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<a href="sequential_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_SEQUENTIAL_HPP</span></div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span>&#160;<span class="preprocessor">#define MLPACK_METHODS_ANN_LAYER_SEQUENTIAL_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="prereqs_8hpp.html">mlpack/prereqs.hpp</a>&gt;</span></div><div class="line"><a name="l00017"></a><span class="lineno"> 17</span>&#160;</div><div class="line"><a name="l00018"></a><span class="lineno"> 18</span>&#160;<span class="preprocessor">#include &lt;boost/ptr_container/ptr_vector.hpp&gt;</span></div><div class="line"><a name="l00019"></a><span class="lineno"> 19</span>&#160;</div><div class="line"><a name="l00020"></a><span class="lineno"> 20</span>&#160;<span class="preprocessor">#include &quot;../visitor/delete_visitor.hpp&quot;</span></div><div class="line"><a name="l00021"></a><span class="lineno"> 21</span>&#160;<span class="preprocessor">#include &quot;../visitor/delta_visitor.hpp&quot;</span></div><div class="line"><a name="l00022"></a><span class="lineno"> 22</span>&#160;<span class="preprocessor">#include &quot;../visitor/output_height_visitor.hpp&quot;</span></div><div class="line"><a name="l00023"></a><span class="lineno"> 23</span>&#160;<span class="preprocessor">#include &quot;../visitor/output_parameter_visitor.hpp&quot;</span></div><div class="line"><a name="l00024"></a><span class="lineno"> 24</span>&#160;<span class="preprocessor">#include &quot;../visitor/output_width_visitor.hpp&quot;</span></div><div class="line"><a name="l00025"></a><span class="lineno"> 25</span>&#160;</div><div class="line"><a name="l00026"></a><span class="lineno"> 26</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="l00027"></a><span class="lineno"> 27</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="l00028"></a><span class="lineno"> 28</span>&#160;</div><div class="line"><a name="l00029"></a><span class="lineno"> 29</span>&#160;<span class="keyword">namespace </span><a class="code" href="namespacemlpack.html">mlpack</a> {</div><div class="line"><a name="l00030"></a><span class="lineno"> 30</span>&#160;<span class="keyword">namespace </span>ann {</div><div class="line"><a name="l00031"></a><span class="lineno"> 31</span>&#160;</div><div class="line"><a name="l00042"></a><span class="lineno"> 42</span>&#160;<span class="keyword">template</span> &lt;</div><div class="line"><a name="l00043"></a><span class="lineno"> 43</span>&#160; <span class="keyword">typename</span> InputDataType = arma::mat,</div><div class="line"><a name="l00044"></a><span class="lineno"> 44</span>&#160; <span class="keyword">typename</span> OutputDataType = arma::mat</div><div class="line"><a name="l00045"></a><span class="lineno"> 45</span>&#160;&gt;</div><div class="line"><a name="l00046"></a><span class="lineno"> 46</span>&#160;<span class="keyword">class </span>Sequential</div><div class="line"><a name="l00047"></a><span class="lineno"> 47</span>&#160;{</div><div class="line"><a name="l00048"></a><span class="lineno"> 48</span>&#160; <span class="keyword">public</span>:</div><div class="line"><a name="l00049"></a><span class="lineno"> 49</span>&#160;</div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span>&#160; <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a8ed1d49ba206766fa101e72e77b468e6">Sequential</a>(<span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a96fd3b91841f5e45c19abd0ac3b49882">model</a> = <span class="keyword">true</span>);</div><div class="line"><a name="l00056"></a><span class="lineno"> 56</span>&#160;</div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span>&#160; <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a59a39fc9061541f99a7bf37b8aeed73d">~Sequential</a>();</div><div class="line"><a name="l00059"></a><span class="lineno"> 59</span>&#160;</div><div class="line"><a name="l00067"></a><span class="lineno"> 67</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> eT&gt;</div><div class="line"><a name="l00068"></a><span class="lineno"> 68</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a3eb471d921b4eb3ebda0c9c2b29fc2ae">Forward</a>(arma::Mat&lt;eT&gt;&amp;&amp; input, arma::Mat&lt;eT&gt;&amp;&amp; output);</div><div class="line"><a name="l00069"></a><span class="lineno"> 69</span>&#160;</div><div class="line"><a name="l00079"></a><span class="lineno"> 79</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> eT&gt;</div><div class="line"><a name="l00080"></a><span class="lineno"> 80</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#aeb8db4006eea06a15dd3d23c2671db05">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="l00081"></a><span class="lineno"> 81</span>&#160; arma::Mat&lt;eT&gt;&amp;&amp; gy,</div><div class="line"><a name="l00082"></a><span class="lineno"> 82</span>&#160; arma::Mat&lt;eT&gt;&amp;&amp; g);</div><div class="line"><a name="l00083"></a><span class="lineno"> 83</span>&#160;</div><div class="line"><a name="l00084"></a><span class="lineno"> 84</span>&#160; <span class="comment">/*</span></div><div class="line"><a name="l00085"></a><span class="lineno"> 85</span>&#160;<span class="comment"> * Calculate the gradient using the output delta and the input activation.