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  92.   <div class="headertitle"><div class="title">network.hpp</div></div>
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  94. <div class="contents">
    95. 

  95. <a href="network_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 NETWORK_HPP</span></div>
    96. 

  96. <div class="line"><a id="l00002" name="l00002"></a><span class="lineno">    2</span><span class="preprocessor">#define NETWORK_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 &lt;random&gt;</span></div>
    99. 

  99. <div class="line"><a id="l00005" name="l00005"></a><span class="lineno">    5</span><span class="preprocessor">#include &lt;list&gt;</span></div>
    100. 

  100. <div class="line"><a id="l00006" name="l00006"></a><span class="lineno">    6</span> </div>
    101. 

  101. <div class="line"><a id="l00007" name="l00007"></a><span class="lineno">    7</span><span class="preprocessor">#include &quot;<a class="code" href="layer_8hpp.html">layers/layer.hpp</a>&quot;</span></div>
    102. 

  102. <div class="line"><a id="l00008" name="l00008"></a><span class="lineno">    8</span><span class="preprocessor">#include &quot;<a class="code" href="dataset_8hpp.html">dataset.hpp</a>&quot;</span></div>
    103. 

  103. <div class="line"><a id="l00009" name="l00009"></a><span class="lineno">    9</span> </div>
    104. 

  104. <div class="line"><a id="l00010" name="l00010"></a><span class="lineno"><a class="line" href="network_8hpp.html#a0c3a80fe878325a4a277470fdc7b3eb3">   10</a></span><span class="keyword">enum</span> <a class="code hl_enumeration" href="network_8hpp.html#a0c3a80fe878325a4a277470fdc7b3eb3">CostFunction</a>{<a class="code hl_enumvalue" href="network_8hpp.html#a0c3a80fe878325a4a277470fdc7b3eb3af206692cba38b2772a5172a6e70719e0">CrossEntropy</a>,<a class="code hl_enumvalue" href="network_8hpp.html#a0c3a80fe878325a4a277470fdc7b3eb3a47322e5ac1e111522d3aa88118ac78c0">Quadratic</a>};</div>
    105. 

  105. <div class="line"><a id="l00011" name="l00011"></a><span class="lineno">   11</span> </div>
    106. 

  106. <div class="line"><a id="l00012" name="l00012"></a><span class="lineno"><a class="line" href="class_network.html">   12</a></span><span class="keyword">class </span><a class="code hl_class" href="class_network.html">Network</a>{</div>
    107. 

  107. <div class="line"><a id="l00013" name="l00013"></a><span class="lineno">   13</span><span class="keyword">public</span>:</div>
    108. 

  108. <div class="line"><a id="l00014" name="l00014"></a><span class="lineno"><a class="line" href="class_network.html#a4bb79b836cfd07172c7ed37dade8cefd">   14</a></span>  list&lt;Layer::Layer*&gt; <a class="code hl_variable" href="class_network.html#a4bb79b836cfd07172c7ed37dade8cefd">layers</a>;</div>
    109. 

  109. <div class="line"><a id="l00015" name="l00015"></a><span class="lineno"><a class="line" href="class_network.html#a912e19f5f19a486459cb8dac0bba7b7e">   15</a></span>  <span class="keywordtype">size_t</span> <a class="code hl_variable" href="class_network.html#a912e19f5f19a486459cb8dac0bba7b7e">n_in</a>;</div>
    110. 

  110. <div class="line"><a id="l00016" name="l00016"></a><span class="lineno"><a class="line" href="class_network.html#a4b6a975d8042d27ac5a7a026db5fc1f0">   16</a></span>  <span class="keywordtype">size_t</span> <a class="code hl_variable" href="class_network.html#a4b6a975d8042d27ac5a7a026db5fc1f0">n_out</a>;</div>
    111. 

