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<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd"><html xmlns="http://www.w3.org/1999/xhtml"><head><meta http-equiv="Content-Type" content="text/html; charset=UTF-8" /><meta name="viewport" content="width=device-width, initial-scale=1" /><title>TensorFlow.Convolution</title><link href="linuwial.css" rel="stylesheet" type="text/css" title="Linuwial" /><link rel="stylesheet" type="text/css" href="quick-jump.css" /><link rel="stylesheet" type="text/css" href="https://fonts.googleapis.com/css?family=PT+Sans:400,400i,700" /><script src="haddock-bundle.min.js" async="async" type="text/javascript"></script><script type="text/x-mathjax-config">MathJax.Hub.Config({ tex2jax: { processClass: "mathjax", ignoreClass: ".*" } });</script><script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_HTMLorMML" type="text/javascript"></script></head><body><div id="package-header"><span class="caption">tensorflow-ops-0.3.0.0: Friendly layer around TensorFlow bindings.</span><ul class="links" id="page-menu"><li><a href="src/TensorFlow.Convolution.html">Source</a></li><li><a href="index.html">Contents</a></li><li><a href="doc-index.html">Index</a></li></ul></div><div id="content"><div id="module-header"><table class="info"><tr><th>Safe Haskell</th><td>None</td></tr><tr><th>Language</th><td>Haskell2010</td></tr></table><p class="caption">TensorFlow.Convolution</p></div><div id="synopsis"><details id="syn"><summary>Synopsis</summary><ul class="details-toggle" data-details-id="syn"><li class="src short"><span class="keyword">data</span> <a href="#t:Padding">Padding</a><ul class="subs"><li>= <a href="#v:PaddingValid">PaddingValid</a></li><li>| <a href="#v:PaddingSame">PaddingSame</a></li></ul></li><li class="src short"><span class="keyword">data</span> <a href="#t:DataFormat">DataFormat</a><ul class="subs"><li>= <a href="#v:ChannelLast">ChannelLast</a></li><li>| <a href="#v:ChannelFirst">ChannelFirst</a></li></ul></li><li class="src short"><a href="#v:conv2D">conv2D</a> :: <a href="../tensorflow-0.3.0.0/TensorFlow-Types.html#t:OneOf" title="TensorFlow.Types">OneOf</a> '[<a href="../base-4.13.0.0/Data-Word.html#t:Word16" title="Data.Word">Word16</a>, <a href="../base-4.13.0.0/Prelude.html#t:Double" title="Prelude">Double</a>, <a href="../base-4.13.0.0/Prelude.html#t:Float" title="Prelude">Float</a>] t =&gt; <a href="../tensorflow-0.3.0.0/TensorFlow-Tensor.html#t:Tensor" title="TensorFlow.Tensor">Tensor</a> v1 t -&gt; <a href="../tensorflow-0.3.0.0/TensorFlow-Tensor.html#t:Tensor" title="TensorFlow.Tensor">Tensor</a> v2 t -&gt; <a href="../tensorflow-0.3.0.0/TensorFlow-Tensor.html#t:Tensor" title="TensorFlow.Tensor">Tensor</a> <a href="../tensorflow-0.3.0.0/TensorFlow-Build.html#t:Build" title="TensorFlow.Build">Build</a> t</li><li class="src short"><a href="#v:conv2D-39-">conv2D'</a> :: <a href="../tensorflow-0.3.0.0/TensorFlow-Types.html#t:OneOf" title="TensorFlow.Types">OneOf</a> '[<a href="../base-4.13.0.0/Data-Word.html#t:Word16" title="Data.Word">Word16</a>, <a href="../base-4.13.0.0/Prelude.html#t:Double" title="Prelude">Double</a>, <a href="../base-4.13.0.0/Prelude.html#t:Float" title="Prelude">Float</a>] t =&gt; <a href="../tensorflow-0.3.0.0/TensorFlow-BuildOp.html#t:OpParams" title="TensorFlow.BuildOp">OpParams</a> -&gt; <a href="TensorFlow-Convolution.html#t:Padding" title="TensorFlow.Convolution">Padding</a> -&gt; <a href="TensorFlow-Convolution.html#t:DataFormat" title="TensorFlow.Convolution">DataFormat</a> -&gt; <a href="../tensorflow-0.3.0.0/TensorFlow-Tensor.html#t:Tensor" title="TensorFlow.Tensor">Tensor</a> v1 t -&gt; <a href="../tensorflow-0.3.0.0/TensorFlow-Tensor.html#t:Tensor" title="TensorFlow.Tensor">Tensor</a> v2 t -&gt; <a href="../tensorflow-0.3.0.0/TensorFlow-Tensor.html#t:Tensor" title="TensorFlow.Tensor">Tensor</a> <a href="../tensorflow-0.3.0.0/TensorFlow-Build.html#t:Build" title="TensorFlow.Build">Build</a> t</li><li class="src short"><a href="#v:conv2DBackpropFilter">conv2DBackpropFilter</a> :: <a href="../
(input_spatial_shape[i] -
