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<a href="dropconnect_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="l00014"></a><span class="lineno"> 14</span>&#160;<span class="preprocessor">#ifndef MLPACK_METHODS_ANN_LAYER_DROPCONNECT_HPP</span></div><div class="line"><a name="l00015"></a><span class="lineno"> 15</span>&#160;<span class="preprocessor">#define MLPACK_METHODS_ANN_LAYER_DROPCONNECT_HPP</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 &lt;<a class="code" href="prereqs_8hpp.html">mlpack/prereqs.hpp</a>&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;<a class="code" href="layer__types_8hpp.html">layer_types.hpp</a>&quot;</span></div><div class="line"><a name="l00020"></a><span class="lineno"> 20</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="l00021"></a><span class="lineno"> 21</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="linear_8hpp.html">linear.hpp</a>&quot;</span></div><div class="line"><a name="l00022"></a><span class="lineno"> 22</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="l00023"></a><span class="lineno"> 23</span>&#160;</div><div class="line"><a name="l00024"></a><span class="lineno"> 24</span>&#160;<span class="keyword">namespace </span><a class="code" href="namespacemlpack.html">mlpack</a> {</div><div class="line"><a name="l00025"></a><span class="lineno"> 25</span>&#160;<span class="keyword">namespace </span>ann {</div><div class="line"><a name="l00026"></a><span class="lineno"> 26</span>&#160;</div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span>&#160;<span class="keyword">template</span>&lt;</div><div class="line"><a name="l00059"></a><span class="lineno"> 59</span>&#160; <span class="keyword">typename</span> InputDataType = arma::mat,</div><div class="line"><a name="l00060"></a><span class="lineno"> 60</span>&#160; <span class="keyword">typename</span> OutputDataType = arma::mat</div><div class="line"><a name="l00061"></a><span class="lineno"> 61</span>&#160;&gt;</div><div class="line"><a name="l00062"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html"> 62</a></span>&#160;<span class="keyword">class </span><a class="code" href="classmlpack_1_1ann_1_1DropConnect.html">DropConnect</a></div><div class="line"><a name="l00063"></a><span class="lineno"> 63</span>&#160;{</div><div class="line"><a name="l00064"></a><span class="lineno"> 64</span>&#160; <span class="keyword">public</span>:</div><div class="line"><a name="l00066"></a><span class="lineno"> 66</span>&#160; <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#af6915653f18bce1510215ddf618d130b">DropConnect</a>();</div><div class="line"><a name="l00067"></a><span class="lineno"> 67</span>&#160;</div><div class="line"><a name="l00076"></a><span class="lineno"> 76</span>&#160; <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#af6915653f18bce1510215ddf618d130b">DropConnect</a>(<span class="keyword">const</span> <span class="keywordtype">size_t</span> inSize,</div><div class="line"><a name="l00077"></a><span class="lineno"> 77</span>&#160; <span class="keyword">const</span> <span class="keywordtype">size_t</span> outSize,</div><div class="line"><a name="l00078"></a><span class="lineno"> 78</span>&#160; <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#ab9fc4f382294abac67562f6fffd0300d">ratio</a> = 0.5);</div><div class="line"><a name="l00079"></a><span class="lineno"> 79</span>&#160;</div><div class="line"><a name="l00080"></a><span class="lineno"> 80</span>&#160; <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#ab884d1d6d70390f90217d624f34711f3">~DropConnect</a>();</div><div class="line"><a name="l00081"></a><span class="lineno"> 81</span>&#160;</div><div class="line"><a name="l00088"></a><span class="lineno"> 88</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> eT&gt;</div><div class="line"><a name="l00089"></a><span class="lineno"> 89</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a512641afd252b5220ae8e77ddc3d9864">Forward</a>(arma::Mat&lt;eT&gt;&amp;&amp; input, arma::Mat&lt;eT&gt;&amp;&amp; output);</div><div class="line"><a name="l00090"></a><span class="lineno"> 90</span>&#160;</div><div class="line"><a name="l00098"></a><span class="lineno"> 98</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> eT&gt;</div><div class="line"><a name="l00099"></a><span class="lineno"> 99</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#aa9a1ddbba3b650baa6e30dc0f000cd58">Backward</a>(arma::Mat&lt;eT&gt;&amp;&amp; input,</div><div class="line"><a name="l00100"></a><span class="lineno"> 100</span>&#160; arma::Mat&lt;eT&gt;&amp;&amp; gy,</div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span>&#160; arma::Mat&lt;eT&gt;&amp;&amp; g);</div><div class="line"><a name="l00102"></a><span class="lineno"> 102</span>&#160;</div><div