FROM nvcr.io/nvidia/pytorch:22.04-py3 WORKDIR /openmmlab ARG ONNXRUNTIME_VERSION=1.8.1 ENV DEBIAN_FRONTEND=noninteractive \ APT_KEY_DONT_WARN_ON_DANGEROUS_USAGE=DontWarn \ FORCE_CUDA="1" RUN apt-key del 7fa2af80 \ && apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/3bf863cc.pub \ && apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/7fa2af80.pub # (Optional) # RUN sed -i 's/http:\/\/archive.ubuntu.com\/ubuntu\//http:\/\/mirrors.aliyun.com\/ubuntu\//g' /etc/apt/sources.list \ # && pip config set global.index-url https://pypi.tuna.tsinghua.edu.cn/simple RUN apt-get update \ && apt-get install -y ffmpeg git libgl1-mesa-glx libopencv-dev \ libsm6 libspdlog-dev libssl-dev ninja-build libxext6 libxrender-dev \ libglib2.0-0 vim wget --no-install-recommends \ && apt-get clean \ && rm -rf /var/lib/apt/lists/* # get onnxruntime RUN wget -q https://github.com/microsoft/onnxruntime/releases/download/v${ONNXRUNTIME_VERSION}/onnxruntime-linux-x64-${ONNXRUNTIME_VERSION}.tgz \ && tar -zxvf onnxruntime-linux-x64-${ONNXRUNTIME_VERSION}.tgz \ && pip install --no-cache-dir onnxruntime-gpu==${ONNXRUNTIME_VERSION} \ && pip install pycuda # Install OPENMIM MMENGINE MMDET RUN pip install --no-cache-dir openmim \ && mim install --no-cache-dir "mmengine>=0.6.0" "mmdet>=3.0.0,<4.0.0" \ && mim install --no-cache-dir opencv-python==4.5.5.64 opencv-python-headless==4.5.5.64 RUN git clone https://github.com/open-mmlab/mmcv.git -b 2.x mmcv \ && cd mmcv \ && mim install --no-cache-dir -r requirements/optional.txt \ && MMCV_WITH_OPS=1 mim install --no-cache-dir -e . -v \ && cd .. # Install MMYOLO RUN git clone https://github.com/open-mmlab/mmyolo.git -b dev mmyolo \ && cd mmyolo \ && mim install --no-cache-dir -e . \ && cd .. # Install MMDEPLOY ENV ONNXRUNTIME_DIR=/openmmlab/onnxruntime-linux-x64-${ONNXRUNTIME_VERSION} \ TENSORRT_DIR=/usr/lib/x86_64-linux-gnu \ CUDNN_DIR=/usr/lib/x86_64-linux-gnu RUN git clone https://github.com/open-mmlab/mmdeploy -b dev-1.x mmdeploy \ && cd mmdeploy \ && git submodule update --init --recursive \ && mkdir -p build \ && cd build \ && cmake -DMMDEPLOY_TARGET_BACKENDS="ort;trt" -DONNXRUNTIME_DIR=${ONNXRUNTIME_DIR} -DTENSORRT_DIR=${TENSORRT_DIR} -DCUDNN_DIR=${CUDNN_DIR} .. \ && make -j$(nproc) \ && make install \ && cd .. \ && mim install --no-cache-dir -e . # Fix undefined symbol bug RUN echo -e "\nexport LD_LIBRARY_PATH=${ONNXRUNTIME_DIR}/lib:${TENSORRT_DIR}/lib:${CUDNN_DIR}/lib64:${LD_LIBRARY_PATH}\nldconfig" >> /root/.bashrc