function test9 %TEST9 test cs_qr % % Example: % test9 % See also: testall % CXSparse, Copyright (c) 2006-2022, Timothy A. Davis. All Rights Reserved. % SPDX-License-Identifier: LGPL-2.1+ rand ('state', 0) ; index = ssget ; [ignore f] = sort (max (index.nrows, index.ncols)) ; f = f (1:100) ; clf % f = 185 ; % f = 449 ; % f = 186 for i = f Prob = ssget (i) ; disp (Prob) ; A = Prob.A ; [m n] = size (A) ; if (m < n) A = A' ; end [m n] = size (A) ; sp = sprank (A) ; % if (sprank (A) < min (m,n)) % continue % end for cmplex = 0:double(~ispc) if (cmplex) A = A + 1i * sprand (A) ; end Aorig = A ; A = A (:, colamd (A)) ; s1 = svd (full (A)) ; if (cmplex) try tic ; R = chol (A'*A) ; t1 = toc ; %#ok catch fprintf ('chol (A''*A) failed\n') ; R = [ ] ; end else tic ; R = qr (A) ; t1 = toc ; %#ok end % tic ; % [Q,R] = qr (A) ; % t1 = toc ; [c,h,parent] = symbfact (A, 'col') ; rnz = sum (c) ; %#ok tic ; [V2,Beta2,p,R2] = cs_qr (sparse(A)) ; t2 = toc ; %#ok v2 = full (V2) ; if (any (spones (v2) ~= spones (V2))) error ('got zeros!') ; end C = A ; m2 = size (V2,1) ; if (m2 > m) C = [A ; sparse(m2-m, n)] ; end C = C (p,:) ; % [H1,R1] = myqr (C) ; % err1 = norm (R1-R2,1) / norm (R1) % % [svd(A) svd(R1) svd(full(R2))] % s2 = svd (full (R2)) ; % err2 = norm (s1 - s2) / s1 (1) % fprintf ('%10.6f %10.6f cs speedup %8.3f sprank %d n %d\n', ... % t1, t2, t1/t2, sp, n) ; % err2 % left-looking: [V,Beta3,R3] = qr_left (C) ; %#ok s3 = svd (full (R2)) ; err3 = norm (s1 - s3) / s1 (1) ; disp ('err3 = ') ; disp (err3) ; if (err3 > 1e-12) error ('!') ; end % right-looking: [V,Beta4,R4] = qr_right (C) ; %#ok s4 = svd (full (R2)) ; err4 = norm (s1 - s4) / s1 (1) ; disp ('err4 = ') ; disp (err4) ; if (err4 > 1e-12) error ('!') ; end % H2 = full (H2) % R2 = full (R2) subplot (2,4,1) ; spy (A) ; title ('A colamd') ; subplot (2,4,2) ; spy (C) ; title ('A rperm') ; subplot (2,4,3) ; treeplot (parent) ; subplot (2,4,4) ; spy (Aorig) ; title ('Aorig') ; subplot (2,4,5) ; spy (abs(R2)>0) ; title ('spqr R, no zeros') ; subplot (2,4,6) ; spy (R) ; title ('matlab R') ; subplot (2,4,7) ; spy (R2) ; title ('spqr R') ; subplot (2,4,8) ; spy (V2) ; title ('spqr V') ; drawnow % if (err2 > 1e-9) % error ('!') ; % end if (m2 > m) fprintf ('added %d rows, sprank %d n %d\n', m2-m, sp, n) ; end % pause end end