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FROM nvcr.io/nvidia/l4t-pytorch:r35.2.1-pth2.0-py3 | ||
# backends | ||
# todo : PPLNN | ||
ARG MMDEPLOY_VERSION=main | ||
ENV NVIDIA_VISIBLE_DEVICE all | ||
ENV NVIDIA_DRIVER_CAPABILITIES all | ||
# ENV CUDA_HOME="/usr/local/cuda" | ||
# ENV PATH="/usr/local/cuda/bin:${PATH}" | ||
# ENV LD_LIBRARY_PATH="/usr/local/cuda/lib64:${LD_LIBRARY_PATH}" | ||
# ENV TENSORRT_DIR="/usr/include/aarch64-linux-gnu" | ||
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ENV DEBIAN_FRONTEND=nointeractive | ||
ENV FORCE_CUDA="1" | ||
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USER root | ||
WORKDIR /root/workspace | ||
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# install dependencies | ||
# todo : PPLCV | ||
RUN apt-get update &&\ | ||
apt-get install -y vim wget libspdlog-dev libssl-dev libpng-dev pkg-config libhdf5-103 libhdf5-dev --no-install-recommends | ||
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# install onnx | ||
RUN python3 -m pip install onnx versioned-hdf5 | ||
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# install onnxruntime | ||
COPY onnxruntime_gpu-1.15.1-cp38-cp38-linux_aarch64.whl /root/workspace | ||
# RUN wget https://nvidia.box.com/shared/static/mvdcltm9ewdy2d5nurkiqorofz1s53ww.whl -O onnxruntime_gpu-1.15.1.whl &&\ | ||
RUN python3 -m pip install --no-cache-dir onnxruntime_gpu-1.15.1-cp38-cp38-linux_aarch64.whl | ||
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# install mmcv | ||
RUN git clone --branch 2.x https://github.com/open-mmlab/mmcv.git | ||
WORKDIR /root/workspace/mmcv | ||
RUN python3 -m pip install --no-cache-dir opencv-python==4.5.4.60 | ||
RUN MMCV_WITH_OPS=1 python3 -m pip install -e . | ||
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# build ppl.cv | ||
COPY ppl.cv /root/workspace/ppl.cv | ||
WORKDIR /root/workspace/ppl.cv | ||
RUN echo "export PPLCV_DIR=/root/workspace/ppl.cv" >> ~/.bashrc | ||
RUN ./build.sh cuda | ||
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# build mmdeploy | ||
COPY mmdeploy /root/workspace/mmdeploy | ||
# RUN git clone --recursive -b $MMDEPLOY_VERSION --depth 1 https://github.com/open-mmlab/mmdeploy &&\ | ||
# build TRT custom op | ||
WORKDIR /root/workspace/mmdeploy | ||
RUN mkdir -p build && cd build &&\ | ||
cmake .. \ | ||
-DMMDEPLOY_TARGET_BACKENDS="trt" \ | ||
-DTENSORRT_DIR=TENSORRT_DIR &&\ | ||
make -j$(nproc) && make install | ||
RUN python3 -m pip install --upgrade setuptools && python3 -m pip install -e . | ||
# build mmdeploy | ||
RUN mkdir -p build && cd build &&\ | ||
cmake .. \ | ||
-DMMDEPLOY_BUILD_SDK=ON \ | ||
-DMMDEPLOY_BUILD_SDK_PYTHON_API=ON \ | ||
-DMMDEPLOY_BUILD_EXAMPLES=ON \ | ||
-DMMDEPLOY_TARGET_DEVICES="cuda;cpu" \ | ||
-DMMDEPLOY_TARGET_BACKENDS="trt" \ | ||
-DTENSORRT_DIR=TENSORRT_DIR \ | ||
-Dpplcv_DIR=/root/workspace/ppl.cv/cuda-build/install/lib/cmake/ppl \ | ||
-DMMDEPLOY_CODEBASES=all && \ | ||
make -j$(nproc) && make install | ||
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ENV MMDeploy_DIR="/root/workspace/mmdeploy/build/install/lib/cmake/MMDeploy" | ||
ENV LD_LIBRARY_PATH="/root/workspace/mmdeploy/build/lib:${BACKUP_LD_LIBRARY_PATH}" | ||
ENV PATH="/root/workspace/mmdeploy/build/bin:${PATH}" | ||
ENV PYTHONPATH="/root/workspace/mmdeploy:${PYTHONPATH}" | ||
RUN ln -s /usr/local/ib/python3.8/dist-packages/opencv_python.libs/* | ||
WORKDIR /root/workspace |