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  90. 

  91. <div class="header">
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  92.   <div class="headertitle"><div class="title">layer.hpp</div></div>
    93. 

  93. </div><!--header-->
    94. 

  94. <div class="contents">
    95. 

  95. <a href="layer_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 LAYER_HPP</span></div>
    96. 

  96. <div class="line"><a id="l00002" name="l00002"></a><span class="lineno">    2</span><span class="preprocessor">#define LAYER_HPP</span></div>
    97. 

  97. <div class="line"><a id="l00003" name="l00003"></a><span class="lineno">    3</span> </div>
    98. 

  98. <div class="line"><a id="l00004" name="l00004"></a><span class="lineno">    4</span><span class="preprocessor">#include &quot;<a class="code" href="debug_8hpp.html">debug.hpp</a>&quot;</span></div>
    99. 

  99. <div class="line"><a id="l00005" name="l00005"></a><span class="lineno">    5</span><span class="preprocessor">#include &quot;<a class="code" href="vector_8hpp.html">vector.hpp</a>&quot;</span></div>
    100. 

  100. <div class="line"><a id="l00006" name="l00006"></a><span class="lineno">    6</span><span class="preprocessor">#include &quot;<a class="code" href="shape_8hpp.html">shape.hpp</a>&quot;</span></div>
    101. 

  101. <div class="line"><a id="l00007" name="l00007"></a><span class="lineno">    7</span><span class="preprocessor">#include &lt;cmath&gt;</span></div>
    102. 

  102. <div class="line"><a id="l00008" name="l00008"></a><span class="lineno">    8</span> </div>
    103. 

  103. <div class="line"><a id="l00009" name="l00009"></a><span class="lineno">    9</span><span class="keyword">namespace </span><a class="code hl_namespace" href="namespace_layer.html">Layer</a>{</div>
    104. 

  104. <div class="line"><a id="l00020" name="l00020"></a><span class="lineno"><a class="line" href="class_layer_1_1_layer.html">   20</a></span>  <span class="keyword">class </span><a class="code hl_namespace" href="namespace_layer.html">Layer</a>{</div>
    105. 

  105. <div class="line"><a id="l00021" name="l00021"></a><span class="lineno">   21</span>  <span class="keyword">public</span>:</div>
    106. 

  106. <div class="line"><a id="l00023" name="l00023"></a><span class="lineno"><a class="line" href="class_layer_1_1_layer.html#a4c1dfb78f590b010a7a1e11706eb12f5">   23</a></span>    <span class="keywordtype">string</span> <a class="code hl_variable" href="class_layer_1_1_layer.html#a4c1dfb78f590b010a7a1e11706eb12f5">name</a>;</div>
    107. 

  107. <div class="line"><a id="l00024" name="l00024"></a><span class="lineno">   24</span> </div>
    108. 

  108. <div class="line"><a id="l00026" name="l00026"></a><span class="lineno"><a class="line" href="class_layer_1_1_layer.html#a99d315d8bcc460de6feba4bdac77766c">   26</a></span>    <span class="keywordtype">size_t</span> <a class="code hl_variable" href="class_layer_1_1_layer.html#a99d315d8bcc460de6feba4bdac77766c">n</a>;</div>
    109. 

  109. <div class="line"><a id="l00027" name="l00027"></a><span class="lineno">   27</span> </div>
    110. 

  110. <div class="line"><a id="l00029" name="l00029"></a><span class="lineno"><a class="line" href="class_layer_1_1_layer.html#a8d294cb3fc3d2970a2895ad8298d2e4d">   29</a></span>    <span class="keywordtype">size_t</span> <a class="code hl_variable" href="class_layer_1_1_layer.html#a8d294cb3fc3d2970a2895ad8298d2e4d">m</a>;</div>
    111. 

  111. <div class="line"><a id="l00030" name="l00030"></a><span class="lineno">   30</span> </div>
    112. 