</span></div><div class="line"><a name="l00086"></a><span class="lineno"> 86</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00087"></a><span class="lineno"> 87</span>&#160;<span class="comment"> * @param input The input parameter used for calculating the gradient.</span></div><div class="line"><a name="l00088"></a><span class="lineno"> 88</span>&#160;<span class="comment"> * @param error The calculated error.</span></div><div class="line"><a name="l00089"></a><span class="lineno"> 89</span>&#160;<span class="comment"> * @param gradient The calculated gradient.</span></div><div class="line"><a name="l00090"></a><span class="lineno"> 90</span>&#160;<span class="comment"> */</span></div><div class="line"><a name="l00091"></a><span class="lineno"> 91</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> eT&gt;</div><div class="line"><a name="l00092"></a><span class="lineno"> 92</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#ae659334e377f4571f16c7d76492c0b36">Gradient</a>(arma::Mat&lt;eT&gt;&amp;&amp; input,</div><div class="line"><a name="l00093"></a><span class="lineno"> 93</span>&#160; arma::Mat&lt;eT&gt;&amp;&amp; error,</div><div class="line"><a name="l00094"></a><span class="lineno"> 94</span>&#160; arma::Mat&lt;eT&gt;&amp;&amp; <span class="comment">/* gradient */</span>);</div><div class="line"><a name="l00095"></a><span class="lineno"> 95</span>&#160;</div><div class="line"><a name="l00096"></a><span class="lineno"> 96</span>&#160; <span class="comment">/*</span></div><div class="line"><a name="l00097"></a><span class="lineno"> 97</span>&#160;<span class="comment"> * Add a new module to the model.</span></div><div class="line"><a name="l00098"></a><span class="lineno"> 98</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00099"></a><span class="lineno"> 99</span>&#160;<span class="comment"> * @param args The layer parameter.</span></div><div class="line"><a name="l00100"></a><span class="lineno"> 100</span>&#160;<span class="comment"> */</span></div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span>&#160; <span class="keyword">template</span> &lt;<span class="keyword">class </span>LayerType, <span class="keyword">class</span>... Args&gt;</div><div class="line"><a name="l00102"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#addaa45c48f0f4d97ad7137c07d9641df"> 102</a></span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#addaa45c48f0f4d97ad7137c07d9641df">Add</a>(Args... args) { <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a415754de69e61680fc0d90a1f46adf6c">network</a>.push_back(<span class="keyword">new</span> LayerType(args...)); }</div><div class="line"><a name="l00103"></a><span class="lineno"> 103</span>&#160;</div><div class="line"><a name="l00104"></a><span class="lineno"> 104</span>&#160; <span class="comment">/*</span></div><div class="line"><a name="l00105"></a><span class="lineno"> 105</span>&#160;<span class="comment"> * Add a new module to the model.</span></div><div class="line"><a name="l00106"></a><span class="lineno"> 106</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00107"></a><span class="lineno"> 107</span>&#160;<span class="comment"> * @param layer The Layer to be added to the model.</span></div><div class="line"><a name="l00108"></a><span class="lineno"> 108</span>&#160;<span class="comment"> */</span></div><div class="line"><a name="l00109"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#a4ab21dc30e55dc85b0bb92261ab36151"> 109</a></span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a4ab21dc30e55dc85b0bb92261ab36151">Add</a>(<a class="code" href="namespacemlpack_1_1ann.html#ab8d68f366a3cbbbc1f0f4990ec70c645">LayerTypes</a> layer) { <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a415754de69e61680fc0d90a1f46adf6c">network</a>.push_back(layer); }</div><div class="line"><a name="l00110"></a><span class="lineno"> 110</span>&#160;</div><div class="line"><a name="l00112"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#a39172376ed3734aa87d28ce45c21277c"> 