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<a href="reinforce__normal_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="l00008"></a><span class="lineno"> 8</span>&#160;<span class="preprocessor">#ifndef MLPACK_METHODS_ANN_LAYER_REINFORCE_NORMAL_HPP</span></div><div class="line"><a name="l00009"></a><span class="lineno"> 9</span>&#160;<span class="preprocessor">#define MLPACK_METHODS_ANN_LAYER_REINFORCE_NORMAL_HPP</span></div><div class="line"><a name="l00010"></a><span class="lineno"> 10</span>&#160;</div><div class="line"><a name="l00011"></a><span class="lineno"> 11</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="l00012"></a><span class="lineno"> 12</span>&#160;</div><div class="line"><a name="l00013"></a><span class="lineno"> 13</span>&#160;<span class="keyword">namespace </span><a class="code" href="namespacemlpack.html">mlpack</a> {</div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span>&#160;<span class="keyword">namespace </span>ann {</div><div class="line"><a name="l00015"></a><span class="lineno"> 15</span>&#160;</div><div class="line"><a name="l00025"></a><span class="lineno"> 25</span>&#160;<span class="keyword">template</span> &lt;</div><div class="line"><a name="l00026"></a><span class="lineno"> 26</span>&#160; <span class="keyword">typename</span> InputDataType = arma::mat,</div><div class="line"><a name="l00027"></a><span class="lineno"> 27</span>&#160; <span class="keyword">typename</span> OutputDataType = arma::mat</div><div class="line"><a name="l00028"></a><span class="lineno"> 28</span>&#160;&gt;</div><div class="line"><a name="l00029"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1ReinforceNormal.html"> 29</a></span>&#160;<span class="keyword">class </span><a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html">ReinforceNormal</a></div><div class="line"><a name="l00030"></a><span class="lineno"> 30</span>&#160;{</div><div class="line"><a name="l00031"></a><span class="lineno"> 31</span>&#160; <span class="keyword">public</span>:</div><div class="line"><a name="l00037"></a><span class="lineno"> 37</span>&#160; <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a06b518e4ecec1e1f0588e37d10ea8cc6">ReinforceNormal</a>(<span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a6726b28703da688fc1ed300c5a3a07ba">stdev</a>);</div><div class="line"><a name="l00038"></a><span class="lineno"> 38</span>&#160;</div><div class="line"><a name="l00046"></a><span class="lineno"> 46</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> eT&gt;</div><div class="line"><a name="l00047"></a><span class="lineno"> 47</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a5c7879b70cd36a09c7a863cea00e3a81">Forward</a>(<span class="keyword">const</span> arma::Mat&lt;eT&gt;&amp;&amp; input, arma::Mat&lt;eT&gt;&amp;&amp; output);</div><div class="line"><a name="l00048"></a><span class="lineno"> 48</span>&#160;</div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> DataType&gt;</div><div class="line"><a name="l00059"></a><span class="lineno"> 59</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#ad90b58d41b38e1bf977c5e1102b4155b">Backward</a>(<span class="keyword">const</span> DataType&amp;&amp; input, DataType&amp;&amp; <span class="comment">/* gy */</span>, DataType&amp;&amp; g);</div><div class="line"><a name="l00060"></a><span class="lineno"> 60</span>&#160;</div><div class="line"><a name="l00062"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a4578081e0e2bc92d72b50701f6c6bb9b"> 62</a></span>&#160; InputDataType&amp; <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a4578081e0e2bc92d72b50701f6c6bb9b">InputParameter</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#aebd2967ed701c9158a6025a7b83e98d8">inputParameter</a>; }</div><div class="line"><a name="l00064"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a6636a40ee413a51fb2aeb1d511f7b8e4"> 64</a></span>&#160; InputDataType&amp; <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a6636a40ee413a51fb2aeb1d511f7b8e4">InputParameter</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#aebd2967ed701c9158a6025a7b83e98d8">inputParameter</a>; }</div><div class="line"><a name="l00065"></a><span class="lineno"> 65</span>&#160;</div><div class="line"><a name="l00067"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a3c5a6dadf9fb5321a4895ae0540d5a5d"> 67</a></span>&#160; OutputDataType&amp; <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a3c5a6dadf9fb5321a4895ae0540d5a5d">OutputParameter</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a7653cecab8039f0a1406e17dc9a8753d">outputParameter</a>; }</div><div class="line"><a name="l00069"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a69507e0015681ae85048bf335eff536e"> 69</a></span>&#160; OutputDataType&amp; <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a69507e0015681ae85048bf335eff536e">OutputParameter</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a7653cecab8039f0a1406e17dc9a8753d">outputParameter</a>; }</div><div class="line"><a name="l00070"></a><span class="lineno"> 