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Documents | API Docs | Release Notes

**⚡️FastDeploy** is an **Easy-to-use** and **High Performance** AI model deployment toolkit for Cloud, Mobile and Edge with 📦**out-of-the-box and unified experience**, 🔚**end-to-end optimization** for over **🔥150+ Text, Vision, Speech and Cross-modal AI models**. Including image classification, object detection, image segmentation, face detection, face recognition, keypoint detection, matting, OCR, NLP, TTS and other tasks to meet developers' industrial deployment needs for **multi-scenario**, **multi-hardware** and **multi-platform**. | [Image Classification](examples/vision/classification) | [Object Detection](examples/vision/detection) | [Semantic Segmentation](examples/vision/segmentation/paddleseg) | [Potrait Segmentation](examples/vision/segmentation/paddleseg) | |:----------------------------------------------------------------------------------------------------------------------------------------------:|:----------------------------------------------------------------------------------------------------------------------------------------------:|:------------------------------------------------------------------------------------------------------------------------------------------------:|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:| | | | | | | [**Image Matting**](examples/vision/matting) | [**Real-Time Matting**](examples/vision/matting) | [**OCR**](examples/vision/ocr) | [**Face Alignment**](examples/vision/facealign) | | | | | | | [**Pose Estimation**](examples/vision/keypointdetection) | [**Behavior Recognition**](https://github.com/PaddlePaddle/FastDeploy/issues/6) | [**NLP**](examples/text) | [**Speech**](examples/audio/pp-tts) | | | | |

**input**:Life was like a box
of chocolates, you never
know what you're
gonna get.

**output**: [](https://paddlespeech.bj.bcebos.com/Parakeet/docs/demos/tacotron2_ljspeech_waveflow_samples_0.2/sentence_1.wav)

| ## 📣 Recent Updates - **Community** - **Slack**：Join our [Slack community](https://join.slack.com/t/fastdeployworkspace/shared_invite/zt-1hhvpb279-iw2pNPwrDaMBQ5OQhO3Siw) and chat with other community members about ideas. - **WeChat**：Scan the QR code below using WeChat, follow the PaddlePaddle official account and fill out the questionnaire to join the WeChat group.
- 🔥 **2022.11.23：Release FastDeploy [release v0.8.0](https://github.com/PaddlePaddle/FastDeploy/tree/release/0.8.0)**
- **🖥️ Server-side and Cloud Deployment: Support more CV models, improve deployment performance** - Support [PIPNet](./examples/vision/facealign/pipnet), [FaceLandmark1000](./examples/vision/facealign/face_landmark_1000) face alignment models deployment; - Support [Video Super-Resolution](./examples/vision/sr) series model PP-MSVSR、EDVR、BasicVSR; - Upgrade YOLOv7 deployment code to add `batch_predict` deployment; - Support [UIE service-based](./examples/text/uie) deployment; - Add Python API to_dlpack interface for FDTensor to support copyless transfer of FDTensor between frameworks. - **📱 Mobile and Edge Device Deployment: support more CV model** - Support Android image classification, target detection, semantic segmentation, OCR, face detection APK projects and examples. |Image Classification|Object Detection|Semantic Segmentation|OCR|Face Detection| |:---:|:---:|:---:|:---:|:---:| |[Project Code](https://github.com/PaddlePaddle/FastDeploy/tree/develop/java/android/app/src/main/java/com/baidu/paddle/fastdeploy/app/examples/classification)|[Project Code](https://github.com/PaddlePaddle/FastDeploy/tree/develop/java/android/app/src/main/java/com/baidu/paddle/fastdeploy/app/examples/detection)|[Project Code](https://github.com/PaddlePaddle/FastDeploy/tree/develop/java/android/app/src/main/java/com/baidu/paddle/fastdeploy/app/examples/segmentation)|[Project Code](https://github.com/PaddlePaddle/FastDeploy/tree/develop/java/android/app/src/main/java/com/baidu/paddle/fastdeploy/app/examples/ocr)|[Project Code](https://github.com/PaddlePaddle/FastDeploy/tree/develop/java/android/app/src/main/java/com/baidu/paddle/fastdeploy/app/examples/facedet)| |[Scan the code
or click on the link
