 | 模型 | API | Linux | Linux | Win | Win | Mac | Mac | Linux | Linux |
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| :--------: | :--------: | :--------: | :--------: | :--------: | :--------: | :--------: | :--------: | :--------: | :--------: |:--------: |
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| --- | --- | --- | <font size=2> X86 CPU | <font size=2> NVIDIA GPU | <font size=2> Intel CPU | <font size=2> NVIDIA GPU | <font size=2> Intel CPU | <font size=2> Arm CPU | <font size=2> AArch64 CPU | <font size=2> NVIDIA Jetson |
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| <font size=2> Classification | <font size=2> [PaddleClas/ResNet50](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) |✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Classification | <font size=2> [PaddleClas/PP-LCNet](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Classification | <font size=2> [PaddleClas/PP-LCNetv2](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Classification | <font size=2> [PaddleClas/EfficientNet](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Classification | <font size=2> [PaddleClas/GhostNet](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Classification | <font size=2> [PaddleClas/MobileNetV1](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Classification | <font size=2> [PaddleClas/MobileNetV2](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Classification | <font size=2> [PaddleClas/MobileNetV3](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Classification | <font size=2> [PaddleClas/ShuffleNetV2](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Classification | <font size=2> [PaddleClas/SqueeezeNetV1.1](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Classification | <font size=2> [PaddleClas/Inceptionv3](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Classification | <font size=2> [PaddleClas/PP-HGNet](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) |✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Classification | <font size=2> [PaddleClas/SwinTransformer](./examples/vision/classification/paddleclas) | <font size=2> [Python](./examples/vision/classification/paddleclas/python)/[C++](./examples/vision/classification/paddleclas/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Detection | <font size=2> [PaddleDetection/PP-YOLOE](./examples/vision/detection/paddledetection) | <font size=2> [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Detection | <font size=2> [PaddleDetection/PicoDet](./examples/vision/detection/paddledetection) | <font size=2> [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Detection | <font size=2> [PaddleDetection/YOLOX](./examples/vision/detection/paddledetection) | <font size=2> [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Detection | <font size=2> [PaddleDetection/YOLOv3](./examples/vision/detection/paddledetection) | <font size=2> [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Detection | <font size=2> [PaddleDetection/PP-YOLO](./examples/vision/detection/paddledetection) | <font size=2> [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❔ |
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| <font size=2> Detection | <font size=2> [PaddleDetection/PP-YOLOv2](./examples/vision/detection/paddledetection) | <font size=2> [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❔ |
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| <font size=2> Detection | <font size=2> [PaddleDetection/FasterRCNN](./examples/vision/detection/paddledetection) | <font size=2> [Python](./examples/vision/detection/paddledetection/python)/[C++](./examples/vision/detection/paddledetection/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ❌ | ❌ | ❔ |
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| <font size=2> Detection | <font size=2> [Megvii-BaseDetection/YOLOX](./examples/vision/detection/yolox) | <font size=2> [Python](./examples/vision/detection/yolox/python)/[C++](./examples/vision/detection/yolox/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Detection | <font size=2> [WongKinYiu/YOLOv7](./examples/vision/detection/yolov7) | <font size=2> [Python](./examples/vision/detection/yolov7/python)/[C++](./examples/vision/detection/yolov7/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Detection | <font size=2> [meituan/YOLOv6](./examples/vision/detection/yolov6) | <font size=2> [Python](./examples/vision/detection/yolov6/python)/[C++](./examples/vision/detection/yolov6/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Detection | <font size=2> [ultralytics/YOLOv5](./examples/vision/detection/yolov5) | <font size=2> [Python](./examples/vision/detection/yolov5/python)/[C++](./examples/vision/detection/yolov5/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Detection | <font size=2> [WongKinYiu/YOLOR](./examples/vision/detection/yolor) | <font