70</span>&#160;</div><div class="line"><a name="l00072"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a2cf76ff2e70f82a04937eaa0f139e33e"> 72</a></span>&#160; OutputDataType&amp; <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a2cf76ff2e70f82a04937eaa0f139e33e">Delta</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#afad65143eade3b7901f47e762866e651">delta</a>; }</div><div class="line"><a name="l00074"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1ReinforceNormal.html#acc3fb1f1f492c8d93b80b2f464aef358"> 74</a></span>&#160; OutputDataType&amp; <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#acc3fb1f1f492c8d93b80b2f464aef358">Delta</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#afad65143eade3b7901f47e762866e651">delta</a>; }</div><div class="line"><a name="l00075"></a><span class="lineno"> 75</span>&#160;</div><div class="line"><a name="l00077"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a654dcd607fcbe855a771f0cfa3fc646c"> 77</a></span>&#160; <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a654dcd607fcbe855a771f0cfa3fc646c">Deterministic</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a198217c6f262c509a462cce7d128f114">deterministic</a>; }</div><div class="line"><a name="l00079"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a85bf1b7c5e90b596eb4c6c0a3c2834ea"> 79</a></span>&#160; <span class="keywordtype">bool</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a85bf1b7c5e90b596eb4c6c0a3c2834ea">Deterministic</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a198217c6f262c509a462cce7d128f114">deterministic</a>; }</div><div class="line"><a name="l00080"></a><span class="lineno"> 80</span>&#160;</div><div class="line"><a name="l00082"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1ReinforceNormal.html#ae0ac631faf486858234950436ed7ce8c"> 82</a></span>&#160; <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#ae0ac631faf486858234950436ed7ce8c">Reward</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a470dd993e2e88ce0a4dba7c9ecb1a69e">reward</a>; }</div><div class="line"><a name="l00084"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a38fae576d1ba689959e2ae8016e37287"> 84</a></span>&#160; <span class="keywordtype">double</span>&amp; <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a38fae576d1ba689959e2ae8016e37287">Reward</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a470dd993e2e88ce0a4dba7c9ecb1a69e">reward</a>; }</div><div class="line"><a name="l00085"></a><span class="lineno"> 85</span>&#160;</div><div class="line"><a name="l00089"></a><span class="lineno"> 89</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> Archive&gt;</div><div class="line"><a name="l00090"></a><span class="lineno"> 90</span>&#160; <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#acee003860a8e798acf52f094ebcfe175">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="l00091"></a><span class="lineno"> 91</span>&#160;</div><div class="line"><a name="l00092"></a><span class="lineno"> 92</span>&#160; <span class="keyword">private</span>:</div><div class="line"><a name="l00094"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a6726b28703da688fc1ed300c5a3a07ba"> 94</a></span>&#160; <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a6726b28703da688fc1ed300c5a3a07ba">stdev</a>;</div><div class="line"><a name="l00095"></a><span class="lineno"> 95</span>&#160;</div><div class="line"><a name="l00097"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a470dd993e2e88ce0a4dba7c9ecb1a69e"> 97</a></span>&#160; <span class="keywordtype">double</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a470dd993e2e88ce0a4dba7c9ecb1a69e">reward</a>;</div><div class="line"><a name="l00098"></a><span class="lineno"> 98</span>&#160;</div><div class="line"><a name="l00100"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1ReinforceNormal.html#afad65143eade3b7901f47e762866e651"> 100</a></span>&#160; OutputDataType <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#afad65143eade3b7901f47e762866e651">delta</a>;</div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span>&#160;</div><div class="line"><a name="l00103"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1ReinforceNormal.html#aebd2967ed701c9158a6025a7b83e98d8"> 103</a></span>&#160; InputDataType <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#aebd2967ed701c9158a6025a7b83e98d8">inputParameter</a>;</div><div class="line"><a name="l00104"></a><span class="lineno"> 104</span>&#160;</div><div class="line"><a name="l00106"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a7653cecab8039f0a1406e17dc9a8753d"> 106</a></span>&#160; OutputDataType <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a7653cecab8039f0a1406e17dc9a8753d">outputParameter</a>;</div><div class="line"><a name="l00107"></a><span class="lineno"> 107</span>&#160;</div><div class="line"><a name="l00109"></a><span class="lineno"><a class="line" href="classmlpack_1_1ann_1_1ReinforceNormal.html#aad7ae895d9a3a622f3c9b721b9031a0e"> 