-
Notifications
You must be signed in to change notification settings - Fork 1
/
Copy pathIntrinsicPlasticity_8h_source.html
156 lines (154 loc) · 18.1 KB
/
IntrinsicPlasticity_8h_source.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
<meta http-equiv="X-UA-Compatible" content="IE=9"/>
<meta name="generator" content="Doxygen 1.8.4"/>
<title>OpenANN: OpenANN/IntrinsicPlasticity.h Source File</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="jquery.js"></script>
<script type="text/javascript" src="dynsections.js"></script>
<link href="search/search.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="search/search.js"></script>
<script type="text/javascript">
$(document).ready(function() { searchBox.OnSelectItem(0); });
</script>
<link href="doxygen.css" rel="stylesheet" type="text/css" />
</head>
<body>
<div id="top"><!-- do not remove this div, it is closed by doxygen! -->
<div id="titlearea">
<table cellspacing="0" cellpadding="0">
<tbody>
<tr style="height: 56px;">
<td id="projectlogo"><img alt="Logo" src="openann-logo-small.png"/></td>
<td style="padding-left: 0.5em;">
<div id="projectname">OpenANN
 <span id="projectnumber">1.1.0</span>
</div>
<div id="projectbrief">An open source library for artificial neural networks.</div>
</td>
</tr>
</tbody>
</table>
</div>
<!-- end header part -->
<!-- Generated by Doxygen 1.8.4 -->
<script type="text/javascript">
var searchBox = new SearchBox("searchBox", "search",false,'Search');
</script>
<div id="navrow1" class="tabs">
<ul class="tablist">
<li><a href="index.html"><span>Main Page</span></a></li>
<li><a href="annotated.html"><span>Classes</span></a></li>
<li class="current"><a href="files.html"><span>Files</span></a></li>
<li>
<div id="MSearchBox" class="MSearchBoxInactive">
<span class="left">
<img id="MSearchSelect" src="search/mag_sel.png"
onmouseover="return searchBox.OnSearchSelectShow()"
onmouseout="return searchBox.OnSearchSelectHide()"
alt=""/>
<input type="text" id="MSearchField" value="Search" accesskey="S"
onfocus="searchBox.OnSearchFieldFocus(true)"
onblur="searchBox.OnSearchFieldFocus(false)"
onkeyup="searchBox.OnSearchFieldChange(event)"/>
</span><span class="right">
<a id="MSearchClose" href="javascript:searchBox.CloseResultsWindow()"><img id="MSearchCloseImg" border="0" src="search/close.png" alt=""/></a>
</span>
</div>
</li>
</ul>
</div>
<div id="navrow2" class="tabs2">
<ul class="tablist">
<li><a href="files.html"><span>List</span></a></li>
</ul>
</div>
<!-- window showing the filter options -->
<div id="MSearchSelectWindow"
onmouseover="return searchBox.OnSearchSelectShow()"
onmouseout="return searchBox.OnSearchSelectHide()"
onkeydown="return searchBox.OnSearchSelectKey(event)">
<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark"> </span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark"> </span>Classes</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark"> </span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark"> </span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark"> </span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark"> </span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark"> </span>Typedefs</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark"> </span>Enumerations</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark"> </span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark"> </span>Friends</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark"> </span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(11)"><span class="SelectionMark"> </span>Pages</a></div>
<!-- iframe showing the search results (closed by default) -->
<div id="MSearchResultsWindow">
<iframe src="javascript:void(0)" frameborder="0"
name="MSearchResults" id="MSearchResults">
</iframe>
</div>
<div id="nav-path" class="navpath">
<ul>
<li class="navelem"><a class="el" href="dir_f128aa1447a98eefc0df3f91bf5f583f.html">OpenANN</a></li> </ul>
</div>
</div><!-- top -->
<div class="header">
<div class="headertitle">
