<?xml version='1.0'?> <?xml-stylesheet type='text/xsl' href='pmathml.xsl'?> <html xmlns='http://www.w3.org/1999/xhtml'> <head> <title>Lu Factor and Solve with Recorded Pivoting</title> <meta name="description" id="description" content="Lu Factor and Solve with Recorded Pivoting"/> <meta name="keywords" id="keywords" content=" Luvecad Lu linear equation determinant solve "/> <style type='text/css'> body { color : black } body { background-color : white } A:link { color : blue } A:visited { color : purple } A:active { color : purple } </style> <script type='text/javascript' language='JavaScript' src='_luvecad_xml.js'> </script> </head> <body> <table><tr> <td> <a href="http://www.coin-or.org/CppAD/" target="_top"><img border="0" src="_image.gif"/></a> </td> <td><a href="speed_example.cpp.xml" target="_top">Prev</a> </td><td><a href="luvecadok.cpp.xml" target="_top">Next</a> </td><td> <select onchange='choose_across0(this)'> <option>Index-></option> <option>contents</option> 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color="blue"><span style='white-space: nowrap'>,<br/>      VecAD<</span></font></code><i><span style='white-space: nowrap'>double</span></i><code><font color="blue"><span style='white-space: nowrap'>> &</span></font></code><i><span style='white-space: nowrap'>Matrix</span></i><code><font color="blue"><span style='white-space: nowrap'>,<br/>      VecAD<</span></font></code><i><span style='white-space: nowrap'>double</span></i><code><font color="blue"><span style='white-space: nowrap'>> &</span></font></code><i><span style='white-space: nowrap'>Rhs</span></i><code><font color="blue"><span style='white-space: nowrap'>,<br/>      VecAD<</span></font></code><i><span style='white-space: nowrap'>double</span></i><code><font color="blue"><span style='white-space: nowrap'>> &</span></font></code><i><span style='white-space: nowrap'>Result</span></i><code><font color="blue"><span style='white-space: nowrap'>,<br/>      AD<</span></font></code><i><span style='white-space: nowrap'>double</span></i><code><font color="blue"><span style='white-space: nowrap'>> &</span></font></code><i><span style='white-space: nowrap'>logdet</span></i><code><font color="blue"><span style='white-space: nowrap'>)</span></font></code> <br/> <br/> <b><big><a name="Purpose" id="Purpose">Purpose</a></big></b> <br/> Solves the linear equation <math xmlns="http://www.w3.org/1998/Math/MathML" display="block"><mrow> <mi mathvariant='italic'>Matrix</mi> <mo stretchy="false">*</mo> <mi mathvariant='italic'>Result</mi> <mo stretchy="false">=</mo> <mi mathvariant='italic'>Rhs</mi> </mrow></math> where <i>Matrix</i> is an <math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><mrow> <mi mathvariant='italic'>n</mi> <mo stretchy="false">×</mo> <mi mathvariant='italic'>n</mi> </mrow></math> matrix, <i>Rhs</i> is an <math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><mrow> <mi mathvariant='italic'>n</mi> <mi mathvariant='italic'>x</mi> <mi mathvariant='italic'>m</mi> </mrow></math> matrix, and <i>Result</i> is an <math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><mrow> <mi mathvariant='italic'>n</mi> <mi mathvariant='italic'>x</mi> <mi mathvariant='italic'>m</mi> </mrow></math> matrix. <code><span style='white-space: nowrap'><br/> <br/> </span></code>The routine <a href="lusolve.xml" target="_top"><span style='white-space: nowrap'>LuSolve</span></a> uses an arbitrary vector type, instead of <a href="vecad.xml" target="_top"><span style='white-space: nowrap'>VecAD</span></a> , to hold its elements. The pivoting operations for a <code><font color="blue">ADFun</font></code> object corresponding to an <code><font color="blue">LuVecAD</font></code> solution will change to be optimal for the matrix being factored. <code><span style='white-space: nowrap'><br/> <br/> </span></code>It is often the case that <code><font color="blue">LuSolve</font></code> is faster than <code><font color="blue">LuVecAD</font></code> when <code><font color="blue">LuSolve</font></code> uses a simple vector class with <a href="simplevector.xml#Elements of Specified Type" target="_top"><span style='white-space: nowrap'>elements of type double</span></a> , but the corresponding <a href="adfun.xml" target="_top"><span style='white-space: nowrap'>ADFun</span></a> objects have a fixed set of pivoting operations. <br/> <br/> <b><big><a name="Storage Convention" id="Storage Convention">Storage Convention</a></big></b> <br/> The matrices stored in row major order. To be specific, if <math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><mrow> <mi