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  <div class="headertitle"><div class="title">convolution.hpp</div></div>
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<a href="convolution_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a id="l00001" name="l00001"></a><span class="lineno">    1</span><span class="preprocessor">#ifndef CONVOLUTION_LAYER_HPP</span></div>
<div class="line"><a id="l00002" name="l00002"></a><span class="lineno">    2</span><span class="preprocessor">#define CONVOLUTION_LAYER_HPP</span></div>
<div class="line"><a id="l00003" name="l00003"></a><span class="lineno">    3</span> </div>
<div class="line"><a id="l00004" name="l00004"></a><span class="lineno">    4</span><span class="preprocessor">#include &lt;random&gt;</span></div>
<div class="line"><a id="l00005" name="l00005"></a><span class="lineno">    5</span><span class="preprocessor">#include &quot;<a class="code" href="layer_8hpp.html">layer.hpp</a>&quot;</span></div>
<div class="line"><a id="l00006" name="l00006"></a><span class="lineno">    6</span> </div>
<div class="line"><a id="l00007" name="l00007"></a><span class="lineno">    7</span><span class="keyword">namespace </span><a class="code hl_namespace" href="namespace_layer.html">Layer</a>{</div>
<div class="line"><a id="l00008" name="l00008"></a><span class="lineno">    8</span><span class="comment">  /*****************************************</span></div>
<div class="line"><a id="l00009" name="l00009"></a><span class="lineno">    9</span><span class="comment">   * Implementation of a convolutionnal Layer</span></div>
<div class="line"><a id="l00010" name="l00010"></a><span class="lineno">   10</span><span class="comment"></span> </div>
<div class="line"><a id="l00011" name="l00011"></a><span class="lineno">   11</span><span class="comment">   */</span></div>
<div class="line"><a id="l00012" name="l00012"></a><span class="lineno"><a class="line" href="class_layer_1_1_convolution_layer.html">   12</a></span>  <span class="keyword">class </span><a class="code hl_class" href="class_layer_1_1_convolution_layer.html">ConvolutionLayer</a>:<span class="keyword">public</span> <a class="code hl_namespace" href="namespace_layer.html">Layer</a>{</div>
<div class="line"><a id="l00013" name="l00013"></a><span class="lineno">   13</span> </div>
<div class="line"><a id="l00014" name="l00014"></a><span class="lineno">   14</span>  <span class="keyword">private</span>:</div>
<div class="line"><a id="l00015" name="l00015"></a><span class="lineno">   15</span>    <span class="keywordtype">size_t</span> nf,ni,nj;</div>
<div class="line"><a id="l00016" name="l00016"></a><span class="lineno">   16</span>    <span class="keywordtype">size_t</span> mf,mi,mj;</div>
<div class="line"><a id="l00017" name="l00017"></a><span class="lineno">   17</span>    <span class="keywordtype">size_t</span> p,q;</div>
<div class="line"><a id="l00018" name="l00018"></a><span class="lineno">   18</span>    <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> K;</div>
<div class="line"><a id="l00019" name="l00019"></a><span class="lineno">   19</span>    <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> b;</div>
<div class="line"><a id="l00020" name="l00020"></a><span class="lineno">   20</span>    <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> nabla_K;</div>
<div class="line"><a id="l00021" name="l00021"></a><span class="lineno">   21</span>    <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> nabla_b;</div>
<div class="line"><a id="l00022" name="l00022"></a><span class="lineno">   22</span> </div>
