55 lines
2.2 KiB
Docker
55 lines
2.2 KiB
Docker
# Container to test XGBoost against dev versions of dependencies
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ARG CUDA_VERSION_ARG
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FROM nvidia/cuda:$CUDA_VERSION_ARG-runtime-ubuntu22.04
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ARG CUDA_VERSION_ARG
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ARG RAPIDS_VERSION_ARG
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# Should be first 4 digits of the dev version (e.g. 24.06)
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ARG NCCL_VERSION_ARG
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# Environment
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ENV DEBIAN_FRONTEND=noninteractive
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SHELL ["/bin/bash", "-c"] # Use Bash as shell
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# Install all basic requirements
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RUN \
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apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/3bf863cc.pub && \
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apt-get update && \
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apt-get install -y wget unzip bzip2 libgomp1 build-essential openjdk-8-jdk-headless && \
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# Python
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wget -nv -O conda.sh https://github.com/conda-forge/miniforge/releases/download/24.3.0-0/Miniforge3-24.3.0-0-Linux-x86_64.sh && \
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bash conda.sh -b -p /opt/miniforge
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ENV PATH=/opt/miniforge/bin:$PATH
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# Create new Conda environment with dev versions of cuDF, Dask, and cuPy
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RUN \
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export NCCL_SHORT_VER=$(echo "$NCCL_VERSION_ARG" | cut -d "-" -f 1) && \
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export CUDA_SHORT_VER=$(echo "$CUDA_VERSION_ARG" | grep -o -E '[0-9]+\.[0-9]') && \
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mamba create -y -n gpu_test -c rapidsai-nightly -c conda-forge -c nvidia \
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python=3.10 "cudf=$RAPIDS_VERSION_ARG.*" "rmm=$RAPIDS_VERSION_ARG.*" cuda-version=$CUDA_SHORT_VER \
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"nccl>=${NCCL_SHORT_VER}" \
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dask \
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"dask-cuda=$RAPIDS_VERSION_ARG.*" "dask-cudf=$RAPIDS_VERSION_ARG.*" cupy \
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numpy pytest pytest-timeout scipy scikit-learn pandas matplotlib wheel \
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python-kubernetes urllib3 graphviz hypothesis loky \
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"pyspark>=3.4.0" cloudpickle cuda-python && \
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mamba clean --all --yes && \
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conda run --no-capture-output -n gpu_test pip install buildkite-test-collector
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ENV GOSU_VERSION=1.10
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ENV JAVA_HOME=/usr/lib/jvm/java-8-openjdk-amd64/
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# Install lightweight sudo (not bound to TTY)
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RUN set -ex; \
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wget -nv -O /usr/local/bin/gosu "https://github.com/tianon/gosu/releases/download/$GOSU_VERSION/gosu-amd64" && \
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chmod +x /usr/local/bin/gosu && \
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gosu nobody true
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# Default entry-point to use if running locally
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# It will preserve attributes of created files
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COPY entrypoint.sh /scripts/
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WORKDIR /workspace
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ENTRYPOINT ["/scripts/entrypoint.sh"]
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