to install](https://bj.bcebos.com/fastdeploy/release/android/FastDeploy-MobileNetV1.apk)|[Scan the code
or click on the link
to install](https://bj.bcebos.com/fastdeploy/release/android/FastDeploy-PicoDet.apk)| [Scan the code
or click on the link
to install](https://bj.bcebos.com/fastdeploy/release/android/FastDeploy-Portrait-HumanSegV2-Lite.apk)| [Scan the code
or click on the link
to install](https://bj.bcebos.com/fastdeploy/release/android/FastDeploy-PP-OCRv2.apk)| [Scan the code
or click on the link
to install](https://bj.bcebos.com/fastdeploy/release/android/FastDeploy-SCRFD.apk)| | ||||| - [**more releases information**](./releases) ## Contents *
📖 Tutorials（click to fold）
- Install - [How to Install FastDeploy Prebuilt Libraries](docs/en/build_and_install/download_prebuilt_libraries.md) - [How to Build and Install FastDeploy Library on GPU Platform](docs/en/build_and_install/gpu.md) - [How to Build and Install FastDeploy Library on CPU Platform](docs/en/build_and_install/cpu.md) - [How to Build and Install FastDeploy Library on IPU Platform](docs/en/build_and_install/ipu.md) - [How to Build and Install FastDeploy Library on Nvidia Jetson Platform](docs/en/build_and_install/jetson.md) - [How to Build and Install FastDeploy Library on Android Platform](docs/en/build_and_install/android.md) - A Quick Start - Demos - [Python Deployment Demo](docs/en/quick_start/models/python.md) - [C++ Deployment Demo](docs/en/quick_start/models/cpp.md) - [A Quick Start on Runtime Python](docs/en/quick_start/runtime/python.md) - [A Quick Start on Runtime C++](docs/en/quick_start/runtime/cpp.md) - API (To be continued) - [Python API](https://baidu-paddle.github.io/fastdeploy-api/python/html/) - [C++ API](https://baidu-paddle.github.io/fastdeploy-api/cpp/html/) - Performance Optimization - [Quantization Acceleration](docs/en/quantize.md) - Frequent Q&As - [1. How to Change Inference Backends](docs/en/faq/how_to_change_backend.md) - [2. How to Use FastDeploy C++ SDK on Windows Platform](docs/en/faq/use_sdk_on_windows.md) - [3. How to Use FastDeploy C++ SDK on Android Platform](docs/en/faq/use_sdk_on_android.md)(To be Continued) - [4. Tricks of TensorRT](docs/en/faq/tensorrt_tricks.md) - [5. How to Develop a New Model](docs/en/faq/develop_a_new_model.md)(To be Continued) - More FastDeploy Deployment Module - [deployment AI Model as a Service](./serving) - [Benchmark Testing](./benchmark)
* **🖥️ Server-side and Cloud Deployment** * [A Quick Start for Python SDK](#fastdeploy-quick-start-python) * [A Quick Start for C++ SDK](#fastdeploy-quick-start-cpp) * [Supported Server-side and Cloud Model List](#fastdeploy-server-models) * **📱 Mobile and Edge Device Deployment** * [Supported Mobile and Edge Model List](#fastdeploy-edge-models) * **🌐 Browser and Mini Program Deployment** * [Supported Web and Mini Program Model List](#fastdeploy-web-models) * [**Community**](#fastdeploy-community) * [**Acknowledge**](#fastdeploy-acknowledge) * [**License**](#fastdeploy-license) ## 🖥️ Server-side and Cloud Deployment
A Quick Start for Python SDK（click to expand）
#### Installation ##### Prerequisites - CUDA >= 11.2 、cuDNN >= 8.0 、 Python >= 3.6 - OS: Linux x86_64/macOS/Windows 10 ##### Install FastDeploy SDK with both CPU and GPU support ```bash pip install fastdeploy-gpu-python -f https://www.paddlepaddle.org.cn/whl/fastdeploy.html ``` ##### [Conda Installation (Recommended)](docs/cn/build_and_install/download_prebuilt_libraries.md) ```bash conda config --add channels conda-forge && conda install cudatoolkit=11.2 cudnn=8.2 ``` ##### Install FastDeploy SDK with only CPU support ```bash pip install fastdeploy-python -f https://www.paddlepaddle.org.cn/whl/fastdeploy.html ``` #### Python Inference Example * Prepare model and picture ```bash 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 ``` * Test inference results ```python # For deployment of GPU/TensorRT, please refer to examples/vision/detection/paddledetection/python import cv2 import fastdeploy.vision as vision im = cv2.imread("000000014439.jpg") 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") result = model.predict(im) print(result) vis_im = vision.vis_detection(im, result, score_threshold=0.5) cv2.imwrite("vis_image.jpg", vis_im) ```
A Quick Start for C++ SDK（click to expand）