  112. <div class="line"><a id="l00032" name="l00032"></a><span class="lineno"><a class="line" href="class_layer_1_1_layer.html#af2ebcf019bc0e4b97f41fc9205706665">   32</a></span>    <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>;</div>
    113. 

  113. <div class="line"><a id="l00033" name="l00033"></a><span class="lineno">   33</span> </div>
    114. 

  114. <div class="line"><a id="l00035" name="l00035"></a><span class="lineno"><a class="line" href="class_layer_1_1_layer.html#acf6e43bdf3345739e8a2828a8c0606e7">   35</a></span>    <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="code hl_variable" href="class_layer_1_1_layer.html#acf6e43bdf3345739e8a2828a8c0606e7">y</a>;</div>
    115. 

  115. <div class="line"><a id="l00036" name="l00036"></a><span class="lineno">   36</span> </div>
    116. 

  116. <div class="line"><a id="l00038" name="l00038"></a><span class="lineno"><a class="line" href="class_layer_1_1_layer.html#affe7f5de8693b4af67765a9286686d82">   38</a></span>    <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="code hl_variable" href="class_layer_1_1_layer.html#affe7f5de8693b4af67765a9286686d82">d</a>;</div>
    117. 

  117. <div class="line"><a id="l00039" name="l00039"></a><span class="lineno">   39</span> </div>
    118. 

  118. <div class="line"><a id="l00040" name="l00040"></a><span class="lineno">   40</span>    <a class="code hl_namespace" href="namespace_layer.html">Layer</a>(<span class="keywordtype">size_t</span> n,<span class="keywordtype">size_t</span> m);</div>
    119. 

  119. <div class="line"><a id="l00041" name="l00041"></a><span class="lineno">   41</span> </div>
    120. 

  120. <div class="line"><a id="l00042" name="l00042"></a><span class="lineno">   42</span>    <a class="code hl_namespace" href="namespace_layer.html">~Layer</a>();</div>
    121. 

  121. <div class="line"><a id="l00043" name="l00043"></a><span class="lineno">   43</span> </div>
    122. 

  122. <div class="line"><a id="l00045" name="l00045"></a><span class="lineno">   45</span>    <span class="keywordtype">size_t</span> get_input_size() <span class="keyword">const</span>;</div>
    123. 

  123. <div class="line"><a id="l00046" name="l00046"></a><span class="lineno">   46</span> </div>
    124. 

  124. <div class="line"><a id="l00048" name="l00048"></a><span class="lineno">   48</span>    <span class="keywordtype">size_t</span> get_output_size() <span class="keyword">const</span>;</div>
    125. 

  125. <div class="line"><a id="l00049" name="l00049"></a><span class="lineno">   49</span> </div>
    126. 

  126. <div class="line"><a id="l00051" name="l00051"></a><span class="lineno">   51</span>    <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> get_output() <span class="keyword">const</span>;</div>
    127. 

  127. <div class="line"><a id="l00052" name="l00052"></a><span class="lineno">   52</span> </div>
    128. 

  128. <div class="line"><a id="l00054" name="l00054"></a><span class="lineno"><a class="line" href="class_layer_1_1_layer.html#aeb5b92a01bc4e867d347bff4767e919f">   54</a></span>    <span class="keyword">virtual</span> <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="code hl_function" href="class_layer_1_1_layer.html#aeb5b92a01bc4e867d347bff4767e919f">feed_forward</a>(<a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> x)=0;</div>
    129. 

  129. <div class="line"><a id="l00055" name="l00055"></a><span class="lineno">   55</span> </div>
    130. 

  130. <div class="line"><a id="l00057" name="l00057"></a><span class="lineno"><a class="line" href="class_layer_1_1_layer.html#a87dbd5d1c1091769ba285084bd3513e7">   57</a></span>    <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code hl_function" href="class_layer_1_1_layer.html#a87dbd5d1c1091769ba285084bd3513e7">init_nabla</a>()=0;</div>
    131. 

