ColossalAI/docker/Dockerfile

51 lines
1.8 KiB
Docker

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