Mercurial > octave
annotate libinterp/corefcn/svd.cc @ 21200:fcac5dbbf9ed
maint: Indent #ifdef blocks in libinterp.
* builtins.h, Cell.cc, __contourc__.cc, __dispatch__.cc, __dsearchn__.cc,
__ichol__.cc, __ilu__.cc, __lin_interpn__.cc, __pchip_deriv__.cc, __qp__.cc,
balance.cc, besselj.cc, betainc.cc, bitfcns.cc, bsxfun.cc,
c-file-ptr-stream.cc, c-file-ptr-stream.h, cellfun.cc, colloc.cc,
comment-list.cc, conv2.cc, daspk.cc, dasrt.cc, dassl.cc, data.cc, debug.cc,
defaults.cc, defaults.in.h, defun-dld.h, defun.cc, defun.h, det.cc, dirfns.cc,
display.cc, dlmread.cc, dot.cc, dynamic-ld.cc, eig.cc, ellipj.cc, error.cc,
errwarn.cc, event-queue.cc, fft.cc, fft2.cc, fftn.cc, file-io.cc, filter.cc,
find.cc, gammainc.cc, gcd.cc, getgrent.cc, getpwent.cc, getrusage.cc,
givens.cc, gl-render.cc, gl2ps-print.cc, graphics.cc, graphics.in.h, gripes.cc,
hash.cc, help.cc, hess.cc, hex2num.cc, input.cc, inv.cc, jit-ir.cc,
jit-typeinfo.cc, jit-util.cc, jit-util.h, kron.cc, load-path.cc, load-save.cc,
lookup.cc, ls-ascii-helper.cc, ls-hdf5.cc, ls-mat-ascii.cc, ls-mat4.cc,
ls-mat5.cc, ls-oct-binary.cc, ls-oct-text.cc, ls-oct-text.h, ls-utils.cc,
ls-utils.h, lsode.cc, lu.cc, luinc.cc, mappers.cc, matrix_type.cc, max.cc,
mex.h, mexproto.h, mgorth.cc, nproc.cc, oct-errno.in.cc, oct-fstrm.cc,
oct-hdf5-types.cc, oct-hdf5.h, oct-hist.cc, oct-iostrm.cc, oct-lvalue.cc,
oct-map.cc, oct-prcstrm.cc, oct-procbuf.cc, oct-stream.cc, oct-strstrm.cc,
octave-link.cc, ordschur.cc, pager.cc, pinv.cc, pr-output.cc, procstream.cc,
profiler.cc, psi.cc, pt-jit.cc, quad.cc, quadcc.cc, qz.cc, rand.cc, rcond.cc,
regexp.cc, schur.cc, sighandlers.cc, sparse-xdiv.cc, sparse-xpow.cc, sparse.cc,
spparms.cc, sqrtm.cc, str2double.cc, strfind.cc, strfns.cc, sub2ind.cc, svd.cc,
sylvester.cc, symtab.cc, syscalls.cc, sysdep.cc, sysdep.h, time.cc, toplev.cc,
tril.cc, tsearch.cc, txt-eng-ft.cc, txt-eng.cc, typecast.cc, urlwrite.cc,
utils.cc, variables.cc, xdiv.cc, xnorm.cc, xpow.cc, zfstream.cc,
__delaunayn__.cc, __eigs__.cc, __fltk_uigetfile__.cc, __glpk__.cc,
__init_fltk__.cc, __init_gnuplot__.cc, __magick_read__.cc, __osmesa_print__.cc,
__voronoi__.cc, amd.cc, audiodevinfo.cc, audioread.cc, ccolamd.cc, chol.cc,
colamd.cc, convhulln.cc, dmperm.cc, fftw.cc, oct-qhull.h, qr.cc, symbfact.cc,
symrcm.cc, oct-conf.in.cc, ov-base-diag.cc, ov-base-int.cc, ov-base-mat.cc,
ov-base-scalar.cc, ov-base-sparse.cc, ov-base.cc, ov-bool-mat.cc,
ov-bool-sparse.cc, ov-bool.cc, ov-builtin.cc, ov-cell.cc, ov-ch-mat.cc,
ov-class.cc, ov-classdef.cc, ov-colon.cc, ov-complex.cc, ov-cs-list.cc,
