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<a href="recurrent_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno"> 1</span>&#160;</div><div class="line"><a name="l00013"></a><span class="lineno"> 13</span>&#160;<span class="preprocessor">#ifndef MLPACK_METHODS_ANN_LAYER_RECURRENT_HPP</span></div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span>&#160;<span class="preprocessor">#define MLPACK_METHODS_ANN_LAYER_RECURRENT_HPP</span></div><div class="line"><a name="l00015"></a><span class="lineno"> 15</span>&#160;</div><div class="line"><a name="l00016"></a><span class="lineno"> 16</span>&#160;<span class="preprocessor">#include &lt;<a class="code" href="core_8hpp.html">mlpack/core.hpp</a>&gt;</span></div><div class="line"><a name="l00017"></a><span class="lineno"> 17</span>&#160;<span class="preprocessor">#include &lt;boost/ptr_container/ptr_vector.hpp&gt;</span></div><div class="line"><a name="l00018"></a><span class="lineno"> 18</span>&#160;</div><div class="line"><a name="l00019"></a><span class="lineno"> 19</span>&#160;<span class="preprocessor">#include &quot;../visitor/delta_visitor.hpp&quot;</span></div><div class="line"><a name="l00020"></a><span class="lineno"> 20</span>&#160;<span class="preprocessor">#include &quot;../visitor/output_parameter_visitor.hpp&quot;</span></div><div class="line"><a name="l00021"></a><span class="lineno"> 21</span>&#160;<span class="preprocessor">#include &quot;../visitor/weight_size_visitor.hpp&quot;</span></div><div class="line"><a name="l00022"></a><span class="lineno"> 22</span>&#160;</div><div class="line"><a name="l00023"></a><span class="lineno"> 23</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="layer__types_8hpp.html">layer_types.hpp</a>&quot;</span></div><div class="line"><a name="l00024"></a><span class="lineno"> 24</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="add__merge_8hpp.html">add_merge.hpp</a>&quot;</span></div><div class="line"><a name="l00025"></a><span class="lineno"> 25</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="sequential_8hpp.html">sequential.hpp</a>&quot;</span></div><div class="line"><a name="l00026"></a><span class="lineno"> 26</span>&#160;</div><div class="line"><a name="l00027"></a><span class="lineno"> 27</span>&#160;<span class="keyword">namespace </span><a class="code" href="namespacemlpack.html">mlpack</a> {</div><div class="line"><a name="l00028"></a><span class="lineno"> 28</span>&#160;<span class="keyword">namespace </span>ann {</div><div class="line"><a name="l00029"></a><span class="lineno"> 29</span>&#160;</div><div class="line"><a name="l00039"></a><span class="lineno"> 39</span>&#160;<span class="keyword">template</span> &lt;</div><div class="line"><a name="l00040"></a><span class="lineno"> 40</span>&#160; <span class="keyword">typename</span> InputDataType = arma::mat,</div><div class="line"><a name="l00041"></a><span class="lineno"> 41</span>&#160; <span class="keyword">typename</span> OutputDataType = arma::mat</div><div class="line"><a name="l00042"></a><span class="lineno"> 42</span>&#160;&gt;</div><div class="line"><a name="l00043"></a><span class="lineno"> 43</span>&#160;<span class="keyword">class </span>Recurrent</div><div class="line"><a name="l00044"></a><span class="lineno"> 44</span>&#160;{</div><div class="line"><a name="l00045"></a><span class="lineno"> 45</span>&#160; <span class="keyword">public</span>:</div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> StartModuleType,</div><div class="line"><a name="l00056"></a><span class="lineno"> 56</span>&#160; <span class="keyword">typename</span> InputModuleType,</div><div class="line"><a name="l00057"></a><span class="lineno"> 57</span>&#160; <span class="keyword">typename</span> FeedbackModuleType,</div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span>&#160; <span class="keyword">typename</span> TransferModuleType&gt;</div><div class="line"><a name="l00059"></a><span class="lineno"> 59</span>&#160; <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#af05d437e94e516bddd88ff384124c67a">Recurrent</a>(<span class="keyword">const</span> StartModuleType&amp; start,</div><div class="line"><a name="l00060"></a><span class="lineno"> 60</span>&#160; <span class="keyword">const</span> InputModuleType&amp; input,</div><div class="line"><a name="l00061"></a><span class="lineno"> 61</span>&#160; <span class="keyword">const</span> FeedbackModuleType&amp; feedback,</div><div class="line"><a name="l00062"></a><span class="lineno"> 62</span>&#160; <span