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2024-04-26 23:24:09 +08:00
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< / ul >
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< h2 > Python Installation< a class = "headerlink" href = "#python-installation" title = "Link to this heading" > #< / a > < / h2 >
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< p > MLX is available on PyPI. All you have to do to use MLX with your own Apple
silicon computer is< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > pip< span class = "w" > < / span > install< span class = "w" > < / span > mlx
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< / pre > < / div >
< / div >
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< p > To install from PyPI you must meet the following requirements:< / p >
< ul class = "simple" >
< li > < p > Using an M series chip (Apple silicon)< / p > < / li >
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< li > < p > Using a native Python > = 3.9< / p > < / li >
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< li > < p > macOS > = 13.5< / p > < / li >
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< / ul >
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< div class = "admonition note" >
< p class = "admonition-title" > Note< / p >
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< p > MLX is only available on devices running macOS > = 13.5
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It is highly recommended to use macOS 14 (Sonoma)< / p >
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< / div >
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< p > MLX is also available on conda-forge. To install MLX with conda do:< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > conda< span class = "w" > < / span > install< span class = "w" > < / span > conda-forge::mlx
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< / pre > < / div >
< / div >
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< h3 > Troubleshooting< a class = "headerlink" href = "#troubleshooting" title = "Link to this heading" > #< / a > < / h3 >
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< p > < em > My OS and Python versions are in the required range but pip still does not find
a matching distribution.< / em > < / p >
< p > Probably you are using a non-native Python. The output of< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > python< span class = "w" > < / span > -c< span class = "w" > < / span > < span class = "s2" > " import platform; print(platform.processor())" < / span >
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< / pre > < / div >
< / div >
< p > should be < code class = "docutils literal notranslate" > < span class = "pre" > arm< / span > < / code > . If it is < code class = "docutils literal notranslate" > < span class = "pre" > i386< / span > < / code > (and you have M series machine) then you
are using a non-native Python. Switch your Python to a native Python. A good
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way to do this is with < a class = "reference external" href = "https://stackoverflow.com/q/65415996" > Conda< / a > .< / p >
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< / section >
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< / section >
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< h2 > Build from source< a class = "headerlink" href = "#build-from-source" title = "Link to this heading" > #< / a > < / h2 >
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< h3 > Build Requirements< a class = "headerlink" href = "#build-requirements" title = "Link to this heading" > #< / a > < / h3 >
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< ul class = "simple" >
< li > < p > A C++ compiler with C++17 support (e.g. Clang > = 5.0)< / p > < / li >
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< li > < p > < a class = "reference external" href = "https://cmake.org/" > cmake< / a > – < code class = "docutils literal notranslate" > < span class = "pre" > make< / span > < / code > < / p > < / li >
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< li > < p > Xcode > = 15.0 and macOS SDK > = 14.0< / p > < / li >
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< / ul >
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< div class = "admonition note" >
< p class = "admonition-title" > Note< / p >
< p > Ensure your shell environment is native < code class = "docutils literal notranslate" > < span class = "pre" > arm< / span > < / code > , not < code class = "docutils literal notranslate" > < span class = "pre" > x86< / span > < / code > via Rosetta. If
the output of < code class = "docutils literal notranslate" > < span class = "pre" > uname< / span > < span class = "pre" > -p< / span > < / code > is < code class = "docutils literal notranslate" > < span class = "pre" > x86< / span > < / code > , see the < a class = "reference internal" href = "#build-shell" > < span class = "std std-ref" > troubleshooting section< / span > < / a > below.< / p >
< / div >
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< / section >
< section id = "python-api" >
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< h3 > Python API< a class = "headerlink" href = "#python-api" title = "Link to this heading" > #< / a > < / h3 >
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< p > To build and install the MLX python library from source, first, clone MLX from
< a class = "reference external" href = "https://github.com/ml-explore/mlx" > its GitHub repo< / a > :< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > git< span class = "w" > < / span > clone< span class = "w" > < / span > git@github.com:ml-explore/mlx.git< span class = "w" > < / span > mlx< span class = "w" > < / span > < span class = "o" > & & < / span > < span class = "w" > < / span > < span class = "nb" > cd< / span > < span class = "w" > < / span > mlx
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< / pre > < / div >
< / div >
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< p > Then simply build and install MLX using pip:< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "nv" > CMAKE_BUILD_PARALLEL_LEVEL< / span > < span class = "o" > =< / span > < span class = "m" > 8< / span > < span class = "w" > < / span > pip< span class = "w" > < / span > install< span class = "w" > < / span > .
