| <!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"/> |
| <title>MADlib: Conjugate Gradient</title> |
| |
| <link href="tabs.css" rel="stylesheet" type="text/css"/> |
| <link href="doxygen.css" rel="stylesheet" type="text/css" /> |
| <link href="navtree.css" rel="stylesheet" type="text/css"/> |
| <script type="text/javascript" src="jquery.js"></script> |
| <script type="text/javascript" src="resize.js"></script> |
| <script type="text/javascript" src="navtree.js"></script> |
| <script type="text/javascript"> |
| $(document).ready(initResizable); |
| </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> |
| <script src="../mathjax/MathJax.js"> |
| MathJax.Hub.Config({ |
| extensions: ["tex2jax.js", "TeX/AMSmath.js", "TeX/AMSsymbols.js"], |
| jax: ["input/TeX","output/HTML-CSS"], |
| }); |
| </script> |
| </head> |
| <body> |
| <div id="top"><!-- do not remove this div! --> |
| |
| |
| <div id="titlearea"> |
| <table cellspacing="0" cellpadding="0"> |
| <tbody> |
| <tr style="height: 56px;"> |
| |
| |
| <td style="padding-left: 0.5em;"> |
| <div id="projectname">MADlib |
|  <span id="projectnumber">0.7</span> <span style="font-size:10pt; font-style:italic"><a href="../latest/./group__grp__cg.html"> A newer version is available</a></span> |
| </div> |
| <div id="projectbrief">User Documentation</div> |
| </td> |
| |
| |
| |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| |
| <!-- Generated by Doxygen 1.7.5.1 --> |
| <script type="text/javascript"> |
| var searchBox = new SearchBox("searchBox", "search",false,'Search'); |
| </script> |
| <script type="text/javascript" src="dynsections.js"></script> |
| <div id="navrow1" class="tabs"> |
| <ul class="tablist"> |
| <li><a href="index.html"><span>Main Page</span></a></li> |
| <li><a href="modules.html"><span>Modules</span></a></li> |
| <li><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> |
| <div id="side-nav" class="ui-resizable side-nav-resizable"> |
| <div id="nav-tree"> |
| <div id="nav-tree-contents"> |
| </div> |
| </div> |
| <div id="splitbar" style="-moz-user-select:none;" |
| class="ui-resizable-handle"> |
| </div> |
| </div> |
| <script type="text/javascript"> |
| initNavTree('group__grp__cg.html',''); |
| </script> |
| <div id="doc-content"> |
| <div class="header"> |
| <div class="headertitle"> |
| <div class="title">Conjugate Gradient</div> </div> |
| <div class="ingroups"><a class="el" href="group__grp__support.html">Support Modules</a></div></div> |
| <div class="contents"> |
| <div id="dynsection-0" onclick="return toggleVisibility(this)" class="dynheader closed" style="cursor:pointer;"> |
| <img id="dynsection-0-trigger" src="closed.png" alt="+"/> Collaboration diagram for Conjugate Gradient:</div> |
| <div id="dynsection-0-summary" class="dynsummary" style="display:block;"> |
| </div> |
| <div id="dynsection-0-content" class="dyncontent" style="display:none;"> |
| <center><table><tr><td><div class="center"><iframe scrolling="no" frameborder="0" src="group__grp__cg.svg" width="334" height="40"><p><b>This browser is not able to show SVG: try Firefox, Chrome, Safari, or Opera instead.</b></p></iframe></div> |
| </td></tr></table></center> |
| </div> |
| <dl class="user"><dt><b>About:</b></dt><dd>This function uses the iterative conjugate gradient method [1] to find a solution to the function: <p class="formulaDsp"> |
| \[ \boldsymbol Ax = \boldsymbol b \] |
| </p> |
| where \( \boldsymbol A \) is a symmetric, positive definite matrix and \(x\) and \( \boldsymbol b \) are vectors.</dd></dl> |
| <dl class="user"><dt><b>Input:</b></dt><dd>Matrix \( \boldsymbol A \) is assumed to be stored in a table where each row consists of at least two columns: array containing values of a given row, row number: <pre>{TABLE|VIEW} <em>matrix_A</em> ( |
| <em>row_number</em> FLOAT, |
| <em>row_values</em> FLOAT[], |
| )</pre> The number of elements in each row should be the same.</dd></dl> |
| <p>\( \boldsymbol b \) is passed as a FLOAT[] to the function.</p> |
| <dl class="user"><dt><b>Usage:</b></dt><dd>Conjugate gradient can be called as follows: <pre>SELECT <a class="el" href="conjugate__gradient_8sql__in.html#ab94e8a12cc9c2d0dac35168721ec8585">conjugate_gradient</a>('<em>table_name</em>', |
| '<em>name_of_row_values_col</em>', '<em>name_of_row_number_col</em>', '<em>aray_of_b_values</em>', |
| '<em>desired_precision</em>');</pre> Function returns x as an array.</dd></dl> |
| <dl class="user"><dt><b>Examples:</b></dt><dd><ol type="1"> |
| <li>Construct matrix A according to structure: <div class="fragment"><pre class="fragment">sql> SELECT * FROM data; |
| row_num | row_val |
| ---------+--------- |
| 1 | {2,1} |
| 2 | {1,4} |
| (2 rows) |
| </pre></div></li> |
| <li>Call conjugate gradient function: <div class="fragment"><pre class="fragment">sql> SELECT <a class="code" href="conjugate__gradient_8sql__in.html#ab94e8a12cc9c2d0dac35168721ec8585" title="Compute conjugate gradient.">conjugate_gradient</a>(<span class="stringliteral">'data'</span>,<span class="stringliteral">'row_val'</span>,<span class="stringliteral">'row_num'</span>,<span class="stringliteral">'{2,1}'</span>,1E-6,1); |
| INFO: COMPUTE RESIDUAL ERROR 14.5655661859659 |
| INFO: ERROR 0.144934004246004 |
| INFO: ERROR 3.12963615962926e-31 |
| INFO: TEST FINAL ERROR 2.90029642185163e-29 |
| <a class="code" href="conjugate__gradient_8sql__in.html#ab94e8a12cc9c2d0dac35168721ec8585" title="Compute conjugate gradient.">conjugate_gradient</a> |
| --------------------------- |
| {1,-1.31838984174237e-15} |
| (1 row) |
| </pre></div></li> |
| </ol> |
| </dd></dl> |
| <dl class="user"><dt><b>Literature:</b></dt><dd>[1] "Conjugate gradient method" Wikipedia - <a href="http://en.wikipedia.org/wiki/Conjugate_gradient_method">http://en.wikipedia.org/wiki/Conjugate_gradient_method</a></dd></dl> |
| <dl class="see"><dt><b>See also:</b></dt><dd>File <a class="el" href="conjugate__gradient_8sql__in.html" title="SQL function computing Conjugate Gradient.">conjugate_gradient.sql_in</a> documenting the SQL function. </dd></dl> |
| </div> |
| </div> |
| <div id="nav-path" class="navpath"> |
| <ul> |
| <!-- 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>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark"> </span>Functions</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> |
| |
| |
| <li class="footer">Generated on Fri May 10 2013 01:37:13 for MADlib by |
| <a href="http://www.doxygen.org/index.html"> |
| <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.7.5.1 </li> |
| </ul> |
| </div> |
| |
| |
| </body> |
| </html> |