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<div class="section" id="module-torch.nn">
<span id="torch-nn"></span><h1>torch.nn<a class="headerlink" href="#module-torch.nn" title="Permalink to this headline">¶</a></h1>
<div class="section" id="parameters">
Expand Down Expand Up @@ -6716,7 +6716,7 @@ <h3><span class="hidden-section">avg_pool1d</span><a class="headerlink" href="#a
<h3><span class="hidden-section">avg_pool2d</span><a class="headerlink" href="#avg-pool2d" title="Permalink to this headline">¶</a></h3>
<dl class="function">
<dt id="torch.nn.functional.avg_pool2d">
<code class="descclassname">torch.nn.functional.</code><code class="descname">avg_pool2d</code><span class="sig-paren">(</span><em>input</em>, <em>kernel_size</em>, <em>stride=None</em>, <em>padding=0</em>, <em>ceil_mode=False</em>, <em>count_include_pad=True</em><span class="sig-paren">)</span> &#x2192; Variable<a class="headerlink" href="#torch.nn.functional.avg_pool2d" title="Permalink to this definition">¶</a></dt>
<code class="descclassname">torch.nn.functional.</code><code class="descname">avg_pool2d</code><span class="sig-paren">(</span><em>input</em>, <em>kernel_size</em>, <em>stride=None</em>, <em>padding=0</em>, <em>ceil_mode=False</em>, <em>count_include_pad=False</em><span class="sig-paren">)</span> &#x2192; Variable<a class="headerlink" href="#torch.nn.functional.avg_pool2d" title="Permalink to this definition">¶</a></dt>
<dd><p>Applies 2D average-pooling operation in kh x kw regions by step size
dh x dw steps. The number of output features is equal to the number of
input planes.</p>
Expand All @@ -6736,20 +6736,24 @@ <h3><span class="hidden-section">avg_pool2d</span><a class="headerlink" href="#a
<li><strong>ceil_mode</strong> &#8211; when True, will use <cite>ceil</cite> instead of <cite>floor</cite> in the formula
to compute the output shape. Default: <code class="docutils literal"><span class="pre">False</span></code></li>
<li><strong>count_include_pad</strong> &#8211; when True, will include the zero-padding in th
averaging calculation. Default: <code class="docutils literal"><span class="pre">True</span></code></li>
averaging calculation. Default: <code class="docutils literal"><span class="pre">False</span></code></li>
</ul>
</td>
</tr>
</tbody>
</table>
<div class="admonition warning">
<p class="first admonition-title">Warning</p>
<p class="last">Default value for <code class="xref py py-attr docutils literal"><span class="pre">count_include_pad</span></code> was <code class="docutils literal"><span class="pre">True</span></code> in versions before 0.3, and will be changed back to <code class="docutils literal"><span class="pre">True</span></code> from 0.4.1 and forward.</p>
</div>
</dd></dl>

</div>
<div class="section" id="avg-pool3d">
<h3><span class="hidden-section">avg_pool3d</span><a class="headerlink" href="#avg-pool3d" title="Permalink to this headline">¶</a></h3>
<dl class="function">
<dt id="torch.nn.functional.avg_pool3d">
<code class="descclassname">torch.nn.functional.</code><code class="descname">avg_pool3d</code><span class="sig-paren">(</span><em>input</em>, <em>kernel_size</em>, <em>stride=None</em>, <em>padding=0</em>, <em>ceil_mode=False</em>, <em>count_include_pad=True</em><span class="sig-paren">)</span> &#x2192; Variable<a class="headerlink" href="#torch.nn.functional.avg_pool3d" title="Permalink to this definition">¶</a></dt>
<code class="descclassname">torch.nn.functional.</code><code class="descname">avg_pool3d</code><span class="sig-paren">(</span><em>input</em>, <em>kernel_size</em>, <em>stride=None</em>, <em>padding=0</em>, <em>ceil_mode=False</em>, <em>count_include_pad=False</em><span class="sig-paren">)</span> &#x2192; Variable<a class="headerlink" href="#torch.nn.functional.avg_pool3d" title="Permalink to this definition">¶</a></dt>
<dd><p>Applies 3D average-pooling operation in kt x kh x kw regions by step
size dt x dh x dw steps. The number of output features is equal to the
number of input planes / dt.</p>
Expand All @@ -6769,12 +6773,16 @@ <h3><span class="hidden-section">avg_pool3d</span><a class="headerlink" href="#a
<li><strong>ceil_mode</strong> &#8211; when True, will use <cite>ceil</cite> instead of <cite>floor</cite> in the formula
to compute the output shape</li>
<li><strong>count_include_pad</strong> &#8211; when True, will include the zero-padding in th
averaging calculation</li>
averaging calculation. Default: <code class="docutils literal"><span class="pre">False</span></code></li>
</ul>
</td>
</tr>
</tbody>
</table>
<div class="admonition warning">
<p class="first admonition-title">Warning</p>
<p class="last">Default value for <code class="xref py py-attr docutils literal"><span class="pre">count_include_pad</span></code> was <code class="docutils literal"><span class="pre">True</span></code> in versions before 0.3, and will be changed back to <code class="docutils literal"><span class="pre">True</span></code> from 0.4.1 and forward.</p>
</div>
</dd></dl>

</div>
Expand Down Expand Up @@ -8435,20 +8443,20 @@ <h1>torch.nn.init<a class="headerlink" href="#torch-nn-init" title="Permalink to

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