class="keyword">const</span> TransferModuleType&amp; transfer,</div><div class="line"><a name="l00063"></a><span class="lineno"> 63</span>&#160; <span class="keyword">const</span> <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#aeb7fd68876797c41861e8e852b29b440">rho</a>);</div><div class="line"><a name="l00064"></a><span class="lineno"> 64</span>&#160;</div><div class="line"><a name="l00072"></a><span class="lineno"> 72</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> eT&gt;</div><div class="line"><a name="l00073"></a><span class="lineno"> 73</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#ad215b6398e2a511a8634888e736354ff">Forward</a>(arma::Mat&lt;eT&gt;&amp;&amp; input, arma::Mat&lt;eT&gt;&amp;&amp; output);</div><div class="line"><a name="l00074"></a><span class="lineno"> 74</span>&#160;</div><div class="line"><a name="l00084"></a><span class="lineno"> 84</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> eT&gt;</div><div class="line"><a name="l00085"></a><span class="lineno"> 85</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a766e58deeea4761638e737553cd4d79c">Backward</a>(<span class="keyword">const</span> arma::Mat&lt;eT&gt;&amp;&amp; <span class="comment">/* input */</span>,</div><div class="line"><a name="l00086"></a><span class="lineno"> 86</span>&#160; arma::Mat&lt;eT&gt;&amp;&amp; gy,</div><div class="line"><a name="l00087"></a><span class="lineno"> 87</span>&#160; arma::Mat&lt;eT&gt;&amp;&amp; g);</div><div class="line"><a name="l00088"></a><span class="lineno"> 88</span>&#160;</div><div class="line"><a name="l00089"></a><span class="lineno"> 89</span>&#160; <span class="comment">/*</span></div><div class="line"><a name="l00090"></a><span class="lineno"> 90</span>&#160;<span class="comment"> * Calculate the gradient using the output delta and the input activation.</span></div><div class="line"><a name="l00091"></a><span class="lineno"> 91</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00092"></a><span class="lineno"> 92</span>&#160;<span class="comment"> * @param input The input parameter used for calculating the gradient.</span></div><div class="line"><a name="l00093"></a><span class="lineno"> 93</span>&#160;<span class="comment"> * @param error The calculated error.</span></div><div class="line"><a name="l00094"></a><span class="lineno"> 94</span>&#160;<span class="comment"> * @param gradient The calculated gradient.</span></div><div class="line"><a name="l00095"></a><span class="lineno"> 95</span>&#160;<span class="comment"> */</span></div><div class="line"><a name="l00096"></a><span class="lineno"> 96</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> eT&gt;</div><div class="line"><a name="l00097"></a><span class="lineno"> 97</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a88c832dd282cbe56a7426fa422f9f7db">Gradient</a>(arma::Mat&lt;eT&gt;&amp;&amp; input,</div><div class="line"><a name="l00098"></a><span class="lineno"> 98</span>&#160; arma::Mat&lt;eT&gt;&amp;&amp; error,</div><div class="line"><a name="l00099"></a><span class="lineno"> 99</span>&#160; arma::Mat&lt;eT&gt;&amp;&amp; <span class="comment">/* gradient */</span>);</div><div class="line"><a name="l00100"></a><span class="lineno"> 100</span>&#160;</div><div class="line"><a name="l00102"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Recurrent.html#a931f34df6406620a2600ae25791d8610"> 102</a></span>&#160; std::vector&lt;LayerTypes&gt;&amp; <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a931f34df6406620a2600ae25791d8610">Model</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a4123bbb62bf9524c448fdfb10b420135">network</a>; }</div><div class="line"><a name="l00103"></a><span class="lineno"> 103</span>&#160;</div><div class="line"><a name="l00105"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Recurrent.html#aa37c0bf2839a9ce5aaa35861150e1b78"> 105</a></span>&#160; <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#aa37c0bf2839a9ce5aaa35861150e1b78">Deterministic</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a1a925b5f4c7dbd9a416e78bf290a75cd">deterministic</a>; }</div><div class="line"><a name="l00107"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Recurrent.html#ae5153ecd5c76416908d28e92d727bf7b"> 107</a></span>&#160; <span class="keywordtype">bool</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#ae5153ecd5c76416908d28e92d727bf7b">Deterministic</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a1a925b5f4c7dbd9a416e78bf290a75cd">deterministic</a>; }</div><div