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< / pre > < / div >
< / div >
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< p > For developing, install the package with development dependencies, and use an
editable install:< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "nv" > CMAKE_BUILD_PARALLEL_LEVEL< / span > < span class = "o" > =< / span > < span class = "m" > 8< / span > < span class = "w" > < / span > pip< span class = "w" > < / span > install< span class = "w" > < / span > -e< span class = "w" > < / span > < span class = "s2" > " .[dev]" < / span >
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< / pre > < / div >
< / div >
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< p > Once the development dependencies are installed, you can build faster with:< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "nv" > CMAKE_BUILD_PARALLEL_LEVEL< / span > < span class = "o" > =< / span > < span class = "m" > 8< / span > < span class = "w" > < / span > python< span class = "w" > < / span > setup.py< span class = "w" > < / span > build_ext< span class = "w" > < / span > --inplace
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< / pre > < / div >
< / div >
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< p > Run the tests with:< / p >
< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > python< span class = "w" > < / span > -m< span class = "w" > < / span > unittest< span class = "w" > < / span > discover< span class = "w" > < / span > python/tests
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< / pre > < / div >
< / div >
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< p > Optional: Install stubs to enable auto completions and type checking from your
IDE:< / p >
< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > python< span class = "w" > < / span > setup.py< span class = "w" > < / span > generate_stubs
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< / pre > < / div >
< / div >
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< / section >
< section id = "c-api" >
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< h3 > C++ API< a class = "headerlink" href = "#c-api" title = "Link to this heading" > #< / a > < / h3 >
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< p > Currently, MLX must be built and installed from source.< / p >
< p > Similarly to the python library, to build and install the MLX C++ library start
by cloning MLX from < a class = "reference external" href = "https://github.com/ml-explore/mlx" > its GitHub repo< / a > :< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > git< span class = "w" > < / span > clone< span class = "w" > < / span > git@github.com:ml-explore/mlx.git< span class = "w" > < / span > mlx< span class = "w" > < / span > < span class = "o" > & & < / span > < span class = "w" > < / span > < span class = "nb" > cd< / span > < span class = "w" > < / span > mlx
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< / pre > < / div >
< / div >
< p > Create a build directory and run CMake and make:< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > mkdir< span class = "w" > < / span > -p< span class = "w" > < / span > build< span class = "w" > < / span > < span class = "o" > & & < / span > < span class = "w" > < / span > < span class = "nb" > cd< / span > < span class = "w" > < / span > build
cmake< span class = "w" > < / span > ..< span class = "w" > < / span > < span class = "o" > & & < / span > < span class = "w" > < / span > make< span class = "w" > < / span > -j
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< / pre > < / div >
< / div >
< p > Run tests with:< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > make< span class = "w" > < / span > < span class = "nb" > test< / span >
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< / pre > < / div >
< / div >
< p > Install with:< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > make< span class = "w" > < / span > install
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< / pre > < / div >
< / div >
< p > Note that the built < code class = "docutils literal notranslate" > < span class = "pre" > mlx.metallib< / span > < / code > file should be either at the same
directory as the executable statically linked to < code class = "docutils literal notranslate" > < span class = "pre" > libmlx.a< / span > < / code > or the
preprocessor constant < code class = "docutils literal notranslate" > < span class = "pre" > METAL_PATH< / span > < / code > should be defined at build time and it
should point to the path to the built metal library.< / p >
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< div class = "pst-scrollable-table-container" > < table class = "table" id = "id4" >
< caption > < span class = "caption-text" > Build Options< / span > < a class = "headerlink" href = "#id4" title = "Link to this table" > #< / a > < / caption >
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< colgroup >
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< col style = "width: 75.8%" / >
< col style = "width: 24.2%" / >
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< / colgroup >
< thead >
< tr class = "row-odd" > < th class = "head" > < p > Option< / p > < / th >
< th class = "head" > < p > Default< / p > < / th >
< / tr >
< / thead >
< tbody >
< tr class = "row-even" > < td > < p > MLX_BUILD_TESTS< / p > < / td >
< td > < p > ON< / p > < / td >