  131. <div class="line"><a id="l00058" name="l00058"></a><span class="lineno">   58</span> </div>
    132. 

  132. <div class="line"><a id="l00061" name="l00061"></a><span class="lineno"><a class="line" href="class_layer_1_1_layer.html#ad9e2853fce56b014b1e9de5097e21dbd">   61</a></span>    <span class="keyword">virtual</span> <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="code hl_function" href="class_layer_1_1_layer.html#ad9e2853fce56b014b1e9de5097e21dbd">back_propagation</a>(<a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> e)=0;</div>
    133. 

  133. <div class="line"><a id="l00062" name="l00062"></a><span class="lineno">   62</span> </div>
    134. 

  134. <div class="line"><a id="l00064" name="l00064"></a><span class="lineno"><a class="line" href="class_layer_1_1_layer.html#a8f0801b946b94dfe856c57a632c9998f">   64</a></span>    <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code hl_function" href="class_layer_1_1_layer.html#a8f0801b946b94dfe856c57a632c9998f">update</a>(<a class="code hl_typedef" href="vector_8hpp.html#a4b04262b81aa7d31eb5d2f607e2a35de">Real</a> eta)=0;</div>
    135. 

  135. <div class="line"><a id="l00065" name="l00065"></a><span class="lineno">   65</span>  };</div>
    136. 

  136. <div class="line"><a id="l00066" name="l00066"></a><span class="lineno">   66</span> </div>
    137. 

  137. <div class="line"><a id="l00067" name="l00067"></a><span class="lineno">   67</span>  <span class="keyword">inline</span></div>
    138. 

  138. <div class="line"><a id="l00068" name="l00068"></a><span class="lineno"><a class="line" href="class_layer_1_1_layer.html#ac4ff1e869c508087bcf998899908be1a">   68</a></span>  <a class="code hl_class" href="class_layer_1_1_layer.html">Layer::Layer</a>(<span class="keywordtype">size_t</span> n_,<span class="keywordtype">size_t</span> m_){</div>
    139. 

  139. <div class="line"><a id="l00069" name="l00069"></a><span class="lineno">   69</span>    n=n_;</div>
    140. 

  140. <div class="line"><a id="l00070" name="l00070"></a><span class="lineno">   70</span>    m=m_;</div>
    141. 

  141. <div class="line"><a id="l00071" name="l00071"></a><span class="lineno">   71</span>    y=<a class="code hl_function" href="vector_8hpp.html#a624100980bbf31adef9cc6bfd6e89738">init_vector</a>(m);</div>
    142. 

  142. <div class="line"><a id="l00072" name="l00072"></a><span class="lineno">   72</span>    d=<a class="code hl_function" href="vector_8hpp.html#a624100980bbf31adef9cc6bfd6e89738">init_vector</a>(n);</div>
    143. 

  143. <div class="line"><a id="l00073" name="l00073"></a><span class="lineno">   73</span>  }</div>
    144. 

  144. <div class="line"><a id="l00074" name="l00074"></a><span class="lineno">   74</span> </div>
    145. 

  145. <div class="line"><a id="l00075" name="l00075"></a><span class="lineno">   75</span>  <span class="keyword">inline</span></div>
    146. 

  146. <div class="line"><a id="l00076" name="l00076"></a><span class="lineno"><a class="line" href="class_layer_1_1_layer.html#a032af2375e6bae4de0f7649b31a62318">   76</a></span>  Layer::~Layer(){</div>
    147. 

  147. <div class="line"><a id="l00077" name="l00077"></a><span class="lineno">   77</span>    <a class="code hl_function" href="vector_8hpp.html#a34a7c651953c188bf41e94dee669ad70">delete_vector</a>(y);</div>
    148. 

  148. <div class="line"><a id="l00078" name="l00078"></a><span class="lineno">   78</span>    <a class="code hl_function" href="vector_8hpp.html#a34a7c651953c188bf41e94dee669ad70">delete_vector</a>(d);</div>
    149. 