<div class="title">IntrinsicPlasticity.h</div> </div>
</div><!--header-->
<div class="contents">
<a href="IntrinsicPlasticity_8h.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno"> 1</span> <span class="preprocessor">#ifndef OPENANN_INTRINSIC_PLASTICITY_H_</span></div>
<div class="line"><a name="l00002"></a><span class="lineno"> 2</span> <span class="preprocessor"></span><span class="preprocessor">#define OPENANN_INTRINSIC_PLASTICITY_H_</span></div>
<div class="line"><a name="l00003"></a><span class="lineno"> 3</span> <span class="preprocessor"></span></div>
<div class="line"><a name="l00004"></a><span class="lineno"> 4</span> <span class="preprocessor">#include <<a class="code" href="Learner_8h.html">OpenANN/Learner.h</a>></span></div>
<div class="line"><a name="l00005"></a><span class="lineno"> 5</span> <span class="preprocessor">#include <<a class="code" href="Layer_8h.html">OpenANN/layers/Layer.h</a>></span></div>
<div class="line"><a name="l00006"></a><span class="lineno"> 6</span> <span class="preprocessor">#include <<a class="code" href="DataSet_8h.html">OpenANN/io/DataSet.h</a>></span></div>
<div class="line"><a name="l00007"></a><span class="lineno"> 7</span> <span class="preprocessor">#include <Eigen/Core></span></div>
<div class="line"><a name="l00008"></a><span class="lineno"> 8</span> </div>
<div class="line"><a name="l00009"></a><span class="lineno"> 9</span> <span class="keyword">namespace </span>OpenANN</div>
<div class="line"><a name="l00010"></a><span class="lineno"> 10</span> {</div>
<div class="line"><a name="l00011"></a><span class="lineno"> 11</span> </div>
<div class="line"><a name="l00033"></a><span class="lineno"><a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html"> 33</a></span> <span class="keyword">class </span><a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html" title="Learns the parameters of a logistic sigmoid activation function. ">IntrinsicPlasticity</a> : <span class="keyword">public</span> <a class="code" href="classOpenANN_1_1Learner.html" title="Common base class of all learning algorithms. ">Learner</a>, <span class="keyword">public</span> <a class="code" href="classOpenANN_1_1Layer.html" title="Interface that has to be implemented by all layers of a neural network that can be trained with backp...">Layer</a></div>
<div class="line"><a name="l00034"></a><span class="lineno"> 34</span> {</div>
<div class="line"><a name="l00035"></a><span class="lineno"> 35</span>  <span class="keyword">const</span> <span class="keywordtype">int</span> nodes;</div>
<div class="line"><a name="l00036"></a><span class="lineno"> 36</span>  <span class="keyword">const</span> <span class="keywordtype">double</span> mu;</div>
<div class="line"><a name="l00037"></a><span class="lineno"> 37</span>  <span class="keyword">const</span> <span class="keywordtype">double</span> stdDev;</div>
<div class="line"><a name="l00038"></a><span class="lineno"> 38</span>  Eigen::VectorXd s;</div>
<div class="line"><a name="l00039"></a><span class="lineno"> 39</span>  Eigen::VectorXd b;</div>
<div class="line"><a name="l00040"></a><span class="lineno"> 40</span>  Eigen::VectorXd parameters;</div>
<div class="line"><a name="l00041"></a><span class="lineno"> 41</span>  Eigen::VectorXd g;</div>
<div class="line"><a name="l00042"></a><span class="lineno"> 42</span>  Eigen::VectorXd y;</div>
<div class="line"><a name="l00043"></a><span class="lineno"> 43</span>  Eigen::MatrixXd Y;</div>
<div class="line"><a name="l00044"></a><span class="lineno"> 44</span>  Eigen::MatrixXd Yd;</div>
<div class="line"><a name="l00045"></a><span class="lineno"> 45</span>  Eigen::MatrixXd e;</div>
<div class="line"><a name="l00046"></a><span class="lineno"> 46</span> <span class="keyword">public</span>:</div>
<div class="line"><a name="l00047"></a><span class="lineno"> 47</span>  <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#af7495de9493e7a561436924d8cedf01b">IntrinsicPlasticity</a>(<span class="keywordtype">int</span> nodes, <span class="keywordtype">double</span> mu, <span class="keywordtype">double</span> stdDev = 1.0);</div>