size=2> [Python](./examples/vision/detection/yolor/python)/[C++](./examples/vision/detection/yolor/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Detection | <font size=2> [WongKinYiu/ScaledYOLOv4](./examples/vision/detection/scaledyolov4) | <font size=2> [Python](./examples/vision/detection/scaledyolov4/python)/[C++](./examples/vision/detection/scaledyolov4/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Detection | <font size=2> [ppogg/YOLOv5Lite](./examples/vision/detection/yolov5lite) | <font size=2> [Python](./examples/vision/detection/yolov5lite/python)/[C++](./examples/vision/detection/yolov5lite/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Detection | <font size=2> [RangiLyu/NanoDetPlus](./examples/vision/detection/nanodet_plus) | <font size=2> [Python](./examples/vision/detection/nanodet_plus/python)/[C++](./examples/vision/detection/nanodet_plus/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Segmentation | <font size=2> [PaddleSeg/PP-LiteSeg](./examples/vision/segmentation/paddleseg) | <font size=2> [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
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| <font size=2> Segmentation | <font size=2> [PaddleSeg/PP-HumanSegLite](./examples/vision/segmentation/paddleseg) | <font size=2> [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||
| <font size=2> Segmentation | <font size=2> [PaddleSeg/HRNet](./examples/vision/segmentation/paddleseg) | <font size=2> [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||
| <font size=2> Segmentation | <font size=2> [PaddleSeg/PP-HumanSegServer](./examples/vision/segmentation/paddleseg) | <font size=2> [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||
| <font size=2> Segmentation | <font size=2> [PaddleSeg/Unet](./examples/vision/segmentation/paddleseg) | <font size=2> [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||
| <font size=2> Segmentation | <font size=2> [PaddleSeg/Deeplabv3](./examples/vision/segmentation/paddleseg) | <font size=2> [Python](./examples/vision/segmentation/paddleseg/python)/[C++](./examples/vision/segmentation/paddleseg/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||
| <font size=2> FaceDetection | <font size=2> [biubug6/RetinaFace](./examples/vision/facedet/retinaface) | <font size=2> [Python](./examples/vision/facedet/retinaface/python)/[C++](./examples/vision/facedet/retinaface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||
| <font size=2> FaceDetection | <font size=2> [Linzaer/UltraFace](./examples/vision/facedet/ultraface) | [<font size=2> Python](./examples/vision/facedet/ultraface/python)/[C++](./examples/vision/facedet/ultraface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||
| <font size=2> FaceDetection | <font size=2> [deepcam-cn/YOLOv5Face](./examples/vision/facedet/yolov5face) | <font size=2> [Python](./examples/vision/facedet/yolov5face/python)/[C++](./examples/vision/facedet/yolov5face/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||
| <font size=2> FaceDetection | <font size=2> [deepinsight/SCRFD](./examples/vision/facedet/scrfd) | <font size=2> [Python](./examples/vision/facedet/scrfd/python)/[C++](./examples/vision/facedet/scrfd/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||
| <font size=2> FaceRecognition | <font size=2> [deepinsight/ArcFace](./examples/vision/faceid/insightface) | <font size=2> [Python](./examples/vision/faceid/insightface/python)/[C++](./examples/vision/faceid/insightface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||
| <font size=2> FaceRecognition | <font size=2> [deepinsight/CosFace](./examples/vision/faceid/insightface) | <font size=2> [Python](./examples/vision/faceid/insightface/python)/[C++](./examples/vision/faceid/insightface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||
| <font size=2> FaceRecognition | <font size=2> [deepinsight/PartialFC](./examples/vision/faceid/insightface) | <font size=2> [Python](./examples/vision/faceid/insightface/python)/[C++](./examples/vision/faceid/insightface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||
| <font size=2> FaceRecognition | <font size=2> [deepinsight/VPL](./examples/vision/faceid/insightface) | <font size=2> [Python](./examples/vision/faceid/insightface/python)/[C++](./examples/vision/faceid/insightface/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||
| <font size=2> Matting | <font size=2> [ZHKKKe/MODNet](./examples/vision/matting/modnet) | <font size=2> [Python](./examples/vision/matting/modnet/python)/[C++](./examples/vision/matting/modnet/cpp) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ |
|
||
|
||
|
||
## 端侧部署
|
||
|
||
<div id="fastdeploy-edge-doc"></div>
|
||
|
||
### EasyEdge边缘端部署
|
||
|
||
<div id="fastdeploy-edge-sdk-arm-linux"></div>
|
||
|
||
- ARM Linux 系统
|
||
- [C++ Inference部署(含视频流)](./docs/arm_cpu/arm_linux_cpp_sdk_inference.md)