  149. <div class="line"><a id="l00079" name="l00079"></a><span class="lineno">   79</span>  }</div>
    150. 

  150. <div class="line"><a id="l00080" name="l00080"></a><span class="lineno">   80</span> </div>
    151. 

  151. <div class="line"><a id="l00081" name="l00081"></a><span class="lineno">   81</span>  <span class="keyword">inline</span> <span class="keywordtype">size_t</span></div>
    152. 

  152. <div class="line"><a id="l00082" name="l00082"></a><span class="lineno"><a class="line" href="class_layer_1_1_layer.html#a8db0801eb0439cd0a0004f3787d512f3">   82</a></span>  Layer::get_input_size()<span class="keyword"> const</span>{</div>
    153. 

  153. <div class="line"><a id="l00083" name="l00083"></a><span class="lineno">   83</span>    <span class="keywordflow">return</span> n;</div>
    154. 

  154. <div class="line"><a id="l00084" name="l00084"></a><span class="lineno">   84</span>  }</div>
    155. 

  155. <div class="line"><a id="l00085" name="l00085"></a><span class="lineno">   85</span> </div>
    156. 

  156. <div class="line"><a id="l00086" name="l00086"></a><span class="lineno">   86</span>  <span class="keyword">inline</span> <span class="keywordtype">size_t</span></div>
    157. 

  157. <div class="line"><a id="l00087" name="l00087"></a><span class="lineno"><a class="line" href="class_layer_1_1_layer.html#afe6a48cc987b246fc470082ffe58d932">   87</a></span>  Layer::get_output_size()<span class="keyword"> const</span>{</div>
    158. 

  158. <div class="line"><a id="l00088" name="l00088"></a><span class="lineno">   88</span>    <span class="keywordflow">return</span> m;</div>
    159. 

  159. <div class="line"><a id="l00089" name="l00089"></a><span class="lineno">   89</span>  }</div>
    160. 

  160. <div class="line"><a id="l00090" name="l00090"></a><span class="lineno">   90</span> </div>
    161. 

  161. <div class="line"><a id="l00091" name="l00091"></a><span class="lineno">   91</span>  <span class="keyword">inline</span> <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a></div>
    162. 

  162. <div class="line"><a id="l00092" name="l00092"></a><span class="lineno"><a class="line" href="class_layer_1_1_layer.html#a5c9d2349c49234c1d29cdacd046788fa">   92</a></span>  Layer::get_output()<span class="keyword"> const</span>{</div>
    163. 

  163. <div class="line"><a id="l00093" name="l00093"></a><span class="lineno">   93</span>    <span class="keywordflow">return</span> y;</div>
    164. 

  164. <div class="line"><a id="l00094" name="l00094"></a><span class="lineno">   94</span>  }</div>
    165. 

  165. <div class="line"><a id="l00095" name="l00095"></a><span class="lineno">   95</span>}</div>
    166. 

  166. <div class="line"><a id="l00096" name="l00096"></a><span class="lineno">   96</span> </div>
    167. 

  167. <div class="line"><a id="l00097" name="l00097"></a><span class="lineno">   97</span><span class="preprocessor">#endif</span></div>
    168. 

  168. <div class="ttc" id="aclass_layer_1_1_layer_html"><div class="ttname"><a href="class_layer_1_1_layer.html">Layer::Layer</a></div><div class="ttdef"><b>Definition:</b> layer.hpp:20</div></div>
    169. 

  169. <div class="ttc" id="aclass_layer_1_1_layer_html_a4c1dfb78f590b010a7a1e11706eb12f5"><div class="ttname"><a href="class_layer_1_1_layer.html#a4c1dfb78f590b010a7a1e11706eb12f5">Layer::Layer::name</a></div><div class="ttdeci">string name</div><div class="ttdef"><b>Definition:</b> layer.hpp:23</div></div>
    170. 

