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<a href="concat_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="l00012"></a><span class="lineno"> 12</span>&#160;<span class="preprocessor">#ifndef MLPACK_METHODS_ANN_LAYER_CONCAT_HPP</span></div><div class="line"><a name="l00013"></a><span class="lineno"> 13</span>&#160;<span class="preprocessor">#define MLPACK_METHODS_ANN_LAYER_CONCAT_HPP</span></div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span>&#160;</div><div class="line"><a name="l00015"></a><span class="lineno"> 15</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="l00016"></a><span class="lineno"> 16</span>&#160;</div><div class="line"><a name="l00017"></a><span class="lineno"> 17</span>&#160;<span class="preprocessor">#include &quot;../visitor/delete_visitor.hpp&quot;</span></div><div class="line"><a name="l00018"></a><span class="lineno"> 18</span>&#160;<span class="preprocessor">#include &quot;../visitor/delta_visitor.hpp&quot;</span></div><div class="line"><a name="l00019"></a><span class="lineno"> 19</span>&#160;<span class="preprocessor">#include &quot;../visitor/output_parameter_visitor.hpp&quot;</span></div><div class="line"><a name="l00020"></a><span class="lineno"> 20</span>&#160;</div><div class="line"><a name="l00021"></a><span class="lineno"> 21</span>&#160;<span class="preprocessor">#include &lt;boost/ptr_container/ptr_vector.hpp&gt;</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;</div><div class="line"><a name="l00025"></a><span class="lineno"> 25</span>&#160;<span class="keyword">namespace </span><a class="code" href="namespacemlpack.html">mlpack</a> {</div><div class="line"><a name="l00026"></a><span class="lineno"> 26</span>&#160;<span class="keyword">namespace </span>ann {</div><div class="line"><a name="l00027"></a><span class="lineno"> 27</span>&#160;</div><div class="line"><a name="l00038"></a><span class="lineno"> 38</span>&#160;<span class="keyword">template</span> &lt;</div><div class="line"><a name="l00039"></a><span class="lineno"> 39</span>&#160; <span class="keyword">typename</span> InputDataType = arma::mat,</div><div class="line"><a name="l00040"></a><span class="lineno"> 40</span>&#160; <span class="keyword">typename</span> OutputDataType = arma::mat</div><div class="line"><a name="l00041"></a><span class="lineno"> 41</span>&#160;&gt;</div><div class="line"><a name="l00042"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html"> 42</a></span>&#160;<span class="keyword">class </span><a class="code" href="classmlpack_1_1ann_1_1Concat.html">Concat</a></div><div class="line"><a name="l00043"></a><span class="lineno"> 43</span>&#160;{</div><div class="line"><a name="l00044"></a><span class="lineno"> 44</span>&#160; <span class="keyword">public</span>:</div><div class="line"><a name="l00051"></a><span class="lineno"> 51</span>&#160; <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a7029700b6533d8711e07ebf7a1a81c95">Concat</a>(<span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a68adb5011879620855ad2dfa8c59cda8">model</a> = <span class="keyword">true</span>, <span class="keyword">const</span> <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a58f16f5b953c48628f91c0603b6ee193">same</a> = <span class="keyword">true</span>);</div><div class="line"><a name="l00052"></a><span class="lineno"> 52</span>&#160;</div><div class="line"><a name="l00060"></a><span class="lineno"> 60</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> eT&gt;</div><div class="line"><a name="l00061"></a><span class="lineno"> 61</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#ac916855f7b3ed4c2f6c0eb5adc157f07">Forward</a>(arma::Mat&lt;eT&gt;&amp;&amp; input, arma::Mat&lt;eT&gt;&amp;&amp; output);</div><div class="line"><a name="l00062"></a><span class="lineno"> 62</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_1Concat.html#a708eea646eaf5e0a1cd6cbb43c653832">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="l00074"></a><span class="lineno"> 74</span>&#160; arma::Mat&lt;eT&gt;&amp;&amp; gy,</div><div class="line"><a name="l00075"></a><span class="lineno"> 75</span>&#160; arma::Mat&lt;eT&gt;&amp;&amp; g);</div><div class="line"><a name="l00076"></a><span class="lineno"> 76</span>&#160;</div><div class="line"><a name="l00077"></a><span class="lineno"> 77</span>&#160; <span class="comment">/*</span></div><div class="line"><a name="l00078"></a><span class="lineno"> 78</span>&#160;<span class="comment"> * Calculate the gradient using the output delta and the input activation.</span></div><div class="line"><a name="l00079"></a><span class="lineno"> 79</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00080"></a><span class="lineno"> 80</span>&#160;<span class="comment"> * @param input The input parameter used for calculating the gradient.