class="line"><a name="l00108"></a><span class="lineno"> 108</span>&#160;</div><div class="line"><a name="l00110"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Recurrent.html#abafe609d15a8d290a36dd00be63cdec5"> 110</a></span>&#160; OutputDataType <span class="keyword">const</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#abafe609d15a8d290a36dd00be63cdec5">Parameters</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a4728732da585c24d992374d5af239d7a">parameters</a>; }</div><div class="line"><a name="l00112"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Recurrent.html#a3181a0d5fa558549544d0ad99033a194"> 112</a></span>&#160; OutputDataType&amp; <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a3181a0d5fa558549544d0ad99033a194">Parameters</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a4728732da585c24d992374d5af239d7a">parameters</a>; }</div><div class="line"><a name="l00113"></a><span class="lineno"> 113</span>&#160;</div><div class="line"><a name="l00115"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Recurrent.html#aafd230c0d46c9f340eae8c20a2e80151"> 115</a></span>&#160; InputDataType <span class="keyword">const</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#aafd230c0d46c9f340eae8c20a2e80151">InputParameter</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a2a5fe901b5047c5ed223e3088f057ddd">inputParameter</a>; }</div><div class="line"><a name="l00117"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Recurrent.html#aca101193f954c71152e351edcd5fe959"> 117</a></span>&#160; InputDataType&amp; <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#aca101193f954c71152e351edcd5fe959">InputParameter</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a2a5fe901b5047c5ed223e3088f057ddd">inputParameter</a>; }</div><div class="line"><a name="l00118"></a><span class="lineno"> 118</span>&#160;</div><div class="line"><a name="l00120"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Recurrent.html#aec9c8efa52ef0eeacc080411d777d949"> 120</a></span>&#160; OutputDataType <span class="keyword">const</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#aec9c8efa52ef0eeacc080411d777d949">OutputParameter</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a559c05249de1b3734db8b77078052a6e">outputParameter</a>; }</div><div class="line"><a name="l00122"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Recurrent.html#a5ccf2bf4f42824a5a3544037dec54dc1"> 122</a></span>&#160; OutputDataType&amp; <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a5ccf2bf4f42824a5a3544037dec54dc1">OutputParameter</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a559c05249de1b3734db8b77078052a6e">outputParameter</a>; }</div><div class="line"><a name="l00123"></a><span class="lineno"> 123</span>&#160;</div><div class="line"><a name="l00125"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Recurrent.html#a3248b4444ff26bb8a85ccd5f0d84353c"> 125</a></span>&#160; OutputDataType <span class="keyword">const</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a3248b4444ff26bb8a85ccd5f0d84353c">Delta</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a3727f375b173307a3a700aa5c27bdcf7">delta</a>; }</div><div class="line"><a name="l00127"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Recurrent.html#a21ed530dbcf29000369ad15762ed8a23"> 127</a></span>&#160; OutputDataType&amp; <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a21ed530dbcf29000369ad15762ed8a23">Delta</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a3727f375b173307a3a700aa5c27bdcf7">delta</a>; 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<a class="code" href="namespacemlpack_1_1ann.html#ab8d68f366a3cbbbc1f0f4990ec70c645">LayerTypes</a> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#ac5bb72c25bbf927734ad72ded242e57b">transferModule</a>;</div><div class="line"><a name="l00152"></a><span class="lineno"> 152</span>&#160;</div><div class="line"><a name="l00154"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Recurrent.html#aeb7fd68876797c41861e8e852b29b440"> 154</a></span>&#160; <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#aeb7fd68876797c41861e8e852b29b440">rho</a>;</div><div class="line"><a name="l00155"></a><span class="lineno"> 155</span>&#160;</div><div class="line"><a name="l00157"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Recurrent.html#ae729ca9da4d409f3bbaa067482ad2aba"> 157</a></span>&#160; <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#ae729ca9da4d409f3bbaa067482ad2aba">forwardStep</a>;</div><div