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<div class="header">
  <div class="headertitle"><div class="title">full_connected.hpp</div></div>
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<a href="full__connected_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 FULL_CONNECTED_LAYER_HPP</span></div>
<div class="line"><a id="l00002" name="l00002"></a><span class="lineno">    2</span><span class="preprocessor">#define FULL_CONNECTED_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> </div>
<div class="line"><a id="l00005" name="l00005"></a><span class="lineno">    5</span><span class="preprocessor">#include &lt;random&gt;</span></div>
<div class="line"><a id="l00006" name="l00006"></a><span class="lineno">    6</span><span class="preprocessor">#include &quot;<a class="code" href="layer_8hpp.html">layer.hpp</a>&quot;</span></div>
<div class="line"><a id="l00007" name="l00007"></a><span class="lineno">    7</span> </div>
<div class="line"><a id="l00008" name="l00008"></a><span class="lineno">    8</span><span class="keyword">namespace </span><a class="code hl_namespace" href="namespace_layer.html">Layer</a>{</div>
<div class="line"><a id="l00009" name="l00009"></a><span class="lineno"><a class="line" href="class_layer_1_1_full_connected_layer.html">    9</a></span>  <span class="keyword">class </span><a class="code hl_class" href="class_layer_1_1_full_connected_layer.html">FullConnectedLayer</a>:<span class="keyword">public</span> <a class="code hl_namespace" href="namespace_layer.html">Layer</a>{</div>
<div class="line"><a id="l00010" name="l00010"></a><span class="lineno">   10</span>  <span class="keyword">public</span>:</div>
<div class="line"><a id="l00011" name="l00011"></a><span class="lineno"><a class="line" href="class_layer_1_1_full_connected_layer.html#a3d4deed201f2b7f49ec675768d504da6">   11</a></span>    <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="code hl_variable" href="class_layer_1_1_full_connected_layer.html#a3d4deed201f2b7f49ec675768d504da6">b</a>;</div>
<div class="line"><a id="l00012" name="l00012"></a><span class="lineno"><a class="line" href="class_layer_1_1_full_connected_layer.html#a906537c209c6b2ba90e4f9df64ad7ba4">   12</a></span>    <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="code hl_variable" href="class_layer_1_1_full_connected_layer.html#a906537c209c6b2ba90e4f9df64ad7ba4">w</a>;</div>
<div class="line"><a id="l00013" name="l00013"></a><span class="lineno"><a class="line" href="class_layer_1_1_full_connected_layer.html#a5c919480d8e67974aa120b5fa9bdb20c">   13</a></span>    <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="code hl_variable" href="class_layer_1_1_full_connected_layer.html#a5c919480d8e67974aa120b5fa9bdb20c">nabla_b</a>;</div>
<div class="line"><a id="l00014" name="l00014"></a><span class="lineno"><a class="line" href="class_layer_1_1_full_connected_layer.html#acb94cbdcb8f8477b196e123dd092deac">   14</a></span>    <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="code hl_variable" href="class_layer_1_1_full_connected_layer.html#acb94cbdcb8f8477b196e123dd092deac">nabla_w</a>;</div>
<div class="line"><a id="l00015" name="l00015"></a><span class="lineno">   15</span>    <a class="code hl_function" href="class_layer_1_1_full_connected_layer.html#a265e6c89b93732e39aba1217de621302">FullConnectedLayer</a>(<span class="keywordtype">size_t</span> <a class="code hl_variable" href="class_layer_1_1_layer.html#a99d315d8bcc460de6feba4bdac77766c">n</a>,<span class="keywordtype">size_t</span> <a class="code hl_variable" href="class_layer_1_1_layer.html#a8d294cb3fc3d2970a2895ad8298d2e4d">m</a>);</div>
