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#!/usr/bin/env bash | ||
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# READ BEFORE USE: | ||
# This script helps to install vllm on bare-metal. The time it takes is in term of hours. | ||
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# The script default installs pytorch and vllm, and assumes rocm and its environment has been installed. | ||
# The vllm also has other dependencies, if you find something is missing you can uncomment certain script block to install. | ||
# Make sure the vllm whl to install is in the same directory as this script. | ||
# The script may also pull some repository in current directory, you can delete them after installation. | ||
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# To test on vllm installation: run some examples in vllm/examples. | ||
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# # Install some basic utilities | ||
# apt-get update -q -y && apt-get install -q -y python3 python3-pip | ||
# apt-get update -q -y && apt-get install -q -y sqlite3 libsqlite3-dev libfmt-dev libmsgpack-dev libsuitesparse-dev | ||
# # Remove sccache | ||
# python3 -m pip install --upgrade pip | ||
# apt-get purge -y sccache; python3 -m pip uninstall -y sccache; rm -f "$(which sccache)" | ||
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# # local build environment | ||
# export PYTORCH_ROCM_ARCH="gfx90a;gfx942" | ||
# export LLVM_SYMBOLIZER_PATH="/opt/rocm/llvm/bin/llvm-symbolizer" | ||
# export PATH="$PATH:/opt/rocm/bin:/opt/conda/envs/py_3.9/lib/python3.9/site-packages/torch/bin:" | ||
# export LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/opt/rocm/lib/:/opt/conda/envs/py_3.9/lib/python3.9/site-packages/torch/lib:" | ||
# export CPLUS_INCLUDE_PATH="$CPLUS_INCLUDE_PATH:/opt/conda/envs/py_3.9/lib/python3.9/site-packages/torch/include:/opt/conda/envs/py_3.9/lib/python3.9/site-packages/torch/include/torch/csrc/api/include/:/opt/rocm/include/:" | ||
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# python3 -m pip install --upgrade pip && rm -rf /var/lib/apt/lists/* | ||
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# # optional numpy update | ||
# case "$(which python3)" in \ | ||
# *"/opt/conda/envs/py_3.9"*) \ | ||
# rm -rf /opt/conda/envs/py_3.9/lib/python3.9/site-packages/numpy-1.20.3.dist-info/;; \ | ||
# *) ;; esac | ||
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# # optional flash-attention installation | ||
# FA_BRANCH="3cea2fb" | ||
# pip uninstall -y flash-attn | ||
# git clone https://github.com/ROCm/flash-attention.git | ||
# cd flash-attention | ||
# git checkout $FA_BRANCH | ||
# git submodule update --init | ||
# GPU_ARCHS=${PYTORCH_ROCM_ARCH} python3 setup.py bdist_wheel --dist-dir=dist | ||
# pip install dist/*.whl | ||
# cd .. | ||
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# # optional triton installation | ||
# pip uninstall -y triton \ | ||
# && python3 -m pip install ninja cmake wheel pybind11 && git clone https://github.com/triton-lang/triton.git \ | ||
# && cd triton \ | ||
# && git checkout e192dba \ | ||
# && cd python \ | ||
# && python3 setup.py bdist_wheel --dist-dir=dist \ | ||
# && pip install dist/*.whl \ | ||
# && cd .. && cd .. | ||
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# pytorch installation | ||
pip uninstall -y torch torchvision \ | ||
&& git clone https://github.com/ROCm/pytorch.git pytorch \ | ||
&& cd pytorch && git checkout cedc116 && git submodule update --init --recursive \ | ||
&& python3 tools/amd_build/build_amd.py \ | ||
&& CMAKE_PREFIX_PATH=$(python3 -c 'import sys; print(sys.prefix)') python3 setup.py bdist_wheel --dist-dir=dist \ | ||
&& pip install dist/*.whl \ | ||
&& cd .. \ | ||
&& git clone https://github.com/pytorch/vision.git vision \ | ||
&& cd vision && git checkout v0.19.1 \ | ||
&& python3 setup.py bdist_wheel --dist-dir=dist \ | ||
&& pip install dist/*.whl \ | ||
&& cd .. | ||
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# # optional huggingface installation | ||
# python3 -m pip install --upgrade huggingface-hub[cli] | ||
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# # optional profile installation | ||
# git clone -b nvtx_enabled https://github.com/ROCm/rocmProfileData.git \ | ||
# && cd rocmProfileData/rpd_tracer \ | ||
# && pip install -r requirements.txt && cd ../ \ | ||
# && make && make install \ | ||
# && cd hipMarker && python setup.py install \ | ||
# && cd ../.. | ||
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# Install vLLM (and gradlib) | ||
pip install -U -r requirements-rocm.txt \ | ||
&& pip uninstall -y vllm gradlib \ | ||
&& pip install *.whl | ||
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# cd /opt/rocm/share/amd_smi \ | ||
# && pip wheel . --wheel-dir=dist \ | ||
# && pip install dist/*.whl \ |