  111. <div class="line"><a id="l00017" name="l00017"></a><span class="lineno"><a class="line" href="class_network.html#ad71ea0a71fa28c4510e42fb809846404">   17</a></span>  <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="code hl_variable" href="class_network.html#ad71ea0a71fa28c4510e42fb809846404">a</a>;</div>
    112. 

  112. <div class="line"><a id="l00018" name="l00018"></a><span class="lineno"><a class="line" href="class_network.html#a7d23ea49f6f1c5c0524210f658390cbc">   18</a></span>  <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="code hl_variable" href="class_network.html#a7d23ea49f6f1c5c0524210f658390cbc">last_delta</a>;</div>
    113. 

  113. <div class="line"><a id="l00019" name="l00019"></a><span class="lineno"><a class="line" href="class_network.html#abf80a2387544fb826f11ab922b857d50">   19</a></span>  <a class="code hl_enumeration" href="network_8hpp.html#a0c3a80fe878325a4a277470fdc7b3eb3">CostFunction</a> <a class="code hl_variable" href="class_network.html#abf80a2387544fb826f11ab922b857d50">C</a>;</div>
    114. 

  114. <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_network.html#a7256dd4fca14fcf9373591ea1a1b42d6">compute_last_delta</a>(<a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> y);</div>
    115. 

  115. <div class="line"><a id="l00021" name="l00021"></a><span class="lineno">   21</span><span class="keyword">protected</span>:</div>
    116. 

  116. <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_network.html#aa515f8e09f5d2c989abdf68d97e79e26">shuffle</a>(<span class="keywordtype">size_t</span>* tab,<span class="keywordtype">size_t</span> size);</div>
    117. 

  117. <div class="line"><a id="l00023" name="l00023"></a><span class="lineno">   23</span>  <span class="keywordtype">void</span> <a class="code hl_function" href="class_network.html#a2bb9069ed59682d142860215ed970e06">update_batch</a>(<a class="code hl_class" href="class_dataset.html">Dataset</a>* dataset,<span class="keywordtype">size_t</span>* indices,<span class="keywordtype">size_t</span> begin,<span class="keywordtype">size_t</span> end,<a class="code hl_typedef" href="vector_8hpp.html#a4b04262b81aa7d31eb5d2f607e2a35de">Real</a> eta);</div>
    118. 

  118. <div class="line"><a id="l00024" name="l00024"></a><span class="lineno">   24</span>  <span class="keywordtype">void</span> <a class="code hl_function" href="class_network.html#a6c324cab761fdff1c614305a6544a311">back_propagation</a>(<a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> x,<a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> y,<a class="code hl_typedef" href="vector_8hpp.html#a4b04262b81aa7d31eb5d2f607e2a35de">Real</a> eta);</div>
    119. 

  119. <div class="line"><a id="l00025" name="l00025"></a><span class="lineno">   25</span><span class="keyword">public</span>:</div>
    120. 

  120. <div class="line"><a id="l00026" name="l00026"></a><span class="lineno">   26</span>  <a class="code hl_function" href="class_network.html#a3cc2fb4f8fa4d507077e8da85ce5a1c8">Network</a>();</div>
    121. 

  121. <div class="line"><a id="l00027" name="l00027"></a><span class="lineno">   27</span>  <span class="keywordtype">void</span> <a class="code hl_function" href="class_network.html#a790c6368ae5d69fbdb550ed7306543e5">set_cost</a>(<a class="code hl_enumeration" href="network_8hpp.html#a0c3a80fe878325a4a277470fdc7b3eb3">CostFunction</a>);</div>
    122. 

  122. <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_network.html#ade63dfedd3ffa5c0b9ef3e03aa58bc11">push_layer</a>(<a class="code hl_class" href="class_layer_1_1_layer.html">Layer::Layer</a>&amp; l);</div>
    123. 

  123. <div class="line"><a id="l00029" name="l00029"></a><span class="lineno">   29</span>  <span class="keywordtype">void</span> <a class="code hl_function" href="class_network.html#a33b17ec8563577be73c109bfbb267c52">is_done</a>();</div>
    124. 