#### Installation - Please refer to [C++ Prebuilt Libraries Download](docs/cn/build_and_install/download_prebuilt_libraries.md) #### C++ Inference Example * Prepare models and pictures ```bash 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 ``` * Test inference results ```C++ // For GPU/TensorRT deployment, please refer to examples/vision/detection/paddledetection/cpp #include "fastdeploy/vision.h" int main(int argc, char* argv[]) { namespace vision = fastdeploy::vision; auto im = cv::imread("000000014439.jpg"); 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"); vision::DetectionResult res; model.Predict(&im, &res); auto vis_im = vision::VisDetection(im, res, 0.5); cv::imwrite("vis_image.jpg", vis_im); return 0; } ```
For more deployment models, please refer to [Vision Model Deployment Examples](examples/vision) .
### Server-side and Cloud Model List🔥🔥🔥🔥🔥 Notes: ✅: already supported; ❔: to be supported in the future; N/A: Not Available;
Server-side and Cloud Model List（click to fold）
| Task | Model | Linux | Linux | Win | Win | Mac | Mac | Linux | Linux | Linux | Linux | |:----------------------:|:--------------------------------------------------------------------------------------------:|:------------------------------------------------:|:------------------------:|:------------------------:|:------------------------:|:-----------------------:|:---------------------:|:--------------------------:|:---------------------------:|:---------------------------:|:-------:| | --- | --- | X86 CPU | NVIDIA GPU | Intel CPU | NVIDIA GPU | Intel CPU | Arm CPU | AArch64 CPU | NVIDIA Jetson | Graphcore IPU | Serving | | Classification | [PaddleClas/ResNet50](./examples/vision/classification/paddleclas) | [✅](./examples/vision/classification/paddleclas) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | | Classification | [TorchVison/ResNet](examples/vision/classification/resnet) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Classification | [ltralytics/YOLOv5Cls](examples/vision/classification/yolov5cls) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Classification | [PaddleClas/PP-LCNet](./examples/vision/classification/paddleclas) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | | Classification | [PaddleClas/PP-LCNetv2](./examples/vision/classification/paddleclas) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | | Classification | [PaddleClas/EfficientNet](./examples/vision/classification/paddleclas) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | | Classification | [PaddleClas/GhostNet](./examples/vision/classification/paddleclas) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | | Classification | [PaddleClas/MobileNetV1](./examples/vision/classification/paddleclas) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | | Classification | [PaddleClas/MobileNetV2](./examples/vision/classification/paddleclas) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | | Classification | [PaddleClas/MobileNetV3](./examples/vision/classification/paddleclas) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | | Classification | [PaddleClas/ShuffleNetV2](./examples/vision/classification/paddleclas) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | | Classification | [PaddleClas/SqueeezeNetV1.1](./examples/vision/classification/paddleclas) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | | Classification | [PaddleClas/Inceptionv3](./examples/vision/classification/paddleclas) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Classification | [PaddleClas/PP-HGNet](./examples/vision/classification/paddleclas) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | | Classification | [PaddleClas/SwinTransformer](./examples/vision/classification/paddleclas) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [PaddleDetection/PP-YOLOE](./examples/vision/detection/paddledetection) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [PaddleDetection/PicoDet](./examples/vision/detection/paddledetection) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [PaddleDetection/YOLOX](./examples/vision/detection/paddledetection) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [PaddleDetection/YOLOv3](./examples/vision/detection/paddledetection) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [PaddleDetection/PP-YOLO](./examples/vision/detection/paddledetection) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [PaddleDetection/PP-YOLOv2](./examples/vision/detection/paddledetection) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [PaddleDetection/Faster-RCNN](./examples/vision/detection/paddledetection) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [PaddleDetection/Mask-RCNN](./examples/vision/detection/paddledetection) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [Megvii-BaseDetection/YOLOX](./examples/vision/detection/yolox) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [WongKinYiu/YOLOv7](./examples/vision/detection/yolov7) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [WongKinYiu/YOLOv7end2end_trt](./examples/vision/detection/yolov7end2end_trt) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [WongKinYiu/YOLOv7end2end_ort_](./examples/vision/detection/yolov7end2end_ort) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [meituan/YOLOv6](./examples/vision/detection/yolov6) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [ultralytics/YOLOv5](./examples/vision/detection/yolov5) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [WongKinYiu/YOLOR](./examples/vision/detection/yolor) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [WongKinYiu/ScaledYOLOv4](./examples/vision/detection/scaledyolov4) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [ppogg/YOLOv5Lite](./examples/vision/detection/yolov5lite) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Detection | [RangiLyu/NanoDetPlus](./examples/vision/detection/nanodet_plus) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | KeyPoint | [PaddleDetection/TinyPose](./examples/vision/keypointdetection/tiny_pose) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | KeyPoint | [PaddleDetection/PicoDet + TinyPose](./examples/vision/keypointdetection/det_keypoint_unite) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | HeadPose | [omasaht/headpose](examples/vision/headpose) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Tracking | [PaddleDetection/PP-Tracking](examples/vision/tracking/pptracking) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | OCR | [PaddleOCR/PP-OCRv2](./examples/vision/ocr) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | OCR | [PaddleOCR/PP-OCRv3](./examples/vision/ocr) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Segmentation | [PaddleSeg/PP-LiteSeg](./examples/vision/segmentation/paddleseg) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Segmentation | [PaddleSeg/PP-HumanSegLite](./examples/vision/segmentation/paddleseg) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Segmentation | [PaddleSeg/HRNet](./examples/vision/segmentation/paddleseg) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Segmentation | [PaddleSeg/PP-HumanSegServer](./examples/vision/segmentation/paddleseg) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Segmentation | [PaddleSeg/Unet](./examples/vision/segmentation/paddleseg) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Segmentation | [PaddleSeg/Deeplabv3](./examples/vision/segmentation/paddleseg) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | FaceDetection | [biubug6/RetinaFace](./examples/vision/facedet/retinaface) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | FaceDetection | [Linzaer/UltraFace](./examples/vision/facedet/ultraface) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | FaceDetection | [deepcam-cn/YOLOv5Face](./examples/vision/facedet/yolov5face) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ✅ | | FaceDetection | [insightface/SCRFD](./examples/vision/facedet/scrfd) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | FaceAlign | [Hsintao/PFLD](examples/vision/facealign/pfld) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | FaceAlign | [Single430FaceLandmark1000](./examples/vision/facealign/face_landmark_1000) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | FaceAlign | [jhb86253817/PIPNet](./examples/vision/facealign) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | FaceRecognition | [insightface/ArcFace](./examples/vision/faceid/insightface) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | FaceRecognition | [insightface/CosFace](./examples/vision/faceid/insightface) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | FaceRecognition | [insightface/PartialFC](./examples/vision/faceid/insightface) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | FaceRecognition | [insightface/VPL](./examples/vision/faceid/insightface) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Matting | [ZHKKKe/MODNet](./examples/vision/matting/modnet) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Matting | [PeterL1n/RobustVideoMatting]() | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Matting | [PaddleSeg/PP-Matting](./examples/vision/matting/ppmatting) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Matting | [PaddleSeg/PP-HumanMatting](./examples/vision/matting/modnet) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Matting | [PaddleSeg/ModNet](./examples/vision/matting/modnet) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Video Super-Resolution | [PaddleGAN/BasicVSR](./) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Video Super-Resolution | [PaddleGAN/EDVR](./examples/vision/sr/edvr) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Video Super-Resolution | [PaddleGAN/PP-MSVSR](./examples/vision/sr/ppmsvsr) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | Information Extraction | [PaddleNLP/UIE](./examples/text/uie) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | ❔ | | NLP | [PaddleNLP/ERNIE-3.0](./examples/text/ernie-3.0) | ❔ | ❔ | ❔ | ❔ | ❔ | ❔ | ❔ | ❔ | ❔ | ✅ | | Speech | [PaddleSpeech/PP-TTS](./examples/text/uie) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ❔ | -- | ✅ |
## 📱 Mobile and Edge Device Deployment
### Mobile and Edge Model List 🔥🔥🔥🔥
Mobile and Edge Model List（click to fold）
| Task | Model | Size (MB) | Linux | Android | iOS | Linux | Linux | Linux | Linux | TBD... | |:------------------:|:-----------------------------------------------------------------------------------------:|:---------:|:-------:|:-------:|:-------:|:-----------------------------:|:------------------------------------:|:---------------------------------:|:---------------------------------:|:-------:| | --- | --- | --- | ARM CPU | ARM CPU | ARM CPU | Rockchip-NPU
RK3568/RK3588 | Rockchip-NPU
RV1109/RV1126/RK1808 | Amlogic-NPU
A311D/S905D/C308X | NXP-NPU
i.MX 8M Plus | TBD...｜ | | Classification | [PaddleClas/PP-LCNet](examples/vision/classification/paddleclas) | 11.9 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- | | Classification | [PaddleClas/PP-LCNetv2](examples/vision/classification/paddleclas) | 26.6 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- | | Classification | [PaddleClas/EfficientNet](examples/vision/classification/paddleclas) | 31.4 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- | | Classification | [PaddleClas/GhostNet](examples/vision/classification/paddleclas) | 20.8 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- | | Classification | [PaddleClas/MobileNetV1](examples/vision/classification/paddleclas) | 17 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- | | Classification | [PaddleClas/MobileNetV2](examples/vision/classification/paddleclas) | 14.2 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- | | Classification | [PaddleClas/MobileNetV3](examples/vision/classification/paddleclas) | 22 | ✅ | ✅ | ❔ | ❔ | ❔ | ❔ | ❔ | -- | | Classification | [PaddleClas/ShuffleNetV2](examples/vision/classification/paddleclas) | 9.2 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- | | Classification | [PaddleClas/SqueezeNetV1.1](examples/vision/classification/paddleclas) | 5 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- | | Classification | [PaddleClas/Inceptionv3](examples/vision/classification/paddleclas) | 95.5 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- | | Classification | [PaddleClas/PP-HGNet](examples/vision/classification/paddleclas) | 59 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- | | Classification | [PaddleClas/SwinTransformer_224_win7](examples/vision/classification/paddleclas) | 352.7 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- | | Detection | [PaddleDetection/PP-PicoDet_s_320_coco](examples/vision/detection/paddledetection) | 4.1 | ✅ | ✅ | ❔ | ❔ | -- | -- | -- | -- | | Detection | [PaddleDetection/PP-PicoDet_s_320_lcnet](examples/vision/detection/paddledetection) | 4.9 | ✅ | ✅ | ❔ | ❔ | ✅ | ✅ | ✅ | -- | | Detection | [PaddleDetection/CenterNet](examples/vision/detection/paddledetection) | 4.8 | ✅ | ❔ | ❔ | ❔ | -- | -- | -- | -- | | Detection | [PaddleDetection/YOLOv3_MobileNetV3](examples/vision/detection/paddledetection) | 94.6 | ✅ | ❔ | ❔ | ❔ | -- | -- | -- | -- | | Detection | [PaddleDetection/PP-YOLO_tiny_650e_coco](examples/vision/detection/paddledetection) | 4.4 | ✅ | ❔ | ❔ | ❔ | -- | -- | -- | -- | | Detection | [PaddleDetection/SSD_MobileNetV1_300_120e_voc](examples/vision/detection/paddledetection) | 23.3 | ✅ | ❔ | ❔ | ❔ | -- | -- | -- | -- | | Detection | [PaddleDetection/PP-YOLO_ResNet50vd](examples/vision/detection/paddledetection) | 188.5 | ✅ | ❔ | ❔ | ❔ | -- | -- | -- | -- | | Detection | [PaddleDetection/PP-YOLOv2_ResNet50vd](examples/vision/detection/paddledetection) | 218.7 | ✅ | ❔ | ❔ | ❔ | -- | -- | -- | -- | | Detection | [PaddleDetection/PP-YOLO_crn_l_300e_coco](examples/vision/detection/paddledetection) | 209.1 | ✅ | ❔ | ❔ | ❔ | -- | -- | -- | -- | | Detection | YOLOv5s | 29.3 | ❔ | ❔ | ❔ | ❔ | -- | -- | -- | -- | | Face Detection | BlazeFace | 1.5 | ❔ | ❔ | ❔ | ❔ | -- | -- | -- | -- | | Face Detection | RetinaFace | 1.7 | ❔ | ❔ | ❔ | ❔ | -- | -- | -- | -- | | Keypoint Detection | [PaddleDetection/PP-TinyPose](examples/vision/keypointdetection/tiny_pose) | 5.5 | ✅ | ❔ | ❔ | ❔ | ❔ | ❔ | ❔ | -- | | Segmentation | [PaddleSeg/PP-LiteSeg(STDC1)](examples/vision/segmentation/paddleseg) | 32.2 | ✅ | ❔ | ❔ | ✅ | -- | -- | -- | -- | | Segmentation | [PaddleSeg/PP-HumanSeg-Lite](examples/vision/segmentation/paddleseg) | 0.556 | ✅ | ❔ | ❔ | ✅ | -- | -- | -- | -- | | Segmentation | [PaddleSeg/HRNet-w18](examples/vision/segmentation/paddleseg) | 38.7 | ✅ | ❔ | ❔ | ✅ | -- | -- | -- | -- | | Segmentation | [PaddleSeg/PP-HumanSeg](examples/vision/segmentation/paddleseg) | 107.2 | ✅ | ❔ | ❔ | ✅ | -- | -- | -- | -- | | Segmentation | [PaddleSeg/Unet](examples/vision/segmentation/paddleseg) | 53.7 | ✅ | ❔ | ❔ | ✅ | -- | -- | -- | -- | | Segmentation | [PaddleSeg/Deeplabv3](examples/vision/segmentation/paddleseg) | 150 | ❔ | ❔ | ❔ | ✅ | | | | | | OCR | PaddleOCR/PP-OCRv1 | 2.3+4.4 | ❔ | ❔ | ❔ | ❔ | -- | -- | -- | -- | | OCR | [PaddleOCR/PP-OCRv2](examples/vision/ocr/PP-OCRv2) | 2.3+4.4 | ✅ | ❔ | ❔ | ❔ | -- | -- | -- | -- | | OCR | [PaddleOCR/PP-OCRv3](examples/vision/ocr/PP-OCRv3) | 2.4+10.6 | ✅ | ❔ | ❔ | ❔ | ❔ | ❔ | ❔ | -- | | OCR | PaddleOCR/PP-OCRv3-tiny | 2.4+10.7 | ❔ | ❔ | ❔ | ❔ | -- | -- | -- | -- |
## 🌐 Browser-based Model List
Browser-based Model List（click to fold）
| Task | Model | [web_demo](examples/application/js/web_demo) | |:------------------:|:-------------------------------------------------------------------------------------------:|:--------------------------------------------:| | --- | --- | [Paddle.js](examples/application/js) | | Detection | [FaceDetection](examples/application/js/web_demo/src/pages/cv/detection) | ✅ | | Detection | [ScrewDetection](examples/application/js/web_demo/src/pages/cv/detection) | ✅ | | Segmentation | [PaddleSeg/HumanSeg](./examples/application/js/web_demo/src/pages/cv/segmentation/HumanSeg) | ✅ | | Object Recognition | [GestureRecognition](examples/application/js/web_demo/src/pages/cv/recognition) | ✅ | | Object Recognition | [ItemIdentification](examples/application/js/web_demo/src/pages/cv/recognition) | ✅ | | OCR | [PaddleOCR/PP-OCRv3](./examples/application/js/web_demo/src/pages/cv/ocr) | ✅ |
## Community
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## Acknowledge
We sincerely appreciate the open-sourced capabilities in [EasyEdge](https://ai.baidu.com/easyedge/app/openSource) as we adopt it for the SDK generation and download in this project. ## License
FastDeploy is provided under the [Apache-2.0](./LICENSE).