GitHub - TomasRan/FastDeploy: ⚡️An Easy-to-use and Fast Deep Learning Model Deployment Toolkit for Cloud and Edge. Including Vision, Text, Audio and Video 20+ main stream scenarios and 150+ SOTA models with end-to-end optimization and multi-platform multi-framework support.

English | 简体中文

⚡️FastDeploy是一款易用高效的推理部署开发套件。覆盖业界🔥热门CV、NLP、Speech的AI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、语义理解等多任务，满足开发者多场景，多硬件、多平台的产业部署需求。

Image Classification	Object Detection	Semantic Segmentation	Potrait Segmentation

Image Matting	Real-Time Matting	OCR	Face Alignment

Pose Estimation	Behavior Recognition	NLP	Speech
			input ：早上好今天是2020 /10/29，最低温度是-3°C。 output:

近期更新

🔥 【直播分享】2022.11.09 20:30～21:30，《覆盖云边端全场景，150+热门模型快速部署》。微信扫码报名
🔥 【直播分享】2022.11.10 20:30～21:30，《瑞芯微、晶晨、恩智浦等10+AI硬件部署，直达产业落地》。微信扫码报名
🔥 【直播分享】2022.11.10 19:00～20:00，《10+热门模型在RK3588、RK3568部署实战》。微信扫码报名

🔥 2022.10.31：Release FastDeploy release v0.5.0
- 🖥️ 服务端部署：支持推理速度更快的后端，支持更多的模型
  - 集成 Paddle Inference TensorRT后端，并保证其使用与Paddle Inference、TensorRT、OpenVINO、ONNX Runtime、Paddle Lite等一致的开发体验；
  - 支持并测试 Graphcore IPU 通过 Paddle Inference后端;
  - 优化一键模型自动化压缩工具，支持YOLOv7、YOLOv6、YOLOv5等视觉模型，在CPU和GPU推理速度可提升1.5～2倍；
  - 新增 PP-Tracking 和 RobustVideoMatting 等模型；
🔥 2022.10.24：Release FastDeploy release v0.4.0
- 🖥️ 服务端部署：推理速度大升级
  - 升级 GPU 端到端的优化，在YOLO系列上，模型推理速度从 43ms 提升到 25ms；
  - 新增 TinyPose and PicoDetji lianTinyPosePipeline部署能力；
- 📲 移动端和端侧部署：移动端后端能力升级，支持更多的CV模型
  - 集成 Paddle Lite，并保证其使用与服务端常用推理引擎 Paddle Inference、TensorRT、OpenVINO、ONNX Runtime 等一致的开发体验；
  - 新增轻量化目标检测模型和分类模型的安卓端部署能力；
- 🌐 Web和小程序部署：新增Web端部署能力
  - 集成 Paddle.js部署能力，新增 OCR、目标检测、人像分割背景替换、物体识别等Web端部署能力和Demo；

🖥️ 服务端部署

Python SDK快速开始（点击可收缩）

快速安装

前置依赖

CUDA >= 11.2、cuDNN >= 8.0、Python >= 3.6
OS: Linux x86_64/macOS/Windows 10

安装GPU版本

pip install numpy opencv-python fastdeploy-gpu-python -f https://www.paddlepaddle.org.cn/whl/fastdeploy.html

Conda安装(推荐)

conda config --add channels conda-forge && conda install cudatoolkit=11.2 cudnn=8.2

安装CPU版本

pip install numpy opencv-python fastdeploy-python -f https://www.paddlepaddle.org.cn/whl/fastdeploy.html

Python 推理示例

准备模型和图片

wget https://bj.bcebos.com/paddlehub/fastdeploy/ppyoloe_crn_l_300e_coco.tgz
tar xvf ppyoloe_crn_l_300e_coco.tgz
wget https://gitee.com/paddlepaddle/PaddleDetection/raw/release/2.4/demo/000000014439.jpg

