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added new GPU docker files #3408
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,75 @@ | ||
# Copyright (c) 2020 The Rector and Visitors of the University of Virginia | ||
# | ||
# Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated | ||
# documentation files (the "Software"), to deal in the Software without restriction, including without | ||
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the | ||
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following | ||
# conditions: | ||
# | ||
# The above copyright notice and this permission notice shall be included in all copies or substantial portions | ||
# of the Software. | ||
# | ||
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED | ||
# TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL | ||
# THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF | ||
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER | ||
# DEALINGS IN THE SOFTWARE. | ||
|
||
FROM nvidia/opencl:devel AS build | ||
ARG DEBIAN_FRONTEND=noninteractive | ||
ARG OPENCL_LIBRARIES=/usr/lib/x86_64-linux-gnu | ||
ARG OPENCL_INCLUDE_DIR=/usr/include/CL | ||
|
||
# SYSTEM | ||
RUN apt-get update && apt-get install -y --no-install-recommends \ | ||
build-essential \ | ||
git \ | ||
ca-certificates \ | ||
libglib2.0-0 \ | ||
libxext6 \ | ||
libsm6 \ | ||
libxrender1 \ | ||
cmake \ | ||
libboost-dev \ | ||
libboost-system-dev \ | ||
libboost-filesystem-dev \ | ||
gcc \ | ||
g++ && \ | ||
rm -rf /var/lib/apt/lists/* | ||
|
||
# LightGBM | ||
WORKDIR /opt | ||
RUN git clone --recursive --branch stable --depth 1 https://github.com/Microsoft/LightGBM && \ | ||
cd LightGBM && mkdir build && cd build && \ | ||
cmake -DUSE_GPU=1 -DOpenCL_LIBRARY=${OPENCL_LIBRARIES}/libOpenCL.so.1 -DOpenCL_INCLUDE_DIR=$OPENCL_INCLUDE_DIR .. && \ | ||
make OPENCL_HEADERS=$OPENCL_INCLUDE_DIR LIBOPENCL=$OPENCL_LIBRARIES | ||
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FROM gcr.io/distroless/cc-debian10 | ||
COPY --from=build \ | ||
/opt/LightGBM/lightgbm \ | ||
/opt/LightGBM/lib_lightgbm.so \ | ||
/opt/LightGBM/ | ||
COPY --from=build \ | ||
/usr/lib/x86_64-linux-gnu/libOpenCL.so.1 \ | ||
/usr/lib/x86_64-linux-gnu/libboost_filesystem.so.1.65.1 \ | ||
/usr/lib/x86_64-linux-gnu/libboost_system.so.1.65.1 \ | ||
/usr/lib/x86_64-linux-gnu/libgomp.so.1 \ | ||
/usr/lib/x86_64-linux-gnu/libstdc++.so.6 \ | ||
/usr/lib/x86_64-linux-gnu/ | ||
COPY --from=build \ | ||
/lib/x86_64-linux-gnu/libm.so.6 \ | ||
/lib/x86_64-linux-gnu/libgcc_s.so.1 \ | ||
/lib/x86_64-linux-gnu/libpthread.so.0 \ | ||
/lib/x86_64-linux-gnu/libc.so.6 \ | ||
/lib/x86_64-linux-gnu/libdl.so.2 \ | ||
/lib/x86_64-linux-gnu/ | ||
COPY --from=build \ | ||
/lib64/ld-linux-x86-64.so.2 \ | ||
/lib64/ | ||
COPY --from=build /etc/OpenCL/vendors/nvidia.icd /etc/OpenCL/vendors/nvidia.icd | ||
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ENV PATH /opt/LightGBM:${PATH} | ||
ENV LANG C.UTF-8 | ||
ENV LC_ALL C.UTF-8 | ||
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ENTRYPOINT ["lightgbm"] |
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Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,67 @@ | ||
# Copyright (c) 2020 The Rector and Visitors of the University of Virginia | ||
# | ||
# Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated | ||
# documentation files (the "Software"), to deal in the Software without restriction, including without | ||
# limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the | ||
# Software, and to permit persons to whom the Software is furnished to do so, subject to the following | ||
# conditions: | ||
# | ||
# The above copyright notice and this permission notice shall be included in all copies or substantial portions | ||
# of the Software. | ||
# | ||
# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED | ||
# TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL | ||
# THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF | ||
# CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER | ||
# DEALINGS IN THE SOFTWARE. | ||
|
||
FROM nvidia/opencl:devel AS build | ||
ARG DEBIAN_FRONTEND=noninteractive | ||
ARG OPENCL_LIBRARIES=/usr/lib/x86_64-linux-gnu | ||
ARG OPENCL_INCLUDE_DIR=/usr/include/CL | ||
|
||
# SYSTEM | ||
RUN apt-get update && apt-get install -y --no-install-recommends \ | ||
build-essential \ | ||
git \ | ||
ca-certificates \ | ||
libglib2.0-0 \ | ||
libxext6 \ | ||
libsm6 \ | ||
libxrender1 \ | ||
cmake \ | ||
libboost-dev \ | ||
libboost-system-dev \ | ||
libboost-filesystem-dev \ | ||
gcc \ | ||
g++ && \ | ||
rm -rf /var/lib/apt/lists/* | ||
|
||
# LightGBM | ||
WORKDIR /opt | ||
RUN git clone --recursive --branch stable --depth 1 https://github.com/Microsoft/LightGBM && \ | ||
cd LightGBM && mkdir build && cd build && \ | ||
cmake -DUSE_GPU=1 -DOpenCL_LIBRARY=${OPENCL_LIBRARIES}/libOpenCL.so.1 -DOpenCL_INCLUDE_DIR=$OPENCL_INCLUDE_DIR .. && \ | ||
make OPENCL_HEADERS=$OPENCL_INCLUDE_DIR LIBOPENCL=$OPENCL_LIBRARIES | ||
|
||
FROM nvidia/opencl:runtime | ||
RUN apt-get update && apt-get install -y --no-install-recommends \ | ||
libxext6 \ | ||
libsm6 \ | ||
libxrender1 \ | ||
libboost-system-dev \ | ||
libboost-filesystem-dev \ | ||
gcc \ | ||
g++ && \ | ||
rm -rf /var/lib/apt/lists/* | ||
|
||
COPY --from=build \ | ||
/opt/LightGBM/lightgbm \ | ||
/opt/LightGBM/lib_lightgbm.so \ | ||
/opt/LightGBM/ | ||
|
||
ENV PATH /opt/LightGBM:${PATH} | ||
ENV LANG C.UTF-8 | ||
ENV LC_ALL C.UTF-8 | ||
|
||
ENTRYPOINT ["lightgbm"] |
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Shouldn't we apply this patch for this image?
LightGBM/docker/gpu/dockerfile.gpu
Lines 59 to 61 in df37bce
https://github.com/microsoft/LightGBM/pull/3408/files#diff-1dd8c717ecdb4eb66c585ba89bbc2649R69
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For distroless image: The file should be included in the
nvidia/opencl:devel
base image already, so in Line 69 I just simply copied the file:For opencl image: The file should be present in the
nvidia/opencl:runtime
base image that's used in the final stage.The patch is necessary for the dockerfile based on
nvidia/cuda
because it doesn't have all the OpenCL stuff.There was a problem hiding this comment.
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Got it! Thanks for the detailed response!