class="line"><a name="l00110"></a><span class="lineno"> 110</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> eT&gt;</div><div class="line"><a name="l00111"></a><span class="lineno"> 111</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a4e6d6e6ecdd11b092282641fa9033f5b">Gradient</a>(arma::Mat&lt;eT&gt;&amp;&amp; input,</div><div class="line"><a name="l00112"></a><span class="lineno"> 112</span>&#160; arma::Mat&lt;eT&gt;&amp;&amp; error,</div><div class="line"><a name="l00113"></a><span class="lineno"> 113</span>&#160; arma::Mat&lt;eT&gt;&amp;&amp; <span class="comment">/* gradient */</span>);</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_1DropConnect.html#a39fd81285f3904cc39a8afacd4829f0b"> 116</a></span>&#160; std::vector&lt;LayerTypes&gt;&amp; <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a39fd81285f3904cc39a8afacd4829f0b">Model</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a766f86601fa03c92af9c37e742d2505e">network</a>; }</div><div class="line"><a name="l00117"></a><span class="lineno"> 117</span>&#160;</div><div class="line"><a name="l00119"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#af9258122f43da3618c8e5bc37953da63"> 119</a></span>&#160; OutputDataType <span class="keyword">const</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#af9258122f43da3618c8e5bc37953da63">Parameters</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a4549fa950dee8e640f29aa88b511ca38">parameters</a>; }</div><div class="line"><a name="l00121"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#ae433b76c7884a7ed251a71c3ad3ad7c5"> 121</a></span>&#160; OutputDataType&amp; <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#ae433b76c7884a7ed251a71c3ad3ad7c5">Parameters</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a4549fa950dee8e640f29aa88b511ca38">parameters</a>; }</div><div class="line"><a name="l00122"></a><span class="lineno"> 122</span>&#160;</div><div class="line"><a name="l00124"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#ab8baa36c835249bbe798d5f49b51fa08"> 124</a></span>&#160; InputDataType <span class="keyword">const</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#ab8baa36c835249bbe798d5f49b51fa08">InputParameter</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a7d6e791a374d14f401e7c2a70e9a9b74">inputParameter</a>; }</div><div class="line"><a name="l00126"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#aec9a66fba4fae0970e9dc91a7bd83031"> 126</a></span>&#160; InputDataType&amp; <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#aec9a66fba4fae0970e9dc91a7bd83031">InputParameter</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a7d6e791a374d14f401e7c2a70e9a9b74">inputParameter</a>; }</div><div class="line"><a name="l00127"></a><span class="lineno"> 127</span>&#160;</div><div class="line"><a name="l00129"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#acf2cccedd8dcae7ec3576c3d55c2a5d7"> 129</a></span>&#160; OutputDataType <span class="keyword">const</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#acf2cccedd8dcae7ec3576c3d55c2a5d7">OutputParameter</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#aee969d872badf694936701544475293e">outputParameter</a>; }</div><div class="line"><a name="l00131"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#a8ef7af43f9123bb6262949aa890bc351"> 131</a></span>&#160; OutputDataType&amp; <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a8ef7af43f9123bb6262949aa890bc351">OutputParameter</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#aee969d872badf694936701544475293e">outputParameter</a>; }</div><div class="line"><a name="l00132"></a><span class="lineno"> 132</span>&#160;</div><div class="line"><a name="l00134"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#a573007f3da70fe2af6977ef9143f3fcb"> 134</a></span>&#160; OutputDataType <span class="keyword">const</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a573007f3da70fe2af6977ef9143f3fcb">Delta</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a927e1a85cb1eee8ade598cab0d0a7819">delta</a>; }</div><div class="line"><a name="l00136"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#ad9cffce3c77a70e89a9f136a619e1bb6"> 136</a></span>&#160; OutputDataType&amp; <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#ad9cffce3c77a70e89a9f136a619e1bb6">Delta</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a927e1a85cb1eee8ade598cab0d0a7819">delta</a>; }</div><div class="line"><a name="l00137"></a><span class="lineno"> 137</span>&#160;</div><div class="line"><a name="l00139"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#a4e6d6e6ecdd11b092282641fa9033f5b"> 139</a></span>&#160; OutputDataType <span