mlx/docs/build/html/install.html

252 lines
13 KiB
HTML
Raw Normal View History

2023-11-30 04:41:56 +08:00
<!DOCTYPE html>
<html class="writer-html5" lang="en" >
<head>
<meta charset="utf-8" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" />
<title>Build and Install &mdash; MLX 0.0.0 documentation</title>
<link rel="stylesheet" href="_static/pygments.css" type="text/css" />
<link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
<!--[if lt IE 9]>
<script src="_static/js/html5shiv.min.js"></script>
<![endif]-->
<script data-url_root="./" id="documentation_options" src="_static/documentation_options.js"></script>
<script src="_static/jquery.js"></script>
<script src="_static/underscore.js"></script>
<script src="_static/_sphinx_javascript_frameworks_compat.js"></script>
<script src="_static/doctools.js"></script>
<script src="_static/js/theme.js"></script>
<link rel="index" title="Index" href="genindex.html" />
<link rel="search" title="Search" href="search.html" />
<link rel="next" title="Quick Start Guide" href="quick_start.html" />
<link rel="prev" title="MLX" href="index.html" />
</head>
<body class="wy-body-for-nav">
<div class="wy-grid-for-nav">
<nav data-toggle="wy-nav-shift" class="wy-nav-side">
<div class="wy-side-scroll">
<div class="wy-side-nav-search" >
<a href="index.html" class="icon icon-home">
MLX
</a>
<div class="version">
0.0.0
</div>
<div role="search">
<form id="rtd-search-form" class="wy-form" action="search.html" method="get">
<input type="text" name="q" placeholder="Search docs" aria-label="Search docs" />
<input type="hidden" name="check_keywords" value="yes" />
<input type="hidden" name="area" value="default" />
</form>
</div>
</div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
<p class="caption" role="heading"><span class="caption-text">Install</span></p>
<ul class="current">
<li class="toctree-l1 current"><a class="current reference internal" href="#">Build and Install</a><ul>
<li class="toctree-l2"><a class="reference internal" href="#install-from-pypi">Install from PyPI</a></li>
<li class="toctree-l2"><a class="reference internal" href="#build-from-source">Build from source</a><ul>
<li class="toctree-l3"><a class="reference internal" href="#build-requirements">Build Requirements</a></li>
<li class="toctree-l3"><a class="reference internal" href="#python-api">Python API</a></li>
<li class="toctree-l3"><a class="reference internal" href="#c-api">C++ API</a></li>
</ul>
</li>
</ul>
</li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Usage</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="quick_start.html">Quick Start Guide</a></li>
<li class="toctree-l1"><a class="reference internal" href="using_streams.html">Using Streams</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Examples</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="examples/linear_regression.html">Linear Regression</a></li>
<li class="toctree-l1"><a class="reference internal" href="examples/mlp.html">Multi-Layer Perceptron</a></li>
<li class="toctree-l1"><a class="reference internal" href="examples/llama-inference.html">LLM inference</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">Python API Reference</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="python/array.html">Array</a></li>
<li class="toctree-l1"><a class="reference internal" href="python/devices_and_streams.html">Devices and Streams</a></li>
<li class="toctree-l1"><a class="reference internal" href="python/ops.html">Operations</a></li>
<li class="toctree-l1"><a class="reference internal" href="python/random.html">Random</a></li>
<li class="toctree-l1"><a class="reference internal" href="python/transforms.html">Transforms</a></li>
<li class="toctree-l1"><a class="reference internal" href="python/fft.html">FFT</a></li>
<li class="toctree-l1"><a class="reference internal" href="python/nn.html">Neural Networks</a></li>
<li class="toctree-l1"><a class="reference internal" href="python/optimizers.html">Optimizers</a></li>
<li class="toctree-l1"><a class="reference internal" href="python/tree_utils.html">Tree Utils</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">C++ API Reference</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="cpp/ops.html">Operations</a></li>
2023-12-01 03:55:10 +08:00
</ul>
<p class="caption" role="heading"><span class="caption-text">Further Reading</span></p>
<ul>
<li class="toctree-l1"><a class="reference internal" href="dev/extensions.html">Developer Documentation</a></li>
2023-11-30 04:41:56 +08:00
</ul>
</div>
</div>
</nav>
<section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
<i data-toggle="wy-nav-top" class="fa fa-bars"></i>
<a href="index.html">MLX</a>
</nav>
<div class="wy-nav-content">
<div class="rst-content">
<div role="navigation" aria-label="Page navigation">
<ul class="wy-breadcrumbs">
<li><a href="index.html" class="icon icon-home" aria-label="Home"></a></li>
<li class="breadcrumb-item active">Build and Install</li>
<li class="wy-breadcrumbs-aside">
<a href="_sources/install.rst.txt" rel="nofollow"> View page source</a>
</li>
</ul>
<hr/>
</div>
<div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
<div itemprop="articleBody">
