mirror of
https://github.com/ml-explore/mlx.git
synced 2025-07-30 06:12:41 +08:00
Install linux with mlx[cuda] and mlx[cpu] (#2356)
* install linux with mlx[cuda] and mlx[cpu] * temp for testing * cleanup circle, fix cuda repair * update circle * update circle * decouple python bindings from core libraries
This commit is contained in:
parent
49114f28ab
commit
f0a0b077a0
@ -7,18 +7,6 @@ parameters:
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nightly_build:
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type: boolean
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default: false
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weekly_build:
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type: boolean
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default: false
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test_release:
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type: boolean
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default: false
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linux_release:
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type: boolean
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default: false
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cuda_release:
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type: boolean
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default: false
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jobs:
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build_documentation:
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@ -282,7 +270,17 @@ jobs:
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name: Build Python package
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command: |
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source env/bin/activate
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<< parameters.build_env >> python -m build -w
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<< parameters.build_env >> MLX_BUILD_STAGE=1 python -m build -w
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- when:
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condition:
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equal: ["3.9", << parameters.python_version >>]
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steps:
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- run:
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name: Build common package
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command: |
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source env/bin/activate
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python setup.py clean --all
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<< parameters.build_env >> MLX_BUILD_STAGE=2 python -m build -w
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- when:
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condition: << parameters.build_env >>
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steps:
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@ -299,59 +297,70 @@ jobs:
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python_version:
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type: string
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default: "3.9"
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extra_env:
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build_env:
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type: string
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default: "DEV_RELEASE=1"
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docker:
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- image: ubuntu:20.04
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default: ""
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machine:
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image: ubuntu-2204:current
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resource_class: large
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steps:
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- checkout
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- run:
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name: Build wheel
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command: |
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PYTHON=python<< parameters.python_version >>
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apt-get update
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apt-get upgrade -y
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DEBIAN_FRONTEND=noninteractive TZ=Etc/UTC apt-get -y install tzdata
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apt-get install -y apt-utils
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apt-get install -y software-properties-common
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add-apt-repository -y ppa:deadsnakes/ppa
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apt-get install -y $PYTHON $PYTHON-dev $PYTHON-full
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apt-get install -y libblas-dev liblapack-dev liblapacke-dev
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apt-get install -y build-essential git
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export DEBIAN_FRONTEND=noninteractive
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export NEEDRESTART_MODE=a
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sudo apt-get update
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sudo apt-get upgrade -y
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TZ=Etc/UTC sudo apt-get -y install tzdata
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sudo apt-get install -y apt-utils
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sudo apt-get install -y software-properties-common
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sudo add-apt-repository -y ppa:deadsnakes/ppa
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sudo apt-get install -y $PYTHON $PYTHON-dev $PYTHON-full
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sudo apt-get install -y libblas-dev liblapack-dev liblapacke-dev
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sudo apt-get install -y build-essential git
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$PYTHON -m venv env
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source env/bin/activate
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pip install --upgrade pip
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pip install --upgrade cmake
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pip install nanobind==2.4.0
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pip install --upgrade setuptools
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pip install numpy
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pip install auditwheel
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pip install patchelf
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pip install build
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pip install twine
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<< parameters.extra_env >> pip install . -v
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<< parameters.build_env >> pip install ".[dev]" -v
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pip install typing_extensions
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python setup.py generate_stubs
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<< parameters.extra_env >> python -m build --wheel
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auditwheel show dist/*
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auditwheel repair dist/* --plat manylinux_2_31_x86_64
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- run:
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name: Upload package
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command: |
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source env/bin/activate
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twine upload wheelhouse/*
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MLX_BUILD_STAGE=1 << parameters.build_env >> python -m build -w
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bash python/scripts/repair_linux.sh
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- when:
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condition:
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equal: ["3.9", << parameters.python_version >>]
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steps:
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- run:
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name: Build common package
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command: |
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source env/bin/activate
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python setup.py clean --all
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<< parameters.build_env >> MLX_BUILD_STAGE=2 \
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python -m build -w
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auditwheel repair dist/mlx_cpu*.whl --plat manylinux_2_35_x86_64
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- when:
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condition: << parameters.build_env >>
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steps:
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- run:
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name: Upload packages
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command: |
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source env/bin/activate
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twine upload wheelhouse/*.whl
