2020-10-21 13:21:51 +00:00
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% Benchmark for recursively partitioning meshes, based on various
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% bisection approaches
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%
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% D.P & O.S for Numerical Computing in USI
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% add necessary paths
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addpaths_GP;
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nlevels_a = 3;
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nlevels_b = 4;
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2020-10-23 07:20:58 +00:00
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%addpath /Users/maggicl/Git/matlab2tikz/src/;
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2020-10-21 13:21:51 +00:00
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fprintf(' *********************************************\n')
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fprintf(' *** Recursive graph bisection benchmark ***\n');
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fprintf(' *********************************************\n')
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% load cases
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cases = {
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'airfoil1.mat';
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'3elt.mat';
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'barth4.mat';
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'mesh3e1.mat';
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'crack.mat';
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};
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nc = length(cases);
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maxlen = 0;
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for c = 1:nc
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if length(cases{c}) > maxlen
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maxlen = length(cases{c});
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end
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end
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for c = 1:nc
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fprintf('.');
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sparse_matrices(c) = load(cases{c});
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end
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fprintf('\n\n Report Cases Nodes Edges\n');
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fprintf(repmat('-', 1, 40));
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fprintf('\n');
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for c = 1:nc
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spacers = repmat('.', 1, maxlen+3-length(cases{c}));
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[params] = Initialize_case(sparse_matrices(c));
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fprintf('%s %s %10d %10d\n', cases{c}, spacers,params.numberOfVertices,params.numberOfEdges);
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end
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%% Create results table
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fprintf('\n%7s %16s %20s %16s %16s\n','Bisection','Spectral','Metis 5.0.2','Coordinate','Inertial');
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fprintf('%10s %10d %6d %10d %6d %10d %6d %10d %6d\n','Partitions',8,16,8,16,8,16,8,16);
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fprintf(repmat('-', 1, 100));
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fprintf('\n');
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for c = 1:nc
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spacers = repmat('.', 1, maxlen+3-length(cases{c}));
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fprintf('%s %s', cases{c}, spacers);
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sparse_matrix = load(cases{c});
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2020-10-23 07:20:58 +00:00
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if c == 5
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g = 1;
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else
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g = 0;
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end
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2020-10-21 13:21:51 +00:00
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% Recursively bisect the loaded graphs in 8 and 16 subgraphs.
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% Steps
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% 1. Initialize the problem
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[params] = Initialize_case(sparse_matrices(c));
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2020-10-23 07:20:58 +00:00
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A = params.Adj;
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coords = params.coords;
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2020-10-28 13:04:35 +00:00
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W = A;
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2020-10-23 07:20:58 +00:00
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2020-10-21 13:21:51 +00:00
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% 2. Recursive routines
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2020-10-23 07:20:58 +00:00
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% i. Spectral
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sp8 = runtest(W, coords, @(a, b) bisection_spectral(a, b, 0), ...
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2020-11-03 13:40:49 +00:00
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3, 'Spectral_8', g);
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2020-10-23 07:20:58 +00:00
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sp16 = runtest(W, coords, @(a, b) bisection_spectral(a, b, 0), ...
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4, 'Spectral', g);
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2020-10-21 13:21:51 +00:00
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% ii. Metis
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2020-10-23 07:20:58 +00:00
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m8 = runtest(W, coords, @(a, b) bisection_metis(a, b, 0), ...
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2020-11-03 13:40:49 +00:00
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3, 'METIS_8', g);
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2020-10-23 07:20:58 +00:00
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m16 = runtest(W, coords, @(a, b) bisection_metis(a, b, 0), ...
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4, 'METIS', g);
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% iii. Coordinate
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c8 = runtest(W, coords, @(a, b) bisection_coordinate(a, b, 0), ...
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2020-11-03 13:40:49 +00:00
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3, 'Coordinate_8', g);
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2020-10-23 07:20:58 +00:00
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c16 = runtest(W, coords, @(a, b) bisection_coordinate(a, b, 0), ...