class="keyword">const</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a4e6d6e6ecdd11b092282641fa9033f5b">Gradient</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a3b163a2e564fd70b8c0b890f458ae00f">gradient</a>; }</div><div class="line"><a name="l00141"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#a263f5e443d532e10769b36db4532c906"> 141</a></span>&#160; OutputDataType&amp; <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a263f5e443d532e10769b36db4532c906">Gradient</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a3b163a2e564fd70b8c0b890f458ae00f">gradient</a>; }</div><div class="line"><a name="l00142"></a><span class="lineno"> 142</span>&#160;</div><div class="line"><a name="l00144"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#af096d8054dd0ecf730a6fa8e96e5c87b"> 144</a></span>&#160; <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#af096d8054dd0ecf730a6fa8e96e5c87b">Deterministic</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a604d44d3cf1bde1d0ad966d5cae9ff65">deterministic</a>; }</div><div class="line"><a name="l00145"></a><span class="lineno"> 145</span>&#160;</div><div class="line"><a name="l00147"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#a612833e074fe7cc626f4ab51453de58e"> 147</a></span>&#160; <span class="keywordtype">bool</span> &amp;<a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a612833e074fe7cc626f4ab51453de58e">Deterministic</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a604d44d3cf1bde1d0ad966d5cae9ff65">deterministic</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_1DropConnect.html#a20c9e7836c2c378fccd2e62f567b6ffd"> 150</a></span>&#160; <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a20c9e7836c2c378fccd2e62f567b6ffd">Ratio</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#ab9fc4f382294abac67562f6fffd0300d">ratio</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_1DropConnect.html#a3cb4e1651fd054b6e8263fbdfdd11a37"> 153</a></span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a3cb4e1651fd054b6e8263fbdfdd11a37">Ratio</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> r)</div><div class="line"><a name="l00154"></a><span class="lineno"> 154</span>&#160; {</div><div class="line"><a name="l00155"></a><span class="lineno"> 155</span>&#160; <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#ab9fc4f382294abac67562f6fffd0300d">ratio</a> = r;</div><div class="line"><a name="l00156"></a><span class="lineno"> 156</span>&#160; <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#aedfa964e618fc551a8c65a9521b7071b">scale</a> = 1.0 / (1.0 - <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#ab9fc4f382294abac67562f6fffd0300d">ratio</a>);</div><div class="line"><a name="l00157"></a><span class="lineno"> 157</span>&#160; }</div><div class="line"><a name="l00158"></a><span class="lineno"> 158</span>&#160;</div><div class="line"><a name="l00162"></a><span class="lineno"> 162</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> Archive&gt;</div><div class="line"><a name="l00163"></a><span class="lineno"> 163</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#ae20c0351244d7f07b00f2fff38598e48">Serialize</a>(Archive&amp; ar, <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="l00164"></a><span class="lineno"> 164</span>&#160;</div><div class="line"><a name="l00165"></a><span class="lineno"> 165</span>&#160;<span class="keyword">private</span>:</div><div class="line"><a name="l00167"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#ab9fc4f382294abac67562f6fffd0300d"> 167</a></span>&#160; <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#ab9fc4f382294abac67562f6fffd0300d">ratio</a>;</div><div class="line"><a name="l00168"></a><span class="lineno"> 168</span>&#160;</div><div class="line"><a name="l00170"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#aedfa964e618fc551a8c65a9521b7071b"> 170</a></span>&#160; <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#aedfa964e618fc551a8c65a9521b7071b">scale</a>;</div><div class="line"><a name="l00171"></a><span class="lineno"> 171</span>&#160;</div><div class="line"><a name="l00173"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#a4549fa950dee8e640f29aa88b511ca38"> 173</a></span>&#160; OutputDataType <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a4549fa950dee8e640f29aa88b511ca38">parameters</a>;</div><div class="line"><a name="l00174"></a><span class="lineno"> 174</span>&#160;</div><div class="line"><a name="l00176"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#a927e1a85cb1eee8ade598cab0d0a7819"> 176</a></span>&#160; OutputDataType <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a927e1a85cb1eee8ade598cab0d0a7819">delta</a>;</div><div class="line"><a name="l00177"></a><span class="lineno"> 177</span>&#160;</div><div class="line"><a name="l00179"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#a3b163a2e564fd70b8c0b890f458ae00f"> 