</span></div><div class="line"><a name="l00081"></a><span class="lineno"> 81</span>&#160;<span class="comment"> * @param error The calculated error.</span></div><div class="line"><a name="l00082"></a><span class="lineno"> 82</span>&#160;<span class="comment"> * @param gradient The calculated gradient.</span></div><div class="line"><a name="l00083"></a><span class="lineno"> 83</span>&#160;<span class="comment"> */</span></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_1Concat.html#a0d7cc25a2cf3fb85aa742cf146dfa6ef">Gradient</a>(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; error,</div><div class="line"><a name="l00087"></a><span class="lineno"> 87</span>&#160; arma::Mat&lt;eT&gt;&amp;&amp; <span class="comment">/* gradient */</span>);</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"> * Add a new module to the model.</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 args The layer parameter.</span></div><div class="line"><a name="l00093"></a><span class="lineno"> 93</span>&#160;<span class="comment"> */</span></div><div class="line"><a name="l00094"></a><span class="lineno"> 94</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="l00095"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#a7c933c9158d7d41f80329a9da90b61f9"> 95</a></span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a7c933c9158d7d41f80329a9da90b61f9">Add</a>(Args... args) { <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a59f3debd903612db7cd42c308db7787b">network</a>.push_back(<span class="keyword">new</span> LayerType(args...)); }</div><div class="line"><a name="l00096"></a><span class="lineno"> 96</span>&#160;</div><div class="line"><a name="l00097"></a><span class="lineno"> 97</span>&#160; <span class="comment">/*</span></div><div class="line"><a name="l00098"></a><span class="lineno"> 98</span>&#160;<span class="comment"> * Add a new module to the model.</span></div><div class="line"><a name="l00099"></a><span class="lineno"> 99</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00100"></a><span class="lineno"> 100</span>&#160;<span class="comment"> * @param layer The Layer to be added to the model.</span></div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span>&#160;<span class="comment"> */</span></div><div class="line"><a name="l00102"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#aaf378884fc93fd65feb195805ea9625d"> 102</a></span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#aaf378884fc93fd65feb195805ea9625d">Add</a>(<a class="code" href="namespacemlpack_1_1ann.html#ab8d68f366a3cbbbc1f0f4990ec70c645">LayerTypes</a> layer) { <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a59f3debd903612db7cd42c308db7787b">network</a>.push_back(layer); }</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_1Concat.html#a8947ffcc9a58a218c0149258df46be9c"> 105</a></span>&#160; std::vector&lt;LayerTypes&gt;&amp; <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a8947ffcc9a58a218c0149258df46be9c">Model</a>()</div><div class="line"><a name="l00106"></a><span class="lineno"> 106</span>&#160; {</div><div class="line"><a name="l00107"></a><span class="lineno"> 107</span>&#160; <span class="keywordflow">if</span> (<a class="code" href="classmlpack_1_1ann_1_1Concat.html#a68adb5011879620855ad2dfa8c59cda8">model</a>)</div><div class="line"><a name="l00108"></a><span class="lineno"> 108</span>&#160; {</div><div class="line"><a name="l00109"></a><span class="lineno"> 109</span>&#160; <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a59f3debd903612db7cd42c308db7787b">network</a>;</div><div class="line"><a name="l00110"></a><span class="lineno"> 110</span>&#160; }</div><div class="line"><a name="l00111"></a><span class="lineno"> 111</span>&#160;</div><div class="line"><a name="l00112"></a><span class="lineno"> 112</span>&#160; <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#ac8f2b90d42ae173a9fe13ca169a6206c">empty</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;</div><div class="line"><a name="l00116"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#a4bc2ecac17bfddd677d96a80c61424f3"> 116</a></span>&#160; <span class="keyword">const</span> arma::mat&amp; <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a4bc2ecac17bfddd677d96a80c61424f3">Parameters</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#aab096ba10cc26f12c3b9a9ea510a80b1">parameters</a>; }</div><div class="line"><a name="l00118"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#a30b389c5ea21bdab25bf85d49fd0d20f"> 