<div class="line"><a id="l00023" name="l00023"></a><span class="lineno">   23</span>  <span class="keyword">public</span>:</div>
<div class="line"><a id="l00024" name="l00024"></a><span class="lineno">   24</span>    <a class="code hl_function" href="class_layer_1_1_convolution_layer.html#a7d76977d90ca11bd1d36dbade396f1c6">ConvolutionLayer</a>(<span class="keywordtype">size_t</span> nf,<span class="keywordtype">size_t</span> ni,<span class="keywordtype">size_t</span> nj,<span class="keywordtype">size_t</span> p,<span class="keywordtype">size_t</span> q,<span class="keywordtype">size_t</span> mf);</div>
<div class="line"><a id="l00025" name="l00025"></a><span class="lineno">   25</span>    <a class="code hl_function" href="class_layer_1_1_convolution_layer.html#a0b79936c340c1667025dfda84c4c9273">~ConvolutionLayer</a>();</div>
<div class="line"><a id="l00026" name="l00026"></a><span class="lineno">   26</span>    <span class="keywordtype">void</span> <a class="code hl_function" href="class_layer_1_1_convolution_layer.html#a4ec9a15fc2bb960f6c02841c6293d61a">init</a>(<a class="code hl_typedef" href="vector_8hpp.html#a4b04262b81aa7d31eb5d2f607e2a35de">Real</a> mu,<a class="code hl_typedef" href="vector_8hpp.html#a4b04262b81aa7d31eb5d2f607e2a35de">Real</a> sigma);</div>
<div class="line"><a id="l00027" name="l00027"></a><span class="lineno">   27</span>    <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="code hl_function" href="class_layer_1_1_convolution_layer.html#a8315ef1016d165f8986fb3d4c2b65276">feed_forward</a>(<a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="code hl_variable" href="class_layer_1_1_layer.html#af2ebcf019bc0e4b97f41fc9205706665">x</a>) <span class="keyword">override</span>;</div>
<div class="line"><a id="l00028" name="l00028"></a><span class="lineno">   28</span>    <span class="keywordtype">void</span> <a class="code hl_function" href="class_layer_1_1_convolution_layer.html#a435dfabf3e575ddf07a11304e2d4fe84">init_nabla</a>() <span class="keyword">override</span>;</div>
<div class="line"><a id="l00029" name="l00029"></a><span class="lineno">   29</span>    <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="code hl_function" href="class_layer_1_1_convolution_layer.html#a5ccdf83a1217d57678c8bedcecc43a2a">back_propagation</a>(<a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> e) <span class="keyword">override</span>;</div>
<div class="line"><a id="l00030" name="l00030"></a><span class="lineno">   30</span>    <span class="keywordtype">void</span> <a class="code hl_function" href="class_layer_1_1_convolution_layer.html#a4764f42dfc31ad2d848e0d1c22b0704b">update</a>(<a class="code hl_typedef" href="vector_8hpp.html#a4b04262b81aa7d31eb5d2f607e2a35de">Real</a> eta) <span class="keyword">override</span>;</div>
<div class="line"><a id="l00031" name="l00031"></a><span class="lineno">   31</span>  };</div>
<div class="line"><a id="l00032" name="l00032"></a><span class="lineno">   32</span>}</div>
<div class="line"><a id="l00033" name="l00033"></a><span class="lineno">   33</span><span class="preprocessor">#endif</span></div>
<div class="ttc" id="aclass_layer_1_1_convolution_layer_html"><div class="ttname"><a href="class_layer_1_1_convolution_layer.html">Layer::ConvolutionLayer</a></div><div class="ttdef"><b>Definition:</b> convolution.hpp:12</div></div>
<div class="ttc" id="aclass_layer_1_1_convolution_layer_html_a0b79936c340c1667025dfda84c4c9273"><div class="ttname"><a href="class_layer_1_1_convolution_layer.html#a0b79936c340c1667025dfda84c4c9273">Layer::ConvolutionLayer::~ConvolutionLayer</a></div><div class="ttdeci">~ConvolutionLayer()</div><div class="ttdef"><b>Definition:</b> convolution.cpp:20</div></div>