测试推理结果

# GPU/TensorRT部署参考 examples/vision/detection/paddledetection/python
import cv2
import fastdeploy.vision as vision

model = vision.detection.PPYOLOE("ppyoloe_crn_l_300e_coco/model.pdmodel",
                                 "ppyoloe_crn_l_300e_coco/model.pdiparams",
                                 "ppyoloe_crn_l_300e_coco/infer_cfg.yml")
im = cv2.imread("000000014439.jpg")
result = model.predict(im.copy())
print(result)

vis_im = vision.vis_detection(im, result, score_threshold=0.5)
cv2.imwrite("vis_image.jpg", vis_im)

C++ SDK快速开始（点开查看详情）

安装

参考C++预编译库下载文档

C++ 推理示例

准备模型和图片

wget https://bj.bcebos.com/paddlehub/fastdeploy/ppyoloe_crn_l_300e_coco.tgz
tar xvf ppyoloe_crn_l_300e_coco.tgz
wget https://gitee.com/paddlepaddle/PaddleDetection/raw/release/2.4/demo/000000014439.jpg

测试推理结果

// GPU/TensorRT部署参考 examples/vision/detection/paddledetection/cpp
#include "fastdeploy/vision.h"

int main(int argc, char* argv[]) {
  namespace vision = fastdeploy::vision;
  auto model = vision::detection::PPYOLOE("ppyoloe_crn_l_300e_coco/model.pdmodel",
                                          "ppyoloe_crn_l_300e_coco/model.pdiparams",
                                          "ppyoloe_crn_l_300e_coco/infer_cfg.yml");
  auto im = cv::imread("000000014439.jpg");

  vision::DetectionResult res;
  model.Predict(&im, &res);

  auto vis_im = vision::Visualize::VisDetection(im, res, 0.5);
  cv::imwrite("vis_image.jpg", vis_im);
  return 0;
}

更多部署案例请参考视觉模型部署示例 .

服务端模型支持列表 🔥🔥🔥🔥🔥

符号说明: (1) ✅: 已经支持; (2) ❔: 正在进行中; (3) N/A: 暂不支持;
链接说明：「模型列」会跳转到模型推理Demo代码

任务场景	模型	API	Linux	Linux	Win	Win	Mac	Mac	Linux	Linux	Linux	Linux
---	---	---	X86 CPU	NVIDIA GPU	X86 CPU	NVIDIA GPU	X86 CPU	Arm CPU	AArch64 CPU	NVIDIA Jetson	Graphcore IPU	Serving
Classification	PaddleClas/ResNet50	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	✅	❔
Classification	TorchVison/ResNet	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Classification	ltralytics/YOLOv5Cls	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Classification	PaddleClas/PP-LCNet	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	✅	❔
Classification	PaddleClas/PP-LCNetv2	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	✅	❔
Classification	PaddleClas/EfficientNet	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	✅	❔
Classification	PaddleClas/GhostNet	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	✅	❔
Classification	PaddleClas/MobileNetV1	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	✅	❔
Classification	PaddleClas/MobileNetV2	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	✅	❔
Classification	PaddleClas/MobileNetV3	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	✅	❔
Classification	PaddleClas/ShuffleNetV2	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	✅	❔
Classification	PaddleClas/SqueeezeNetV1.1	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	✅	❔
Classification	PaddleClas/Inceptionv3	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Classification	PaddleClas/PP-HGNet	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	✅	❔
Classification	PaddleClas/SwinTransformer	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Detection	PaddleDetection/PP-YOLOE	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Detection	PaddleDetection/PicoDet	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Detection	PaddleDetection/YOLOX	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Detection	PaddleDetection/YOLOv3	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Detection	PaddleDetection/PP-YOLO	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Detection	PaddleDetection/PP-YOLOv2	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Detection	PaddleDetection/Faster-RCNN	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Detection	PaddleDetection/Mask-RCNN	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Detection	Megvii-BaseDetection/YOLOX	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Detection	WongKinYiu/YOLOv7	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Detection	WongKinYiu/YOLOv7end2end_trt	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅
Detection	WongKinYiu/YOLOv7end2end_ort_	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅
Detection	meituan/YOLOv6	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Detection	ultralytics/YOLOv5	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Detection	WongKinYiu/YOLOR	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Detection	WongKinYiu/ScaledYOLOv4	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Detection	ppogg/YOLOv5Lite	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Detection	RangiLyu/NanoDetPlus	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
KeyPoint	PaddleDetection/TinyPose	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
KeyPoint	PaddleDetection/PicoDet + TinyPose	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
HeadPose	omasaht/headpose	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Tracking	PaddleDetection/PP-Tracking	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
OCR	PaddleOCR/PP-OCRv2	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
OCR	PaddleOCR/PP-OCRv3	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Segmentation	PaddleSeg/PP-LiteSeg	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Segmentation	PaddleSeg/PP-HumanSegLite	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Segmentation	PaddleSeg/HRNet	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Segmentation	PaddleSeg/PP-HumanSegServer	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Segmentation	PaddleSeg/Unet	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Segmentation	PaddleSeg/Deeplabv3	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
FaceDetection	biubug6/RetinaFace	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
FaceDetection	Linzaer/UltraFace	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
FaceDetection	deepcam-cn/YOLOv5Face	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	✅
FaceDetection	insightface/SCRFD	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
FaceAlign	Hsintao/PFLD	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
FaceRecognition	insightface/ArcFace	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
FaceRecognition	insightface/CosFace	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
FaceRecognition	insightface/PartialFC	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
FaceRecognition	insightface/VPL	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Matting	ZHKKKe/MODNet	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Matting	PeterL1n/RobustVideoMatting	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Matting	PaddleSeg/PP-Matting	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Matting	PaddleSeg/PP-HumanMatting	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Matting	PaddleSeg/ModNet	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
Information Extraction	PaddleNLP/UIE	Python/C++	✅	✅	✅	✅	✅	✅	✅	✅	❔	❔
NLP	PaddleNLP/ERNIE-3.0	Python/C++	❔	❔	❔	❔	❔	❔	❔	❔	❔	✅
Speech	PaddleSpeech/PP-TTS	Python/C++	❔	❔	❔	❔	❔	❔	❔	❔	--	✅

