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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
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