112</a></span>&#160; std::vector&lt;LayerTypes&gt;&amp; <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a39172376ed3734aa87d28ce45c21277c">Model</a>()</div><div class="line"><a name="l00113"></a><span class="lineno"> 113</span>&#160; {</div><div class="line"><a name="l00114"></a><span class="lineno"> 114</span>&#160; <span class="keywordflow">if</span> (<a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a96fd3b91841f5e45c19abd0ac3b49882">model</a>)</div><div class="line"><a name="l00115"></a><span class="lineno"> 115</span>&#160; {</div><div class="line"><a name="l00116"></a><span class="lineno"> 116</span>&#160; <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a415754de69e61680fc0d90a1f46adf6c">network</a>;</div><div class="line"><a name="l00117"></a><span class="lineno"> 117</span>&#160; }</div><div class="line"><a name="l00118"></a><span class="lineno"> 118</span>&#160;</div><div class="line"><a name="l00119"></a><span class="lineno"> 119</span>&#160; <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a3b8c4ad2e8c30d87a3bad59b076a7137">empty</a>;</div><div class="line"><a name="l00120"></a><span class="lineno"> 120</span>&#160; }</div><div class="line"><a name="l00121"></a><span class="lineno"> 121</span>&#160;</div><div class="line"><a name="l00123"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#a2c1353bbad54c7d62323407d8ffaffae"> 123</a></span>&#160; <span class="keyword">const</span> arma::mat&amp; <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a2c1353bbad54c7d62323407d8ffaffae">Parameters</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#ab3dc09dab01effaa408f06ec1a57ddf5">parameters</a>; }</div><div class="line"><a name="l00125"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#ad3a215ff6815ca0e6228017a5cdeab53"> 125</a></span>&#160; arma::mat&amp; <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#ad3a215ff6815ca0e6228017a5cdeab53">Parameters</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#ab3dc09dab01effaa408f06ec1a57ddf5">parameters</a>; }</div><div class="line"><a name="l00126"></a><span class="lineno"> 126</span>&#160;</div><div class="line"><a name="l00127"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#acb96f8ee2271acead322fdb8577d6388"> 127</a></span>&#160; arma::mat <span class="keyword">const</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#acb96f8ee2271acead322fdb8577d6388">InputParameter</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#ae6c662c79d3cb58e51e5559fe0018a80">inputParameter</a>; }</div><div class="line"><a name="l00129"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#a555023bdff194503e6ffdb01f74cd9e0"> 129</a></span>&#160; arma::mat&amp; <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a555023bdff194503e6ffdb01f74cd9e0">InputParameter</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#ae6c662c79d3cb58e51e5559fe0018a80">inputParameter</a>; }</div><div class="line"><a name="l00130"></a><span class="lineno"> 130</span>&#160;</div><div class="line"><a name="l00132"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#af15ba1f534a3934b0700ec1f164e7569"> 132</a></span>&#160; arma::mat <span class="keyword">const</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#af15ba1f534a3934b0700ec1f164e7569">OutputParameter</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#ac9cb5b09cc21a68925156d69c941cd21">outputParameter</a>; }</div><div class="line"><a name="l00134"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#a2eee18ab3f637d84bc81923c59bf7887"> 134</a></span>&#160; arma::mat&amp; <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a2eee18ab3f637d84bc81923c59bf7887">OutputParameter</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#ac9cb5b09cc21a68925156d69c941cd21">outputParameter</a>; }</div><div class="line"><a name="l00135"></a><span class="lineno"> 135</span>&#160;</div><div class="line"><a name="l00137"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#a6ab3d56d82642b194d48ccc7db9beb19"> 137</a></span>&#160; arma::mat <span class="keyword">const</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a6ab3d56d82642b194d48ccc7db9beb19">Delta</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a0f6ff1a36f8fb20729f53c0962f87744">delta</a>; }</div><div class="line"><a name="l00139"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#a0e6b42947e1363e1a1c5ca93145aece4"> 139</a></span>&#160; arma::mat&amp; <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a0e6b42947e1363e1a1c5ca93145aece4">Delta</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a0f6ff1a36f8fb20729f53c0962f87744">delta</a>; }</div><div