  124. <div class="line"><a id="l00030" name="l00030"></a><span class="lineno">   30</span>  <a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="code hl_function" href="class_network.html#ab4a53f3e2d5c1033e9b2314826acf821">feed_forward</a>(<a class="code hl_typedef" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> x_in);</div>
    125. 

  125. <div class="line"><a id="l00031" name="l00031"></a><span class="lineno">   31</span>  <a class="code hl_typedef" href="vector_8hpp.html#a4b04262b81aa7d31eb5d2f607e2a35de">Real</a> <a class="code hl_function" href="class_network.html#a08f9864a68e23b74c1c212c67ca70ed4">eval</a>(<a class="code hl_class" href="class_dataset.html">Dataset</a> *dataset);</div>
    126. 

  126. <div class="line"><a id="l00032" name="l00032"></a><span class="lineno">   32</span>  <span class="keywordtype">void</span> <a class="code hl_function" href="class_network.html#a7bfcf0b5c1ed41fc14771d256789a042">train</a>(<a class="code hl_class" href="class_dataset.html">Dataset</a>* dataset,<span class="keywordtype">size_t</span> nb_epochs,<span class="keywordtype">size_t</span> batch_size,<a class="code hl_typedef" href="vector_8hpp.html#a4b04262b81aa7d31eb5d2f607e2a35de">Real</a> eta);</div>
    127. 

  127. <div class="line"><a id="l00033" name="l00033"></a><span class="lineno">   33</span>};</div>
    128. 

  128. <div class="line"><a id="l00034" name="l00034"></a><span class="lineno">   34</span> </div>
    129. 

  129. <div class="line"><a id="l00035" name="l00035"></a><span class="lineno">   35</span><span class="keyword">inline</span> <span class="keywordtype">void</span></div>
    130. 

  130. <div class="line"><a id="l00036" name="l00036"></a><span class="lineno"><a class="line" href="class_network.html#a790c6368ae5d69fbdb550ed7306543e5">   36</a></span><a class="code hl_function" href="class_network.html#a790c6368ae5d69fbdb550ed7306543e5">Network::set_cost</a>(<a class="code hl_enumeration" href="network_8hpp.html#a0c3a80fe878325a4a277470fdc7b3eb3">CostFunction</a> C_){</div>
    131. 

  131. <div class="line"><a id="l00037" name="l00037"></a><span class="lineno">   37</span>  <a class="code hl_variable" href="class_network.html#abf80a2387544fb826f11ab922b857d50">C</a>=C_;</div>
    132. 

  132. <div class="line"><a id="l00038" name="l00038"></a><span class="lineno">   38</span>}</div>
    133. 

  133. <div class="line"><a id="l00039" name="l00039"></a><span class="lineno">   39</span><span class="preprocessor">#endif</span></div>
    134. 

  134. <div class="ttc" id="aclass_dataset_html"><div class="ttname"><a href="class_dataset.html">Dataset</a></div><div class="ttdef"><b>Definition:</b> dataset.hpp:9</div></div>
    135. 

  135. <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>
    136. 

  136. <div class="ttc" id="aclass_network_html"><div class="ttname"><a href="class_network.html">Network</a></div><div class="ttdef"><b>Definition:</b> network.hpp:12</div></div>
    137. 

  137. <div class="ttc" id="aclass_network_html_a08f9864a68e23b74c1c212c67ca70ed4"><div class="ttname"><a href="class_network.html#a08f9864a68e23b74c1c212c67ca70ed4">Network::eval</a></div><div class="ttdeci">Real eval(Dataset *dataset)</div><div class="ttdef"><b>Definition:</b> network.cpp:38</div></div>
    138. 