<div class="ttc" id="aclass_layer_1_1_convolution_layer_html_a435dfabf3e575ddf07a11304e2d4fe84"><div class="ttname"><a href="class_layer_1_1_convolution_layer.html#a435dfabf3e575ddf07a11304e2d4fe84">Layer::ConvolutionLayer::init_nabla</a></div><div class="ttdeci">void init_nabla() override</div><div class="ttdef"><b>Definition:</b> convolution.cpp:62</div></div>
<div class="ttc" id="aclass_layer_1_1_convolution_layer_html_a4764f42dfc31ad2d848e0d1c22b0704b"><div class="ttname"><a href="class_layer_1_1_convolution_layer.html#a4764f42dfc31ad2d848e0d1c22b0704b">Layer::ConvolutionLayer::update</a></div><div class="ttdeci">void update(Real eta) override</div><div class="ttdef"><b>Definition:</b> convolution.cpp:125</div></div>
<div class="ttc" id="aclass_layer_1_1_convolution_layer_html_a4ec9a15fc2bb960f6c02841c6293d61a"><div class="ttname"><a href="class_layer_1_1_convolution_layer.html#a4ec9a15fc2bb960f6c02841c6293d61a">Layer::ConvolutionLayer::init</a></div><div class="ttdeci">void init(Real mu, Real sigma)</div><div class="ttdef"><b>Definition:</b> convolution.cpp:27</div></div>
<div class="ttc" id="aclass_layer_1_1_convolution_layer_html_a5ccdf83a1217d57678c8bedcecc43a2a"><div class="ttname"><a href="class_layer_1_1_convolution_layer.html#a5ccdf83a1217d57678c8bedcecc43a2a">Layer::ConvolutionLayer::back_propagation</a></div><div class="ttdeci">Vector back_propagation(Vector e) override</div><div class="ttdef"><b>Definition:</b> convolution.cpp:72</div></div>
<div class="ttc" id="aclass_layer_1_1_convolution_layer_html_a7d76977d90ca11bd1d36dbade396f1c6"><div class="ttname"><a href="class_layer_1_1_convolution_layer.html#a7d76977d90ca11bd1d36dbade396f1c6">Layer::ConvolutionLayer::ConvolutionLayer</a></div><div class="ttdeci">ConvolutionLayer(size_t nf, size_t ni, size_t nj, size_t p, size_t q, size_t mf)</div><div class="ttdef"><b>Definition:</b> convolution.cpp:5</div></div>
<div class="ttc" id="aclass_layer_1_1_convolution_layer_html_a8315ef1016d165f8986fb3d4c2b65276"><div class="ttname"><a href="class_layer_1_1_convolution_layer.html#a8315ef1016d165f8986fb3d4c2b65276">Layer::ConvolutionLayer::feed_forward</a></div><div class="ttdeci">Vector feed_forward(Vector x) override</div><div class="ttdef"><b>Definition:</b> convolution.cpp:39</div></div>
<div class="ttc" id="aclass_layer_1_1_layer_html_af2ebcf019bc0e4b97f41fc9205706665"><div class="ttname"><a href="class_layer_1_1_layer.html#af2ebcf019bc0e4b97f41fc9205706665">Layer::Layer::x</a></div><div class="ttdeci">Vector x</div><div class="ttdef"><b>Definition:</b> layer.hpp:32</div></div>
<div class="ttc" id="alayer_8hpp_html"><div class="ttname"><a href="layer_8hpp.html">layer.hpp</a></div></div>
<div class="ttc" id="anamespace_layer_html"><div class="ttname"><a href="namespace_layer.html">Layer</a></div><div class="ttdef"><b>Definition:</b> activation.hpp:7</div></div>
<div class="ttc" id="avector_8hpp_html_a4b04262b81aa7d31eb5d2f607e2a35de"><div class="ttname"><a href="vector_8hpp.html#a4b04262b81aa7d31eb5d2f607e2a35de">Real</a></div><div class="ttdeci">double Real</div><div class="ttdef"><b>Definition:</b> vector.hpp:9</div></div>
<div class="ttc" id="avector_8hpp_html_ab9855a300a7759f4c0f85067d44e4c38"><div class="ttname"><a href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a></div><div class="ttdeci">Real * Vector</div><div class="ttdef"><b>Definition:</b> vector.hpp:45</div></div>
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