class="line"><a name="l00140"></a><span class="lineno"> 140</span>&#160;</div><div class="line"><a name="l00142"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#ae659334e377f4571f16c7d76492c0b36"> 142</a></span>&#160; arma::mat <span class="keyword">const</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#ae659334e377f4571f16c7d76492c0b36">Gradient</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a1ed6f255eaf62a481a07cfe9ff131797">gradient</a>; }</div><div class="line"><a name="l00144"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#aaa13029c3c6bb9b813031468d6882d2b"> 144</a></span>&#160; arma::mat&amp; <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#aaa13029c3c6bb9b813031468d6882d2b">Gradient</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a1ed6f255eaf62a481a07cfe9ff131797">gradient</a>; }</div><div class="line"><a name="l00145"></a><span class="lineno"> 145</span>&#160;</div><div class="line"><a name="l00149"></a><span class="lineno"> 149</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> Archive&gt;</div><div class="line"><a name="l00150"></a><span class="lineno"> 150</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#aff16070d4ce9caeacf4d13966a263085">Serialize</a>(Archive&amp; <span class="comment">/* ar */</span>, <span class="keyword">const</span> <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> <span class="comment">/* version */</span>);</div><div class="line"><a name="l00151"></a><span class="lineno"> 151</span>&#160;</div><div class="line"><a name="l00152"></a><span class="lineno"> 152</span>&#160; <span class="keyword">private</span>:</div><div class="line"><a name="l00154"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#a96fd3b91841f5e45c19abd0ac3b49882"> 154</a></span>&#160; <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a96fd3b91841f5e45c19abd0ac3b49882">model</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_1Sequential.html#a1fd066eb13bb4c50cbf5dd5b849046e1"> 157</a></span>&#160; <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a1fd066eb13bb4c50cbf5dd5b849046e1">reset</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_1Sequential.html#a415754de69e61680fc0d90a1f46adf6c"> 160</a></span>&#160; std::vector&lt;LayerTypes&gt; <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a415754de69e61680fc0d90a1f46adf6c">network</a>;</div><div class="line"><a name="l00161"></a><span class="lineno"> 161</span>&#160;</div><div class="line"><a name="l00163"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#ab3dc09dab01effaa408f06ec1a57ddf5"> 163</a></span>&#160; arma::mat <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#ab3dc09dab01effaa408f06ec1a57ddf5">parameters</a>;</div><div class="line"><a name="l00164"></a><span class="lineno"> 164</span>&#160;</div><div class="line"><a name="l00166"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#aeeb84d5e13d498ae6d95b646a65d06bd"> 166</a></span>&#160; <a class="code" href="classmlpack_1_1ann_1_1DeltaVisitor.html">DeltaVisitor</a> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#aeeb84d5e13d498ae6d95b646a65d06bd">deltaVisitor</a>;</div><div class="line"><a name="l00167"></a><span class="lineno"> 167</span>&#160;</div><div class="line"><a name="l00169"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#a3e150f3d1b3b0944a88437e0f445e062"> 169</a></span>&#160; <a class="code" href="classmlpack_1_1ann_1_1OutputParameterVisitor.html">OutputParameterVisitor</a> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a3e150f3d1b3b0944a88437e0f445e062">outputParameterVisitor</a>;</div><div class="line"><a name="l00170"></a><span class="lineno"> 170</span>&#160;</div><div class="line"><a name="l00172"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#a2b156fec37cd990b2ee0b4354328a265"> 172</a></span>&#160; <a class="code" href="classmlpack_1_1ann_1_1DeleteVisitor.html">DeleteVisitor</a> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a2b156fec37cd990b2ee0b4354328a265">deleteVisitor</a>;</div><div class="line"><a name="l00173"></a><span class="lineno"> 173</span>&#160;</div><div class="line"><a name="l00175"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#a3b8c4ad2e8c30d87a3bad59b076a7137"> 175</a></span>&#160; std::vector&lt;LayerTypes&gt; <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a3b8c4ad2e8c30d87a3bad59b076a7137">empty</a>;</div><div class="line"><a name="l00176"></a><span class="lineno"> 176</span>&#160;</div><div class="line"><a name="l00178"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#a0f6ff1a36f8fb20729f53c0962f87744"> 178</a></span>&#160; arma::mat <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a0f6ff1a36f8fb20729f53c0962f87744">delta</a>;</div><div class="line"><a name="l00179"></a><span class="lineno"> 179</span>&#160;</div><div class="line"><a name="l00181"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#ae6c662c79d3cb58e51e5559fe0018a80"> 181</a></span>&#160; arma::mat <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#ae6c662c79d3cb58e51e5559fe0018a80">inputParameter</a>;</div><div class="line"><a name="l00182"></a><span class="lineno"> 182</span>&#160;</div><div class="line"><a name="l00184"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#ac9cb5b09cc21a68925156d69c941cd21"> 184</a></span>&#160; arma::mat <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#ac9cb5b09cc21a68925156d69c941cd21">outputParameter</a>;</div><div class="line"><a name="l00185"></a><span class="lineno"> 185</span>&#160;</div><div class="line"><a name="l00187"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#a1ed6f255eaf62a481a07cfe9ff131797"> 187</a></span>&#160; arma::mat <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a1ed6f255eaf62a481a07cfe9ff131797">gradient</a>;</div><div class="line"><a name="l00188"></a><span class="lineno"> 188</span>&#160;</div><div class="line"><a name="l00190"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#af14f16d3c83eb4e2094dc8e22d46d1fa"> 190</a></span>&#160; <a class="code" href="classmlpack_1_1ann_1_1OutputWidthVisitor.html">OutputWidthVisitor</a> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#af14f16d3c83eb4e2094dc8e22d46d1fa">outputWidthVisitor</a>;</div><div class="line"><a name="l00191"></a><span class="lineno"> 191</span>&#160;</div><div class="line"><a name="l00193"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#aeb7a15c154d8ecf3aadf5978d1623cf8"> 193</a></span>&#160; <a class="code" href="classmlpack_1_1ann_1_1OutputHeightVisitor.html">OutputHeightVisitor</a> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#aeb7a15c154d8ecf3aadf5978d1623cf8">outputHeightVisitor</a>;</div><div class="line"><a name="l00194"></a><span class="lineno"> 194</span>&#160;</div><div class="line"><a name="l00196"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#a3f6521ec91f21a46dde135205815e0e7"> 196</a></span>&#160; <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a3f6521ec91f21a46dde135205815e0e7">width</a>;</div><div class="line"><a name="l00197"></a><span class="lineno"> 197</span>&#160;</div><div class="line"><a name="l00199"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Sequential.html#a2cba8c219c02bba36727941e2627e6b8"> 199</a></span>&#160; <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1ann_1_1Sequential.html#a2cba8c219c02bba36727941e2627e6b8">height</a>;</div><div class="line"><a name="l00200"></a><span class="lineno"> 200</span>&#160;}; <span class="comment">// class Sequential</span></div><div class="line"><a name="l00201"></a><span class="lineno"> 201</span>&#160;</div><div class="line"><a name="l00202"></a><span class="lineno"> 202</span>&#160;} <span class="comment">// namespace ann</span></div><div class="line"><a name="l00203"></a><span class="lineno"> 203</span>&#160;} <span class="comment">// namespace mlpack</span></div><div class="line"><a name="l00204"></a><span class="lineno"> 204</span>&#160;</div><div class="line"><a name="l00205"></a><span class="lineno"> 205</span>&#160;<span class="comment">// Include implementation.</span></div><div class="line"><a name="l00206"></a><span class="lineno"> 206</span>&#160;<span class="preprocessor">#include &quot;sequential_impl.hpp&quot;</span></div><div class="line"><a name="l00207"></a><span class="lineno"> 207</span>&#160;</div><div class="line"><a name="l00208"></a><span class="lineno"> 208</span>&#160;<span class="preprocessor">#endif</span></div><div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_ae6c662c79d3cb58e51e5559fe0018a80"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#ae6c662c79d3cb58e51e5559fe0018a80">mlpack::ann::Sequential::inputParameter</a></div><div class="ttdeci">arma::mat inputParameter</div><div class="ttdoc">Locally-stored input parameter object. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00181">sequential.hpp:181</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DeleteVisitor_html"><div class="ttname"><a href="classmlpack_1_1ann_1_1DeleteVisitor.html">mlpack::ann::DeleteVisitor</a></div><div class="ttdoc">DeleteVisitor executes the destructor of the instantiated object. </div><div class="ttdef"><b>Definition:</b> <a href="delete__visitor_8hpp_source.html#l00027">delete_visitor.hpp:27</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_ac9cb5b09cc21a68925156d69c941cd21"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#ac9cb5b09cc21a68925156d69c941cd21">mlpack::ann::Sequential::outputParameter</a></div><div class="ttdeci">arma::mat outputParameter</div><div class="ttdoc">Locally-stored output parameter object. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00184">sequential.hpp:184</a></div></div>
