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Installing MS-AMP to a local conda environment (needs sudo rights)
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# create new local conda env | |
conda create --prefix ./.conda python=3.11 | |
conda activate ./.conda | |
# https://azure.github.io/MS-AMP/docs/getting-started/installation/ | |
git clone https://github.com/Azure/MS-AMP.git | |
cd MS-AMP | |
git submodule update --init --recursive | |
cd third_party/msccl | |
# A100 | |
make -j src.build NVCC_GENCODE="-gencode=arch=compute_80,code=sm_80" | |
# H100 | |
make -j src.build NVCC_GENCODE="-gencode=arch=compute_90,code=sm_90" | |
sudo apt-get update | |
sudo apt install build-essential devscripts debhelper fakeroot | |
make pkg.debian.build | |
sudo dpkg -i build/pkg/deb/libnccl2_*.deb | |
sudo dpkg -i build/pkg/deb/libnccl-dev_2*.deb | |
cd - | |
pip install --upgrade pip | |
# https://github.com/mpi4py/mpi4py/discussions/236 | |
conda install mpi4py | |
pip install . | |
# make postinstall # (does not work as it partially requires sudo and then breaks on pip install) | |
# do below instead: | |
cd msamp/operators/dist_op && sudo bash build.sh && cd - | |
cd msamp/operators/arithmetic && pip install -v . && cd - | |
cd msamp/optim && pip install -v . && cd - | |
# to access libnccl.so | |
cd third_party/msccl/build/lib && sudo cp libnccl.so libnccl.so.2 libnccl.so.2.17.1 /usr/local/lib/ && cd - | |
# finally | |
NCCL_LIBRARY=/usr/lib/x86_64-linux-gnu/libnccl.so # Change as needed | |
export LD_PRELOAD="/usr/local/lib/libmsamp_dist.so:${NCCL_LIBRARY}:${LD_PRELOAD}" | |
# test the runtime | |
python3 -c "import msamp; print(msamp.__version__)" | |
# if error above, try: | |
pip install --upgrade deepspeed |
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When running
python3 -c "import msamp; print(msamp.__version__)"
, if you getModuleNotFoundError: No module named 'transformer_engine_extensions'
, refer to Cannot import and use transformer_engine after successful installation