class="line"><a name="l00158"></a><span class="lineno"> 158</span>&#160;</div><div class="line"><a name="l00160"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Recurrent.html#ac2fa0d6333c56558be9226ff45c609f9"> 160</a></span>&#160; 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OutputDataType <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a559c05249de1b3734db8b77078052a6e">outputParameter</a>;</div><div class="line"><a name="l00206"></a><span class="lineno"> 206</span>&#160;</div><div class="line"><a name="l00208"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Recurrent.html#a376c8da620fc53ebcb0d63facdbe7459"> 208</a></span>&#160; arma::mat <a class="code" href="classmlpack_1_1ann_1_1Recurrent.html#a376c8da620fc53ebcb0d63facdbe7459">recurrentError</a>;</div><div class="line"><a name="l00209"></a><span class="lineno"> 209</span>&#160;}; <span class="comment">// class Recurrent</span></div><div class="line"><a name="l00210"></a><span class="lineno"> 210</span>&#160;</div><div class="line"><a name="l00211"></a><span class="lineno"> 211</span>&#160;} <span class="comment">// namespace ann</span></div><div class="line"><a name="l00212"></a><span class="lineno"> 212</span>&#160;} <span class="comment">// namespace mlpack</span></div><div class="line"><a name="l00213"></a><span class="lineno"> 213</span>&#160;</div><div class="line"><a name="l00214"></a><span class="lineno"> 214</span>&#160;<span class="comment">// Include implementation.</span></div><div class="line"><a name="l00215"></a><span class="lineno"> 215</span>&#160;<span class="preprocessor">#include &quot;recurrent_impl.hpp&quot;</span></div><div class="line"><a name="l00216"></a><span class="lineno"> 216</span>&#160;</div><div class="line"><a name="l00217"></a><span class="lineno"> 217</span>&#160;<span class="preprocessor">#endif</span></div><div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a88c832dd282cbe56a7426fa422f9f7db"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a88c832dd282cbe56a7426fa422f9f7db">mlpack::ann::Recurrent::Gradient</a></div><div class="ttdeci">OutputDataType const &amp; 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<div class="ttc" id="add__merge_8hpp_html"><div class="ttname"><a href="add__merge_8hpp.html">add_merge.hpp</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a766e58deeea4761638e737553cd4d79c"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a766e58deeea4761638e737553cd4d79c">mlpack::ann::Recurrent::Backward</a></div><div class="ttdeci">void Backward(const arma::Mat&lt; eT &gt; &amp;&amp;, arma::Mat&lt; eT &gt; &amp;&amp;gy, arma::Mat&lt; eT &gt; &amp;&amp;g)</div><div class="ttdoc">Ordinary feed backward pass of a neural network, calculating the function f(x) by propagating x backw...</div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a32944a55da03d7f5050121073e6169ae"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a32944a55da03d7f5050121073e6169ae">mlpack::ann::Recurrent::gradient</a></div><div class="ttdeci">OutputDataType gradient</div><div class="ttdoc">Locally-stored gradient object. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00199">recurrent.hpp:199</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a54e420374e49a667649744aed9dab574"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a54e420374e49a667649744aed9dab574">mlpack::ann::Recurrent::feedbackModule</a></div><div class="ttdeci">LayerTypes feedbackModule</div><div class="ttdoc">Locally-stored feedback module. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00148">recurrent.hpp:148</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_ae729ca9da4d409f3bbaa067482ad2aba"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#ae729ca9da4d409f3bbaa067482ad2aba">mlpack::ann::Recurrent::forwardStep</a></div><div class="ttdeci">size_t forwardStep</div><div class="ttdoc">Locally-stored number of forward steps. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00157">recurrent.hpp:157</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a2a5fe901b5047c5ed223e3088f057ddd"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a2a5fe901b5047c5ed223e3088f057ddd">mlpack::ann::Recurrent::inputParameter</a></div><div class="ttdeci">InputDataType inputParameter</div><div class="ttdoc">Locally-stored input parameter object. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00202">recurrent.hpp:202</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_abafe609d15a8d290a36dd00be63cdec5"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#abafe609d15a8d290a36dd00be63cdec5">mlpack::ann::Recurrent::Parameters</a></div><div class="ttdeci">OutputDataType const &amp; Parameters() const </div><div class="ttdoc">Get the parameters. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00110">recurrent.hpp:110</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a5ccf2bf4f42824a5a3544037dec54dc1"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a5ccf2bf4f42824a5a3544037dec54dc1">mlpack::ann::Recurrent::OutputParameter</a></div><div class="ttdeci">OutputDataType &amp; OutputParameter()</div><div class="ttdoc">Modify the output parameter. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00122">recurrent.hpp:122</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_aca101193f954c71152e351edcd5fe959"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#aca101193f954c71152e351edcd5fe959">mlpack::ann::Recurrent::InputParameter</a></div><div class="ttdeci">InputDataType &amp; InputParameter()</div><div class="ttdoc">Modify the input parameter. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00117">recurrent.hpp:117</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_aa37c0bf2839a9ce5aaa35861150e1b78"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#aa37c0bf2839a9ce5aaa35861150e1b78">mlpack::ann::Recurrent::Deterministic</a></div><div class="ttdeci">bool Deterministic() const </div><div class="ttdoc">The value of the deterministic parameter. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00105">recurrent.hpp:105</a></div></div>
<div class="ttc" id="namespacemlpack_html"><div class="ttname"><a href="namespacemlpack.html">mlpack</a></div><div class="ttdoc">Linear algebra utility functions, generally performed on matrices or vectors. </div><div class="ttdef"><b>Definition:</b> <a href="binarize_8hpp_source.html#l00018">binarize.hpp:18</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_ac2fa0d6333c56558be9226ff45c609f9"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#ac2fa0d6333c56558be9226ff45c609f9">mlpack::ann::Recurrent::backwardStep</a></div><div class="ttdeci">size_t backwardStep</div><div class="ttdoc">Locally-stored number of backward steps. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00160">recurrent.hpp:160</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a5208e47e9096a235572e20cf9de312a0"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a5208e47e9096a235572e20cf9de312a0">mlpack::ann::Recurrent::weightSizeVisitor</a></div><div class="ttdeci">WeightSizeVisitor weightSizeVisitor</div><div class="ttdoc">Locally-stored weight size visitor. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00184">recurrent.hpp:184</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_ae5153ecd5c76416908d28e92d727bf7b"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#ae5153ecd5c76416908d28e92d727bf7b">mlpack::ann::Recurrent::Deterministic</a></div><div class="ttdeci">bool &amp; Deterministic()</div><div class="ttdoc">Modify the value of the deterministic parameter. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00107">recurrent.hpp:107</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a366b58c20d4e4171d0dc6a2693f6cf04"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a366b58c20d4e4171d0dc6a2693f6cf04">mlpack::ann::Recurrent::Serialize</a></div><div class="ttdeci">void Serialize(Archive &amp;ar, const unsigned int)</div><div class="ttdoc">Serialize the layer. </div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a4728732da585c24d992374d5af239d7a"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a4728732da585c24d992374d5af239d7a">mlpack::ann::Recurrent::parameters</a></div><div class="ttdeci">OutputDataType parameters</div><div class="ttdoc">Locally-stored weight object. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00169">recurrent.hpp:169</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a5305b9f3ee303647d2be697b260de258"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a5305b9f3ee303647d2be697b260de258">mlpack::ann::Recurrent::mergeModule</a></div><div class="ttdeci">LayerTypes mergeModule</div><div class="ttdoc">Locally-stored merge module. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00181">recurrent.hpp:181</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1WeightSizeVisitor_html"><div class="ttname"><a href="classmlpack_1_1ann_1_1WeightSizeVisitor.html">mlpack::ann::WeightSizeVisitor</a></div><div class="ttdoc">WeightSizeVisitor returns the number of weights of the given module. </div><div class="ttdef"><b>Definition:</b> <a href="weight__size__visitor_8hpp_source.html#l00028">weight_size_visitor.hpp:28</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_af05d437e94e516bddd88ff384124c67a"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#af05d437e94e516bddd88ff384124c67a">mlpack::ann::Recurrent::Recurrent</a></div><div class="ttdeci">Recurrent(const StartModuleType &amp;start, const InputModuleType &amp;input, const FeedbackModuleType &amp;feedback, const TransferModuleType &amp;transfer, const size_t rho)</div><div class="ttdoc">Create the Recurrent object using the specified modules. </div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a21ed530dbcf29000369ad15762ed8a23"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a21ed530dbcf29000369ad15762ed8a23">mlpack::ann::Recurrent::Delta</a></div><div class="ttdeci">OutputDataType &amp; Delta()</div><div class="ttdoc">Modify the delta. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00127">recurrent.hpp:127</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a4123bbb62bf9524c448fdfb10b420135"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a4123bbb62bf9524c448fdfb10b420135">mlpack::ann::Recurrent::network</a></div><div class="ttdeci">std::vector&lt; LayerTypes &gt; network</div><div class="ttdoc">Locally-stored model modules. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00178">recurrent.hpp:178</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a7c999d5bb8c948f59fb4980bd5c82e12"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a7c999d5bb8c948f59fb4980bd5c82e12">mlpack::ann::Recurrent::outputParameterVisitor</a></div><div class="ttdeci">OutputParameterVisitor outputParameterVisitor</div><div class="ttdoc">Locally-stored output parameter visitor. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00190">recurrent.hpp:190</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_aaac8d4c3ed232854766af853aa3f2940"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#aaac8d4c3ed232854766af853aa3f2940">mlpack::ann::Recurrent::Gradient</a></div><div class="ttdeci">OutputDataType &amp; Gradient()</div><div class="ttdoc">Modify the gradient. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00132">recurrent.hpp:132</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a559c05249de1b3734db8b77078052a6e"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a559c05249de1b3734db8b77078052a6e">mlpack::ann::Recurrent::outputParameter</a></div><div class="ttdeci">OutputDataType outputParameter</div><div class="ttdoc">Locally-stored output parameter object. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00205">recurrent.hpp:205</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_aec9c8efa52ef0eeacc080411d777d949"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#aec9c8efa52ef0eeacc080411d777d949">mlpack::ann::Recurrent::OutputParameter</a></div><div class="ttdeci">OutputDataType const &amp; OutputParameter() const </div><div class="ttdoc">Get the output parameter. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00120">recurrent.hpp:120</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a38d011511ac84cfaf3e254e2963bc0fd"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a38d011511ac84cfaf3e254e2963bc0fd">mlpack::ann::Recurrent::feedbackOutputParameter</a></div><div class="ttdeci">std::vector&lt; arma::mat &gt; feedbackOutputParameter</div><div class="ttdoc">Locally-stored feedback output parameters. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00193">recurrent.hpp:193</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a2486950ebb769266e5dfa94761412947"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a2486950ebb769266e5dfa94761412947">mlpack::ann::Recurrent::startModule</a></div><div class="ttdeci">LayerTypes startModule</div><div class="ttdoc">Locally-stored start module. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00142">recurrent.hpp:142</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1OutputParameterVisitor_html"><div class="ttname"><a href="classmlpack_1_1ann_1_1OutputParameterVisitor.html">mlpack::ann::OutputParameterVisitor</a></div><div class="ttdoc">OutputParameterVisitor exposes the output parameter of the given module. </div><div class="ttdef"><b>Definition:</b> <a href="output__parameter__visitor_8hpp_source.html#l00027">output_parameter_visitor.hpp:27</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a3248b4444ff26bb8a85ccd5f0d84353c"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a3248b4444ff26bb8a85ccd5f0d84353c">mlpack::ann::Recurrent::Delta</a></div><div class="ttdeci">OutputDataType const &amp; Delta() const </div><div class="ttdoc">Get the delta. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00125">recurrent.hpp:125</a></div></div>