<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_1OutputHeightVisitor_html"><div class="ttname"><a href="classmlpack_1_1ann_1_1OutputHeightVisitor.html">mlpack::ann::OutputHeightVisitor</a></div><div class="ttdoc">OutputWidthVisitor exposes the OutputHeight() method of the given module. </div><div class="ttdef"><b>Definition:</b> <a href="output__height__visitor_8hpp_source.html#l00028">output_height_visitor.hpp:28</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_a96fd3b91841f5e45c19abd0ac3b49882"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a96fd3b91841f5e45c19abd0ac3b49882">mlpack::ann::Sequential::model</a></div><div class="ttdeci">bool model</div><div class="ttdoc">Parameter which indicates if the modules should be exposed. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00154">sequential.hpp:154</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_af15ba1f534a3934b0700ec1f164e7569"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#af15ba1f534a3934b0700ec1f164e7569">mlpack::ann::Sequential::OutputParameter</a></div><div class="ttdeci">arma::mat const &amp; OutputParameter() const </div><div class="ttdoc">Get the output parameter. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00132">sequential.hpp:132</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_a1fd066eb13bb4c50cbf5dd5b849046e1"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a1fd066eb13bb4c50cbf5dd5b849046e1">mlpack::ann::Sequential::reset</a></div><div class="ttdeci">bool reset</div><div class="ttdoc">Indicator if we already initialized the model. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00157">sequential.hpp:157</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_1Sequential_html_aff16070d4ce9caeacf4d13966a263085"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#aff16070d4ce9caeacf4d13966a263085">mlpack::ann::Sequential::Serialize</a></div><div class="ttdeci">void Serialize(Archive &amp;, const unsigned int)</div><div class="ttdoc">Serialize the layer. </div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_a555023bdff194503e6ffdb01f74cd9e0"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a555023bdff194503e6ffdb01f74cd9e0">mlpack::ann::Sequential::InputParameter</a></div><div class="ttdeci">arma::mat &amp; InputParameter()</div><div class="ttdoc">Modify the input parameter. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00129">sequential.hpp:129</a></div></div>
<div class="ttc" id="prereqs_8hpp_html"><div class="ttname"><a href="prereqs_8hpp.html">prereqs.hpp</a></div><div class="ttdoc">The core includes that mlpack expects; standard C++ includes and Armadillo. </div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_ae659334e377f4571f16c7d76492c0b36"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#ae659334e377f4571f16c7d76492c0b36">mlpack::ann::Sequential::Gradient</a></div><div class="ttdeci">arma::mat const &amp; Gradient() const </div><div class="ttdoc">Get the gradient. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00142">sequential.hpp:142</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_addaa45c48f0f4d97ad7137c07d9641df"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#addaa45c48f0f4d97ad7137c07d9641df">mlpack::ann::Sequential::Add</a></div><div class="ttdeci">void Add(Args...args)</div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00102">sequential.hpp:102</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_a3eb471d921b4eb3ebda0c9c2b29fc2ae"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a3eb471d921b4eb3ebda0c9c2b29fc2ae">mlpack::ann::Sequential::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>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_a59a39fc9061541f99a7bf37b8aeed73d"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a59a39fc9061541f99a7bf37b8aeed73d">mlpack::ann::Sequential::~Sequential</a></div><div class="ttdeci">~Sequential()</div><div class="ttdoc">Destroy the Sequential object. </div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_ad3a215ff6815ca0e6228017a5cdeab53"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#ad3a215ff6815ca0e6228017a5cdeab53">mlpack::ann::Sequential::Parameters</a></div><div class="ttdeci">arma::mat &amp; Parameters()</div><div class="ttdoc">Modify the initial point for the optimization. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00125">sequential.hpp:125</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_ab3dc09dab01effaa408f06ec1a57ddf5"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#ab3dc09dab01effaa408f06ec1a57ddf5">mlpack::ann::Sequential::parameters</a></div><div class="ttdeci">arma::mat parameters</div><div class="ttdoc">Locally-stored model parameters. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00163">sequential.hpp:163</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_a415754de69e61680fc0d90a1f46adf6c"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a415754de69e61680fc0d90a1f46adf6c">mlpack::ann::Sequential::network</a></div><div class="ttdeci">std::vector&lt; LayerTypes &gt; network</div><div class="ttdoc">Locally-stored network modules. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00160">sequential.hpp:160</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_a0e6b42947e1363e1a1c5ca93145aece4"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a0e6b42947e1363e1a1c5ca93145aece4">mlpack::ann::Sequential::Delta</a></div><div class="ttdeci">arma::mat &amp; Delta()</div><div class="ttdoc">Modify the delta. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00139">sequential.hpp:139</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_a8ed1d49ba206766fa101e72e77b468e6"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a8ed1d49ba206766fa101e72e77b468e6">mlpack::ann::Sequential::Sequential</a></div><div class="ttdeci">Sequential(const bool model=true)</div><div class="ttdoc">Create the Sequential object using the specified parameters. </div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_aaa13029c3c6bb9b813031468d6882d2b"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#aaa13029c3c6bb9b813031468d6882d2b">mlpack::ann::Sequential::Gradient</a></div><div class="ttdeci">arma::mat &amp; Gradient()</div><div class="ttdoc">Modify the gradient. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00144">sequential.hpp:144</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_1Sequential_html_a2eee18ab3f637d84bc81923c59bf7887"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a2eee18ab3f637d84bc81923c59bf7887">mlpack::ann::Sequential::OutputParameter</a></div><div class="ttdeci">arma::mat &amp; OutputParameter()</div><div class="ttdoc">Modify the output parameter. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00134">sequential.hpp:134</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_a2cba8c219c02bba36727941e2627e6b8"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a2cba8c219c02bba36727941e2627e6b8">mlpack::ann::Sequential::height</a></div><div class="ttdeci">size_t height</div><div class="ttdoc">The input height. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00199">sequential.hpp:199</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_acb96f8ee2271acead322fdb8577d6388"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#acb96f8ee2271acead322fdb8577d6388">mlpack::ann::Sequential::InputParameter</a></div><div class="ttdeci">arma::mat const &amp; InputParameter() const </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00127">sequential.hpp:127</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_1Sequential_html_a2c1353bbad54c7d62323407d8ffaffae"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a2c1353bbad54c7d62323407d8ffaffae">mlpack::ann::Sequential::Parameters</a></div><div class="ttdeci">const arma::mat &amp; Parameters() const </div><div class="ttdoc">Return the initial point for the optimization. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00123">sequential.hpp:123</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_a4ab21dc30e55dc85b0bb92261ab36151"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a4ab21dc30e55dc85b0bb92261ab36151">mlpack::ann::Sequential::Add</a></div><div class="ttdeci">void Add(LayerTypes layer)</div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00109">sequential.hpp:109</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_af14f16d3c83eb4e2094dc8e22d46d1fa"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#af14f16d3c83eb4e2094dc8e22d46d1fa">mlpack::ann::Sequential::outputWidthVisitor</a></div><div class="ttdeci">OutputWidthVisitor outputWidthVisitor</div><div class="ttdoc">Locally-stored output width visitor. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00190">sequential.hpp:190</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_a2b156fec37cd990b2ee0b4354328a265"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a2b156fec37cd990b2ee0b4354328a265">mlpack::ann::Sequential::deleteVisitor</a></div><div class="ttdeci">DeleteVisitor deleteVisitor</div><div class="ttdoc">Locally-stored delete visitor. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00172">sequential.hpp:172</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_a3e150f3d1b3b0944a88437e0f445e062"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a3e150f3d1b3b0944a88437e0f445e062">mlpack::ann::Sequential::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="sequential_8hpp_source.html#l00169">sequential.hpp:169</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_a3b8c4ad2e8c30d87a3bad59b076a7137"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a3b8c4ad2e8c30d87a3bad59b076a7137">mlpack::ann::Sequential::empty</a></div><div class="ttdeci">std::vector&lt; LayerTypes &gt; empty</div><div class="ttdoc">Locally-stored empty list of modules. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00175">sequential.hpp:175</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_1Sequential_html_a6ab3d56d82642b194d48ccc7db9beb19"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a6ab3d56d82642b194d48ccc7db9beb19">mlpack::ann::Sequential::Delta</a></div><div class="ttdeci">arma::mat const &amp; Delta() const </div><div class="ttdoc">Get the delta.e. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00137">sequential.hpp:137</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_a0f6ff1a36f8fb20729f53c0962f87744"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a0f6ff1a36f8fb20729f53c0962f87744">mlpack::ann::Sequential::delta</a></div><div class="ttdeci">arma::mat delta</div><div class="ttdoc">Locally-stored delta object. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00178">sequential.hpp:178</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_1OutputWidthVisitor_html"><div class="ttname"><a href="classmlpack_1_1ann_1_1OutputWidthVisitor.html">mlpack::ann::OutputWidthVisitor</a></div><div class="ttdoc">OutputWidthVisitor exposes the OutputWidth() method of the given module. </div><div class="ttdef"><b>Definition:</b> <a href="output__width__visitor_8hpp_source.html#l00028">output_width_visitor.hpp:28</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_aeb8db4006eea06a15dd3d23c2671db05"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#aeb8db4006eea06a15dd3d23c2671db05">mlpack::ann::Sequential::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, using 3rd-order tensors as input, calculating the function f(x) by propagating x backwards through f. </div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_aeeb84d5e13d498ae6d95b646a65d06bd"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#aeeb84d5e13d498ae6d95b646a65d06bd">mlpack::ann::Sequential::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="sequential_8hpp_source.html#l00166">sequential.hpp:166</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_a3f6521ec91f21a46dde135205815e0e7"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a3f6521ec91f21a46dde135205815e0e7">mlpack::ann::Sequential::width</a></div><div class="ttdeci">size_t width</div><div class="ttdoc">The input width. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00196">sequential.hpp:196</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_aeb7a15c154d8ecf3aadf5978d1623cf8"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#aeb7a15c154d8ecf3aadf5978d1623cf8">mlpack::ann::Sequential::outputHeightVisitor</a></div><div class="ttdeci">OutputHeightVisitor outputHeightVisitor</div><div class="ttdoc">Locally-stored output height visitor. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00193">sequential.hpp:193</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_a1ed6f255eaf62a481a07cfe9ff131797"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a1ed6f255eaf62a481a07cfe9ff131797">mlpack::ann::Sequential::gradient</a></div><div class="ttdeci">arma::mat gradient</div><div class="ttdoc">Locally-stored gradient object. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00187">sequential.hpp:187</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Sequential_html_a39172376ed3734aa87d28ce45c21277c"><div class="ttname"><a href="classmlpack_1_1ann_1_1Sequential.html#a39172376ed3734aa87d28ce45c21277c">mlpack::ann::Sequential::Model</a></div><div class="ttdeci">std::vector&lt; LayerTypes &gt; &amp; Model()</div><div class="ttdoc">Return the model modules. </div><div class="ttdef"><b>Definition:</b> <a href="sequential_8hpp_source.html#l00112">sequential.hpp:112</a></div></div>
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