13 releases (1 stable)
1.0.0 | Oct 6, 2022 |
---|---|
0.9.1 | Sep 27, 2022 |
0.8.1 | Sep 22, 2022 |
#200 in #deployment
455 downloads per month
Used in mmdeploy
13KB
233 lines
rust-mmdeploy-sys
MMDeploy bindings for Rust.
This repo is a low-level MMDeploy abstraction, you can use rust-mmdeploy directly if you want to use MMDeploy in Rust. If it cannot cover your requirements, it's easy to build high-level abstraction based on this repo.
Support matrix from MMDeploy
Supporting all devices and platforms is a big challenge for this personal project. So I just support and test for main devices and platforms.
Supported : ✔️ MMDeploy not support : - Uncertain (without test): ❓
Device / Platform | Linux | Windows | macOS | Android |
---|---|---|---|---|
x86_64 CPU | ✔️ONNX Runtime ❓pplnn ❓ncnn ❓OpenVINO ❓LibTorch |
❓ONNX Runtime ❓OpenVINO |
- | - |
ARM CPU | ❓ncnn | - | - | ❓ncnn |
RISC-V | ❓ncnn | - | - | - |
NVIDIA GPU | ✔️ONNX Runtime ✔️TensorRT ❓pplnn ❓LibTorch |
❓ONNX Runtime ❓TensorRT ❓pplnn |
- | - |
NVIDIA Jetson | ❓TensorRT | ❓TensorRT | - | - |
Huawei ascend310 | ❓CANN | - | - | - |
Rockchip | ❓RKNN | - | - | - |
Apple M1 | - | - | ❓CoreML | - |
Adreno GPU | - | - | - | ❓ncnn ❓SNPE |
Hexagon DSP | - | - | - | ❓SNPE |
Prerequisites
In order to successfully build this repo, you are supposed to install some pre-packages.
Step 1. Install Clang required by Bindgen
.
apt install llvm-dev libclang-dev clang
Step 2.1. (For ONNXRuntime) Download and install pre-built mmdeploy package and ONNXRuntime.
wget https://github.com/open-mmlab/mmdeploy/releases/download/v0.9.0/mmdeploy-0.9.0-linux-x86_64-onnxruntime1.8.1.tar.gz
tar -zxvf mmdeploy-0.9.0-linux-x86_64-onnxruntime1.8.1.tar.gz
cd mmdeploy-0.9.0-linux-x86_64-onnxruntime1.8.1
export MMDEPLOY_DIR=$(pwd)/sdk
wget https://github.com/microsoft/onnxruntime/releases/download/v1.8.1/onnxruntime-linux-x64-1.8.1.tgz
tar -zxvf onnxruntime-linux-x64-1.8.1.tgz
cd onnxruntime-linux-x64-1.8.1
export ONNXRUNTIME_DIR=$(pwd)
export LD_LIBRARY_PATH=$ONNXRUNTIME_DIR/lib:$LD_LIBRARY_PATH
Step 2.2. (For TensorRT) Download and install pre-built mmdeploy package and TensorRT.
wget https://github.com/open-mmlab/mmdeploy/releases/download/v0.9.0/mmdeploy-0.9.0-linux-x86_64-cuda11.1-tensorrt8.2.3.0.tar.gz
tar -zxvf mmdeploy-0.9.0-linux-x86_64-cuda11.1-tensorrt8.2.3.0.tar.gz
cd mmdeploy-0.9.0-linux-x86_64-cuda11.1-tensorrt8.2.3.0
export MMDEPLOY_DIR=$(pwd)/sdk
Quick start
Update your Cargo.toml
mmdeploy-sys = "1.0.0"
Build
Move to the root of this repo and then:
cargo build
No runtime deps
~0–1.9MB
~36K SLoC