mathvariant='italic'>A</mi> </mrow></math> contains the vector storage for an <math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><mrow> <mi mathvariant='italic'>n</mi> <mi mathvariant='italic'>x</mi> <mi mathvariant='italic'>m</mi> </mrow></math> matrix, <math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><mrow> <mi mathvariant='italic'>i</mi> </mrow></math> is between zero and <math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><mrow> <mi mathvariant='italic'>n</mi> <mn>-1</mn> </mrow></math> , and <math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><mrow> <mi mathvariant='italic'>j</mi> </mrow></math> is between zero and <math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><mrow> <mi mathvariant='italic'>m</mi> <mn>-1</mn> </mrow></math> , <math xmlns="http://www.w3.org/1998/Math/MathML" display="block"><mrow> <msub><mi mathvariant='italic'>A</mi> <mrow><mi mathvariant='italic'>i</mi> <mo stretchy="false">,</mo> <mi mathvariant='italic'>j</mi> </mrow> </msub> <mo stretchy="false">=</mo> <mi mathvariant='italic'>A</mi> <mo stretchy="false">[</mo> <mi mathvariant='italic'>i</mi> <mo stretchy="false">*</mo> <mi mathvariant='italic'>m</mi> <mo stretchy="false">+</mo> <mi mathvariant='italic'>j</mi> <mo stretchy="false">]</mo> </mrow></math> (The length of <math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><mrow> <mi mathvariant='italic'>A</mi> </mrow></math> must be equal to <math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><mrow> <mi mathvariant='italic'>n</mi> <mo stretchy="false">*</mo> <mi mathvariant='italic'>m</mi> </mrow></math> .) <br/> <br/> <b><big><a name="n" id="n">n</a></big></b> <br/> is the number of rows in <i>Matrix</i>, <i>Rhs</i>, and <i>Result</i>. <br/> <br/> <b><big><a name="m" id="m">m</a></big></b> <br/> is the number of columns in <i>Rhs</i> and <i>Result</i>. It is ok for <i>m</i> to be zero which is reasonable when you are only interested in the determinant of <i>Matrix</i>. <br/> <br/> <b><big><a name="Matrix" id="Matrix">Matrix</a></big></b> <br/> On input, this is an <math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><mrow> <mi mathvariant='italic'>n</mi> <mo stretchy="false">×</mo> <mi mathvariant='italic'>n</mi> </mrow></math> matrix containing the variable coefficients for the equation we wish to solve. On output, the elements of <i>Matrix</i> have been overwritten and are not specified. <br/> <br/> <b><big><a name="Rhs" id="Rhs">Rhs</a></big></b> <br/> On input, this is an <math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><mrow> <mi mathvariant='italic'>n</mi> <mo stretchy="false">×</mo> <mi mathvariant='italic'>m</mi> </mrow></math> matrix containing the right hand side for the equation we wish to solve. On output, the elements of <i>Rhs</i> have been overwritten and are not specified. If <i>m</i> is zero, <i>Rhs</i> is not used. <br/> <br/> <b><big><a name="Result" id="Result">Result</a></big></b> <br/> On input, this is an <math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><mrow> <mi mathvariant='italic'>n</mi> <mo stretchy="false">×</mo> <mi mathvariant='italic'>m</mi> </mrow></math> matrix and the value of its elements do not matter. On output, the elements of <i>Rhs</i> contain the solution of the equation we wish to solve (unless the value returned by <code><font color="blue">LuVecAD</font></code> is equal to zero). If <i>m</i> is zero, <i>Result</i> is not used. <br/> <br/> <b><big><a name="logdet" id="logdet">logdet</a></big></b> <br/> On input, the value of <i>logdet</i> does not matter. On output, it has been set to the log of the determinant of <i>Matrix</i> (but not quite). To be more specific, if <i>signdet</i> is the value returned by <code><font color="blue">LuVecAD</font></code>, the determinant of <i>Matrix</i> is given by the formula <math xmlns="http://www.w3.org/1998/Math/MathML" display="block"><mrow> <mi mathvariant='italic'>det</mi> <mo stretchy="false">=</mo> <mi mathvariant='italic'>signdet</mi> <mi>exp</mi> <mo stretchy="false">(</mo> <mi mathvariant='italic'>logdet</mi> <mo stretchy="false">)</mo> </mrow></math> This enables <code><font color="blue">LuVecAD</font></code> to use logs of absolute values. <br/> <br/> <b><big><a name="Example" id="Example">Example</a></big></b> <br/> The file <a href="luvecadok.cpp.xml" target="_top"><span style='white-space: nowrap'>LuVecADOk.cpp</span></a> contains an example and test of <code><font color="blue">LuVecAD</font></code>. It returns true if it succeeds and false otherwise. <hr/>Input File: example/lu_vec_ad.cpp </body> </html>