< / tr >
< tr class = "row-odd" > < td > < p > MLX_BUILD_EXAMPLES< / p > < / td >
< td > < p > OFF< / p > < / td >
< / tr >
< tr class = "row-even" > < td > < p > MLX_BUILD_BENCHMARKS< / p > < / td >
< td > < p > OFF< / p > < / td >
< / tr >
< tr class = "row-odd" > < td > < p > MLX_BUILD_METAL< / p > < / td >
< td > < p > ON< / p > < / td >
< / tr >
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< tr class = "row-even" > < td > < p > MLX_BUILD_CPU< / p > < / td >
< td > < p > ON< / p > < / td >
< / tr >
< tr class = "row-odd" > < td > < p > MLX_BUILD_PYTHON_BINDINGS< / p > < / td >
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< td > < p > OFF< / p > < / td >
< / tr >
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< tr class = "row-even" > < td > < p > MLX_METAL_DEBUG< / p > < / td >
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< td > < p > OFF< / p > < / td >
< / tr >
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< tr class = "row-odd" > < td > < p > MLX_BUILD_SAFETENSORS< / p > < / td >
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< td > < p > ON< / p > < / td >
< / tr >
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< tr class = "row-even" > < td > < p > MLX_BUILD_GGUF< / p > < / td >
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< td > < p > ON< / p > < / td >
< / tr >
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< tr class = "row-odd" > < td > < p > MLX_METAL_JIT< / p > < / td >
< td > < p > OFF< / p > < / td >
< / tr >
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< / tbody >
< / table >
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< / div >
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< div class = "admonition note" >
< p class = "admonition-title" > Note< / p >
< p > If you have multiple Xcode installations and wish to use
a specific one while building, you can do so by adding the
following environment variable before building< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > < span class = "nb" > export< / span > < span class = "w" > < / span > < span class = "nv" > DEVELOPER_DIR< / span > < span class = "o" > =< / span > < span class = "s2" > " /path/to/Xcode.app/Contents/Developer/" < / span >
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< / pre > < / div >
< / div >
< p > Further, you can use the following command to find out which
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macOS SDK will be used< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > xcrun< span class = "w" > < / span > -sdk< span class = "w" > < / span > macosx< span class = "w" > < / span > --show-sdk-version
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< / pre > < / div >
< / div >
< / div >
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< section id = "binary-size-minimization" >
< h4 > Binary Size Minimization< a class = "headerlink" href = "#binary-size-minimization" title = "Link to this heading" > #< / a > < / h4 >
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< p > To produce a smaller binary use the CMake flags < code class = "docutils literal notranslate" > < span class = "pre" > CMAKE_BUILD_TYPE=MinSizeRel< / span > < / code >
and < code class = "docutils literal notranslate" > < span class = "pre" > BUILD_SHARED_LIBS=ON< / span > < / code > .< / p >
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< p > The MLX CMake build has several additional options to make smaller binaries.
For example, if you don’
GGUF, you can do:< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > cmake< span class = "w" > < / span > ..< span class = "w" > < / span > < span class = "se" > \< / span >
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< span class = "w" > < / span > -DCMAKE_BUILD_TYPE< span class = "o" > =< / span > MinSizeRel< span class = "w" > < / span > < span class = "se" > \< / span >
< span class = "w" > < / span > -DBUILD_SHARED_LIBS< span class = "o" > =< / span > ON< span class = "w" > < / span > < span class = "se" > \< / span >
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< span class = "w" > < / span > -DMLX_BUILD_CPU< span class = "o" > =< / span > OFF< span class = "w" > < / span > < span class = "se" > \< / span >
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< span class = "w" > < / span > -DMLX_BUILD_SAFETENSORS< span class = "o" > =< / span > OFF< span class = "w" > < / span > < span class = "se" > \< / span >
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< span class = "w" > < / span > -DMLX_BUILD_GGUF< span class = "o" > =< / span > OFF< span class = "w" > < / span > < span class = "se" > \< / span >
< span class = "w" > < / span > -DMLX_METAL_JIT< span class = "o" > =< / span > ON
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< / pre > < / div >
< / div >
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< p > THE < code class = "docutils literal notranslate" > < span class = "pre" > MLX_METAL_JIT< / span > < / code > flag minimizes the size of the MLX Metal library which
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contains pre-built GPU kernels. This substantially reduces the size of the
Metal library by run-time compiling kernels the first time they are used in MLX
on a given machine. Note run-time compilation incurs a cold-start cost which can
be anwywhere from a few hundred millisecond to a few seconds depending on the
