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extras/jetson/README.md
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extras/jetson/README.md
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# Setup with Nvidia-Jetson-Orin
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Initial setup and installation of _RapidPoseTriangulation_ on a _Nvidia Jetson_ device. \
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Tested with a _Jetson AGX Orin Developer Kit_ module.
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<br>
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## Base installation
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- Install newest software image: \
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(https://developer.nvidia.com/sdk-manager)
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- Initialize system: \
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(https://developer.nvidia.com/embedded/learn/get-started-jetson-agx-orin-devkit)
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- Install basic tools:
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```bash
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sudo apt install -y curl nano wget git
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sudo apt install -y terminator
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```
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- Test docker is working:
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```bash
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sudo docker run --rm hello-world
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```
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- Enable _docker_ without _sudo_: \
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(https://docs.docker.com/engine/install/linux-postinstall/#manage-docker-as-a-non-root-user)
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- Enable GPU-access for docker building:
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Run `sudo nano /etc/docker/daemon.json` and add:
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```json
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{
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"runtimes": {
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"nvidia": {
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"args": [],
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"path": "nvidia-container-runtime"
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}
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},
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"default-runtime": "nvidia"
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}
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```
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Restart docker: `sudo systemctl restart docker`
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- Install _vs-code_: \
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(https://code.visualstudio.com/docs/setup/linux)
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- Test docker is working:
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```bash
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docker run --rm hello-world
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docker run -it --rm --runtime=nvidia --network=host -e DISPLAY=$DISPLAY -v /tmp/.X11-unix/:/tmp/.X11-unix nvcr.io/nvidia/l4t-base:r36.2.0
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docker run -it --rm --runtime=nvidia --network=host dustynv/l4t-pytorch:r36.4.0
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```
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- Check _cuda_ access in container:
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```bash
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python3 -c 'import torch; print(torch.cuda.is_available());'
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```
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<br>
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## RPT installation
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- Build docker container:
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```bash
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docker build --progress=plain -f extras/jetson/dockerfile -t rapidposetriangulation .
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./run_container.sh
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```
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- Build _rpt_ package inside container:
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```bash
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cd /RapidPoseTriangulation/swig/ && make all && cd ../tests/ && python3 test_interface.py && cd ..
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```
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- Test with samples:
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```bash
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python3 /RapidPoseTriangulation/scripts/test_triangulate.py
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```
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extras/jetson/dockerfile
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extras/jetson/dockerfile
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FROM dustynv/l4t-pytorch:r36.4.0
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ARG DEBIAN_FRONTEND=noninteractive
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ENV LANG=C.UTF-8
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ENV LC_ALL=C.UTF-8
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WORKDIR /
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RUN apt-get update && apt-get install -y --no-install-recommends feh
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RUN apt-get update && apt-get install -y --no-install-recommends python3-opencv
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# Show matplotlib images
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RUN apt-get update && apt-get install -y --no-install-recommends python3-tk
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# Install MMPose
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ENV FORCE_CUDA="1"
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ENV MMCV_WITH_OPS=1
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RUN pip3 install --upgrade --no-cache-dir openmim
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RUN mim install mmengine
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RUN mim install "mmcv>=2,<2.2.0"
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RUN mim install "mmdet>=3"
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RUN mim install "mmpose>=1.1.0"
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# Fix an error when importing mmpose
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RUN pip3 install --upgrade --no-cache-dir "numpy<2" scipy
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RUN git clone --depth=1 --branch=main https://github.com/open-mmlab/mmpose.git
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# Download pretrained model
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COPY scripts/utils_2d_pose.py /
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RUN python3 -c "from utils_2d_pose import load_model; load_model();"
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RUN python3 -c "from utils_2d_pose import load_wb_model; load_wb_model();"
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# Install swig and later dependencies
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RUN apt-get update && apt-get install -y --no-install-recommends build-essential
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RUN apt-get update && apt-get install -y --no-install-recommends swig
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RUN apt-get update && apt-get install -y --no-install-recommends libopencv-dev
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COPY ./skelda/ /skelda/
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RUN pip3 install --no-cache-dir -e /skelda/
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WORKDIR /RapidPoseTriangulation/
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CMD ["/bin/bash"]
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