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Signed-off-by: Sam Stoelinga <[email protected]>
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ARG CUDA_VERSION_MINOR=12.4.1 | ||
ARG BASE_IMAGE=nvidia/cuda:${CUDA_VERSION_MINOR}-devel-ubuntu22.04 | ||
FROM ${BASE_IMAGE} as base | ||
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ARG CUDA_VERSION_MAJOR=12.4 | ||
ARG TARGET_NCCL_VERSION=2.21.5-1 | ||
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ARG DEBIAN_FRONTEND=noninteractive | ||
RUN apt-get -qq update && \ | ||
apt-get -qq install -y \ | ||
--allow-change-held-packages \ | ||
--no-install-recommends \ | ||
--allow-downgrades \ | ||
build-essential libtool autoconf automake autotools-dev unzip \ | ||
ca-certificates \ | ||
wget curl openssh-server vim environment-modules \ | ||
iputils-ping net-tools \ | ||
libnuma1 libsubunit0 libpci-dev \ | ||
libpmix-dev \ | ||
datacenter-gpu-manager \ | ||
g++ libopenmpi-dev openmpi-bin \ | ||
libnccl2=$TARGET_NCCL_VERSION+cuda${CUDA_VERSION_MAJOR} \ | ||
libnccl-dev=${TARGET_NCCL_VERSION}+cuda${CUDA_VERSION_MAJOR} \ | ||
git && \ | ||
apt-get clean && \ | ||
rm -rf /var/lib/apt/lists/* | ||
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RUN apt-get -qq update \ | ||
&& apt-get -qq install -y --no-install-recommends \ | ||
ibverbs-utils libibverbs-dev libibumad3 libibumad-dev librdmacm-dev rdmacm-utils infiniband-diags ibverbs-utils \ | ||
&& rm -rf /var/lib/apt/lists/* | ||
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RUN apt-get update && apt-get install -y apt-transport-https ca-certificates gnupg curl && \ | ||
curl https://packages.cloud.google.com/apt/doc/apt-key.gpg | apt-key add - && \ | ||
echo "deb https://packages.cloud.google.com/apt cloud-sdk main" | tee -a /etc/apt/sources.list.d/google-cloud-sdk.list && \ | ||
apt-get update && apt-get install -y google-cloud-sdk && \ | ||
apt-get clean && rm -rf /var/lib/apt/lists/* | ||
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# NCCL Tests | ||
ENV NCCL_TESTS_COMMITISH=c6afef0 | ||
ENV CUDA12_GENCODE='-gencode=arch=compute_90,code=sm_90' | ||
ENV CUDA12_PTX='-gencode=arch=compute_90,code=compute_90' | ||
WORKDIR /opt/nccl-tests | ||
RUN wget -q -O - https://github.com/NVIDIA/nccl-tests/archive/${NCCL_TESTS_COMMITISH}.tar.gz | tar --strip-components=1 -xzf - && \ | ||
mpicc -show && \ | ||
export CXX=mpic++ && \ | ||
make -j20 MPI=1 MPI_HOME=/usr/include/openmpi NVCC_GENCODE="$CUDA12_GENCODE $CUDA12_PTX" && \ | ||
ln -s /opt/nccl-tests /opt/nccl_tests | ||
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RUN ldconfig | ||
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# SSH dependencies for MPI | ||
RUN sed -i 's/[ #]\(.*StrictHostKeyChecking \).*/ \1no/g' /etc/ssh/ssh_config && \ | ||
echo " UserKnownHostsFile /dev/null" >> /etc/ssh/ssh_config && \ | ||
sed -i 's/#\(StrictModes \).*/\1no/g' /etc/ssh/sshd_config && \ | ||
sed -i "s/[ #]\(.*Port \).*/ \12222/g" /etc/ssh/ssh_config && \ | ||
sed -i "s/#\(Port \).*/\12222/g" /etc/ssh/sshd_config && \ | ||
mkdir /var/run/sshd -p |
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apiVersion: kubeflow.org/v2beta1 | ||
kind: MPIJob | ||
metadata: | ||
name: nccl-tests | ||
spec: | ||
slotsPerWorker: 8 | ||
runPolicy: | ||
cleanPodPolicy: Running | ||
activeDeadlineSeconds: 666 | ||
mpiReplicaSpecs: | ||
Launcher: | ||
replicas: 1 | ||
template: | ||
spec: | ||
restartPolicy: OnFailure | ||
containers: | ||
- image: mpioperator/nccl-tests:latest | ||
name: nccl | ||
securityContext: | ||
privileged: true | ||
env: | ||
- name: OMPI_ALLOW_RUN_AS_ROOT | ||
value: "1" | ||
- name: OMPI_ALLOW_RUN_AS_ROOT_CONFIRM | ||
value: "1" | ||
- name: OMPI_MCA_orte_base_help_aggregate | ||
value: "0" | ||
command: ["/bin/bash", "-c"] | ||
args: | ||
- | | ||
set -xe | ||
export NCCL_DEBUG=INFO | ||
until mpirun -np 16 -x LD_LIBRARY_PATH -bind-to none /usr/local/nvidia/bin/nvidia-smi; do sleep 5; done | ||
mpirun -np ${NP} -bind-to none \ | ||
-x NCCL_DEBUG \ | ||
/opt/nccl_tests/build/all_reduce_perf -c 0 -b 8 -e 16G \ | ||
-f 4 -g 1 -n 10 | ||
resources: | ||
requests: | ||
cpu: 50m | ||
memory: 128Mi | ||
enableServiceLinks: false | ||
automountServiceAccountToken: false | ||
Worker: | ||
replicas: 2 | ||
template: | ||
metadata: | ||
annotations: | ||
spec: | ||
volumes: | ||
- name: shared-memory | ||
emptyDir: | ||
medium: "Memory" | ||
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containers: | ||
- image: mpioperator/nccl-tests:latest | ||
name: nccl | ||
securityContext: | ||
privileged: true | ||
resources: | ||
limits: | ||
nvidia.com/gpu: 8 | ||
volumeMounts: | ||
- name: shared-memory | ||
mountPath: /dev/shm | ||
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enableServiceLinks: false | ||
automountServiceAccountToken: false |