mirror of https://github.com/hpcaitech/ColossalAI
aibig-modeldata-parallelismdeep-learningdistributed-computingfoundation-modelsheterogeneous-traininghpcinferencelarge-scalemodel-parallelismpipeline-parallelism
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51 lines
1.8 KiB
51 lines
1.8 KiB
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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