<div class="ttc" id="namespacemlpack_1_1ann_html_ab8d68f366a3cbbbc1f0f4990ec70c645"><div class="ttname"><a href="namespacemlpack_1_1ann.html#ab8d68f366a3cbbbc1f0f4990ec70c645">mlpack::ann::LayerTypes</a></div><div class="ttdeci">boost::variant&lt; Add&lt; arma::mat, arma::mat &gt; *, AddMerge&lt; arma::mat, arma::mat &gt; *, BaseLayer&lt; LogisticFunction, arma::mat, arma::mat &gt; *, BaseLayer&lt; IdentityFunction, arma::mat, arma::mat &gt; *, BaseLayer&lt; TanhFunction, arma::mat, arma::mat &gt; *, BaseLayer&lt; RectifierFunction, arma::mat, arma::mat &gt; *, Concat&lt; arma::mat, arma::mat &gt; *, ConcatPerformance&lt; NegativeLogLikelihood&lt; arma::mat, arma::mat &gt;, arma::mat, arma::mat &gt; *, Constant&lt; arma::mat, arma::mat &gt; *, Convolution&lt; NaiveConvolution&lt; ValidConvolution &gt;, NaiveConvolution&lt; FullConvolution &gt;, NaiveConvolution&lt; ValidConvolution &gt;, arma::mat, arma::mat &gt; *, DropConnect&lt; arma::mat, arma::mat &gt; *, Dropout&lt; arma::mat, arma::mat &gt; *, Glimpse&lt; arma::mat, arma::mat &gt; *, HardTanH&lt; arma::mat, arma::mat &gt; *, Join&lt; arma::mat, arma::mat &gt; *, LeakyReLU&lt; arma::mat, arma::mat &gt; *, Linear&lt; arma::mat, arma::mat &gt; *, LinearNoBias&lt; arma::mat, arma::mat &gt; *, LogSoftMax&lt; arma::mat, arma::mat &gt; *, Lookup&lt; arma::mat, arma::mat &gt; *, LSTM&lt; arma::mat, arma::mat &gt; *, MaxPooling&lt; arma::mat, arma::mat &gt; *, MeanPooling&lt; arma::mat, arma::mat &gt; *, MeanSquaredError&lt; arma::mat, arma::mat &gt; *, MultiplyConstant&lt; arma::mat, arma::mat &gt; *, NegativeLogLikelihood&lt; arma::mat, arma::mat &gt; *, PReLU&lt; arma::mat, arma::mat &gt; *, Recurrent&lt; arma::mat, arma::mat &gt; *, RecurrentAttention&lt; arma::mat, arma::mat &gt; *, ReinforceNormal&lt; arma::mat, arma::mat &gt; *, Select&lt; arma::mat, arma::mat &gt; *, Sequential&lt; arma::mat, arma::mat &gt; *, VRClassReward&lt; arma::mat, arma::mat &gt; * &gt; LayerTypes</div><div class="ttdef"><b>Definition:</b> <a href="layer__types_8hpp_source.html#l00115">layer_types.hpp:115</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a3181a0d5fa558549544d0ad99033a194"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a3181a0d5fa558549544d0ad99033a194">mlpack::ann::Recurrent::Parameters</a></div><div class="ttdeci">OutputDataType &amp; Parameters()</div><div class="ttdoc">Modify the parameters. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00112">recurrent.hpp:112</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a931f34df6406620a2600ae25791d8610"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a931f34df6406620a2600ae25791d8610">mlpack::ann::Recurrent::Model</a></div><div class="ttdeci">std::vector&lt; LayerTypes &gt; &amp; Model()</div><div class="ttdoc">Get the model modules. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00102">recurrent.hpp:102</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_ace1a02b0d85863b187c1a44260bc6b77"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#ace1a02b0d85863b187c1a44260bc6b77">mlpack::ann::Recurrent::deltaVisitor</a></div><div class="ttdeci">DeltaVisitor deltaVisitor</div><div class="ttdoc">Locally-stored delta visitor. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00187">recurrent.hpp:187</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a376c8da620fc53ebcb0d63facdbe7459"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a376c8da620fc53ebcb0d63facdbe7459">mlpack::ann::Recurrent::recurrentError</a></div><div class="ttdeci">arma::mat recurrentError</div><div class="ttdoc">Locally-stored recurrent error parameter. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00208">recurrent.hpp:208</a></div></div>
<div class="ttc" id="core_8hpp_html"><div class="ttname"><a href="core_8hpp.html">core.hpp</a></div><div class="ttdoc">Include all of the base components required to write MLPACK methods, and the main MLPACK Doxygen docu...</div></div>
