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# Ultralytics YOLO 🚀, AGPL-3.0 license | |
# Builds ultralytics/ultralytics:jetson image on DockerHub https://hub.docker.com/r/ultralytics/ultralytics | |
# Supports JetPack for YOLOv8 on Jetson Nano, TX1/TX2, Xavier NX, AGX Xavier, AGX Orin, and Orin NX | |
# Start FROM https://catalog.ngc.nvidia.com/orgs/nvidia/containers/l4t-pytorch | |
FROM nvcr.io/nvidia/l4t-pytorch:r35.2.1-pth2.0-py3 | |
# Downloads to user config dir | |
ADD https://ultralytics.com/assets/Arial.ttf https://ultralytics.com/assets/Arial.Unicode.ttf /root/.config/Ultralytics/ | |
# Install linux packages | |
# g++ required to build 'tflite_support' and 'lap' packages, libusb-1.0-0 required for 'tflite_support' package | |
RUN apt update \ | |
&& apt install --no-install-recommends -y gcc git zip curl htop libgl1 libglib2.0-0 libpython3-dev gnupg g++ libusb-1.0-0 | |
# Create working directory | |
WORKDIR /usr/src/ultralytics | |
# Copy contents | |
# COPY . /usr/src/ultralytics # git permission issues inside container | |
RUN git clone https://github.com/ultralytics/ultralytics -b main /usr/src/ultralytics | |
ADD https://github.com/ultralytics/assets/releases/download/v0.0.0/yolov8n.pt /usr/src/ultralytics/ | |
# Remove opencv-python from requirements.txt as it conflicts with opencv-python installed in base image | |
RUN grep -v '^opencv-python' requirements.txt > tmp.txt && mv tmp.txt requirements.txt | |
# Install pip packages manually for TensorRT compatibility https://github.com/NVIDIA/TensorRT/issues/2567 | |
RUN python3 -m pip install --upgrade pip wheel | |
RUN pip install --no-cache tqdm matplotlib pyyaml psutil pandas onnx "numpy==1.23" | |
RUN pip install --no-cache -e . | |
# Set environment variables | |
ENV OMP_NUM_THREADS=1 | |
# Usage Examples ------------------------------------------------------------------------------------------------------- | |
# Build and Push | |
# t=ultralytics/ultralytics:latest-jetson && sudo docker build --platform linux/arm64 -f docker/Dockerfile-jetson -t $t . && sudo docker push $t | |
# Run | |
# t=ultralytics/ultralytics:latest-jetson && sudo docker run -it --ipc=host $t | |
# Pull and Run | |
# t=ultralytics/ultralytics:latest-jetson && sudo docker pull $t && sudo docker run -it --ipc=host $t | |
# Pull and Run with NVIDIA runtime | |
# t=ultralytics/ultralytics:latest-jetson && sudo docker pull $t && sudo docker run -it --ipc=host --runtime=nvidia $t | |