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FROM --platform=linux/amd64 nvidia/cuda:12.1.0-cudnn8-devel-ubuntu20.04 | ||
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ARG DEBIAN_FRONTEND="noninteractive" | ||
ENV TZ="America/Los_Angeles" | ||
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# Install base tools. | ||
RUN apt-get update && apt-get install -y \ | ||
build-essential \ | ||
curl \ | ||
git \ | ||
jq \ | ||
language-pack-en \ | ||
make \ | ||
sudo \ | ||
unzip \ | ||
vim \ | ||
wget \ | ||
parallel \ | ||
iputils-ping \ | ||
tmux | ||
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ARG BEAKER_VERSION | ||
RUN curl --silent \ | ||
--connect-timeout 5 \ | ||
--max-time 10 \ | ||
--retry 5 \ | ||
--retry-delay 0 \ | ||
--retry-max-time 40 \ | ||
--output beaker.tar.gz \ | ||
"https://beaker.org/api/v3/release/cli?os=linux&arch=amd64&version=${BEAKER_VERSION}" \ | ||
&& tar -zxf beaker.tar.gz -C /usr/local/bin/ ./beaker \ | ||
&& rm beaker.tar.gz | ||
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# This ensures the dynamic linker (or NVIDIA's container runtime, I'm not sure) | ||
# puts the right NVIDIA things in the right place | ||
ENV NVIDIA_DRIVER_CAPABILITIES=graphics,utility,compute | ||
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# Install conda. We give anyone in the users group the ability to run | ||
# conda commands and install packages in the base (default) environment. | ||
# Things installed into the default environment won't persist, but we prefer | ||
# convenience in this case and try to make sure the user is aware of this | ||
# with a message that's printed when the session starts. | ||
RUN wget https://repo.anaconda.com/miniconda/Miniconda3-py310_23.1.0-1-Linux-x86_64.sh \ | ||
&& echo "32d73e1bc33fda089d7cd9ef4c1be542616bd8e437d1f77afeeaf7afdb019787 Miniconda3-py310_23.1.0-1-Linux-x86_64.sh" \ | ||
| sha256sum --check \ | ||
&& bash Miniconda3-py310_23.1.0-1-Linux-x86_64.sh -b -p /opt/miniconda3 \ | ||
&& rm Miniconda3-py310_23.1.0-1-Linux-x86_64.sh | ||
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ENV PATH=/opt/miniconda3/bin:/opt/miniconda3/condabin:$PATH | ||
ENV LD_LIBRARY_PATH=/usr/local/cuda/lib:/usr/local/cuda/lib64:$LD_LIBRARY_PATH | ||
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RUN conda install -y pytorch::pytorch==2.5.1 packaging "numpy<2" | ||
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# Ensure users can modify their container environment. | ||
RUN echo '%users ALL=(ALL) NOPASSWD:ALL' >> /etc/sudoers | ||
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# Install MLNX OFED user-space drivers | ||
# See https://docs.nvidia.com/networking/pages/releaseview.action?pageId=15049785#Howto:DeployRDMAacceleratedDockercontaineroverInfiniBandfabric.-Dockerfile | ||
ENV MOFED_VER 5.8-1.1.2.1 | ||
ENV OS_VER ubuntu20.04 | ||
ENV PLATFORM x86_64 | ||
RUN wget --quiet https://content.mellanox.com/ofed/MLNX_OFED-${MOFED_VER}/MLNX_OFED_LINUX-${MOFED_VER}-${OS_VER}-${PLATFORM}.tgz && \ | ||
tar -xvf MLNX_OFED_LINUX-${MOFED_VER}-${OS_VER}-${PLATFORM}.tgz && \ | ||
MLNX_OFED_LINUX-${MOFED_VER}-${OS_VER}-${PLATFORM}/mlnxofedinstall --basic --user-space-only --without-fw-update -q && \ | ||
rm -rf MLNX_OFED_LINUX-${MOFED_VER}-${OS_VER}-${PLATFORM} && \ | ||
rm MLNX_OFED_LINUX-${MOFED_VER}-${OS_VER}-${PLATFORM}.tgz | ||
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RUN apt-get install ninja-build -y | ||
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ENV HF_HUB_ENABLE_HF_TRANSFER=1 | ||
RUN pip install --no-cache-dir --upgrade pip "setuptools<70.0.0" wheel | ||
# TODO, unpin setuptools when this issue in flash attention is resolved | ||
RUN pip install --no-cache-dir flash-attn==2.6.3 --no-build-isolation | ||
RUN python -c "import torch; print(torch.__version__)" | ||
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RUN pip install --no-cache-dir ai2-olmo-core==0.1.0 omegaconf rich boto3 google-cloud-storage tokenizers "cached_path>=1.6.2" transformers importlib_resources py-spy wandb beaker-gantry click torchmetrics safetensors datasets scikit-learn "msgspec>=0.14.0" "smashed[remote]>=0.21.1" | ||
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RUN apt-get clean | ||
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