|
||
- [C++ 服务化部署](./docs/arm_cpu/arm_linux_cpp_sdk_serving.md)
|
||
- [Python Inference部署](./docs/arm_cpu/arm_linux_python_sdk_inference.md)
|
||
- [Python 服务化部署](./docs/arm_cpu/arm_linux_python_sdk_serving.md)
|
||
|
||
### EasyEdge移动端部署
|
||
|
||
<div id="fastdeploy-edge-sdk-ios-android"></div>
|
||
|
||
- [iOS 系统部署](./docs/arm_cpu/ios_sdk.md)
|
||
- [Android 系统部署](./docs/arm_cpu/android_sdk.md)
|
||
|
||
### EasyEdge自定义模型部署
|
||
|
||
<div id="fastdeploy-edge-sdk-custom"></div>
|
||
|
||
- [快速实现个性化模型替换](./docs/arm_cpu/replace_model_with_another_one.md)
|
||
|
||
### Paddle Lite NPU部署
|
||
|
||
<div id="fastdeploy-edge-sdk-npu"></div>
|
||
|
||
- [瑞芯微-NPU/晶晨-NPU/恩智浦-NPU](https://github.com/PaddlePaddle/Paddle-Lite-Demo/tree/develop/object_detection/linux/picodet_detection)
|
||
|
||
### 端侧模型支持列表
|
||
|
||
<div id="fastdeploy-edge-sdk"></div>
|
||
|
||
| 任务场景 | 模型 | 大小(MB) | Linux | Android | iOS |Linux | Linux | Linux |更新中...|
|
||
|:------------------:|:----------------------------:|:---------------------:|:---------------------:|:----------------------:|:---------------------:| :------------------:|:----------------------------:|:---------------------:|:---------------------:|
|
||
| --- | --- | --- | ARM CPU | ARM CPU | ARM CPU |瑞芯微NPU<br>RV1109<br>RV1126<br>RK1808 | 晶晨NPU <br>A311D<br>S905D<br>C308X | 恩智浦NPU<br> i.MX 8M Plus |更新中...|
|
||
| Classification | PP-LCNet | 11.9 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Classification | PP-LCNetv2 | 26.6 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Classification | EfficientNet | 31.4 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Classification | GhostNet | 20.8 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Classification | MobileNetV1 | 17 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Classification | MobileNetV2 | 14.2 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Classification | MobileNetV3 | 22 | ✅ | ✅ | ✅ |❔ | ❔ | ❔ |❔|
|
||
| Classification | ShuffleNetV2 | 9.2 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Classification | SqueezeNetV1.1 | 5 | ✅ | ✅ | ✅ |
|
||
| Classification | Inceptionv3 | 95.5 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Classification | PP-HGNet | 59 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Classification | SwinTransformer_224_win7 | 352.7 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Detection | PP-PicoDet_s_320_coco | 4.1 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Detection | PP-PicoDet_s_320_lcnet | 4.9 | ✅ | ✅ | ✅ |✅ | ✅ | ✅ | ❔|
|
||
| Detection | CenterNet | 4.8 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Detection | YOLOv3_MobileNetV3 | 94.6 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Detection | PP-YOLO_tiny_650e_coco | 4.4 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Detection | SSD_MobileNetV1_300_120e_voc | 23.3 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Detection | PP-YOLO_ResNet50vd | 188.5 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Detection | PP-YOLOv2_ResNet50vd | 218.7 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Detection | PP-YOLO_crn_l_300e_coco | 209.1 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Detection | YOLOv5s | 29.3 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| FaceDetection | BlazeFace | 1.5 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| FaceDetection | RetinaFace | 1.7 | ✅ | ❌ | ❌ |-- | -- | -- |--|
|
||
| KeypointsDetection | PP-TinyPose | 5.5 | ✅ | ✅ | ✅ |❔ | ❔ | ❔ |❔|
|
||
| Segmentation | PP-LiteSeg(STDC1) | 32.2 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Segmentation | PP-HumanSeg-Lite | 0.556 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Segmentation | HRNet-w18 | 38.7 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Segmentation | PP-HumanSeg-Server | 107.2 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| Segmentation | Unet | 53.7 | ❌ | ✅ | ❌ |-- | -- | -- |--|
|
||
| OCR | PP-OCRv1 | 2.3+4.4 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| OCR | PP-OCRv2 | 2.3+4.4 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
| OCR | PP-OCRv3 | 2.4+10.6 | ✅ | ✅ | ✅ |❔ | ❔ | ❔ |❔|
|
||
| OCR | PP-OCRv3-tiny | 2.4+10.7 | ✅ | ✅ | ✅ |-- | -- | -- |--|
|
||
|
||
## 社区交流
|
||
|
||
<div id="fastdeploy-community"></div>
|
||
|
||
- **加入社区👬:** 微信扫描二维码后,填写问卷加入交流群,与开发者共同讨论推理部署痛点问题
|
||
|
||
<div align="center">
|
||
<img src="https://user-images.githubusercontent.com/54695910/175854075-2c0f9997-ed18-4b17-9aaf-1b43266d3996.jpeg" width = "200" height = "200" />
|
||
</div>
|
||
|
||
## Acknowledge
|
||
|
||
<div id="fastdeploy-acknowledge"></div>
|
||
|
||
本项目中SDK生成和下载使用了[EasyEdge](https://ai.baidu.com/easyedge/app/openSource)中的免费开放能力,在此表示感谢。
|
||
|
||
## License
|
||
|
||
<div id="fastdeploy-license"></div>
|
||
|
||
FastDeploy遵循[Apache-2.0开源协议](./LICENSE)。
|