  138. <div class="ttc" id="aclass_network_html_a2bb9069ed59682d142860215ed970e06"><div class="ttname"><a href="class_network.html#a2bb9069ed59682d142860215ed970e06">Network::update_batch</a></div><div class="ttdeci">void update_batch(Dataset *dataset, size_t *indices, size_t begin, size_t end, Real eta)</div><div class="ttdef"><b>Definition:</b> network.cpp:84</div></div>
    139. 

  139. <div class="ttc" id="aclass_network_html_a33b17ec8563577be73c109bfbb267c52"><div class="ttname"><a href="class_network.html#a33b17ec8563577be73c109bfbb267c52">Network::is_done</a></div><div class="ttdeci">void is_done()</div><div class="ttdef"><b>Definition:</b> network.cpp:22</div></div>
    140. 

  140. <div class="ttc" id="aclass_network_html_a3cc2fb4f8fa4d507077e8da85ce5a1c8"><div class="ttname"><a href="class_network.html#a3cc2fb4f8fa4d507077e8da85ce5a1c8">Network::Network</a></div><div class="ttdeci">Network()</div><div class="ttdef"><b>Definition:</b> network.cpp:3</div></div>
    141. 

  141. <div class="ttc" id="aclass_network_html_a4b6a975d8042d27ac5a7a026db5fc1f0"><div class="ttname"><a href="class_network.html#a4b6a975d8042d27ac5a7a026db5fc1f0">Network::n_out</a></div><div class="ttdeci">size_t n_out</div><div class="ttdef"><b>Definition:</b> network.hpp:16</div></div>
    142. 

  142. <div class="ttc" id="aclass_network_html_a4bb79b836cfd07172c7ed37dade8cefd"><div class="ttname"><a href="class_network.html#a4bb79b836cfd07172c7ed37dade8cefd">Network::layers</a></div><div class="ttdeci">list&lt; Layer::Layer * &gt; layers</div><div class="ttdef"><b>Definition:</b> network.hpp:14</div></div>
    143. 

  143. <div class="ttc" id="aclass_network_html_a6c324cab761fdff1c614305a6544a311"><div class="ttname"><a href="class_network.html#a6c324cab761fdff1c614305a6544a311">Network::back_propagation</a></div><div class="ttdeci">void back_propagation(Vector x, Vector y, Real eta)</div><div class="ttdef"><b>Definition:</b> network.cpp:101</div></div>
    144. 

  144. <div class="ttc" id="aclass_network_html_a7256dd4fca14fcf9373591ea1a1b42d6"><div class="ttname"><a href="class_network.html#a7256dd4fca14fcf9373591ea1a1b42d6">Network::compute_last_delta</a></div><div class="ttdeci">void compute_last_delta(Vector y)</div><div class="ttdef"><b>Definition:</b> network.cpp:115</div></div>
    145. 

  145. <div class="ttc" id="aclass_network_html_a790c6368ae5d69fbdb550ed7306543e5"><div class="ttname"><a href="class_network.html#a790c6368ae5d69fbdb550ed7306543e5">Network::set_cost</a></div><div class="ttdeci">void set_cost(CostFunction)</div><div class="ttdef"><b>Definition:</b> network.hpp:36</div></div>
    146. 

  146. <div class="ttc" id="aclass_network_html_a7bfcf0b5c1ed41fc14771d256789a042"><div class="ttname"><a href="class_network.html#a7bfcf0b5c1ed41fc14771d256789a042">Network::train</a></div><div class="ttdeci">void train(Dataset *dataset, size_t nb_epochs, size_t batch_size, Real eta)</div><div class="ttdef"><b>Definition:</b> network.cpp:63</div></div>
    147. 

  147. <div class="ttc" id="aclass_network_html_a7d23ea49f6f1c5c0524210f658390cbc"><div class="ttname"><a href="class_network.html#a7d23ea49f6f1c5c0524210f658390cbc">Network::last_delta</a></div><div class="ttdeci">Vector last_delta</div><div class="ttdef"><b>Definition:</b> network.hpp:18</div></div>
    148. 