<div class="line"><a name="l00048"></a><span class="lineno"> 48</span> </div>
<div class="line"><a name="l00049"></a><span class="lineno"> 49</span>  <span class="keyword">virtual</span> <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#a6c0fa096a9d349702f60506cc07e681c" title="Request number of training examples. ">examples</a>();</div>
<div class="line"><a name="l00050"></a><span class="lineno"> 50</span>  <span class="keyword">virtual</span> <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#a21b95878ff70ca361e00d85b30907e32" title="Request the number of optimizable parameters. ">dimension</a>();</div>
<div class="line"><a name="l00051"></a><span class="lineno"> 51</span>  <span class="keyword">virtual</span> <span class="keywordtype">bool</span> <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#ab918964e8b313d1858c295c12c88fa71" title="Check if the object knows how to initialize its parameters. ">providesInitialization</a>();</div>
<div class="line"><a name="l00052"></a><span class="lineno"> 52</span>  <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#ad4290e1fc2e9c386a0caa2ac39e51e7b" title="Initialize the optimizable parameters. ">initialize</a>();</div>
<div class="line"><a name="l00053"></a><span class="lineno"> 53</span>  <span class="keyword">virtual</span> <span class="keywordtype">double</span> <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#adcd1f7688ed69685c39e7185c71d65cc" title="Compute error on training set. ">error</a>();</div>
<div class="line"><a name="l00054"></a><span class="lineno"> 54</span>  <span class="keyword">virtual</span> <span class="keywordtype">double</span> <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#adcd1f7688ed69685c39e7185c71d65cc" title="Compute error on training set. ">error</a>(<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> n);</div>
<div class="line"><a name="l00055"></a><span class="lineno"> 55</span>  <span class="keyword">virtual</span> <span class="keyword">const</span> Eigen::VectorXd& <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#a03f911563b462e0bb9e6d0e60cf883a8" title="Request the current parameters. ">currentParameters</a>();</div>
<div class="line"><a name="l00056"></a><span class="lineno"> 56</span>  <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#a44333d5cd5907a86e558e20a8101717a" title="Set new parameters. ">setParameters</a>(<span class="keyword">const</span> Eigen::VectorXd& parameters);</div>
<div class="line"><a name="l00057"></a><span class="lineno"> 57</span>  <span class="keyword">virtual</span> <span class="keywordtype">bool</span> <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#a5fdd279ae62af0fbbfa09f7b59aca58b" title="Check if the object provides a gradient of the error function with respect to its parameters...">providesGradient</a>();</div>
<div class="line"><a name="l00058"></a><span class="lineno"> 58</span>  <span class="keyword">virtual</span> Eigen::VectorXd <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#a36b5b7596e84f02000a28b690babd4d3" title="Compute gradient of the error function with respect to the parameters. ">gradient</a>();</div>
<div class="line"><a name="l00059"></a><span class="lineno"> 59</span>  <span class="keyword">virtual</span> Eigen::VectorXd <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#a36b5b7596e84f02000a28b690babd4d3" title="Compute gradient of the error function with respect to the parameters. ">gradient</a>(<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> n);</div>
<div class="line"><a name="l00060"></a><span class="lineno"> 60</span>  <span class="keyword">virtual</span> Eigen::VectorXd <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#ad40af573ef73871a3470338ba7172110" title="Make a prediction. ">operator()</a>(<span class="keyword">const</span> Eigen::VectorXd& a);</div>