118</a></span>&#160; arma::mat&amp; <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a30b389c5ea21bdab25bf85d49fd0d20f">Parameters</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#aab096ba10cc26f12c3b9a9ea510a80b1">parameters</a>; }</div><div class="line"><a name="l00119"></a><span class="lineno"> 119</span>&#160;</div><div class="line"><a name="l00120"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#a9fbc78ee72925c7163ce68ae2b2cbc66"> 120</a></span>&#160; arma::mat <span class="keyword">const</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a9fbc78ee72925c7163ce68ae2b2cbc66">InputParameter</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#aa5e38ac5fb989feca2a237789e0e760a">inputParameter</a>; }</div><div class="line"><a name="l00122"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#a4d20d0c45793398cd7993d7fc3c5307e"> 122</a></span>&#160; arma::mat&amp; <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a4d20d0c45793398cd7993d7fc3c5307e">InputParameter</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#aa5e38ac5fb989feca2a237789e0e760a">inputParameter</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_1Concat.html#a87b3c98f932741a9ee3247c8e785d33d"> 125</a></span>&#160; arma::mat <span class="keyword">const</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a87b3c98f932741a9ee3247c8e785d33d">OutputParameter</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a5f9e6e513c2992938c058f149b619e8e">outputParameter</a>; }</div><div class="line"><a name="l00127"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#af4e86d39c1b3237b4d4a175bd6bd3bc6"> 127</a></span>&#160; arma::mat&amp; <a class="code" href="classmlpack_1_1ann_1_1Concat.html#af4e86d39c1b3237b4d4a175bd6bd3bc6">OutputParameter</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a5f9e6e513c2992938c058f149b619e8e">outputParameter</a>; }</div><div class="line"><a name="l00128"></a><span class="lineno"> 128</span>&#160;</div><div class="line"><a name="l00130"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#a28f16e1a142067cce2d28dd88b9e2cfd"> 130</a></span>&#160; arma::mat <span class="keyword">const</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a28f16e1a142067cce2d28dd88b9e2cfd">Delta</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a0963534e8b8afc724bbc4274d5315181">delta</a>; }</div><div class="line"><a name="l00132"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#a840018841883c094442a6a57cac54dce"> 132</a></span>&#160; arma::mat&amp; <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a840018841883c094442a6a57cac54dce">Delta</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a0963534e8b8afc724bbc4274d5315181">delta</a>; }</div><div class="line"><a name="l00133"></a><span class="lineno"> 133</span>&#160;</div><div class="line"><a name="l00135"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#a0d7cc25a2cf3fb85aa742cf146dfa6ef"> 135</a></span>&#160; arma::mat <span class="keyword">const</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a0d7cc25a2cf3fb85aa742cf146dfa6ef">Gradient</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#ad476c2405497fcd78c8e8c17397ee219">gradient</a>; }</div><div class="line"><a name="l00137"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#aea14c6d316ee0ca2877527013c67f430"> 137</a></span>&#160; arma::mat&amp; <a class="code" href="classmlpack_1_1ann_1_1Concat.html#aea14c6d316ee0ca2877527013c67f430">Gradient</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#ad476c2405497fcd78c8e8c17397ee219">gradient</a>; }</div><div class="line"><a name="l00138"></a><span class="lineno"> 138</span>&#160;</div><div class="line"><a name="l00142"></a><span class="lineno"> 142</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> Archive&gt;</div><div class="line"><a name="l00143"></a><span class="lineno"> 143</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a85b63ea1f3d404132a8cfed4e8b35cf1">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="l00144"></a><span class="lineno"> 144</span>&#160;</div><div class="line"><a name="l00145"></a><span class="lineno"> 145</span>&#160; <span class="keyword">private</span>:</div><div class="line"><a name="l00147"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#a68adb5011879620855ad2dfa8c59cda8"> 147</a></span>&#160; <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a68adb5011879620855ad2dfa8c59cda8">model</a>;</div><div class="line"><a name="l00148"></a><span class="lineno"> 148</span>&#160;</div><div class="line"><a name="l00150"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#a58f16f5b953c48628f91c0603b6ee193"> 150</a></span>&#160; <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a58f16f5b953c48628f91c0603b6ee193">same</a>;</div><div class="line"><a