class_layer_1_1_activation_layer.html 25 KB

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  91. <a href="#pub-methods">Public Member Functions</a> &#124;
  92. <a href="class_layer_1_1_activation_layer-members.html">List of all members</a> </div>
  93. <div class="headertitle"><div class="title">Layer::ActivationLayer&lt; A &gt; Class Template Reference</div></div>
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  95. <div class="contents">
  96. <p><code>#include &lt;<a class="el" href="activation_8hpp_source.html">activation.hpp</a>&gt;</code></p>
  97. <div class="dynheader">
  98. Inheritance diagram for Layer::ActivationLayer&lt; A &gt;:</div>
  99. <div class="dyncontent">
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  106. <table class="memberdecls">
  107. <tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="pub-methods" name="pub-methods"></a>
  108. Public Member Functions</h2></td></tr>
  109. <tr class="memitem:a6999fec429ab7f6eafc9ebd5a42a8f76"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_activation_layer.html#a6999fec429ab7f6eafc9ebd5a42a8f76">ActivationLayer</a> (const size_t)</td></tr>
  110. <tr class="separator:a6999fec429ab7f6eafc9ebd5a42a8f76"><td class="memSeparator" colspan="2">&#160;</td></tr>
  111. <tr class="memitem:aa7059282e1e7eeb17b1e36e594e1f2ac"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_activation_layer.html#aa7059282e1e7eeb17b1e36e594e1f2ac">~ActivationLayer</a> ()</td></tr>
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  113. <tr class="memitem:a9bc3eb83733b4ee5a4a3c5c50e794478"><td class="memItemLeft" align="right" valign="top"><a class="el" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_activation_layer.html#a9bc3eb83733b4ee5a4a3c5c50e794478">feed_forward</a> (<a class="el" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="el" href="class_layer_1_1_layer.html#af2ebcf019bc0e4b97f41fc9205706665">x</a>) override</td></tr>
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  115. <tr class="memitem:a230ad43fde65528cc36021e097f111a4"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_activation_layer.html#a230ad43fde65528cc36021e097f111a4">init_nabla</a> () override</td></tr>
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  117. <tr class="memitem:aa946acde267d94523d12465ca8976ab9"><td class="memItemLeft" align="right" valign="top"><a class="el" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_activation_layer.html#aa946acde267d94523d12465ca8976ab9">back_propagation</a> (<a class="el" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> e) override</td></tr>
  118. <tr class="separator:aa946acde267d94523d12465ca8976ab9"><td class="memSeparator" colspan="2">&#160;</td></tr>
  119. <tr class="memitem:afbc9f12d792008bbaf6d6c2d0177ebf1"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_activation_layer.html#afbc9f12d792008bbaf6d6c2d0177ebf1">update</a> (<a class="el" href="vector_8hpp.html#a4b04262b81aa7d31eb5d2f607e2a35de">Real</a> eta) override</td></tr>
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  121. <tr class="inherit_header pub_methods_class_layer_1_1_layer"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_class_layer_1_1_layer')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="class_layer_1_1_layer.html">Layer::Layer</a></td></tr>
  122. <tr class="memitem:ac4ff1e869c508087bcf998899908be1a inherit pub_methods_class_layer_1_1_layer"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_layer.html#ac4ff1e869c508087bcf998899908be1a">Layer</a> (size_t <a class="el" href="class_layer_1_1_layer.html#a99d315d8bcc460de6feba4bdac77766c">n</a>, size_t <a class="el" href="class_layer_1_1_layer.html#a8d294cb3fc3d2970a2895ad8298d2e4d">m</a>)</td></tr>