179</a></span>&#160; OutputDataType <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a3b163a2e564fd70b8c0b890f458ae00f">gradient</a>;</div><div class="line"><a name="l00180"></a><span class="lineno"> 180</span>&#160;</div><div class="line"><a name="l00182"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#a7d6e791a374d14f401e7c2a70e9a9b74"> 182</a></span>&#160; InputDataType <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a7d6e791a374d14f401e7c2a70e9a9b74">inputParameter</a>;</div><div class="line"><a name="l00183"></a><span class="lineno"> 183</span>&#160;</div><div class="line"><a name="l00185"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#aee969d872badf694936701544475293e"> 185</a></span>&#160; OutputDataType <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#aee969d872badf694936701544475293e">outputParameter</a>;</div><div class="line"><a name="l00186"></a><span class="lineno"> 186</span>&#160;</div><div class="line"><a name="l00188"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#a6b58f886ec784feee52a5327b4965892"> 188</a></span>&#160; OutputDataType <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a6b58f886ec784feee52a5327b4965892">mask</a>;</div><div class="line"><a name="l00189"></a><span class="lineno"> 189</span>&#160;</div><div class="line"><a name="l00191"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#a604d44d3cf1bde1d0ad966d5cae9ff65"> 191</a></span>&#160; <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a604d44d3cf1bde1d0ad966d5cae9ff65">deterministic</a>;</div><div class="line"><a name="l00192"></a><span class="lineno"> 192</span>&#160;</div><div class="line"><a name="l00194"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#acf0e2cfcb410f74bb06620de524d8440"> 194</a></span>&#160; OutputDataType <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#acf0e2cfcb410f74bb06620de524d8440">denoise</a>;</div><div class="line"><a name="l00195"></a><span class="lineno"> 195</span>&#160;</div><div class="line"><a name="l00197"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#a29c4338022c0edf59d0f831ad9b621c0"> 197</a></span>&#160; <a class="code" href="namespacemlpack_1_1ann.html#ab8d68f366a3cbbbc1f0f4990ec70c645">LayerTypes</a> <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a29c4338022c0edf59d0f831ad9b621c0">baseLayer</a>;</div><div class="line"><a name="l00198"></a><span class="lineno"> 198</span>&#160;</div><div class="line"><a name="l00200"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1DropConnect.html#a766f86601fa03c92af9c37e742d2505e"> 200</a></span>&#160; std::vector&lt;LayerTypes&gt; <a class="code" href="classmlpack_1_1ann_1_1DropConnect.html#a766f86601fa03c92af9c37e742d2505e">network</a>;</div><div class="line"><a name="l00201"></a><span class="lineno"> 201</span>&#160;}; <span class="comment">// class DropConnect.</span></div><div class="line"><a name="l00202"></a><span class="lineno"> 202</span>&#160;</div><div class="line"><a name="l00203"></a><span class="lineno"> 203</span>&#160;} <span class="comment">// namespace ann</span></div><div class="line"><a name="l00204"></a><span class="lineno"> 204</span>&#160;} <span class="comment">// namespace mlpack</span></div><div class="line"><a name="l00205"></a><span class="lineno"> 205</span>&#160;</div><div class="line"><a name="l00206"></a><span class="lineno"> 206</span>&#160;<span class="comment">// Include implementation.</span></div><div class="line"><a name="l00207"></a><span class="lineno"> 207</span>&#160;<span class="preprocessor">#include &quot;dropconnect_impl.hpp&quot;</span></div><div class="line"><a name="l00208"></a><span class="lineno"> 208</span>&#160;</div><div class="line"><a name="l00209"></a><span class="lineno"> 209</span>&#160;<span class="preprocessor">#endif</span></div><div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_aee969d872badf694936701544475293e"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#aee969d872badf694936701544475293e">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00185">dropconnect.hpp:185</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_1DropConnect_html_a512641afd252b5220ae8e77ddc3d9864"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#a512641afd252b5220ae8e77ddc3d9864">mlpack::ann::DropConnect::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 the DropConnect