109</a></span>&#160; std::vector&lt;arma::mat&gt; <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#aad7ae895d9a3a622f3c9b721b9031a0e">moduleInputParameter</a>;</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_1ReinforceNormal.html#a198217c6f262c509a462cce7d128f114"> 112</a></span>&#160; <span class="keywordtype">bool</span> <a class="code" href="classmlpack_1_1ann_1_1ReinforceNormal.html#a198217c6f262c509a462cce7d128f114">deterministic</a>;</div><div class="line"><a name="l00113"></a><span class="lineno"> 113</span>&#160;}; <span class="comment">// class ReinforceNormal</span></div><div class="line"><a name="l00114"></a><span class="lineno"> 114</span>&#160;</div><div class="line"><a name="l00115"></a><span class="lineno"> 115</span>&#160;} <span class="comment">// namespace ann</span></div><div class="line"><a name="l00116"></a><span class="lineno"> 116</span>&#160;} <span class="comment">// namespace mlpack</span></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;<span class="comment">// Include implementation.</span></div><div class="line"><a name="l00119"></a><span class="lineno"> 119</span>&#160;<span class="preprocessor">#include &quot;reinforce_normal_impl.hpp&quot;</span></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;<span class="preprocessor">#endif</span></div><div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html_a198217c6f262c509a462cce7d128f114"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#a198217c6f262c509a462cce7d128f114">mlpack::ann::ReinforceNormal::deterministic</a></div><div class="ttdeci">bool deterministic</div><div class="ttdoc">If true use maximum a posteriori during the forward pass. </div><div class="ttdef"><b>Definition:</b> <a href="reinforce__normal_8hpp_source.html#l00112">reinforce_normal.hpp:112</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_1ReinforceNormal_html_a2cf76ff2e70f82a04937eaa0f139e33e"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#a2cf76ff2e70f82a04937eaa0f139e33e">mlpack::ann::ReinforceNormal::Delta</a></div><div class="ttdeci">OutputDataType &amp; Delta() const </div><div class="ttdoc">Get the delta. </div><div class="ttdef"><b>Definition:</b> <a href="reinforce__normal_8hpp_source.html#l00072">reinforce_normal.hpp:72</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html_a654dcd607fcbe855a771f0cfa3fc646c"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#a654dcd607fcbe855a771f0cfa3fc646c">mlpack::ann::ReinforceNormal::Deterministic</a></div><div class="ttdeci">bool Deterministic() const </div><div class="ttdoc">Get the value of the deterministic parameter. </div><div class="ttdef"><b>Definition:</b> <a href="reinforce__normal_8hpp_source.html#l00077">reinforce_normal.hpp:77</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html_a470dd993e2e88ce0a4dba7c9ecb1a69e"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#a470dd993e2e88ce0a4dba7c9ecb1a69e">mlpack::ann::ReinforceNormal::reward</a></div><div class="ttdeci">double reward</div><div class="ttdoc">Locally-stored reward parameter. </div><div class="ttdef"><b>Definition:</b> <a href="reinforce__normal_8hpp_source.html#l00097">reinforce_normal.hpp:97</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html">mlpack::ann::ReinforceNormal</a></div><div class="ttdoc">Implementation of the reinforce normal layer. </div><div class="ttdef"><b>Definition:</b> <a href="reinforce__normal_8hpp_source.html#l00029">reinforce_normal.hpp:29</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_1ReinforceNormal_html_a69507e0015681ae85048bf335eff536e"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#a69507e0015681ae85048bf335eff536e">mlpack::ann::ReinforceNormal::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="reinforce__normal_8hpp_source.html#l00069">reinforce_normal.hpp:69</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html_afad65143eade3b7901f47e762866e651"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#afad65143eade3b7901f47e762866e651">mlpack::ann::ReinforceNormal::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="reinforce__normal_8hpp_source.html#l00100">reinforce_normal.hpp:100</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html_a7653cecab8039f0a1406e17dc9a8753d"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#a7653cecab8039f0a1406e17dc9a8753d">mlpack::ann::ReinforceNormal::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="reinforce__normal_8hpp_source.html#l00106">reinforce_normal.hpp:106</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html_ae0ac631faf486858234950436ed7ce8c"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#ae0ac631faf486858234950436ed7ce8c">mlpack::ann::ReinforceNormal::Reward</a></div><div class="ttdeci">double Reward() const </div><div class="ttdoc">Get the value of the reward parameter. </div><div class="ttdef"><b>Definition:</b> <a href="reinforce__normal_8hpp_source.html#l00082">reinforce_normal.hpp:82</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html_a06b518e4ecec1e1f0588e37d10ea8cc6"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#a06b518e4ecec1e1f0588e37d10ea8cc6">mlpack::ann::ReinforceNormal::ReinforceNormal</a></div><div