<div class="line"><a name="l00061"></a><span class="lineno"> 61</span>  <span class="keyword">virtual</span> Eigen::MatrixXd <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#ad40af573ef73871a3470338ba7172110" title="Make a prediction. ">operator()</a>(<span class="keyword">const</span> Eigen::MatrixXd& A);</div>
<div class="line"><a name="l00062"></a><span class="lineno"> 62</span> </div>
<div class="line"><a name="l00063"></a><span class="lineno"> 63</span>  <span class="keyword">virtual</span> <a class="code" href="classOpenANN_1_1OutputInfo.html" title="Provides information about the output of a layer. ">OutputInfo</a> <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#ad4290e1fc2e9c386a0caa2ac39e51e7b" title="Initialize the optimizable parameters. ">initialize</a>(std::vector<double*>& parameterPointers,</div>
<div class="line"><a name="l00064"></a><span class="lineno"> 64</span>  std::vector<double*>& parameterDerivativePointers);</div>
<div class="line"><a name="l00065"></a><span class="lineno"><a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#a1cbfbfcf980b19db27e72473b9d9e451"> 65</a></span>  <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#a1cbfbfcf980b19db27e72473b9d9e451" title="Initialize the parameters. ">initializeParameters</a>() {}</div>
<div class="line"><a name="l00066"></a><span class="lineno"><a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#ab5e38b94f9af6f8acef5c7b83f02a095"> 66</a></span>  <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#ab5e38b94f9af6f8acef5c7b83f02a095" title="Generate internal parameters from externally visible parameters. ">updatedParameters</a>() {}</div>
<div class="line"><a name="l00067"></a><span class="lineno"> 67</span>  <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#a8c5b9189c29cbd154b8c46c38f4cd47b" title="Forward propagation in this layer. ">forwardPropagate</a>(Eigen::MatrixXd* x, Eigen::MatrixXd*& y,</div>
<div class="line"><a name="l00068"></a><span class="lineno"> 68</span>  <span class="keywordtype">bool</span> dropout, <span class="keywordtype">double</span>* error = 0);</div>
<div class="line"><a name="l00069"></a><span class="lineno"> 69</span>  <span class="keyword">virtual</span> <span class="keywordtype">void</span> <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#ae3ece027a2bda03a83a108e820e923d4" title="Backpropagation in this layer. ">backpropagate</a>(Eigen::MatrixXd* ein, Eigen::MatrixXd*& eout,</div>
<div class="line"><a name="l00070"></a><span class="lineno"> 70</span>  <span class="keywordtype">bool</span> backpropToPrevious);</div>
<div class="line"><a name="l00071"></a><span class="lineno"> 71</span>  <span class="keyword">virtual</span> Eigen::MatrixXd& <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#a3c5708023105e289c51cc9dd4247b847" title="Output after last forward propagation. ">getOutput</a>();</div>
<div class="line"><a name="l00072"></a><span class="lineno"> 72</span>  <span class="keyword">virtual</span> Eigen::VectorXd <a class="code" href="classOpenANN_1_1IntrinsicPlasticity.html#a3d318a88afc5f8b396dcdc323d53b60f" title="Get the current values of parameters (weights, biases, ...). ">getParameters</a>();</div>
<div class="line"><a name="l00073"></a><span class="lineno"> 73</span> };</div>
<div class="line"><a name="l00074"></a><span class="lineno"> 74</span> </div>
<div class="line"><a name="l00075"></a><span class="lineno"> 75</span> } <span class="comment">// namespace OpenANN</span></div>
<div class="line"><a name="l00076"></a><span class="lineno"> 76</span> </div>
<div class="line"><a name="l00077"></a><span class="lineno"> 77</span> <span class="preprocessor">#endif // OPENANN_INTRINSIC_PLASTICITY_H_</span></div>
</div><!-- fragment --></div><!-- contents -->
<!-- start footer part -->
<hr class="footer"/><address class="footer"><small>
Generated on Wed Jul 9 2014 08:57:52 for OpenANN by  <a href="http://www.doxygen.org/index.html">
<img class="footer" src="doxygen.png" alt="doxygen"/>
</a> 1.8.4
</small></address>
</body>
</html>