📲 移动端和端侧部署 🔥🔥🔥🔥

Paddle Lite NPU部署

瑞芯微-NPU/晶晨-NPU/恩智浦-NPU

📲 端侧模型支持列表

任务场景	模型	大小(MB)	Linux	Android	iOS	Linux	Linux	Linux	Linux	更新中...
---	---	---	ARM CPU	ARM CPU	ARM CPU	瑞芯微NPU RK3568/RK3588	瑞芯微NPU RV1109/RV1126/RK1808	晶晨NPU A311D/S905D/C308X	恩智浦NPU i.MX 8M Plus	更新中...｜
Classification	PaddleClas/PP-LCNet	11.9	✅	✅	❔	❔	--	--	--	--
Classification	PaddleClas/PP-LCNetv2	26.6	✅	✅	❔	❔	--	--	--	--
Classification	PaddleClas/EfficientNet	31.4	✅	✅	❔	❔	--	--	--	--
Classification	PaddleClas/GhostNet	20.8	✅	✅	❔	❔	--	--	--	--
Classification	PaddleClas/MobileNetV1	17	✅	✅	❔	❔	--	--	--	--
Classification	PaddleClas/MobileNetV2	14.2	✅	✅	❔	❔	--	--	--	--
Classification	PaddleClas/MobileNetV3	22	✅	✅	❔	❔	❔	❔	❔	--
Classification	PaddleClas/ShuffleNetV2	9.2	✅	✅	❔	❔	--	--	--	--
Classification	PaddleClas/SqueezeNetV1.1	5	✅	✅	❔	❔	--	--	--	--
Classification	PaddleClas/Inceptionv3	95.5	✅	✅	❔	❔	--	--	--	--
Classification	PaddleClas/PP-HGNet	59	✅	✅	❔	❔	--	--	--	--
Classification	PaddleClas/SwinTransformer_224_win7	352.7	✅	✅	❔	❔	--	--	--	--
Detection	PaddleDetection/PP-PicoDet_s_320_coco	4.1	✅	✅	❔	❔	--	--	--	--
Detection	PaddleDetection/PP-PicoDet_s_320_lcnet	4.9	✅	✅	❔	❔	✅	✅	✅	--
Detection	PaddleDetection/CenterNet	4.8	✅	❔	❔	❔	--	--	--	--
Detection	PaddleDetection/YOLOv3_MobileNetV3	94.6	✅	❔	❔	❔	--	--	--	--
Detection	PaddleDetection/PP-YOLO_tiny_650e_coco	4.4	✅	❔	❔	❔	--	--	--	--
Detection	PaddleDetection/SSD_MobileNetV1_300_120e_voc	23.3	✅	❔	❔	❔	--	--	--	--
Detection	PaddleDetection/PP-YOLO_ResNet50vd	188.5	✅	❔	❔	❔	--	--	--	--
Detection	PaddleDetection/PP-YOLOv2_ResNet50vd	218.7	✅	❔	❔	❔	--	--	--	--
Detection	PaddleDetection/PP-YOLO_crn_l_300e_coco	209.1	✅	❔	❔	❔	--	--	--	--
Detection	YOLOv5s	29.3	❔	❔	❔	❔	--	--	--	--
Face Detection	BlazeFace	1.5	❔	❔	❔	❔	--	--	--	--
Face Detection	RetinaFace	1.7	❔	❔	❔	❔	--	--	--	--