(spatial_filter_shape[i]-1) * dilation_rate[i]) / strides[i])</p></td></tr></table></div></div><div class="top"><p class="src"><span class="keyword">data</span> <a id="t:DataFormat" class="def">DataFormat</a> <a href="src/TensorFlow.Convolution.html#DataFormat" class="link">Source</a> <a href="#t:DataFormat" class="selflink">#</a></p><div class="doc"><p>Matrix format.</p></div><div class="subs constructors"><p class="caption">Constructors</p><table><tr><td class="src"><a id="v:ChannelLast" class="def">ChannelLast</a></td><td class="doc"><p>Channel is the last dimension (e.g. NWC, NHWC, NDHWC)</p></td></tr><tr><td class="src"><a id="v:ChannelFirst" class="def">ChannelFirst</a></td><td class="doc"><p>Channel is the first dimension after N (e.g. NCW, NCHW, NCDHW)</p></td></tr></table></div></div><div class="top"><p class="src"><a id="v:conv2D" class="def">conv2D</a> <a href="src/TensorFlow.Convolution.html#conv2D" class="link">Source</a> <a href="#v:conv2D" class="selflink">#</a></p><div class="subs arguments"><p class="caption">Arguments</p><table><tr><td class="src">:: <a href="../tensorflow-0.3.0.0/TensorFlow-Types.html#t:OneOf" title="TensorFlow.Types">OneOf</a> '[<a href="../base-4.13.0.0/Data-Word.html#t:Word16" title="Data.Word">Word16</a>, <a href="../base-4.13.0.0/Prelude.html#t:Double" title="Prelude">Double</a>, <a href="../base-4.13.0.0/Prelude.html#t:Float" title="Prelude">Float</a>] t</td><td class="doc empty">&nbsp;</td></tr><tr><td class="src">=&gt; <a href="../tensorflow-0.3.0.0/TensorFlow-Tensor.html#t:Tensor" title="TensorFlow.Tensor">Tensor</a> v1 t</td><td class="doc"><p>input</p></td></tr><tr><td class="src">-&gt; <a href="../tensorflow-0.3.0.0/TensorFlow-Tensor.html#t:Tensor" title="TensorFlow.Tensor">Tensor</a> v2 t</td><td class="doc"><p>filter</p></td></tr><tr><td class="src">-&gt; <a href="../tensorflow-0.3.0.0/TensorFlow-Tensor.html#t:Tensor" title="TensorFlow.Tensor">Tensor</a> <a href="../tensorflow-0.3.0.0/TensorFlow-Build.html#t:Build" title="TensorFlow.Build">Build</a> t</td><td class="doc"><p>output</p></td></tr></table></div><div class="doc"><p>2D Convolution with default parameters.</p></div></div><div class="top"><p class="src"><a id="v:conv2D-39-" class="def">conv2D'</a> <a href="src/TensorFlow.Convolution.html#conv2D%27" class="link">Source</a> <a href="#v:conv2D-39-" class="selflink">#</a></p><div class="subs arguments"><p class="caption">Arguments</p><table><tr><td class="src">:: <a href="../tensorflow-0.3.0.0/TensorFlow-Types.html#t:OneOf" title="TensorFlow.Types">OneOf</a> '[<a href="../base-4.13.0.0/Data-Word.html#t:Word16" title="Data.Word">Word16</a>, <a href="../base-4.13.0.0/Prelude.html#t:Double" title="Prelude">Double</a>, <a href="../base-4.13.0.0/Prelude.html#t:Float" title="Prelude">Float</a>] t</td><td class="doc empty">&nbsp;</td></tr><tr><td class="src">=&gt; <a href="../tensorflow-0.3.0.0/TensorFlow-BuildOp.html#t:OpParams" title="TensorFlow.BuildOp">OpParams</a></td><td class="doc empty">&nbsp;</td></tr><tr><td class="src">-&gt; <a href="TensorFlow-Convolution.html#t:Padding" title="TensorFlow.Convolution">Padding</a></td><td class="doc empty">&nbsp;</td></tr><tr><td class="src">-&gt; <a href="TensorFlow-Convolution.html#t:DataFormat" title="TensorFlow.Convolution">DataFormat</a></td><td class="doc empty">&nbsp;</td></tr><tr><td class="src">-&gt; <a href="../tensorflow-0.3.0.0/TensorFlow-Tensor.html#t:Tensor" title="TensorFlow.Tensor">Tensor</a> v1 t</td><td class="doc"><p>input</p></td></tr><tr><td class="src">-&gt; <a href="../tensorflow-0.3.0.0/TensorFlow-Tensor.html#t:Tensor" title="TensorFlow.Tensor">Tensor</a> v2 t</td><td class="doc"><p>filter</p></td></tr><tr><td class="src">-&gt; <a href="../tensorflow-0.3.0.0/TensorFlow-Tensor.html#t:Tensor" title="TensorFlow.Tensor">Tensor</a> <a href="../tensorflow-0.3.0.0/TensorFlow-Build.html#t:Build" title="TensorFlow.Build">Build</a> t</td><td class="doc"><p>output</p></td></tr></table></div></div><div class="top"><p class="src"><a id="v:conv2DBackpropFilter" class="def">conv2DBackpropFilter</a> <a href="sr