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Build torchserve container with both cpu (default) and cuda versions.
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FROM nvidia/cuda:11.8.0-runtime-ubuntu22.04 | ||
ENV DEBIAN_FRONTEND=noninteractive | ||
WORKDIR /root | ||
RUN apt-get update && \ | ||
apt-get install -y \ | ||
git \ | ||
python3-pip | ||
RUN pip config set global.no-cache-dir false && \ | ||
git clone https://github.com/pytorch/serve -b v0.8.2 && \ | ||
cd serve && \ | ||
python3 ./ts_scripts/install_dependencies.py --cuda cu118 --environment prod && \ | ||
pip3 install . && \ | ||
cd .. && \ | ||
rm -rf serve | ||
RUN /usr/local/bin/torchserve --help |
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FROM --platform=$BUILDPLATFORM ubuntu:22.04 as git-cloner | ||
WORKDIR /root | ||
RUN apt-get update && \ | ||
apt-get install -y \ | ||
ca-certificates \ | ||
git \ | ||
python3 | ||
RUN git clone https://github.com/google/shaderc -b v2023.6 | ||
RUN git clone https://github.com/pytorch/pytorch -b v2.1.0 | ||
RUN git clone https://github.com/pytorch/serve -b v0.8.2 | ||
WORKDIR /root/shaderc | ||
RUN ./utils/git-sync-deps | ||
WORKDIR /root/pytorch | ||
RUN git submodule update --init --recursive | ||
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FROM ubuntu:22.04 as shader-compiler | ||
WORKDIR /root | ||
RUN apt-get update && \ | ||
apt-get install -y \ | ||
build-essential \ | ||
cmake \ | ||
git \ | ||
ninja-build \ | ||
python3-dev \ | ||
python3-pip | ||
COPY --from=git-cloner /root/shaderc /root/shaderc | ||
WORKDIR /root/shaderc/build | ||
RUN cmake -GNinja -DCMAKE_BUILD_TYPE=Release -DSHADERC_SKIP_TESTS=on .. && ninja && ninja install | ||
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FROM ubuntu:22.04 as pytorch-compiler | ||
FROM ubuntu:22.04 | ||
ENV DEBIAN_FRONTEND=noninteractive | ||
ENV USE_CUDA=0 | ||
ENV USE_VULKAN=1 | ||
ENV USE_VULKAN_SHADERC_RUNTIME=1 | ||
ENV USE_VULKAN_WRAPPER=0 | ||
WORKDIR /root | ||
COPY --from=shader-compiler /usr/local /usr/local | ||
COPY --from=git-cloner /root/pytorch /root/pytorch | ||
RUN apt-get update && \ | ||
apt-get install -y \ | ||
build-essential \ | ||
cmake \ | ||
git \ | ||
libvulkan-dev \ | ||
ninja-build \ | ||
python3-dev \ | ||
python3-pip | ||
WORKDIR /root/pytorch | ||
COPY pytorch-patch.txt /root/pytorch | ||
RUN patch -p1 < pytorch-patch.txt | ||
RUN pip3 install -U pyyaml | ||
RUN python3 setup.py install && python3 setup.py develop | ||
RUN python3 -c "import torch ; assert(torch.is_vulkan_available())" | ||
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FROM ubuntu:22.04 as torchserve-builder | ||
RUN apt-get update && \ | ||
apt-get install -y \ | ||
build-essential \ | ||
cmake \ | ||
git \ | ||
libvulkan-dev \ | ||
ninja-build \ | ||
openjdk-17-jdk \ | ||
python3-dev \ | ||
python3-pip | ||
WORKDIR /root | ||
COPY --from=git-cloner /root/serve /root/serve | ||
WORKDIR /root/serve | ||
COPY torchserve-patch.txt /root/serve | ||
RUN patch -p1 < torchserve-patch.txt | ||
COPY --from=pytorch-compiler /usr/local /usr/local | ||
RUN python3 -c "import torch ; assert(torch.is_vulkan_available())" | ||
RUN python3 ./ts_scripts/install_dependencies.py --environment prod | ||
RUN pip3 install . | ||
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FROM ubuntu:22.04 | ||
RUN apt-get update && \ | ||
apt-get install -y \ | ||
libvulkan1 \ | ||
openjdk-17-jre \ | ||
python3 \ | ||
python3-pip | ||
WORKDIR /root | ||
COPY --from=torchserve-builder /usr/local /usr/local | ||
RUN python3 -c "import torch ; assert(torch.is_vulkan_available())" | ||
RUN pip config set global.no-cache-dir false && \ | ||
git clone https://github.com/pytorch/serve -b v0.8.2 && \ | ||
cd serve && \ | ||
python3 ./ts_scripts/install_dependencies.py --environment prod && \ | ||
pip3 install . && \ | ||
cd .. && \ | ||
rm -rf serve | ||
RUN /usr/local/bin/torchserve --help |
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