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- store_artifacts:
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path: wheelhouse/
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build_cuda_release:
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parameters:
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python_version:
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build_env:
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type: string
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default: "3.9"
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extra_env:
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type: string
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default: "DEV_RELEASE=1"
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default: ""
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machine:
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image: linux-cuda-12:default
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resource_class: gpu.nvidia.small.gen2
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@ -362,25 +371,25 @@ jobs:
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command: |
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sudo apt-get update
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sudo apt-get install libblas-dev liblapack-dev liblapacke-dev
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sudo apt-get install zip
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python -m venv env
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source env/bin/activate
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pip install auditwheel
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pip install patchelf
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pip install build
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pip install twine
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<< parameters.extra_env >> \
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<< parameters.build_env >> MLX_BUILD_STAGE=2 \
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CMAKE_ARGS="-DMLX_BUILD_CUDA=ON -DCMAKE_CUDA_COMPILER=`which nvcc`" \
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pip install ".[dev]" -v
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python setup.py generate_stubs
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<< parameters.extra_env >> \
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CMAKE_ARGS="-DMLX_BUILD_CUDA=ON -DCMAKE_CUDA_COMPILER=`which nvcc`" \
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python -m build --wheel
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python -m build -w
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bash python/scripts/repair_cuda.sh
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- run:
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name: Upload package
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command: |
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source env/bin/activate
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twine upload wheelhouse/*.whl
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- when:
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condition: << parameters.build_env >>
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steps:
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- run:
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name: Upload package
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command: |
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source env/bin/activate
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twine upload wheelhouse/*.whl
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- store_artifacts:
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path: wheelhouse/
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@ -392,8 +401,6 @@ workflows:
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pattern: "^(?!pull/)[-\\w]+$"
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value: << pipeline.git.branch >>
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- not: << pipeline.parameters.nightly_build >>
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- not: << pipeline.parameters.weekly_build >>
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- not: << pipeline.parameters.test_release >>
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jobs:
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- mac_build_and_test:
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matrix:
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@ -407,8 +414,6 @@ workflows:
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when:
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and:
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- not: << pipeline.parameters.nightly_build >>
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- not: << pipeline.parameters.weekly_build >>
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- not: << pipeline.parameters.test_release >>
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jobs:
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- build_release:
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filters:
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@ -499,7 +504,16 @@ workflows:
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matrix:
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parameters:
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python_version: ["3.9", "3.10", "3.11", "3.12", "3.13"]
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extra_env: ["PYPI_RELEASE=1"]
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build_env: ["PYPI_RELEASE=1"]
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- build_cuda_release:
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filters:
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tags:
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only: /^v.*/
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branches:
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ignore: /.*/
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matrix:
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parameters:
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build_env: ["PYPI_RELEASE=1"]
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prb:
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when:
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@ -578,99 +592,8 @@ workflows:
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- macosx_deployment_target: "15.0"
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xcode_version: "15.0.0"
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python_version: "3.13"
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weekly_build:
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when:
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and:
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- equal: [ main, << pipeline.git.branch >> ]
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- << pipeline.parameters.weekly_build >>
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jobs:
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- build_release:
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matrix:
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parameters:
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python_version: ["3.9", "3.10", "3.11", "3.12", "3.13"]
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macosx_deployment_target: ["13.5", "14.0", "15.0"]
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build_env: ["DEV_RELEASE=1"]
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xcode_version: ["16.2.0", "15.0.0"]
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exclude:
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- macosx_deployment_target: "13.5"
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xcode_version: "16.2.0"
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python_version: "3.9"
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build_env: "DEV_RELEASE=1"
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- macosx_deployment_target: "13.5"
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xcode_version: "16.2.0"
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python_version: "3.10"
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build_env: "DEV_RELEASE=1"
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- macosx_deployment_target: "13.5"
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xcode_version: "16.2.0"
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python_version: "3.11"
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build_env: "DEV_RELEASE=1"
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- macosx_deployment_target: "13.5"
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xcode_version: "16.2.0"
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python_version: "3.12"
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build_env: "DEV_RELEASE=1"
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- macosx_deployment_target: "13.5"
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xcode_version: "16.2.0"
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python_version: "3.13"
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build_env: "DEV_RELEASE=1"
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- macosx_deployment_target: "14.0"
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xcode_version: "15.0.0"
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python_version: "3.9"
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build_env: "DEV_RELEASE=1"
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- macosx_deployment_target: "14.0"