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  124. <tr class="memitem:a032af2375e6bae4de0f7649b31a62318 inherit pub_methods_class_layer_1_1_layer"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_layer.html#a032af2375e6bae4de0f7649b31a62318">~Layer</a> ()</td></tr>
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  126. <tr class="memitem:a8db0801eb0439cd0a0004f3787d512f3 inherit pub_methods_class_layer_1_1_layer"><td class="memItemLeft" align="right" valign="top">size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_layer.html#a8db0801eb0439cd0a0004f3787d512f3">get_input_size</a> () const</td></tr>
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  128. <tr class="memitem:afe6a48cc987b246fc470082ffe58d932 inherit pub_methods_class_layer_1_1_layer"><td class="memItemLeft" align="right" valign="top">size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_layer.html#afe6a48cc987b246fc470082ffe58d932">get_output_size</a> () const</td></tr>
  129. <tr class="separator:afe6a48cc987b246fc470082ffe58d932 inherit pub_methods_class_layer_1_1_layer"><td class="memSeparator" colspan="2">&#160;</td></tr>
  130. <tr class="memitem:a5c9d2349c49234c1d29cdacd046788fa inherit pub_methods_class_layer_1_1_layer"><td class="memItemLeft" align="right" valign="top"><a class="el" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_layer.html#a5c9d2349c49234c1d29cdacd046788fa">get_output</a> () const</td></tr>
  131. <tr class="separator:a5c9d2349c49234c1d29cdacd046788fa inherit pub_methods_class_layer_1_1_layer"><td class="memSeparator" colspan="2">&#160;</td></tr>
  132. <tr class="memitem:aeb5b92a01bc4e867d347bff4767e919f inherit pub_methods_class_layer_1_1_layer"><td class="memItemLeft" align="right" valign="top">virtual <a class="el" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_layer.html#aeb5b92a01bc4e867d347bff4767e919f">feed_forward</a> (<a class="el" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="el" href="class_layer_1_1_layer.html#af2ebcf019bc0e4b97f41fc9205706665">x</a>)=0</td></tr>
  133. <tr class="separator:aeb5b92a01bc4e867d347bff4767e919f inherit pub_methods_class_layer_1_1_layer"><td class="memSeparator" colspan="2">&#160;</td></tr>
  134. <tr class="memitem:a87dbd5d1c1091769ba285084bd3513e7 inherit pub_methods_class_layer_1_1_layer"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_layer.html#a87dbd5d1c1091769ba285084bd3513e7">init_nabla</a> ()=0</td></tr>
  135. <tr class="separator:a87dbd5d1c1091769ba285084bd3513e7 inherit pub_methods_class_layer_1_1_layer"><td class="memSeparator" colspan="2">&#160;</td></tr>
  136. <tr class="memitem:ad9e2853fce56b014b1e9de5097e21dbd inherit pub_methods_class_layer_1_1_layer"><td class="memItemLeft" align="right" valign="top">virtual <a class="el" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_layer.html#ad9e2853fce56b014b1e9de5097e21dbd">back_propagation</a> (<a class="el" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> e)=0</td></tr>
  137. <tr class="separator:ad9e2853fce56b014b1e9de5097e21dbd inherit pub_methods_class_layer_1_1_layer"><td class="memSeparator" colspan="2">&#160;</td></tr>
  138. <tr class="memitem:a8f0801b946b94dfe856c57a632c9998f inherit pub_methods_class_layer_1_1_layer"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_layer.html#a8f0801b946b94dfe856c57a632c9998f">update</a> (<a class="el" href="vector_8hpp.html#a4b04262b81aa7d31eb5d2f607e2a35de">Real</a> eta)=0</td></tr>
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  140. </table><table class="memberdecls">
  141. <tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="inherited" name="inherited"></a>