<section id="build-and-install">
<h1>Build and Install<a class="headerlink" href="#build-and-install" title="Permalink to this heading"></a></h1>
<section id="install-from-pypi">
<h2>Install from PyPI<a class="headerlink" href="#install-from-pypi" title="Permalink to this heading"></a></h2>
2023-12-01 03:55:34 +08:00
<p>MLX is available on PyPI. All you have to do to use MLX with your own Apple
silicon computer is</p>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span>mlx
2023-11-30 04:41:56 +08:00
</pre></div>
</div>
</section>
<section id="build-from-source">
<h2>Build from source<a class="headerlink" href="#build-from-source" title="Permalink to this heading"></a></h2>
<section id="build-requirements">
<h3>Build Requirements<a class="headerlink" href="#build-requirements" title="Permalink to this heading"></a></h3>
<ul class="simple">
<li><p>A C++ compiler with C++17 support (e.g. Clang &gt;= 5.0)</p></li>
<li><p><a class="reference external" href="https://cmake.org/">cmake</a> version 3.24 or later, and <code class="docutils literal notranslate"><span class="pre">make</span></code></p></li>
</ul>
</section>
<section id="python-api">
<h3>Python API<a class="headerlink" href="#python-api" title="Permalink to this heading"></a></h3>
<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>
<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">&amp;&amp;</span><span class="w"> </span><span class="nb">cd</span><span class="w"> </span>mlx
</pre></div>
</div>
<p>Make sure that you have <a class="reference external" href="https://pybind11.readthedocs.io/en/stable/index.html">pybind11</a>
installed. You can install <code class="docutils literal notranslate"><span class="pre">pybind11</span></code> with <code class="docutils literal notranslate"><span class="pre">pip</span></code>, <code class="docutils literal notranslate"><span class="pre">brew</span></code> or <code class="docutils literal notranslate"><span class="pre">conda</span></code> as follows:</p>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span><span class="s2">&quot;pybind11[global]&quot;</span>
conda<span class="w"> </span>install<span class="w"> </span>pybind11
brew<span class="w"> </span>install<span class="w"> </span>pybind11
</pre></div>
</div>
<p>Then simply build and install it using pip:</p>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>env<span class="w"> </span><span class="nv">CMAKE_BUILD_PARALLEL_LEVEL</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>.
</pre></div>
</div>
2023-12-01 03:55:34 +08:00
<p>For developing use an editable install:</p>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>env<span class="w"> </span><span class="nv">CMAKE_BUILD_PARALLEL_LEVEL</span><span class="o">=</span><span class="s2">&quot;&quot;</span><span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>-e<span class="w"> </span>.
</pre></div>
</div>
<p>To make sure the install is working 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
</pre></div>
</div>
2023-11-30 04:41:56 +08:00
</section>
<section id="c-api">
<h3>C++ API<a class="headerlink" href="#c-api" title="Permalink to this heading"></a></h3>
<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>
<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">&amp;&amp;</span><span class="w"> </span><span class="nb">cd</span><span class="w"> </span>mlx
</pre></div>
</div>
<p>Create a build directory and run CMake and make:</p>
<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">&amp;&amp;</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">&amp;&amp;</span><span class="w"> </span>make<span class="w"> </span>-j
</pre></div>
</div>
<p>Run tests with:</p>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>make<span class="w"> </span><span class="nb">test</span>
</pre></div>
</div>
<p>Install with:</p>
<div class="highlight-shell notranslate"><div class="highlight"><pre><span></span>make<span class="w"> </span>install
</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>
<table class="docutils align-default" id="id2">
<caption><span class="caption-text">Build Options</span><a class="headerlink" href="#id2" title="Permalink to this table"></a></caption>
<colgroup>
<col style="width: 76%" />
<col style="width: 24%" />
</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>
<tr class="row-even"><td><p>MLX_BUILD_PYTHON_BINDINGS</p></td>
<td><p>OFF</p></td>
</tr>
</tbody>
</table>
</section>
</section>
</section>
</div>
</div>
<footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
<a href="index.html" class="btn btn-neutral float-left" title="MLX" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
<a href="quick_start.html" class="btn btn-neutral float-right" title="Quick Start Guide" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
</div>
<hr/>
<div role="contentinfo">
<p>&#169; Copyright 2023, MLX Contributors.</p>
</div>
Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
<a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
provided by <a href="https://readthedocs.org">Read the Docs</a>.
</footer>
</div>
</div>
</section>
</div>
<script>
jQuery(function () {
SphinxRtdTheme.Navigation.enable(true);
});
</script>
</body>
</html>