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4, 'Coordinate', g);
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2020-10-21 13:21:51 +00:00
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% iv. Inertial
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2020-10-23 07:20:58 +00:00
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i8 = runtest(W, coords, @(a, b) bisection_inertial(a, b, 0), ...
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2020-11-03 13:40:49 +00:00
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3, 'Inertial_8', g);
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2020-10-23 07:20:58 +00:00
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i16 = runtest(W, coords, @(a, b) bisection_inertial(a, b, 0), ...
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4, 'Inertial', g);
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close;
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2020-11-03 13:40:49 +00:00
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for ignored = 1:8
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% close;
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end
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2020-10-23 07:20:58 +00:00
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2020-10-21 13:21:51 +00:00
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% 3. Calculate number of cut edges
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% 4. Visualize the partitioning result
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2020-11-02 16:43:56 +00:00
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fprintf('%6d %6d %10d %6d %10d %6d %10d %6d\n',sp8,sp16,...
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m8,m16,c8,c16,i8,i16);
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2020-10-21 13:21:51 +00:00
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2020-10-23 07:20:58 +00:00
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end
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2020-11-03 13:40:49 +00:00
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%Bisection Spectral Metis 5.0.2 Coordinate Inertial
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%Partitions 8 16 8 16 8 16 8 16
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%--------------------------------------------------------------------------
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%airfoil1.mat ... 327 578 320 563 516 819 578 903
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%3elt.mat ....... 372 671 395 651 733 1168 880 1342
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%barth4.mat ..... 505 758 405 689 875 1306 888 1348
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%mesh3e1.mat .... 75 124 75 117 75 122 76 116
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%crack.mat ...... 804 1303 784 1290 1343 1860 1061 1618
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2020-10-23 07:20:58 +00:00
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function n = runtest(A, xy, algorithm, depth, t, show_graphs)
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g = 0;
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if show_graphs == 1
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g = 1;
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2020-11-03 13:40:49 +00:00
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%title(strcat(t, ' bisection for crack with n=16'));
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2020-10-23 07:20:58 +00:00
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hold on;
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end
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n = recurse(A, xy, algorithm, 0.5, depth, g);
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if show_graphs == 1
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hold off;
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2020-11-03 13:40:49 +00:00
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%matlab2tikz('showInfo', false, sprintf('../../ex4_%s.tex', t));
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2020-10-23 07:20:58 +00:00
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figure;
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end
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end
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2020-11-03 13:40:49 +00:00
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function n = recurse(A, xy, algorithm, color, depth, show_g)
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2020-11-02 16:43:56 +00:00
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warning('off','MATLAB:eigs:IllConditionedA')
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2020-10-23 07:20:58 +00:00
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[partA, partB] = algorithm(A, xy);
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2020-11-02 16:43:56 +00:00
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warning('on', 'MATLAB:eigs:IllConditionedA')
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2020-10-23 07:20:58 +00:00
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[n, ~] = cutsize(A, partA);
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A1 = A(partA, partA);
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xy1 = xy(partA, :);
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A2 = A(partB, partB);
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xy2 = xy(partB, :);
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depth = depth - 1;
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if depth > 0
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2020-11-03 13:40:49 +00:00
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n = n + recurse(A1, xy1, algorithm, color * 1.5, depth, show_g);
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n = n + recurse(A2, xy2, algorithm, color * 0.5, depth, show_g);
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elseif show_g == 1
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2020-10-23 07:20:58 +00:00
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gplot(A1, xy1);
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gplot(A2, xy2);
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end
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2020-10-21 13:21:51 +00:00
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2020-11-03 13:40:49 +00:00
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if show_g == 1
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2020-10-23 07:20:58 +00:00
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A12 = sparse(size(A));
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A12(partA, partB) = A(partA, partB);
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A12(partB, partA) = A(partB, partA);
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gplot(A12, xy);
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end
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2020-10-21 13:21:51 +00:00
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end
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