<div class="line"><a id="l00016" name="l00016"></a><span class="lineno">   16</span>    <a class="code hl_function" href="class_layer_1_1_full_connected_layer.html#a1a79650aea9f1de1f7c3a6030d807723">~FullConnectedLayer</a>();</div>
<div class="line"><a id="l00017" name="l00017"></a><span class="lineno">   17</span>    <span class="keywordtype">void</span> <a class="code hl_function" href="class_layer_1_1_full_connected_layer.html#a799024d9ac46169f5db7340ad82f2780">init_standard</a>();</div>
<div class="line"><a id="l00018" name="l00018"></a><span class="lineno">   18</span>    <span class="keywordtype">void</span> <a class="code hl_function" href="class_layer_1_1_full_connected_layer.html#ab24beb65794ad9c7c5bda1fc1c85a65c">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="l00019" name="l00019"></a><span class="lineno">   19</span>    <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="code hl_function" href="class_layer_1_1_full_connected_layer.html#aea3b894c5efa65676c877c48a66b65cd">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="l00020" name="l00020"></a><span class="lineno">   20</span>    <span class="keywordtype">void</span> <a class="code hl_function" href="class_layer_1_1_full_connected_layer.html#afd7c08ff8b30bbfc217159188ef483c5">init_nabla</a>() <span class="keyword">override</span>;</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> <a class="code hl_function" href="class_layer_1_1_full_connected_layer.html#a60219f302828bdf5ae4206b9a346627f">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="l00022" name="l00022"></a><span class="lineno">   22</span>    <span class="keywordtype">void</span> <a class="code hl_function" href="class_layer_1_1_full_connected_layer.html#ab07a441a9cfead787120daea7193bc63">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="l00023" name="l00023"></a><span class="lineno">   23</span>  };</div>
<div class="line"><a id="l00024" name="l00024"></a><span class="lineno">   24</span>}</div>
<div class="line"><a id="l00025" name="l00025"></a><span class="lineno">   25</span><span class="preprocessor">#endif</span></div>
<div class="ttc" id="aclass_layer_1_1_full_connected_layer_html"><div class="ttname"><a href="class_layer_1_1_full_connected_layer.html">Layer::FullConnectedLayer</a></div><div class="ttdef"><b>Definition:</b> full_connected.hpp:9</div></div>
<div class="ttc" id="aclass_layer_1_1_full_connected_layer_html_a1a79650aea9f1de1f7c3a6030d807723"><div class="ttname"><a href="class_layer_1_1_full_connected_layer.html#a1a79650aea9f1de1f7c3a6030d807723">Layer::FullConnectedLayer::~FullConnectedLayer</a></div><div class="ttdeci">~FullConnectedLayer()</div><div class="ttdef"><b>Definition:</b> full_connected.cpp:11</div></div>
<div class="ttc" id="aclass_layer_1_1_full_connected_layer_html_a265e6c89b93732e39aba1217de621302"><div class="ttname"><a href="class_layer_1_1_full_connected_layer.html#a265e6c89b93732e39aba1217de621302">Layer::FullConnectedLayer::FullConnectedLayer</a></div><div class="ttdeci">FullConnectedLayer(size_t n, size_t m)</div><div class="ttdef"><b>Definition:</b> full_connected.cpp:4</div></div>
<div class="ttc" id="aclass_layer_1_1_full_connected_layer_html_a3d4deed201f2b7f49ec675768d504da6"><div class="ttname"><a href="class_layer_1_1_full_connected_layer.html#a3d4deed201f2b7f49ec675768d504da6">Layer::FullConnectedLayer::b</a></div><div class="ttdeci">Vector b</div><div class="ttdef"><b>Definition:</b> full_connected.hpp:11</div></div>
<div class="ttc" id="aclass_layer_1_1_full_connected_layer_html_a5c919480d8e67974aa120b5fa9bdb20c"><div class="ttname"><a href="class_layer_1_1_full_connected_layer.html#a5c919480d8e67974aa120b5fa9bdb20c">Layer::FullConnectedLayer::nabla_b</a></div><div class="ttdeci">Vector nabla_b</div><div class="ttdef"><b>Definition:</b> full_connected.hpp:13</div></div>