name="l00151"></a><span class="lineno"> 151</span>&#160;</div><div class="line"><a name="l00153"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#a59f3debd903612db7cd42c308db7787b"> 153</a></span>&#160; std::vector&lt;LayerTypes&gt; <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a59f3debd903612db7cd42c308db7787b">network</a>;</div><div class="line"><a name="l00154"></a><span class="lineno"> 154</span>&#160;</div><div class="line"><a name="l00156"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#aab096ba10cc26f12c3b9a9ea510a80b1"> 156</a></span>&#160; arma::mat <a class="code" href="classmlpack_1_1ann_1_1Concat.html#aab096ba10cc26f12c3b9a9ea510a80b1">parameters</a>;</div><div class="line"><a name="l00157"></a><span class="lineno"> 157</span>&#160;</div><div class="line"><a name="l00159"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#a4a4ca66e85f24a05994fd115258b0750"> 159</a></span>&#160; <a class="code" href="classmlpack_1_1ann_1_1DeltaVisitor.html">DeltaVisitor</a> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a4a4ca66e85f24a05994fd115258b0750">deltaVisitor</a>;</div><div class="line"><a name="l00160"></a><span class="lineno"> 160</span>&#160;</div><div class="line"><a name="l00162"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#a57df9d7a8c17e6568a050670e50e96e0"> 162</a></span>&#160; <a class="code" href="classmlpack_1_1ann_1_1OutputParameterVisitor.html">OutputParameterVisitor</a> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a57df9d7a8c17e6568a050670e50e96e0">outputParameterVisitor</a>;</div><div class="line"><a name="l00163"></a><span class="lineno"> 163</span>&#160;</div><div class="line"><a name="l00165"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#a063254e168a4ed08e2ffbd041c859850"> 165</a></span>&#160; <a class="code" href="classmlpack_1_1ann_1_1DeleteVisitor.html">DeleteVisitor</a> <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a063254e168a4ed08e2ffbd041c859850">deleteVisitor</a>;</div><div class="line"><a name="l00166"></a><span class="lineno"> 166</span>&#160;</div><div class="line"><a name="l00168"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#ac8f2b90d42ae173a9fe13ca169a6206c"> 168</a></span>&#160; std::vector&lt;LayerTypes&gt; <a class="code" href="classmlpack_1_1ann_1_1Concat.html#ac8f2b90d42ae173a9fe13ca169a6206c">empty</a>;</div><div class="line"><a name="l00169"></a><span class="lineno"> 169</span>&#160;</div><div class="line"><a name="l00171"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#a0963534e8b8afc724bbc4274d5315181"> 171</a></span>&#160; arma::mat <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a0963534e8b8afc724bbc4274d5315181">delta</a>;</div><div class="line"><a name="l00172"></a><span class="lineno"> 172</span>&#160;</div><div class="line"><a name="l00174"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#aa5e38ac5fb989feca2a237789e0e760a"> 174</a></span>&#160; arma::mat <a class="code" href="classmlpack_1_1ann_1_1Concat.html#aa5e38ac5fb989feca2a237789e0e760a">inputParameter</a>;</div><div class="line"><a name="l00175"></a><span class="lineno"> 175</span>&#160;</div><div class="line"><a name="l00177"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#a5f9e6e513c2992938c058f149b619e8e"> 177</a></span>&#160; arma::mat <a class="code" href="classmlpack_1_1ann_1_1Concat.html#a5f9e6e513c2992938c058f149b619e8e">outputParameter</a>;</div><div class="line"><a name="l00178"></a><span class="lineno"> 178</span>&#160;</div><div class="line"><a name="l00180"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1Concat.html#ad476c2405497fcd78c8e8c17397ee219"> 180</a></span>&#160; arma::mat <a class="code" href="classmlpack_1_1ann_1_1Concat.html#ad476c2405497fcd78c8e8c17397ee219">gradient</a>;</div><div class="line"><a name="l00181"></a><span class="lineno"> 181</span>&#160;}; <span class="comment">// class Concat</span></div><div class="line"><a name="l00182"></a><span class="lineno"> 182</span>&#160;</div><div class="line"><a name="l00183"></a><span class="lineno"> 183</span>&#160;} <span class="comment">// namespace ann</span></div><div class="line"><a name="l00184"></a><span class="lineno"> 184</span>&#160;} <span class="comment">// namespace mlpack</span></div><div class="line"><a name="l00185"></a><span class="lineno"> 185</span>&#160;</div><div class="line"><a name="l00186"></a><span class="lineno"> 186</span>&#160;<span class="comment">// Include implementation.