Keypoint Detection	PaddleDetection/PP-TinyPose	5.5	✅	❔	❔	❔	❔	❔	❔	--
Segmentation	PaddleSeg/PP-LiteSeg(STDC1)	32.2	✅	❔	❔	✅	--	--	--	--
Segmentation	PaddleSeg/PP-HumanSeg-Lite	0.556	✅	❔	❔	✅	--	--	--	--
Segmentation	PaddleSeg/HRNet-w18	38.7	✅	❔	❔	✅	--	--	--	--
Segmentation	PaddleSeg/PP-HumanSeg	107.2	✅	❔	❔	✅	--	--	--	--
Segmentation	PaddleSeg/Unet	53.7	✅	❔	❔	✅	--	--	--	--
Segmentation	PaddleSeg/Deeplabv3	150	❔	❔	❔	✅
OCR	PaddleOCR/PP-OCRv1	2.3+4.4	❔	❔	❔	❔	--	--	--	--
OCR	PaddleOCR/PP-OCRv2	2.3+4.4	✅	❔	❔	❔	--	--	--	--
OCR	PaddleOCR/PP-OCRv3	2.4+10.6	✅	❔	❔	❔	❔	❔	❔	--
OCR	PaddleOCR/PP-OCRv3-tiny	2.4+10.7	❔	❔	❔	❔	--	--	--	--

🌐 Web和小程序部署

任务场景	模型	web_demo
---	---	Paddle.js
Detection	FaceDetection	✅
Detection	ScrewDetection	✅
Segmentation	PaddleSeg/HumanSeg	✅
Object Recognition	GestureRecognition	✅
Object Recognition	ItemIdentification	✅
OCR	PaddleOCR/PP-OCRv3	✅

社区交流

加入社区👬： 微信扫描二维码，进入FastDeploy技术交流群

Acknowledge

本项目中SDK生成和下载使用了EasyEdge中的免费开放能力，在此表示感谢。

License

FastDeploy遵循Apache-2.0开源协议。

Name		Name	Last commit message	Last commit date
Latest commit History 1,080 Commits
.github		.github
benchmark		benchmark
cmake		cmake
docs		docs
examples		examples
fastdeploy		fastdeploy
java/android		java/android
python		python
scripts		scripts
serving		serving
tests		tests
third_party		third_party
tools		tools
.clang-format		.clang-format
.clang_format.hook		.clang_format.hook
.cpplint_pre_commit.hook		.cpplint_pre_commit.hook
.gitignore		.gitignore
.pre-commit-config.yaml		.pre-commit-config.yaml
CMakeLists.txt		CMakeLists.txt
Doxyfile		Doxyfile
FastDeploy.cmake.in		FastDeploy.cmake.in
LICENSE		LICENSE
README.md		README.md
README_CN.md		README_CN.md
README_EN.md		README_EN.md
ThirdPartyNotices.txt		ThirdPartyNotices.txt
VERSION_NUMBER		VERSION_NUMBER
commit-prepare.sh		commit-prepare.sh

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