layer. </div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_a39fd81285f3904cc39a8afacd4829f0b"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#a39fd81285f3904cc39a8afacd4829f0b">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00116">dropconnect.hpp:116</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_1DropConnect_html_ae433b76c7884a7ed251a71c3ad3ad7c5"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#ae433b76c7884a7ed251a71c3ad3ad7c5">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00121">dropconnect.hpp:121</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_af9258122f43da3618c8e5bc37953da63"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#af9258122f43da3618c8e5bc37953da63">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00119">dropconnect.hpp:119</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_1DropConnect_html_a3b163a2e564fd70b8c0b890f458ae00f"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#a3b163a2e564fd70b8c0b890f458ae00f">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00179">dropconnect.hpp:179</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_ad9cffce3c77a70e89a9f136a619e1bb6"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#ad9cffce3c77a70e89a9f136a619e1bb6">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00136">dropconnect.hpp:136</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_acf2cccedd8dcae7ec3576c3d55c2a5d7"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#acf2cccedd8dcae7ec3576c3d55c2a5d7">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00129">dropconnect.hpp:129</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_aedfa964e618fc551a8c65a9521b7071b"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#aedfa964e618fc551a8c65a9521b7071b">mlpack::ann::DropConnect::scale</a></div><div class="ttdeci">double scale</div><div class="ttdoc">The scale fraction. </div><div class="ttdef"><b>Definition:</b> <a href="dropconnect_8hpp_source.html#l00170">dropconnect.hpp:170</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_a3cb4e1651fd054b6e8263fbdfdd11a37"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#a3cb4e1651fd054b6e8263fbdfdd11a37">mlpack::ann::DropConnect::Ratio</a></div><div class="ttdeci">void Ratio(const double r)</div><div class="ttdoc">Modify the probability of setting a value to zero. </div><div class="ttdef"><b>Definition:</b> <a href="dropconnect_8hpp_source.html#l00153">dropconnect.hpp:153</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_ab9fc4f382294abac67562f6fffd0300d"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#ab9fc4f382294abac67562f6fffd0300d">mlpack::ann::DropConnect::ratio</a></div><div class="ttdeci">double ratio</div><div class="ttdoc">The probability of setting a value to zero. </div><div class="ttdef"><b>Definition:</b> <a href="dropconnect_8hpp_source.html#l00167">dropconnect.hpp:167</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_af6915653f18bce1510215ddf618d130b"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#af6915653f18bce1510215ddf618d130b">mlpack::ann::DropConnect::DropConnect</a></div><div class="ttdeci">DropConnect()</div><div class="ttdoc">Create the DropConnect object. </div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_a263f5e443d532e10769b36db4532c906"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#a263f5e443d532e10769b36db4532c906">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00141">dropconnect.hpp:141</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_a927e1a85cb1eee8ade598cab0d0a7819"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#a927e1a85cb1eee8ade598cab0d0a7819">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00176">dropconnect.hpp:176</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_a20c9e7836c2c378fccd2e62f567b6ffd"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#a20c9e7836c2c378fccd2e62f567b6ffd">mlpack::ann::DropConnect::Ratio</a></div><div class="ttdeci">double Ratio() const </div><div class="ttdoc">The probability of setting a value to zero. </div><div class="ttdef"><b>Definition:</b> <a href="dropconnect_8hpp_source.html#l00150">dropconnect.hpp:150</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_1DropConnect_html_a29c4338022c0edf59d0f831ad9b621c0"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#a29c4338022c0edf59d0f831ad9b621c0">mlpack::ann::DropConnect::baseLayer</a></div><div class="ttdeci">LayerTypes baseLayer</div><div class="ttdoc">Locally-stored layer module. </div><div class="ttdef"><b>Definition:</b> <a href="dropconnect_8hpp_source.html#l00197">dropconnect.hpp:197</a></div></div>