</span></div><div class="line"><a name="l00187"></a><span class="lineno"> 187</span>&#160;<span class="preprocessor">#include &quot;concat_impl.hpp&quot;</span></div><div class="line"><a name="l00188"></a><span class="lineno"> 188</span>&#160;</div><div class="line"><a name="l00189"></a><span class="lineno"> 189</span>&#160;<span class="preprocessor">#endif</span></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_1Concat_html_a85b63ea1f3d404132a8cfed4e8b35cf1"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a85b63ea1f3d404132a8cfed4e8b35cf1">mlpack::ann::Concat::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_1Concat_html_a4bc2ecac17bfddd677d96a80c61424f3"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a4bc2ecac17bfddd677d96a80c61424f3">mlpack::ann::Concat::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="concat_8hpp_source.html#l00116">concat.hpp:116</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_a5f9e6e513c2992938c058f149b619e8e"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a5f9e6e513c2992938c058f149b619e8e">mlpack::ann::Concat::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="concat_8hpp_source.html#l00177">concat.hpp:177</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_a58f16f5b953c48628f91c0603b6ee193"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a58f16f5b953c48628f91c0603b6ee193">mlpack::ann::Concat::same</a></div><div class="ttdeci">bool same</div><div class="ttdoc">If true merge the error in the backward pass. </div><div class="ttdef"><b>Definition:</b> <a href="concat_8hpp_source.html#l00150">concat.hpp:150</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_1Concat_html_aab096ba10cc26f12c3b9a9ea510a80b1"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#aab096ba10cc26f12c3b9a9ea510a80b1">mlpack::ann::Concat::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="concat_8hpp_source.html#l00156">concat.hpp:156</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_a4a4ca66e85f24a05994fd115258b0750"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a4a4ca66e85f24a05994fd115258b0750">mlpack::ann::Concat::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="concat_8hpp_source.html#l00159">concat.hpp:159</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_a063254e168a4ed08e2ffbd041c859850"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a063254e168a4ed08e2ffbd041c859850">mlpack::ann::Concat::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="concat_8hpp_source.html#l00165">concat.hpp:165</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_1Concat_html_a708eea646eaf5e0a1cd6cbb43c653832"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a708eea646eaf5e0a1cd6cbb43c653832">mlpack::ann::Concat::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_1Concat_html_aaf378884fc93fd65feb195805ea9625d"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#aaf378884fc93fd65feb195805ea9625d">mlpack::ann::Concat::Add</a></div><div class="ttdeci">void Add(LayerTypes layer)</div><div class="ttdef"><b>Definition:</b> <a href="concat_8hpp_source.html#l00102">concat.hpp:102</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_a8947ffcc9a58a218c0149258df46be9c"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a8947ffcc9a58a218c0149258df46be9c">mlpack::ann::Concat::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="concat_8hpp_source.html#l00105">concat.hpp:105</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_a7029700b6533d8711e07ebf7a1a81c95"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a7029700b6533d8711e07ebf7a1a81c95">mlpack::ann::Concat::Concat</a></div><div class="ttdeci">Concat(const bool model=true, const bool same=true)</div><div class="ttdoc">Create the Concat object using the specified parameters. </div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html">mlpack::ann::Concat</a></div><div class="ttdoc">Implementation of the Concat class. </div><div class="ttdef"><b>Definition:</b> <a href="concat_8hpp_source.html#l00042">concat.hpp:42</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_a840018841883c094442a6a57cac54dce"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a840018841883c094442a6a57cac54dce">mlpack::ann::Concat::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="concat_8hpp_source.html#l00132">concat.hpp:132</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_1Concat_html_a4d20d0c45793398cd7993d7fc3c5307e"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a4d20d0c45793398cd7993d7fc3c5307e">mlpack::ann::Concat::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="concat_8hpp_source.html#l00122">concat.hpp:122</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_ad476c2405497fcd78c8e8c17397ee219"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#ad476c2405497fcd78c8e8c17397ee219">mlpack::ann::Concat::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="concat_8hpp_source.html#l00180">concat.hpp:180</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_a9fbc78ee72925c7163ce68ae2b2cbc66"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a9fbc78ee72925c7163ce68ae2b2cbc66">mlpack::ann::Concat::InputParameter</a></div><div