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xcode_version: "15.0.0"
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python_version: "3.10"
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build_env: "DEV_RELEASE=1"
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- macosx_deployment_target: "14.0"
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xcode_version: "15.0.0"
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python_version: "3.11"
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build_env: "DEV_RELEASE=1"
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- macosx_deployment_target: "14.0"
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xcode_version: "15.0.0"
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python_version: "3.12"
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build_env: "DEV_RELEASE=1"
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- macosx_deployment_target: "14.0"
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xcode_version: "15.0.0"
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python_version: "3.13"
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build_env: "DEV_RELEASE=1"
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- macosx_deployment_target: "15.0"
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xcode_version: "15.0.0"
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python_version: "3.9"
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build_env: "DEV_RELEASE=1"
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- macosx_deployment_target: "15.0"
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xcode_version: "15.0.0"
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python_version: "3.10"
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build_env: "DEV_RELEASE=1"
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- macosx_deployment_target: "15.0"
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xcode_version: "15.0.0"
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python_version: "3.11"
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build_env: "DEV_RELEASE=1"
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- macosx_deployment_target: "15.0"
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xcode_version: "15.0.0"
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python_version: "3.12"
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build_env: "DEV_RELEASE=1"
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- macosx_deployment_target: "15.0"
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xcode_version: "15.0.0"
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python_version: "3.13"
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build_env: "DEV_RELEASE=1"
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linux_test_release:
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when:
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and:
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- equal: [ main, << pipeline.git.branch >> ]
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- << pipeline.parameters.linux_release >>
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jobs:
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- build_linux_release:
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matrix:
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parameters:
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python_version: ["3.9", "3.10", "3.11", "3.12", "3.13"]
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extra_env: ["PYPI_RELEASE=1"]
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cuda_test_release:
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when:
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and:
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- equal: [ main, << pipeline.git.branch >> ]
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- << pipeline.parameters.cuda_release >>
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jobs:
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- build_cuda_release:
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matrix:
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parameters:
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python_version: ["3.9", "3.10", "3.11", "3.12", "3.13"]
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extra_env: ["PYPI_RELEASE=1"]
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- build_cuda_release
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@ -64,10 +64,8 @@ if(${CMAKE_SYSTEM_NAME} MATCHES "Darwin")
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message(WARNING "Building for x86_64 arch is not officially supported.")
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endif()
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endif()
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else()
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set(MLX_BUILD_METAL OFF)
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message(WARNING "MLX is prioritised for Apple silicon systems using macOS.")
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endif()
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# ----------------------------- Lib -----------------------------
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@ -23,13 +23,6 @@ To install from PyPI you must meet the following requirements:
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MLX is only available on devices running macOS >= 13.5
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It is highly recommended to use macOS 14 (Sonoma)
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MLX is also available on conda-forge. To install MLX with conda do:
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.. code-block:: shell
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conda install conda-forge::mlx
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CUDA
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^^^^
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@ -38,8 +31,16 @@ and SM 7.0 (Volta) and up. To install MLX with CUDA support, run:
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.. code-block:: shell
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pip install mlx-cuda
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pip install "mlx[cuda]"
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CPU-only (Linux)
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^^^^^^^^^^^^^^^^
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For a CPU-only version of MLX that runs on Linux use:
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.. code-block:: shell
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pip install "mlx[cpu]"
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Troubleshooting
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^^^^^^^^^^^^^^^
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@ -1,6 +1,6 @@
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[build-system]
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requires = [
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"setuptools>=42",
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"setuptools>=80",
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"nanobind==2.4.0",
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"cmake>=3.25",
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]
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@ -1,17 +1,23 @@
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#!/bin/bash
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auditwheel repair dist/* \
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--plat manylinux_2_35_x86_64 \
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--plat manylinux_2_39_x86_64 \
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--exclude libcublas* \
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--exclude libnvrtc*
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--exclude libnvrtc* \
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-w wheel_tmp
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cd wheelhouse
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mkdir wheelhouse
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cd wheel_tmp
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repaired_wheel=$(find . -name "*.whl" -print -quit)
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unzip -q "${repaired_wheel}"
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core_so=$(find mlx -name "core*.so" -print -quit)
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rpath=$(patchelf --print-rpath "${core_so}")
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rpath=$rpath:\$ORIGIN/../nvidia/cublas/lib:\$ORIGIN/../nvidia/cuda_nvrtc/lib
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patchelf --force-rpath --set-rpath "$rpath" "$core_so"
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rm "${repaired_wheel}"
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mlx_so="mlx/lib/libmlx.so"
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rpath=$(patchelf --print-rpath "${mlx_so}")
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base="\$ORIGIN/../../nvidia"
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rpath=$rpath:${base}/cublas/lib:${base}/cuda_nvrtc/lib
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patchelf --force-rpath --set-rpath "$rpath" "$mlx_so"
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python ../python/scripts/repair_record.py ${mlx_so}
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# Re-zip the repaired wheel
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zip -r -q "${repaired_wheel}" .
