amd_demo.m
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function amd_demo
%AMD_DEMO a demo of amd2, using the can_24 matrix
%
% A demo of AMD for MATLAB.
%
% Example:
% amd_demo
%
% See also: amd, amd2, amd_make
% Copyright 1994-2007, Tim Davis, University of Florida,
% Patrick R. Amestoy, and Iain S. Duff.
% This orders the same matrix as the ANSI C demo, amd_demo.c. It includes an
% additional analysis of the matrix via MATLAB's symbfact routine.
% First, print the help information for AMD
help amd2
% Get the Harwell/Boeing can_24 matrix.
load can_24
A = spconvert (can_24) ;
n = size (A,1) ;
figure (1)
clf
hold off
subplot (2,2,1) ;
spy (A)
title ('HB/can24 matrix') ;
% order the matrix. Note that the Info argument is optional.
fprintf ('\nIf the next step fails, then you have\n') ;
fprintf ('not yet compiled the AMD mexFunction.\n') ;
[p, Info] = amd2 (A) ; %#ok
% order again, but this time print some statistics
[p, Info] = amd2 (A, [10 1 1]) ;
fprintf ('Permutation vector:\n') ;
fprintf (' %2d', p) ;
fprintf ('\n\n') ;
subplot (2,2,2) ;
spy (A (p,p)) ;
title ('Permuted matrix') ;
% The amd_demo.c program stops here.
fprintf ('Analyze A(p,p) with MATLAB''s symbfact routine:\n') ;
[cn, height, parent, post, R] = symbfact (A (p,p)) ;
subplot (2,2,3) ;
spy (R') ;
title ('Cholesky factor, L') ;
subplot (2,2,4) ;
treeplot (parent) ;
title ('elimination tree') ;
% results from symbfact
lnz = sum (cn) ; % number of nonzeros in L, incl. diagonal
cn = cn - 1 ; % get the count of off-diagonal entries
fl = n + sum (cn.^2 + 2*cn) ; % flop count for chol (A (p,p)
fprintf ('number of nonzeros in L (including diagonal): %d\n', lnz) ;
fprintf ('floating point operation count for chol (A (p,p)): %d\n', fl) ;
% approximations from amd:
lnz2 = n + Info (10) ;
fl2 = n + Info (11) + 2 * Info (12) ;
fprintf ('\nResults from AMD''s approximate analysis:\n') ;
fprintf ('number of nonzeros in L (including diagonal): %d\n', lnz2) ;
fprintf ('floating point operation count for chol (A (p,p)): %d\n\n', fl2) ;
if (lnz2 ~= lnz | fl ~= fl2) %#ok
fprintf ('Note that the nonzero and flop counts from AMD are slight\n') ;
fprintf ('upper bounds. This is due to the approximate minimum degree\n');
fprintf ('method used, in conjunction with "mass elimination".\n') ;
fprintf ('See the discussion about mass elimination in amd.h and\n') ;
fprintf ('amd_2.c for more details.\n') ;
end