class="ttdeci">arma::mat const &amp; InputParameter() const </div><div class="ttdef"><b>Definition:</b> <a href="concat_8hpp_source.html#l00120">concat.hpp:120</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_1Concat_html_aa5e38ac5fb989feca2a237789e0e760a"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#aa5e38ac5fb989feca2a237789e0e760a">mlpack::ann::Concat::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="concat_8hpp_source.html#l00174">concat.hpp:174</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_a87b3c98f932741a9ee3247c8e785d33d"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a87b3c98f932741a9ee3247c8e785d33d">mlpack::ann::Concat::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="concat_8hpp_source.html#l00125">concat.hpp:125</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_a68adb5011879620855ad2dfa8c59cda8"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a68adb5011879620855ad2dfa8c59cda8">mlpack::ann::Concat::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="concat_8hpp_source.html#l00147">concat.hpp:147</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_ac916855f7b3ed4c2f6c0eb5adc157f07"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#ac916855f7b3ed4c2f6c0eb5adc157f07">mlpack::ann::Concat::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_1Concat_html_a7c933c9158d7d41f80329a9da90b61f9"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a7c933c9158d7d41f80329a9da90b61f9">mlpack::ann::Concat::Add</a></div><div class="ttdeci">void Add(Args...args)</div><div class="ttdef"><b>Definition:</b> <a href="concat_8hpp_source.html#l00095">concat.hpp:95</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_1Concat_html_af4e86d39c1b3237b4d4a175bd6bd3bc6"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#af4e86d39c1b3237b4d4a175bd6bd3bc6">mlpack::ann::Concat::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="concat_8hpp_source.html#l00127">concat.hpp:127</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_a28f16e1a142067cce2d28dd88b9e2cfd"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a28f16e1a142067cce2d28dd88b9e2cfd">mlpack::ann::Concat::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="concat_8hpp_source.html#l00130">concat.hpp:130</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_1Concat_html_ac8f2b90d42ae173a9fe13ca169a6206c"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#ac8f2b90d42ae173a9fe13ca169a6206c">mlpack::ann::Concat::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="concat_8hpp_source.html#l00168">concat.hpp:168</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_a59f3debd903612db7cd42c308db7787b"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a59f3debd903612db7cd42c308db7787b">mlpack::ann::Concat::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="concat_8hpp_source.html#l00153">concat.hpp:153</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_a30b389c5ea21bdab25bf85d49fd0d20f"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a30b389c5ea21bdab25bf85d49fd0d20f">mlpack::ann::Concat::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="concat_8hpp_source.html#l00118">concat.hpp:118</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_aea14c6d316ee0ca2877527013c67f430"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#aea14c6d316ee0ca2877527013c67f430">mlpack::ann::Concat::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="concat_8hpp_source.html#l00137">concat.hpp:137</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_a0d7cc25a2cf3fb85aa742cf146dfa6ef"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a0d7cc25a2cf3fb85aa742cf146dfa6ef">mlpack::ann::Concat::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="concat_8hpp_source.html#l00135">concat.hpp:135</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_a0963534e8b8afc724bbc4274d5315181"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a0963534e8b8afc724bbc4274d5315181">mlpack::ann::Concat::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="concat_8hpp_source.html#l00171">concat.hpp:171</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1Concat_html_a57df9d7a8c17e6568a050670e50e96e0"><div class="ttname"><a href="classmlpack_1_1ann_1_1Concat.html#a57df9d7a8c17e6568a050670e50e96e0">mlpack::ann::Concat::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="concat_8hpp_source.html#l00162">concat.hpp:162</a></div></div>
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