  148. <div class="ttc" id="aclass_network_html_a912e19f5f19a486459cb8dac0bba7b7e"><div class="ttname"><a href="class_network.html#a912e19f5f19a486459cb8dac0bba7b7e">Network::n_in</a></div><div class="ttdeci">size_t n_in</div><div class="ttdef"><b>Definition:</b> network.hpp:15</div></div>
    149. 

  149. <div class="ttc" id="aclass_network_html_aa515f8e09f5d2c989abdf68d97e79e26"><div class="ttname"><a href="class_network.html#aa515f8e09f5d2c989abdf68d97e79e26">Network::shuffle</a></div><div class="ttdeci">void shuffle(size_t *tab, size_t size)</div><div class="ttdef"><b>Definition:</b> network.cpp:52</div></div>
    150. 

  150. <div class="ttc" id="aclass_network_html_ab4a53f3e2d5c1033e9b2314826acf821"><div class="ttname"><a href="class_network.html#ab4a53f3e2d5c1033e9b2314826acf821">Network::feed_forward</a></div><div class="ttdeci">Vector feed_forward(Vector x_in)</div><div class="ttdef"><b>Definition:</b> network.cpp:27</div></div>
    151. 

  151. <div class="ttc" id="aclass_network_html_abf80a2387544fb826f11ab922b857d50"><div class="ttname"><a href="class_network.html#abf80a2387544fb826f11ab922b857d50">Network::C</a></div><div class="ttdeci">CostFunction C</div><div class="ttdef"><b>Definition:</b> network.hpp:19</div></div>
    152. 

  152. <div class="ttc" id="aclass_network_html_ad71ea0a71fa28c4510e42fb809846404"><div class="ttname"><a href="class_network.html#ad71ea0a71fa28c4510e42fb809846404">Network::a</a></div><div class="ttdeci">Vector a</div><div class="ttdef"><b>Definition:</b> network.hpp:17</div></div>
    153. 

  153. <div class="ttc" id="aclass_network_html_ade63dfedd3ffa5c0b9ef3e03aa58bc11"><div class="ttname"><a href="class_network.html#ade63dfedd3ffa5c0b9ef3e03aa58bc11">Network::push_layer</a></div><div class="ttdeci">void push_layer(Layer::Layer &amp;l)</div><div class="ttdef"><b>Definition:</b> network.cpp:8</div></div>
    154. 

  154. <div class="ttc" id="adataset_8hpp_html"><div class="ttname"><a href="dataset_8hpp.html">dataset.hpp</a></div></div>
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    156. 

  156. <div class="ttc" id="anetwork_8hpp_html_a0c3a80fe878325a4a277470fdc7b3eb3"><div class="ttname"><a href="network_8hpp.html#a0c3a80fe878325a4a277470fdc7b3eb3">CostFunction</a></div><div class="ttdeci">CostFunction</div><div class="ttdef"><b>Definition:</b> network.hpp:10</div></div>
    157. 

  157. <div class="ttc" id="anetwork_8hpp_html_a0c3a80fe878325a4a277470fdc7b3eb3a47322e5ac1e111522d3aa88118ac78c0"><div class="ttname"><a href="network_8hpp.html#a0c3a80fe878325a4a277470fdc7b3eb3a47322e5ac1e111522d3aa88118ac78c0">Quadratic</a></div><div class="ttdeci">@ Quadratic</div><div class="ttdef"><b>Definition:</b> network.hpp:10</div></div>
    158. 

  158. <div class="ttc" id="anetwork_8hpp_html_a0c3a80fe878325a4a277470fdc7b3eb3af206692cba38b2772a5172a6e70719e0"><div class="ttname"><a href="network_8hpp.html#a0c3a80fe878325a4a277470fdc7b3eb3af206692cba38b2772a5172a6e70719e0">CrossEntropy</a></div><div class="ttdeci">@ CrossEntropy</div><div class="ttdef"><b>Definition:</b> network.hpp:10</div></div>
    159. 

  159. <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>
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