  142. Additional Inherited Members</h2></td></tr>
  143. <tr class="inherit_header pub_attribs_class_layer_1_1_layer"><td colspan="2" onclick="javascript:toggleInherit('pub_attribs_class_layer_1_1_layer')"><img src="closed.png" alt="-"/>&#160;Public Attributes inherited from <a class="el" href="class_layer_1_1_layer.html">Layer::Layer</a></td></tr>
  144. <tr class="memitem:a4c1dfb78f590b010a7a1e11706eb12f5 inherit pub_attribs_class_layer_1_1_layer"><td class="memItemLeft" align="right" valign="top">string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_layer.html#a4c1dfb78f590b010a7a1e11706eb12f5">name</a></td></tr>
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  146. <tr class="memitem:a99d315d8bcc460de6feba4bdac77766c inherit pub_attribs_class_layer_1_1_layer"><td class="memItemLeft" align="right" valign="top">size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_layer.html#a99d315d8bcc460de6feba4bdac77766c">n</a></td></tr>
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  148. <tr class="memitem:a8d294cb3fc3d2970a2895ad8298d2e4d inherit pub_attribs_class_layer_1_1_layer"><td class="memItemLeft" align="right" valign="top">size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_layer.html#a8d294cb3fc3d2970a2895ad8298d2e4d">m</a></td></tr>
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  150. <tr class="memitem:af2ebcf019bc0e4b97f41fc9205706665 inherit pub_attribs_class_layer_1_1_layer"><td class="memItemLeft" align="right" valign="top"><a class="el" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_layer.html#af2ebcf019bc0e4b97f41fc9205706665">x</a></td></tr>
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  154. <tr class="memitem:affe7f5de8693b4af67765a9286686d82 inherit pub_attribs_class_layer_1_1_layer"><td class="memItemLeft" align="right" valign="top"><a class="el" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="class_layer_1_1_layer.html#affe7f5de8693b4af67765a9286686d82">d</a></td></tr>
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  156. </table>
  157. <a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
  158. <div class="textblock"><div class="compoundTemplParams">template&lt;<a class="el" href="namespace_layer.html#a154fb338e15b0326915fb7f9c383ef9f">ActivationMap</a> A&gt;<br />
  159. class Layer::ActivationLayer&lt; A &gt;</div><p >Class for activation layer. The Output vector is obtained by applying activation map to each entry of the input vector. </p>
  160. </div><h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
  161. <a id="a6999fec429ab7f6eafc9ebd5a42a8f76" name="a6999fec429ab7f6eafc9ebd5a42a8f76"></a>
  162. <h2 class="memtitle"><span class="permalink"><a href="#a6999fec429ab7f6eafc9ebd5a42a8f76">&#9670;&nbsp;</a></span>ActivationLayer()</h2>
  163. <div class="memitem">
  164. <div class="memproto">
  165. <div class="memtemplate">
  166. template&lt;<a class="el" href="namespace_layer.html#a154fb338e15b0326915fb7f9c383ef9f">ActivationMap</a> A&gt; </div>
  167. <table class="mlabels">
  168. <tr>
  169. <td class="mlabels-left">
  170. <table class="memname">
  171. <tr>
  172. <td class="memname"><a class="el" href="class_layer_1_1_activation_layer.html">Layer::ActivationLayer</a>&lt; A &gt;::ActivationLayer </td>
  173. <td>(</td>
  174. <td class="paramtype">const&#160;</td>
  175. <td class="paramname"><em>size_t</em></td><td>)</td>
  176. <td></td>
  177. </tr>
  178. </table>
  179. </td>
  180. <td class="mlabels-right">
  181. <span class="mlabels"><span class="mlabel">inline</span></span> </td>
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  183. </table>
  184. </div><div class="memdoc">