<div class="ttc" id="linear_8hpp_html"><div class="ttname"><a href="linear_8hpp.html">linear.hpp</a></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_1DropConnect_html_ab8baa36c835249bbe798d5f49b51fa08"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#ab8baa36c835249bbe798d5f49b51fa08">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00124">dropconnect.hpp:124</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_a612833e074fe7cc626f4ab51453de58e"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#a612833e074fe7cc626f4ab51453de58e">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00147">dropconnect.hpp:147</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_ab884d1d6d70390f90217d624f34711f3"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#ab884d1d6d70390f90217d624f34711f3">mlpack::ann::DropConnect::~DropConnect</a></div><div class="ttdeci">~DropConnect()</div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html">mlpack::ann::DropConnect</a></div><div class="ttdoc">The DropConnect layer is a regularizer that randomly with probability ratio sets the connection value...</div><div class="ttdef"><b>Definition:</b> <a href="dropconnect_8hpp_source.html#l00062">dropconnect.hpp:62</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_a8ef7af43f9123bb6262949aa890bc351"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#a8ef7af43f9123bb6262949aa890bc351">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00131">dropconnect.hpp:131</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_a604d44d3cf1bde1d0ad966d5cae9ff65"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#a604d44d3cf1bde1d0ad966d5cae9ff65">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00191">dropconnect.hpp:191</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_af096d8054dd0ecf730a6fa8e96e5c87b"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#af096d8054dd0ecf730a6fa8e96e5c87b">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00144">dropconnect.hpp:144</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_a7d6e791a374d14f401e7c2a70e9a9b74"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#a7d6e791a374d14f401e7c2a70e9a9b74">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00182">dropconnect.hpp:182</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_1DropConnect_html_a4e6d6e6ecdd11b092282641fa9033f5b"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#a4e6d6e6ecdd11b092282641fa9033f5b">mlpack::ann::DropConnect::Gradient</a></div><div class="ttdeci">OutputDataType const &amp; Gradient() const </div><div class="ttdoc">Get the gradient. </div><div class="ttdef"><b>Definition:</b> <a href="dropconnect_8hpp_source.html#l00139">dropconnect.hpp:139</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_a766f86601fa03c92af9c37e742d2505e"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#a766f86601fa03c92af9c37e742d2505e">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00200">dropconnect.hpp:200</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_ae20c0351244d7f07b00f2fff38598e48"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#ae20c0351244d7f07b00f2fff38598e48">mlpack::ann::DropConnect::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_1DropConnect_html_a4549fa950dee8e640f29aa88b511ca38"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#a4549fa950dee8e640f29aa88b511ca38">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00173">dropconnect.hpp:173</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_a573007f3da70fe2af6977ef9143f3fcb"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#a573007f3da70fe2af6977ef9143f3fcb">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00134">dropconnect.hpp:134</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_aec9a66fba4fae0970e9dc91a7bd83031"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#aec9a66fba4fae0970e9dc91a7bd83031">mlpack::ann::DropConnect::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="dropconnect_8hpp_source.html#l00126">dropconnect.hpp:126</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_acf0e2cfcb410f74bb06620de524d8440"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#acf0e2cfcb410f74bb06620de524d8440">mlpack::ann::DropConnect::denoise</a></div><div class="ttdeci">OutputDataType denoise</div><div class="ttdoc">Denoise mask for the weights. </div><div class="ttdef"><b>Definition:</b> <a href="dropconnect_8hpp_source.html#l00194">dropconnect.hpp:194</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_a6b58f886ec784feee52a5327b4965892"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#a6b58f886ec784feee52a5327b4965892">mlpack::ann::DropConnect::mask</a></div><div class="ttdeci">OutputDataType mask</div><div class="ttdoc">Locally-stored mask object. </div><div class="ttdef"><b>Definition:</b> <a href="dropconnect_8hpp_source.html#l00188">dropconnect.hpp:188</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1DropConnect_html_aa9a1ddbba3b650baa6e30dc0f000cd58"><div class="ttname"><a href="classmlpack_1_1ann_1_1DropConnect.html#aa9a1ddbba3b650baa6e30dc0f000cd58">mlpack::ann::DropConnect::Backward</a></div><div class="ttdeci">void Backward(arma::Mat&lt; eT &gt; &amp;&amp;input, 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 the DropConnect layer. </div></div>
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