application. Once a kernel is compiled, it will be cached by the system. The
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Metal kernel cache persists across reboots.< / p >
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< / section >
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< / section >
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< section id = "id3" >
< h3 > Troubleshooting< a class = "headerlink" href = "#id3" title = "Link to this heading" > #< / a > < / h3 >
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< section id = "metal-not-found" >
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< h4 > Metal not found< a class = "headerlink" href = "#metal-not-found" title = "Link to this heading" > #< / a > < / h4 >
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< p > You see the following error when you try to build:< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > error:< span class = "w" > < / span > unable< span class = "w" > < / span > to< span class = "w" > < / span > find< span class = "w" > < / span > utility< span class = "w" > < / span > < span class = "s2" > " metal" < / span > ,< span class = "w" > < / span > not< span class = "w" > < / span > a< span class = "w" > < / span > developer< span class = "w" > < / span > tool< span class = "w" > < / span > or< span class = "w" > < / span > < span class = "k" > in< / span > < span class = "w" > < / span > PATH
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< / pre > < / div >
< / div >
< p > To fix this, first make sure you have Xcode installed:< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > xcode-select< span class = "w" > < / span > --install
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< / pre > < / div >
< / div >
< p > Then set the active developer directory:< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > sudo< span class = "w" > < / span > xcode-select< span class = "w" > < / span > --switch< span class = "w" > < / span > /Applications/Xcode.app/Contents/Developer
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< / pre > < / div >
< / div >
< / section >
< section id = "x86-shell" >
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< h4 > x86 Shell< a class = "headerlink" href = "#x86-shell" title = "Link to this heading" > #< / a > < / h4 >
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< p id = "build-shell" > If the output of < code class = "docutils literal notranslate" > < span class = "pre" > uname< / span > < span class = "pre" > -p< / span > < / code > is < code class = "docutils literal notranslate" > < span class = "pre" > x86< / span > < / code > then your shell is running as x86 via
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Rosetta instead of natively.< / p >
< p > To fix this, find the application in Finder (< code class = "docutils literal notranslate" > < span class = "pre" > /Applications< / span > < / code > for iTerm,
< code class = "docutils literal notranslate" > < span class = "pre" > /Applications/Utilities< / span > < / code > for Terminal), right-click, and click “Get Info”.
Uncheck “Open using Rosetta”, close the “Get Info” window, and restart your
terminal.< / p >
< p > Verify the terminal is now running natively the following command:< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > $< span class = "w" > < / span > uname< span class = "w" > < / span > -p
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arm
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< / pre > < / div >
< / div >
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< p > Also check that cmake is using the correct architecture:< / p >
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< div class = "highlight-shell notranslate" > < div class = "highlight" > < pre > < span > < / span > $< span class = "w" > < / span > cmake< span class = "w" > < / span > --system-information< span class = "w" > < / span > < span class = "p" > |< / span > < span class = "w" > < / span > grep< span class = "w" > < / span > CMAKE_HOST_SYSTEM_PROCESSOR
CMAKE_HOST_SYSTEM_PROCESSOR< span class = "w" > < / span > < span class = "s2" > " arm64" < / span >
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< / pre > < / div >
< / div >
< p > If you see < code class = "docutils literal notranslate" > < span class = "pre" > " x86_64" < / span > < / code > , try re-installing < code class = "docutils literal notranslate" > < span class = "pre" > cmake< / span > < / code > . If you see < code class = "docutils literal notranslate" > < span class = "pre" > " arm64" < / span > < / code >
but the build errors out with “Building for x86_64 on macOS is not supported.”
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wipe your build cache with < code class = "docutils literal notranslate" > < span class = "pre" > rm< / span > < span class = "pre" > -rf< / span > < span class = "pre" > build/< / span > < / code > and try again.< / p >
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< / section >
< / section >
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< / section >
< / section >
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< / li >
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< li class = "toc-h4 nav-item toc-entry" > < a class = "reference internal nav-link" href = "#metal-not-found" > Metal not found< / a > < / li >
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