  170. <div class="ttc" id="aclass_layer_1_1_layer_html_a87dbd5d1c1091769ba285084bd3513e7"><div class="ttname"><a href="class_layer_1_1_layer.html#a87dbd5d1c1091769ba285084bd3513e7">Layer::Layer::init_nabla</a></div><div class="ttdeci">virtual void init_nabla()=0</div></div>
    171. 

  171. <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>
    172. 

  172. <div class="ttc" id="aclass_layer_1_1_layer_html_a8f0801b946b94dfe856c57a632c9998f"><div class="ttname"><a href="class_layer_1_1_layer.html#a8f0801b946b94dfe856c57a632c9998f">Layer::Layer::update</a></div><div class="ttdeci">virtual void update(Real eta)=0</div></div>
    173. 

  173. <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>
    174. 

  174. <div class="ttc" id="aclass_layer_1_1_layer_html_acf6e43bdf3345739e8a2828a8c0606e7"><div class="ttname"><a href="class_layer_1_1_layer.html#acf6e43bdf3345739e8a2828a8c0606e7">Layer::Layer::y</a></div><div class="ttdeci">Vector y</div><div class="ttdef"><b>Definition:</b> layer.hpp:35</div></div>
    175. 

  175. <div class="ttc" id="aclass_layer_1_1_layer_html_ad9e2853fce56b014b1e9de5097e21dbd"><div class="ttname"><a href="class_layer_1_1_layer.html#ad9e2853fce56b014b1e9de5097e21dbd">Layer::Layer::back_propagation</a></div><div class="ttdeci">virtual Vector back_propagation(Vector e)=0</div></div>
    176. 

  176. <div class="ttc" id="aclass_layer_1_1_layer_html_aeb5b92a01bc4e867d347bff4767e919f"><div class="ttname"><a href="class_layer_1_1_layer.html#aeb5b92a01bc4e867d347bff4767e919f">Layer::Layer::feed_forward</a></div><div class="ttdeci">virtual Vector feed_forward(Vector x)=0</div></div>
    177. 

  177. <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>
    178. 

  178. <div class="ttc" id="aclass_layer_1_1_layer_html_affe7f5de8693b4af67765a9286686d82"><div class="ttname"><a href="class_layer_1_1_layer.html#affe7f5de8693b4af67765a9286686d82">Layer::Layer::d</a></div><div class="ttdeci">Vector d</div><div class="ttdef"><b>Definition:</b> layer.hpp:38</div></div>
    179. 

  179. <div class="ttc" id="adebug_8hpp_html"><div class="ttname"><a href="debug_8hpp.html">debug.hpp</a></div></div>
    180. 

  180. <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>
    181. 

  181. <div class="ttc" id="ashape_8hpp_html"><div class="ttname"><a href="shape_8hpp.html">shape.hpp</a></div></div>
    182. 

  182. <div class="ttc" id="avector_8hpp_html"><div class="ttname"><a href="vector_8hpp.html">vector.hpp</a></div></div>
    183. 

  183. <div class="ttc" id="avector_8hpp_html_a34a7c651953c188bf41e94dee669ad70"><div class="ttname"><a href="vector_8hpp.html#a34a7c651953c188bf41e94dee669ad70">delete_vector</a></div><div class="ttdeci">void delete_vector(Vector v)</div><div class="ttdef"><b>Definition:</b> vector.hpp:53</div></div>
    184. 

  184. <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>
    185. 

  185. <div class="ttc" id="avector_8hpp_html_a624100980bbf31adef9cc6bfd6e89738"><div class="ttname"><a href="vector_8hpp.html#a624100980bbf31adef9cc6bfd6e89738">init_vector</a></div><div class="ttdeci">Vector init_vector(size_t n)</div><div class="ttdef"><b>Definition:</b> vector.hpp:48</div></div>
    186. 

  186. <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>
    187. 

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