<div class="ttc" id="sequential_8hpp_html"><div class="ttname"><a href="sequential_8hpp.html">sequential.hpp</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a7a9322196efa93d8f84a624bb3788a7e"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a7a9322196efa93d8f84a624bb3788a7e">mlpack::ann::Recurrent::initialModule</a></div><div class="ttdeci">LayerTypes initialModule</div><div class="ttdoc">Locally-stored initial module. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00172">recurrent.hpp:172</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_ac5bb72c25bbf927734ad72ded242e57b"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#ac5bb72c25bbf927734ad72ded242e57b">mlpack::ann::Recurrent::transferModule</a></div><div class="ttdeci">LayerTypes transferModule</div><div class="ttdoc">Locally-stored transfer module. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00151">recurrent.hpp:151</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DeltaVisitor_html"><div class="ttname"><a href="classmlpack_1_1ann_1_1DeltaVisitor.html">mlpack::ann::DeltaVisitor</a></div><div class="ttdoc">DeltaVisitor exposes the delta parameter of the given module. </div><div class="ttdef"><b>Definition:</b> <a href="delta__visitor_8hpp_source.html#l00027">delta_visitor.hpp:27</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a1a925b5f4c7dbd9a416e78bf290a75cd"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a1a925b5f4c7dbd9a416e78bf290a75cd">mlpack::ann::Recurrent::deterministic</a></div><div class="ttdeci">bool deterministic</div><div class="ttdoc">If true dropout and scaling is disabled, see notes above. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00166">recurrent.hpp:166</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a3727f375b173307a3a700aa5c27bdcf7"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a3727f375b173307a3a700aa5c27bdcf7">mlpack::ann::Recurrent::delta</a></div><div class="ttdeci">OutputDataType delta</div><div class="ttdoc">Locally-stored delta object. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00196">recurrent.hpp:196</a></div></div>
<div class="ttc" id="layer__types_8hpp_html"><div class="ttname"><a href="layer__types_8hpp.html">layer_types.hpp</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a84a650d362558700e410d28e6ed5a901"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a84a650d362558700e410d28e6ed5a901">mlpack::ann::Recurrent::inputModule</a></div><div class="ttdeci">LayerTypes inputModule</div><div class="ttdoc">Locally-stored input module. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00145">recurrent.hpp:145</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_aafd230c0d46c9f340eae8c20a2e80151"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#aafd230c0d46c9f340eae8c20a2e80151">mlpack::ann::Recurrent::InputParameter</a></div><div class="ttdeci">InputDataType const &amp; InputParameter() const </div><div class="ttdoc">Get the input parameter. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00115">recurrent.hpp:115</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a0c07941f505b0ee3dbff2d5abf83fa01"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a0c07941f505b0ee3dbff2d5abf83fa01">mlpack::ann::Recurrent::gradientStep</a></div><div class="ttdeci">size_t gradientStep</div><div class="ttdoc">Locally-stored number of gradient steps. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00163">recurrent.hpp:163</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_aeb7fd68876797c41861e8e852b29b440"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#aeb7fd68876797c41861e8e852b29b440">mlpack::ann::Recurrent::rho</a></div><div class="ttdeci">size_t rho</div><div class="ttdoc">Number of steps to backpropagate through time (BPTT). </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00154">recurrent.hpp:154</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_a6ad48934e12bba9af369d6a1db320690"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#a6ad48934e12bba9af369d6a1db320690">mlpack::ann::Recurrent::recurrentModule</a></div><div class="ttdeci">LayerTypes recurrentModule</div><div class="ttdoc">Locally-stored recurrent module. </div><div class="ttdef"><b>Definition:</b> <a href="recurrent_8hpp_source.html#l00175">recurrent.hpp:175</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Recurrent_html_ad215b6398e2a511a8634888e736354ff"><div class="ttname"><a href="classmlpack_1_1ann_1_1Recurrent.html#ad215b6398e2a511a8634888e736354ff">mlpack::ann::Recurrent::Forward</a></div><div class="ttdeci">void Forward(arma::Mat&lt; eT &gt; &amp;&amp;input, arma::Mat&lt; eT &gt; &amp;&amp;output)</div><div class="ttdoc">Ordinary feed forward pass of a neural network, evaluating the function f(x) by propagating the activ...</div></div>
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