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Awni Hannun
2023-12-05 12:10:03 -08:00
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<h1>Quick Start Guide<a class="headerlink" href="#quick-start-guide" title="Permalink to this heading"></a></h1>
<p>MLX is a NumPy-like array framework designed for efficient and flexible
machine learning on Apple silicon. The Python API closely follows NumPy with
a few exceptions. MLX also has a fully featured C++ API which closely follows
the Python API.</p>
<p>The main differences between MLX and NumPy are:</p>
<blockquote>
<div><ul class="simple">
<li><p><strong>Composable function transformations</strong>: MLX has composable function
transformations for automatic differentiation, automatic vectorization,
and computation graph optimization.</p></li>
<li><p><strong>Lazy computation</strong>: Computations in MLX are lazy. Arrays are only
materialized when needed.</p></li>
<li><p><strong>Multi-device</strong>: Operations can run on any of the supported devices (CPU,
GPU, …)</p></li>
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<h1>Quick Start Guide</h1>
<!-- Table of contents -->
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<h2> Contents </h2>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#basics">Basics</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#function-and-graph-transformations">Function and Graph Transformations</a></li>
<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#devices-and-streams">Devices and Streams</a></li>
</ul>
</div></blockquote>
<p>The design of MLX is strongly inspired by frameworks like <a class="reference external" href="https://pytorch.org/">PyTorch</a>, <a class="reference external" href="https://github.com/google/jax">Jax</a>, and
<a class="reference external" href="https://arrayfire.org/">ArrayFire</a>. A noteable difference from these
frameworks and MLX is the <em>unified memory model</em>. Arrays in MLX live in shared
memory. Operations on MLX arrays can be performed on any of the supported
device types without performing data copies. Currently supported device types
are the CPU and GPU.</p>
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<h1>Quick Start Guide<a class="headerlink" href="#quick-start-guide" title="Permalink to this heading">#</a></h1>
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<h2>Basics<a class="headerlink" href="#basics" title="Permalink to this heading"></a></h2>
<h2>Basics<a class="headerlink" href="#basics" title="Permalink to this heading">#</a></h2>
<p>Import <code class="docutils literal notranslate"><span class="pre">mlx.core</span></code> and make an <a class="reference internal" href="python/_autosummary/mlx.core.array.html#mlx.core.array" title="mlx.core.array"><code class="xref py py-class docutils literal notranslate"><span class="pre">array</span></code></a>:</p>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="o">&gt;&gt;</span> <span class="kn">import</span> <span class="nn">mlx.core</span> <span class="k">as</span> <span class="nn">mx</span>
<span class="o">&gt;&gt;</span> <span class="n">a</span> <span class="o">=</span> <span class="n">mx</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="mi">4</span><span class="p">])</span>
@@ -167,7 +585,7 @@ automatically evaluate the array.</p>
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<section id="function-and-graph-transformations">
<h2>Function and Graph Transformations<a class="headerlink" href="#function-and-graph-transformations" title="Permalink to this heading"></a></h2>
<h2>Function and Graph Transformations<a class="headerlink" href="#function-and-graph-transformations" title="Permalink to this heading">#</a></h2>
<p>MLX has standard function transformations like <a class="reference internal" href="python/_autosummary/mlx.core.grad.html#mlx.core.grad" title="mlx.core.grad"><code class="xref py py-func docutils literal notranslate"><span class="pre">grad()</span></code></a> and <a class="reference internal" href="python/_autosummary/mlx.core.vmap.html#mlx.core.vmap" title="mlx.core.vmap"><code class="xref py py-func docutils literal notranslate"><span class="pre">vmap()</span></code></a>.
Transformations can be composed arbitrarily. For example
<code class="docutils literal notranslate"><span class="pre">grad(vmap(grad(fn)))</span></code> (or any other composition) is allowed.</p>
@@ -186,39 +604,109 @@ and <a class="reference internal" href="python/_autosummary/mlx.core.jvp.html#ml
gradient with respect to the functions input.</p>
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<h2>Devices and Streams<a class="headerlink" href="#devices-and-streams" title="Permalink to this heading"></a></h2>
<h2>Devices and Streams<a class="headerlink" href="#devices-and-streams" title="Permalink to this heading">#</a></h2>
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