  185. </div>
  186. </div>
  187. <a id="aa7059282e1e7eeb17b1e36e594e1f2ac" name="aa7059282e1e7eeb17b1e36e594e1f2ac"></a>
  188. <h2 class="memtitle"><span class="permalink"><a href="#aa7059282e1e7eeb17b1e36e594e1f2ac">&#9670;&nbsp;</a></span>~ActivationLayer()</h2>
  189. <div class="memitem">
  190. <div class="memproto">
  191. <div class="memtemplate">
  192. template&lt;<a class="el" href="namespace_layer.html#a154fb338e15b0326915fb7f9c383ef9f">ActivationMap</a> A&gt; </div>
  193. <table class="mlabels">
  194. <tr>
  195. <td class="mlabels-left">
  196. <table class="memname">
  197. <tr>
  198. <td class="memname"><a class="el" href="class_layer_1_1_activation_layer.html">Layer::ActivationLayer</a>&lt; A &gt;::~<a class="el" href="class_layer_1_1_activation_layer.html">ActivationLayer</a> </td>
  199. <td>(</td>
  200. <td class="paramname"></td><td>)</td>
  201. <td></td>
  202. </tr>
  203. </table>
  204. </td>
  205. <td class="mlabels-right">
  206. <span class="mlabels"><span class="mlabel">inline</span></span> </td>
  207. </tr>
  208. </table>
  209. </div><div class="memdoc">
  210. </div>
  211. </div>
  212. <h2 class="groupheader">Member Function Documentation</h2>
  213. <a id="aa946acde267d94523d12465ca8976ab9" name="aa946acde267d94523d12465ca8976ab9"></a>
  214. <h2 class="memtitle"><span class="permalink"><a href="#aa946acde267d94523d12465ca8976ab9">&#9670;&nbsp;</a></span>back_propagation()</h2>
  215. <div class="memitem">
  216. <div class="memproto">
  217. <div class="memtemplate">
  218. template&lt;<a class="el" href="namespace_layer.html#a154fb338e15b0326915fb7f9c383ef9f">ActivationMap</a> A&gt; </div>
  219. <table class="mlabels">
  220. <tr>
  221. <td class="mlabels-left">
  222. <table class="memname">
  223. <tr>
  224. <td class="memname"><a class="el" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="el" href="class_layer_1_1_activation_layer.html">Layer::ActivationLayer</a>&lt; A &gt;::back_propagation </td>
  225. <td>(</td>
  226. <td class="paramtype"><a class="el" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a>&#160;</td>
  227. <td class="paramname"><em>e</em></td><td>)</td>
  228. <td></td>
  229. </tr>
  230. </table>
  231. </td>
  232. <td class="mlabels-right">
  233. <span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">override</span><span class="mlabel">virtual</span></span> </td>
  234. </tr>
  235. </table>
  236. </div><div class="memdoc">
  237. <p >\(d[i]:=\alpha&#39;(x[i])\times \e[i]\) where \(\alpha\) is the activation map and $e$ the difference output vector. </p>
  238. <p>Implements <a class="el" href="class_layer_1_1_layer.html#ad9e2853fce56b014b1e9de5097e21dbd">Layer::Layer</a>.</p>
  239. </div>
  240. </div>
  241. <a id="a9bc3eb83733b4ee5a4a3c5c50e794478" name="a9bc3eb83733b4ee5a4a3c5c50e794478"></a>
  242. <h2 class="memtitle"><span class="permalink"><a href="#a9bc3eb83733b4ee5a4a3c5c50e794478">&#9670;&nbsp;</a></span>feed_forward()</h2>
  243. <div class="memitem">
  244. <div class="memproto">
  245. <div class="memtemplate">
  246. template&lt;<a class="el" href="namespace_layer.html#a154fb338e15b0326915fb7f9c383ef9f">ActivationMap</a> A&gt; </div>
  247. <table class="mlabels">
  248. <tr>
  249. <td class="mlabels-left">
  250. <table class="memname">
  251. <tr>
  252. <td class="memname"><a class="el" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a> <a class="el" href="class_layer_1_1_activation_layer.html">Layer::ActivationLayer</a>&lt; A &gt;::feed_forward </td>
  253. <td>(</td>
  254. <td class="paramtype"><a class="el" href="vector_8hpp.html#ab9855a300a7759f4c0f85067d44e4c38">Vector</a>&#160;</td>
