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Awni Hannun
2025-10-17 19:14:54 +00:00
committed by CircleCI Docs
parent 86bd60c849
commit eb64c60144
206 changed files with 678 additions and 617 deletions
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docs/build/html/python/_autosummary/mlx.core.Device.html
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@@ -542,7 +542,7 @@ document.write(`
<h1>mlx.core.grad<a class="headerlink" href="#mlx-core-grad" title="Permalink to this heading">#</a></h1>
<dl class="py function">
<dt class="sig sig-object py" id="mlx.core.grad">
<span class="sig-prename descclassname"><span class="pre">mlx.core.</span></span><span class="sig-name descname"><span class="pre">grad</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fun</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">function</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">argnums</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">cpp_function</span></span></span><a class="headerlink" href="#mlx.core.grad" title="Permalink to this definition">#</a></dt>
<span class="sig-prename descclassname"><span class="pre">mlx.core.</span></span><span class="sig-name descname"><span class="pre">grad</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fun</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">function</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">argnums</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">argnames</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">[]</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">cpp_function</span></span></span><a class="headerlink" href="#mlx.core.grad" title="Permalink to this definition">#</a></dt>
<dd><p>Returns a function which computes the gradient of <code class="docutils literal notranslate"><span class="pre">fun</span></code>.</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -551,8 +551,13 @@ document.write(`
<a class="reference internal" href="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> or trees of <a class="reference internal" href="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> and returns
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<li><p><strong>argnums</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a><em> or </em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>(</em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a><em>)</em><em>, </em><em>optional</em>) – Specify the index (or indices)
of the arguments of <code class="docutils literal notranslate"><span class="pre">fun</span></code> to compute the gradient with respect to. If
unspecified this defaults to <code class="docutils literal notranslate"><span class="pre">0</span></code> indicating <code class="docutils literal notranslate"><span class="pre">fun</span></code>’s first argument.</p></li>
of the positional arguments of <code class="docutils literal notranslate"><span class="pre">fun</span></code> to compute the gradient
with respect to. If neither <code class="docutils literal notranslate"><span class="pre">argnums</span></code> nor <code class="docutils literal notranslate"><span class="pre">argnames</span></code> are
provided <code class="docutils literal notranslate"><span class="pre">argnums</span></code> defaults to <code class="docutils literal notranslate"><span class="pre">0</span></code> indicating <code class="docutils literal notranslate"><span class="pre">fun</span></code>’s first
argument.</p></li>
<li><p><strong>argnames</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em> or </em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>(</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>)</em><em>, </em><em>optional</em>) – Specify keyword arguments of
<code class="docutils literal notranslate"><span class="pre">fun</span></code> to compute gradients with respect to. It defaults to [] so
no gradients for keyword arguments by default.</p></li>
</ul>
</dd>
<dt class="field-even">Returns<span class="colon">:</span></dt>
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