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zip -r -q "../wheelhouse/${repaired_wheel}" .
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|
19
python/scripts/repair_linux.sh
Normal file
19
python/scripts/repair_linux.sh
Normal file
@ -0,0 +1,19 @@
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#!/bin/bash
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auditwheel repair dist/* \
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--plat manylinux_2_35_x86_64 \
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--exclude libmlx* \
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-w wheel_tmp
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mkdir wheelhouse
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cd wheel_tmp
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repaired_wheel=$(find . -name "*.whl" -print -quit)
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unzip -q "${repaired_wheel}"
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rm "${repaired_wheel}"
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core_so=$(find mlx -name "core*.so" -print -quit)
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rpath="\$ORIGIN/lib"
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patchelf --force-rpath --set-rpath "$rpath" "$core_so"
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python ../python/scripts/repair_record.py ${core_so}
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|
||||
# Re-zip the repaired wheel
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||||
zip -r -q "../wheelhouse/${repaired_wheel}" .
|
33
python/scripts/repair_record.py
Normal file
33
python/scripts/repair_record.py
Normal file
@ -0,0 +1,33 @@
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import base64
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import glob
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import hashlib
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import sys
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filename = sys.argv[1]
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# Compute the new hash and size
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def urlsafe_b64encode(data: bytes) -> bytes:
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return base64.urlsafe_b64encode(data).rstrip(b"=")
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|
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hasher = hashlib.sha256()
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with open(filename, "rb") as f:
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data = f.read()
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hasher.update(data)
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hash_str = urlsafe_b64encode(hasher.digest()).decode("ascii")
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size = len(data)
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# Update the record file
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record_file = glob.glob("*/RECORD")[0]
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with open(record_file, "r") as f:
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lines = [l.split(",") for l in f.readlines()]
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for l in lines:
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if filename == l[0]:
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l[1] = hash_str
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l[2] = f"{size}\n"
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with open(record_file, "w") as f:
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for l in lines:
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f.write(",".join(l))
|
156
setup.py
156
setup.py
@ -5,10 +5,12 @@ import os
|
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import platform
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import re
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import subprocess
|
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from functools import partial
|
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from pathlib import Path
|
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from subprocess import run
|
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|
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from setuptools import Command, Extension, find_namespace_packages, setup
|
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from setuptools import Command, Extension, setup
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from setuptools.command.bdist_wheel import bdist_wheel
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from setuptools.command.build_ext import build_ext
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|
||||
@ -41,6 +43,9 @@ def get_version():
|
||||
return version
|
||||
|
||||
|
||||
build_stage = int(os.environ.get("MLX_BUILD_STAGE", 0))
|
||||
|
||||
|
||||
# A CMakeExtension needs a sourcedir instead of a file list.
|
||||
# The name must be the _single_ output extension from the CMake build.
|
||||
# If you need multiple extensions, see scikit-build.
|
||||
@ -59,13 +64,22 @@ class CMakeBuild(build_ext):
|
||||
debug = int(os.environ.get("DEBUG", 0)) if self.debug is None else self.debug
|
||||
cfg = "Debug" if debug else "Release"
