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<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<title>mlx.nn.Conv2d &#8212; MLX 0.20.0 documentation</title>
<title>mlx.nn.Conv2d &#8212; MLX 0.21.0 documentation</title>
@@ -39,7 +39,7 @@
<link rel="preload" as="script" href="../../../_static/scripts/bootstrap.js?digest=26a4bc78f4c0ddb94549" />
<link rel="preload" as="script" href="../../../_static/scripts/pydata-sphinx-theme.js?digest=26a4bc78f4c0ddb94549" />
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<script src="../../../_static/scripts/sphinx-book-theme.js?v=887ef09a"></script>
@@ -51,7 +51,7 @@
<link rel="prev" title="mlx.nn.Conv1d" href="mlx.nn.Conv1d.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
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<meta name="docsearch:version" content="0.20.0" />
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@@ -130,8 +130,8 @@
<img src="../../../_static/mlx_logo.png" class="logo__image only-light" alt="MLX 0.20.0 documentation - Home"/>
<img src="../../../_static/mlx_logo_dark.png" class="logo__image only-dark pst-js-only" alt="MLX 0.20.0 documentation - Home"/>
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@@ -444,7 +444,6 @@
<li class="toctree-l2"><a class="reference internal" href="../../_autosummary/mlx.core.fast.layer_norm.html">mlx.core.fast.layer_norm</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../_autosummary/mlx.core.fast.rope.html">mlx.core.fast.rope</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../_autosummary/mlx.core.fast.scaled_dot_product_attention.html">mlx.core.fast.scaled_dot_product_attention</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../_autosummary/mlx.core.fast.affine_quantize.html">mlx.core.fast.affine_quantize</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../_autosummary/mlx.core.fast.metal_kernel.html">mlx.core.fast.metal_kernel</a></li>
</ul>
</details></li>
@@ -521,6 +520,7 @@
<li class="toctree-l3"><a class="reference internal" href="mlx.nn.ALiBi.html">mlx.nn.ALiBi</a></li>
<li class="toctree-l3"><a class="reference internal" href="mlx.nn.AvgPool1d.html">mlx.nn.AvgPool1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="mlx.nn.AvgPool2d.html">mlx.nn.AvgPool2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="mlx.nn.AvgPool3d.html">mlx.nn.AvgPool3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="mlx.nn.BatchNorm.html">mlx.nn.BatchNorm</a></li>
<li class="toctree-l3"><a class="reference internal" href="mlx.nn.CELU.html">mlx.nn.CELU</a></li>
<li class="toctree-l3"><a class="reference internal" href="mlx.nn.Conv1d.html">mlx.nn.Conv1d</a></li>
@@ -550,6 +550,7 @@
<li class="toctree-l3"><a class="reference internal" href="mlx.nn.LSTM.html">mlx.nn.LSTM</a></li>
<li class="toctree-l3"><a class="reference internal" href="mlx.nn.MaxPool1d.html">mlx.nn.MaxPool1d</a></li>
<li class="toctree-l3"><a class="reference internal" href="mlx.nn.MaxPool2d.html">mlx.nn.MaxPool2d</a></li>
<li class="toctree-l3"><a class="reference internal" href="mlx.nn.MaxPool3d.html">mlx.nn.MaxPool3d</a></li>
<li class="toctree-l3"><a class="reference internal" href="mlx.nn.Mish.html">mlx.nn.Mish</a></li>
<li class="toctree-l3"><a class="reference internal" href="mlx.nn.MultiHeadAttention.html">mlx.nn.MultiHeadAttention</a></li>
<li class="toctree-l3"><a class="reference internal" href="mlx.nn.PReLU.html">mlx.nn.PReLU</a></li>
@@ -865,7 +866,7 @@
<h1>mlx.nn.Conv2d<a class="headerlink" href="#mlx-nn-conv2d" title="Link to this heading">#</a></h1>
<dl class="py class">
<dt class="sig sig-object py" id="mlx.nn.Conv2d">
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">Conv2d</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">in_channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">out_channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><span class="pre">tuple</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><span class="pre">tuple</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><span class="pre">tuple</span></a></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>, <em class="sig-param"><span class="n"><span class="pre">dilation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><span class="pre">tuple</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#mlx.nn.Conv2d" title="Link to this definition">#</a></dt>
<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">Conv2d</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">in_channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">out_channels</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">kernel_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><span class="pre">tuple</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">stride</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><span class="pre">tuple</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">padding</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><span class="pre">tuple</span></a></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>, <em class="sig-param"><span class="n"><span class="pre">dilation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><span class="pre">tuple</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groups</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#mlx.nn.Conv2d" title="Link to this definition">#</a></dt>
<dd><p>Applies a 2-dimensional convolution over the multi-channel input image.</p>
<p>The channels are expected to be last i.e. the input shape should be <code class="docutils literal notranslate"><span class="pre">NHWC</span></code> where:</p>
<ul class="simple">
@@ -885,6 +886,8 @@ applying the filter. Default: <code class="docutils literal notranslate"><span c
<li><p><strong>padding</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em> or </em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><em>tuple</em></a><em>, </em><em>optional</em>) – How many positions to 0-pad
the input with. Default: <code class="docutils literal notranslate"><span class="pre">0</span></code>.</p></li>
<li><p><strong>dilation</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em> or </em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><em>tuple</em></a><em>, </em><em>optional</em>) – The dilation of the convolution.</p></li>
<li><p><strong>groups</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><em>int</em></a><em>, </em><em>optional</em>) – The number of groups for the convolution.
Default: <code class="docutils literal notranslate"><span class="pre">1</span></code>.</p></li>
<li><p><strong>bias</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><em>bool</em></a><em>, </em><em>optional</em>) – If <code class="docutils literal notranslate"><span class="pre">True</span></code> add a learnable bias to the
output. Default: <code class="docutils literal notranslate"><span class="pre">True</span></code></p></li>
</ul>