<div class="ttc" id="aclass_layer_1_1_full_connected_layer_html_a60219f302828bdf5ae4206b9a346627f"><div class="ttname"><a href="class_layer_1_1_full_connected_layer.html#a60219f302828bdf5ae4206b9a346627f">Layer::FullConnectedLayer::back_propagation</a></div><div class="ttdeci">Vector back_propagation(Vector e) override</div><div class="ttdef"><b>Definition:</b> full_connected.cpp:67</div></div>
<div class="ttc" id="aclass_layer_1_1_full_connected_layer_html_a799024d9ac46169f5db7340ad82f2780"><div class="ttname"><a href="class_layer_1_1_full_connected_layer.html#a799024d9ac46169f5db7340ad82f2780">Layer::FullConnectedLayer::init_standard</a></div><div class="ttdeci">void init_standard()</div><div class="ttdef"><b>Definition:</b> full_connected.cpp:31</div></div>
<div class="ttc" id="aclass_layer_1_1_full_connected_layer_html_a906537c209c6b2ba90e4f9df64ad7ba4"><div class="ttname"><a href="class_layer_1_1_full_connected_layer.html#a906537c209c6b2ba90e4f9df64ad7ba4">Layer::FullConnectedLayer::w</a></div><div class="ttdeci">Vector w</div><div class="ttdef"><b>Definition:</b> full_connected.hpp:12</div></div>
<div class="ttc" id="aclass_layer_1_1_full_connected_layer_html_ab07a441a9cfead787120daea7193bc63"><div class="ttname"><a href="class_layer_1_1_full_connected_layer.html#ab07a441a9cfead787120daea7193bc63">Layer::FullConnectedLayer::update</a></div><div class="ttdeci">void update(Real eta) override</div><div class="ttdef"><b>Definition:</b> full_connected.cpp:89</div></div>
<div class="ttc" id="aclass_layer_1_1_full_connected_layer_html_ab24beb65794ad9c7c5bda1fc1c85a65c"><div class="ttname"><a href="class_layer_1_1_full_connected_layer.html#ab24beb65794ad9c7c5bda1fc1c85a65c">Layer::FullConnectedLayer::init</a></div><div class="ttdeci">void init(Real mu, Real sigma)</div><div class="ttdef"><b>Definition:</b> full_connected.cpp:19</div></div>
<div class="ttc" id="aclass_layer_1_1_full_connected_layer_html_acb94cbdcb8f8477b196e123dd092deac"><div class="ttname"><a href="class_layer_1_1_full_connected_layer.html#acb94cbdcb8f8477b196e123dd092deac">Layer::FullConnectedLayer::nabla_w</a></div><div class="ttdeci">Vector nabla_w</div><div class="ttdef"><b>Definition:</b> full_connected.hpp:14</div></div>
<div class="ttc" id="aclass_layer_1_1_full_connected_layer_html_aea3b894c5efa65676c877c48a66b65cd"><div class="ttname"><a href="class_layer_1_1_full_connected_layer.html#aea3b894c5efa65676c877c48a66b65cd">Layer::FullConnectedLayer::feed_forward</a></div><div class="ttdeci">Vector feed_forward(Vector x) override</div><div class="ttdef"><b>Definition:</b> full_connected.cpp:44</div></div>
<div class="ttc" id="aclass_layer_1_1_full_connected_layer_html_afd7c08ff8b30bbfc217159188ef483c5"><div class="ttname"><a href="class_layer_1_1_full_connected_layer.html#afd7c08ff8b30bbfc217159188ef483c5">Layer::FullConnectedLayer::init_nabla</a></div><div class="ttdeci">void init_nabla() override</div><div class="ttdef"><b>Definition:</b> full_connected.cpp:57</div></div>
<div class="ttc" id="aclass_layer_1_1_layer_html_a8d294cb3fc3d2970a2895ad8298d2e4d"><div class="ttname"><a href="class_layer_1_1_layer.html#a8d294cb3fc3d2970a2895ad8298d2e4d">Layer::Layer::m</a></div><div class="ttdeci">size_t m</div><div class="ttdef"><b>Definition:</b> layer.hpp:29</div></div>
<div class="ttc" id="aclass_layer_1_1_layer_html_a99d315d8bcc460de6feba4bdac77766c"><div class="ttname"><a href="class_layer_1_1_layer.html#a99d315d8bcc460de6feba4bdac77766c">Layer::Layer::n</a></div><div class="ttdeci">size_t n</div><div class="ttdef"><b>Definition:</b> layer.hpp:26</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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