|
||||
|
||||
# Set Python_EXECUTABLE instead if you use PYBIND11_FINDPYTHON
|
||||
# EXAMPLE_VERSION_INFO shows you how to pass a value into the C++ code
|
||||
# from Python.
|
||||
build_temp = Path(self.build_temp) / ext.name
|
||||
if not build_temp.exists():
|
||||
build_temp.mkdir(parents=True)
|
||||
|
||||
build_python = "ON"
|
||||
install_prefix = f"{extdir}{os.sep}"
|
||||
if build_stage == 1:
|
||||
# Don't include MLX libraries in the wheel
|
||||
install_prefix = f"{build_temp}"
|
||||
elif build_stage == 2:
|
||||
# Don't include Python bindings in the wheel
|
||||
build_python = "OFF"
|
||||
cmake_args = [
|
||||
f"-DCMAKE_INSTALL_PREFIX={extdir}{os.sep}",
|
||||
f"-DCMAKE_INSTALL_PREFIX={install_prefix}",
|
||||
f"-DCMAKE_BUILD_TYPE={cfg}",
|
||||
"-DMLX_BUILD_PYTHON_BINDINGS=ON",
|
||||
f"-DMLX_BUILD_PYTHON_BINDINGS={build_python}",
|
||||
"-DMLX_BUILD_TESTS=OFF",
|
||||
"-DMLX_BUILD_BENCHMARKS=OFF",
|
||||
"-DMLX_BUILD_EXAMPLES=OFF",
|
||||
@ -99,10 +113,6 @@ class CMakeBuild(build_ext):
|
||||
if "CMAKE_BUILD_PARALLEL_LEVEL" not in os.environ:
|
||||
build_args += [f"-j{os.cpu_count()}"]
|
||||
|
||||
build_temp = Path(self.build_temp) / ext.name
|
||||
if not build_temp.exists():
|
||||
build_temp.mkdir(parents=True)
|
||||
|
||||
subprocess.run(
|
||||
["cmake", ext.sourcedir, *cmake_args], cwd=build_temp, check=True
|
||||
)
|
||||
@ -158,26 +168,40 @@ class GenerateStubs(Command):
|
||||
subprocess.run(stub_cmd + ["-o", f"{out_path}/__init__.pyi"])
|
||||
|
||||
|
||||
class MLXBdistWheel(bdist_wheel):
|
||||
def get_tag(self) -> tuple[str, str, str]:
|
||||
impl, abi, plat_name = super().get_tag()
|
||||
if build_stage == 2:
|
||||
impl = self.python_tag
|
||||
abi = "none"
|
||||
return (impl, abi, plat_name)
|
||||
|
||||
|
||||
# Read the content of README.md
|
||||
with open(Path(__file__).parent / "README.md", encoding="utf-8") as f:
|
||||
long_description = f.read()
|
||||
|
||||
# The information here can also be placed in setup.cfg - better separation of
|
||||
# logic and declaration, and simpler if you include description/version in a file.
|
||||
|
||||
if __name__ == "__main__":
|
||||
packages = find_namespace_packages(
|
||||
where="python", exclude=["src", "tests", "tests.*"]
|
||||
)
|
||||
package_dir = {"": "python"}
|
||||
package_data = {"mlx": ["lib/*", "include/*", "share/*"], "mlx.core": ["*.pyi"]}
|
||||
install_requires = []
|
||||
packages = [
|
||||
"mlx",
|
||||
"mlx.nn",
|
||||
"mlx.nn.layers",
|
||||
"mlx.optimizers",
|
||||
]
|
||||
|
||||
build_macos = platform.system() == "Darwin"
|
||||
build_cuda = "MLX_BUILD_CUDA=ON" in os.environ.get("CMAKE_ARGS", "")
|
||||
|
||||
install_requires = []
|
||||
if build_cuda:
|
||||
install_requires = ["nvidia-cublas-cu12", "nvidia-cuda-nvrtc-cu12"]
|
||||
version = get_version()
|
||||
|
||||
setup(
|
||||
name="mlx-cuda" if build_cuda else "mlx",
|
||||
version=get_version(),
|
||||
_setup = partial(
|
||||
setup,
|
||||
version=version,
|
||||
author="MLX Contributors",
|
||||
author_email="mlx@group.apple.com",
|
||||
description="A framework for machine learning on Apple silicon.",
|
||||