  255. <td class="paramname"><em>x</em></td><td>)</td>
  256. <td></td>
  257. </tr>
  258. </table>
  259. </td>
  260. <td class="mlabels-right">
  261. <span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">override</span><span class="mlabel">virtual</span></span> </td>
  262. </tr>
  263. </table>
  264. </div><div class="memdoc">
  265. <p >\(y[i]:=\alpha(x[i])\) where \(\alpha\) is the activation map. </p>
  266. <p>Implements <a class="el" href="class_layer_1_1_layer.html#aeb5b92a01bc4e867d347bff4767e919f">Layer::Layer</a>.</p>
  267. </div>
  268. </div>
  269. <a id="a230ad43fde65528cc36021e097f111a4" name="a230ad43fde65528cc36021e097f111a4"></a>
  270. <h2 class="memtitle"><span class="permalink"><a href="#a230ad43fde65528cc36021e097f111a4">&#9670;&nbsp;</a></span>init_nabla()</h2>
  271. <div class="memitem">
  272. <div class="memproto">
  273. <div class="memtemplate">
  274. template&lt;<a class="el" href="namespace_layer.html#a154fb338e15b0326915fb7f9c383ef9f">ActivationMap</a> A&gt; </div>
  275. <table class="mlabels">
  276. <tr>
  277. <td class="mlabels-left">
  278. <table class="memname">
  279. <tr>
  280. <td class="memname">void <a class="el" href="class_layer_1_1_activation_layer.html">Layer::ActivationLayer</a>&lt; A &gt;::init_nabla </td>
  281. <td>(</td>
  282. <td class="paramname"></td><td>)</td>
  283. <td></td>
  284. </tr>
  285. </table>
  286. </td>
  287. <td class="mlabels-right">
  288. <span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">override</span><span class="mlabel">virtual</span></span> </td>
  289. </tr>
  290. </table>
  291. </div><div class="memdoc">
  292. <p >Null. </p>
  293. <p>Implements <a class="el" href="class_layer_1_1_layer.html#a87dbd5d1c1091769ba285084bd3513e7">Layer::Layer</a>.</p>
  294. </div>
  295. </div>
  296. <a id="afbc9f12d792008bbaf6d6c2d0177ebf1" name="afbc9f12d792008bbaf6d6c2d0177ebf1"></a>
  297. <h2 class="memtitle"><span class="permalink"><a href="#afbc9f12d792008bbaf6d6c2d0177ebf1">&#9670;&nbsp;</a></span>update()</h2>
  298. <div class="memitem">
  299. <div class="memproto">
  300. <div class="memtemplate">
  301. template&lt;<a class="el" href="namespace_layer.html#a154fb338e15b0326915fb7f9c383ef9f">ActivationMap</a> A&gt; </div>
  302. <table class="mlabels">
  303. <tr>
  304. <td class="mlabels-left">
  305. <table class="memname">
  306. <tr>
  307. <td class="memname">void <a class="el" href="class_layer_1_1_activation_layer.html">Layer::ActivationLayer</a>&lt; A &gt;::update </td>
  308. <td>(</td>
  309. <td class="paramtype"><a class="el" href="vector_8hpp.html#a4b04262b81aa7d31eb5d2f607e2a35de">Real</a>&#160;</td>
  310. <td class="paramname"><em>eta</em></td><td>)</td>
  311. <td></td>
  312. </tr>
  313. </table>
  314. </td>
  315. <td class="mlabels-right">
  316. <span class="mlabels"><span class="mlabel">inline</span><span class="mlabel">override</span><span class="mlabel">virtual</span></span> </td>
  317. </tr>
  318. </table>
  319. </div><div class="memdoc">
  320. <p >Null. </p>
  321. <p>Implements <a class="el" href="class_layer_1_1_layer.html#a8f0801b946b94dfe856c57a632c9998f">Layer::Layer</a>.</p>
  322. </div>
  323. </div>
  324. <hr/>The documentation for this class was generated from the following file:<ul>
  325. <li>src/layers/<a class="el" href="activation_8hpp_source.html">activation.hpp</a></li>
  326. </ul>
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  332. <li class="navelem"><a class="el" href="namespace_layer.html">Layer</a></li><li class="navelem"><a class="el" href="class_layer_1_1_activation_layer.html">ActivationLayer</a></li>
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