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FROM hpcaitech/cuda-conda:11.3
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# metainformation
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LABEL org.opencontainers.image.source = "https://github.com/hpcaitech/ColossalAI"
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LABEL org.opencontainers.image.licenses = "Apache License 2.0"
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LABEL org.opencontainers.image.base.name = "docker.io/library/hpcaitech/cuda-conda:11.3"
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# enable passwordless ssh
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RUN mkdir ~/.ssh && \
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printf "Host * \n ForwardAgent yes\nHost *\n StrictHostKeyChecking no" > ~/.ssh/config && \
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ssh-keygen -t rsa -N "" -f ~/.ssh/id_rsa && \
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cat ~/.ssh/id_rsa.pub >> ~/.ssh/authorized_keys
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# enable RDMA support
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RUN apt-get update && \
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apt-get install -y infiniband-diags perftest ibverbs-providers libibumad3 libibverbs1 libnl-3-200 libnl-route-3-200 librdmacm1 && \
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apt-get clean && \
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rm -rf /var/lib/apt/lists/*
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# install torch
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RUN conda install -y pytorch==1.12.1 torchvision==0.13.1 torchaudio==0.12.1 cudatoolkit=11.3 -c pytorch
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# install ninja
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RUN apt-get update && \
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apt-get install -y --no-install-recommends ninja-build && \
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apt-get clean && \
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rm -rf /var/lib/apt/lists/*
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# install apex
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RUN git clone https://github.com/NVIDIA/apex && \
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cd apex && \
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git checkout 91fcaa && \
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pip install packaging && \
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pip install -v --disable-pip-version-check --no-cache-dir --global-option="--cpp_ext" --global-option="--cuda_ext" --global-option="--fast_layer_norm" ./
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# install colossalai
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ARG VERSION=main
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RUN git clone -b ${VERSION} https://github.com/hpcaitech/ColossalAI.git \
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&& cd ./ColossalAI \
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&& CUDA_EXT=1 pip install -v --no-cache-dir .
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# install titans
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RUN pip install --no-cache-dir titans
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# install tensornvme
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RUN conda install -y cmake && \
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git clone https://github.com/hpcaitech/TensorNVMe.git && \
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cd TensorNVMe && \
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apt update -y && apt install -y libaio-dev && \
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pip install -r requirements.txt && \
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pip install -v --no-cache-dir .
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