@ -185,29 +209,77 @@ if __name__ == "__main__":
|
||||
long_description_content_type="text/markdown",
|
||||
license="MIT",
|
||||
url="https://github.com/ml-explore/mlx",
|
||||
packages=packages,
|
||||
package_dir=package_dir,
|
||||
package_data=package_data,
|
||||
include_package_data=True,
|
||||
install_requires=install_requires,
|
||||
extras_require={
|
||||
"dev": [
|
||||
"nanobind==2.4.0",
|
||||
"numpy",
|
||||
"pre-commit",
|
||||
"setuptools>=42",
|
||||
"torch",
|
||||
"typing_extensions",
|
||||
],
|
||||
},
|
||||
entry_points={
|
||||
"console_scripts": [
|
||||
"mlx.launch = mlx.distributed_run:main",
|
||||
"mlx.distributed_config = mlx.distributed_run:distributed_config",
|
||||
]
|
||||
},
|
||||
ext_modules=[CMakeExtension("mlx.core")],
|
||||
cmdclass={"build_ext": CMakeBuild, "generate_stubs": GenerateStubs},
|
||||
package_dir=package_dir,
|
||||
zip_safe=False,
|
||||
python_requires=">=3.9",
|
||||
ext_modules=[CMakeExtension("mlx.core")],
|
||||
cmdclass={
|
||||
"build_ext": CMakeBuild,
|
||||
"generate_stubs": GenerateStubs,
|
||||
"bdist_wheel": MLXBdistWheel,
|
||||
},
|
||||
)
|
||||
|
||||
package_data = {"mlx": ["lib/*", "include/*", "share/*"], "mlx.core": ["*.pyi"]}
|
||||
|
||||
extras = {
|
||||
"dev": [
|
||||
"nanobind==2.4.0",
|
||||
"numpy",
|
||||
"pre-commit",
|
||||
"setuptools>=80",
|
||||
"torch",
|
||||
"typing_extensions",
|
||||
],
|
||||
}
|
||||
entry_points = {
|
||||
"console_scripts": [
|
||||
"mlx.launch = mlx.distributed_run:main",
|
||||
"mlx.distributed_config = mlx.distributed_run:distributed_config",
|
||||
]
|
||||
}
|
||||
|
||||
# Release builds for PyPi are in two stages.
|
||||
# Each stage should be run from a clean build:
|
||||
# python setup.py clean --all
|
||||
#
|
||||
# Stage 1:
|
||||
# - Triggered with `MLX_BUILD_STAGE=1`
|
||||
# - Include everything except backend-specific binaries (e.g. libmlx.so, mlx.metallib, etc)
|
||||
# - Wheel has Python ABI and platform tags
|
||||
# - Wheel should be built for the cross-product of python version and platforms
|
||||
# - Package name is mlx and it depends on subpackage in stage 2 (e.g. mlx-metal)
|
||||
# Stage 2:
|
||||
# - Triggered with `MLX_BUILD_STAGE=2`
|
||||
# - Includes only backend-specific binaries (e.g. libmlx.so, mlx.metallib, etc)
|
||||
# - Wheel has only platform tags
|
||||
# - Wheel should be built only for different platforms
|
||||
# - Package name is back-end specific, e.g mlx-metal
|
||||
if build_stage != 2:
|
||||
if build_stage == 1:
|
||||
if build_macos:
|
||||
install_requires += [f"mlx-metal=={version}"]
|
||||
else:
|
||||
extras["cuda"] = [f"mlx-cuda=={version}"]
|
||||
extras["cpu"] = [f"mlx-cpu=={version}"]
|
||||
|
||||
_setup(
|
||||
name="mlx",
|
||||
packages=packages,
|
||||
extras_require=extras,
|
||||
entry_points=entry_points,
|
||||
install_requires=install_requires,
|
||||
package_data=package_data,
|
||||
)
|
||||
else:
|
||||
if build_macos:
|
||||
name = "mlx-metal"
|
||||
elif build_cuda:
|
||||
name = "mlx-cuda"
|
||||
else:
|
||||
name = "mlx-cpu"
|
||||
_setup(
|
||||
name=name,
|
||||
packages=["mlx"],
|
||||
)
|
||||
|
Loading…
Reference in New Issue
Block a user