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<h1>mlx.utils.tree_reduce</h1>
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<li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#mlx.utils.tree_reduce"><code class="docutils literal notranslate"><span class="pre">tree_reduce()</span></code></a></li>
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<h1>mlx.utils.tree_reduce<a class="headerlink" href="#mlx-utils-tree-reduce" title="Link to this heading">#</a></h1>
<dl class="py function">
<dt class="sig sig-object py" id="mlx.utils.tree_reduce">
<span class="sig-name descname"><span class="pre">tree_reduce</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fn</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tree</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializer</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_leaf</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#mlx.utils.tree_reduce" title="Link to this definition">#</a></dt>
<dd><p>Applies a reduction to the leaves of a Python tree.</p>
<p>This function reduces Python trees into an accumulated result by applying
the provided function <code class="docutils literal notranslate"><span class="pre">fn</span></code> to the leaves of the tree.</p>
<p class="rubric">Example</p>
<div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span> <span class="nn">mlx.utils</span> <span class="kn">import</span> <span class="n">tree_reduce</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">tree</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;a&quot;</span><span class="p">:</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="s2">&quot;b&quot;</span><span class="p">:</span> <span class="p">[</span><span class="mi">4</span><span class="p">,</span> <span class="mi">5</span><span class="p">]}</span>
<span class="gp">&gt;&gt;&gt; </span><span class="n">tree_reduce</span><span class="p">(</span><span class="k">lambda</span> <span class="n">acc</span><span class="p">,</span> <span class="n">x</span><span class="p">:</span> <span class="n">acc</span> <span class="o">+</span> <span class="n">x</span><span class="p">,</span> <span class="n">tree</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
<span class="go">15</span>
</pre></div>
</div>
<dl class="field-list simple">
<dt class="field-odd">Parameters<span class="colon">:</span></dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>fn</strong> (<em>callable</em>) – The reducer function that takes two arguments (accumulator,
current value) and returns the updated accumulator.</p></li>
<li><p><strong>tree</strong> (<em>Any</em>) – The Python tree to reduce. It can be any nested combination of
lists, tuples, or dictionaries.</p></li>
<li><p><strong>initializer</strong> (<em>Any</em><em>, </em><em>optional</em>) – The initial value to start the reduction. If
not provided, the first leaf value is used.</p></li>
<li><p><strong>is_leaf</strong> (<em>callable</em><em>, </em><em>optional</em>) – A function to determine if an object is a
leaf, returning <code class="docutils literal notranslate"><span class="pre">True</span></code> for leaf nodes and <code class="docutils literal notranslate"><span class="pre">False</span></code> otherwise.</p></li>
</ul>
</dd>
<dt class="field-even">Returns<span class="colon">:</span></dt>
<dd class="field-even"><p>The accumulated value.</p>
</dd>
<dt class="field-odd">Return type<span class="colon">:</span></dt>
<dd class="field-odd"><p><em>Any</em></p>
</dd>
</dl>
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