class="ttdeci">ReinforceNormal(const double stdev)</div><div class="ttdoc">Create the ReinforceNormal object. </div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html_a85bf1b7c5e90b596eb4c6c0a3c2834ea"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#a85bf1b7c5e90b596eb4c6c0a3c2834ea">mlpack::ann::ReinforceNormal::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="reinforce__normal_8hpp_source.html#l00079">reinforce_normal.hpp:79</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html_a6726b28703da688fc1ed300c5a3a07ba"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#a6726b28703da688fc1ed300c5a3a07ba">mlpack::ann::ReinforceNormal::stdev</a></div><div class="ttdeci">const double stdev</div><div class="ttdoc">Standard deviation used during the forward and backward pass. </div><div class="ttdef"><b>Definition:</b> <a href="reinforce__normal_8hpp_source.html#l00094">reinforce_normal.hpp:94</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html_a5c7879b70cd36a09c7a863cea00e3a81"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#a5c7879b70cd36a09c7a863cea00e3a81">mlpack::ann::ReinforceNormal::Forward</a></div><div class="ttdeci">void Forward(const 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_1ReinforceNormal_html_a38fae576d1ba689959e2ae8016e37287"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#a38fae576d1ba689959e2ae8016e37287">mlpack::ann::ReinforceNormal::Reward</a></div><div class="ttdeci">double &amp; Reward()</div><div class="ttdoc">Modify the value of the deterministic parameter. </div><div class="ttdef"><b>Definition:</b> <a href="reinforce__normal_8hpp_source.html#l00084">reinforce_normal.hpp:84</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html_a3c5a6dadf9fb5321a4895ae0540d5a5d"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#a3c5a6dadf9fb5321a4895ae0540d5a5d">mlpack::ann::ReinforceNormal::OutputParameter</a></div><div class="ttdeci">OutputDataType &amp; OutputParameter() const </div><div class="ttdoc">Get the output parameter. </div><div class="ttdef"><b>Definition:</b> <a href="reinforce__normal_8hpp_source.html#l00067">reinforce_normal.hpp:67</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html_aad7ae895d9a3a622f3c9b721b9031a0e"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#aad7ae895d9a3a622f3c9b721b9031a0e">mlpack::ann::ReinforceNormal::moduleInputParameter</a></div><div class="ttdeci">std::vector&lt; arma::mat &gt; moduleInputParameter</div><div class="ttdoc">Locally-stored output module parameter parameters. </div><div class="ttdef"><b>Definition:</b> <a href="reinforce__normal_8hpp_source.html#l00109">reinforce_normal.hpp:109</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html_aebd2967ed701c9158a6025a7b83e98d8"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#aebd2967ed701c9158a6025a7b83e98d8">mlpack::ann::ReinforceNormal::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="reinforce__normal_8hpp_source.html#l00103">reinforce_normal.hpp:103</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html_acc3fb1f1f492c8d93b80b2f464aef358"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#acc3fb1f1f492c8d93b80b2f464aef358">mlpack::ann::ReinforceNormal::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="reinforce__normal_8hpp_source.html#l00074">reinforce_normal.hpp:74</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html_ad90b58d41b38e1bf977c5e1102b4155b"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#ad90b58d41b38e1bf977c5e1102b4155b">mlpack::ann::ReinforceNormal::Backward</a></div><div class="ttdeci">void Backward(const DataType &amp;&amp;input, DataType &amp;&amp;, DataType &amp;&amp;g)</div><div class="ttdoc">Ordinary feed backward pass of a neural network, calculating the function f(x) by propagating x backw...</div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html_acee003860a8e798acf52f094ebcfe175"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#acee003860a8e798acf52f094ebcfe175">mlpack::ann::ReinforceNormal::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_1ReinforceNormal_html_a6636a40ee413a51fb2aeb1d511f7b8e4"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#a6636a40ee413a51fb2aeb1d511f7b8e4">mlpack::ann::ReinforceNormal::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="reinforce__normal_8hpp_source.html#l00064">reinforce_normal.hpp:64</a></div></div>
<div class="ttc" id="classmlpack_1_1ann_1_1ReinforceNormal_html_a4578081e0e2bc92d72b50701f6c6bb9b"><div class="ttname"><a href="classmlpack_1_1ann_1_1ReinforceNormal.html#a4578081e0e2bc92d72b50701f6c6bb9b">mlpack::ann::ReinforceNormal::InputParameter</a></div><div class="ttdeci">InputDataType &amp; InputParameter() const </div><div class="ttdoc">Get the input parameter. </div><div class="ttdef"><b>Definition:</b> <a href="reinforce__normal_8hpp_source.html#l00062">reinforce_normal.hpp:62</a></div></div>
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