ov-cx-diag.cc, ov-cx-mat.cc, ov-cx-sparse.cc, ov-dld-fcn.cc, ov-fcn-handle.cc,
ov-fcn-inline.cc, ov-fcn.cc, ov-float.cc, ov-flt-complex.cc, ov-flt-cx-diag.cc,
ov-flt-cx-mat.cc, ov-flt-re-diag.cc, ov-flt-re-mat.cc, ov-int16.cc,
ov-int32.cc, ov-int64.cc, ov-int8.cc, ov-java.cc, ov-lazy-idx.cc,
ov-mex-fcn.cc, ov-null-mat.cc, ov-oncleanup.cc, ov-perm.cc, ov-range.cc,
ov-re-diag.cc, ov-re-mat.cc, ov-re-sparse.cc, ov-scalar.cc, ov-str-mat.cc,
ov-struct.cc, ov-typeinfo.cc, ov-uint16.cc, ov-uint32.cc, ov-uint64.cc,
ov-uint8.cc, ov-usr-fcn.cc, ov.cc, ovl.cc, octave.cc, op-b-b.cc, op-b-bm.cc,
op-b-sbm.cc, op-bm-b.cc, op-bm-bm.cc, op-bm-sbm.cc, op-cdm-cdm.cc, op-cell.cc,
op-chm.cc, op-class.cc, op-cm-cm.cc, op-cm-cs.cc, op-cm-m.cc, op-cm-s.cc,
op-cm-scm.cc, op-cm-sm.cc, op-cs-cm.cc, op-cs-cs.cc, op-cs-m.cc, op-cs-s.cc,
op-cs-scm.cc, op-cs-sm.cc, op-dm-dm.cc, op-dm-scm.cc, op-dm-sm.cc,
op-dm-template.cc, op-dms-template.cc, op-double-conv.cc, op-fcdm-fcdm.cc,
op-fcdm-fdm.cc, op-fcm-fcm.cc, op-fcm-fcs.cc, op-fcm-fm.cc, op-fcm-fs.cc,
op-fcn.cc, op-fcs-fcm.cc, op-fcs-fcs.cc, op-fcs-fm.cc, op-fcs-fs.cc,
op-fdm-fdm.cc, op-float-conv.cc, op-fm-fcm.cc, op-fm-fcs.cc, op-fm-fm.cc,
op-fm-fs.cc, op-fs-fcm.cc, op-fs-fcs.cc, op-fs-fm.cc, op-fs-fs.cc,
op-i16-i16.cc, op-i32-i32.cc, op-i64-i64.cc, op-i8-i8.cc, op-int-concat.cc,
op-int-conv.cc, op-m-cm.cc, op-m-cs.cc, op-m-m.cc, op-m-s.cc, op-m-scm.cc,
op-m-sm.cc, op-pm-pm.cc, op-pm-scm.cc, op-pm-sm.cc, op-pm-template.cc,
op-range.cc, op-s-cm.cc, op-s-cs.cc, op-s-m.cc, op-s-s.cc, op-s-scm.cc,
op-s-sm.cc, op-sbm-b.cc, op-sbm-bm.cc, op-sbm-sbm.cc, op-scm-cm.cc,
op-scm-cs.cc, op-scm-m.cc, op-scm-s.cc, op-scm-scm.cc, op-scm-sm.cc,
op-sm-cm.cc, op-sm-cs.cc, op-sm-m.cc, op-sm-s.cc, op-sm-scm.cc, op-sm-sm.cc,
op-str-m.cc, op-str-s.cc, op-str-str.cc, op-struct.cc, op-ui16-ui16.cc,
op-ui32-ui32.cc, op-ui64-ui64.cc, op-ui8-ui8.cc, pt-arg-list.cc,
pt-array-list.cc, pt-assign.cc, pt-binop.cc, pt-bp.cc, pt-cbinop.cc,
pt-cell.cc, pt-check.cc, pt-classdef.cc, pt-cmd.cc, pt-colon.cc, pt-colon.h,
pt-const.cc, pt-decl.cc, pt-eval.cc, pt-except.cc, pt-exp.cc, pt-fcn-handle.cc,
pt-funcall.cc, pt-id.cc, pt-idx.cc, pt-jump.cc, pt-loop.cc, pt-mat.cc,
pt-misc.cc, pt-pr-code.cc, pt-select.cc, pt-stmt.cc, pt-unop.cc, pt.cc,
token.cc, Array-jit.cc, Array-os.cc, Array-sym.cc, Array-tc.cc, version.cc:
Indent #ifdef blocks in libinterp.
author | Rik <rik@octave.org> |
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date | Fri, 05 Feb 2016 16:29:08 -0800 |
parents | e39e05d90788 |
children | cbced1c09916 |
rev | line source |
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2928 | 1 /* |
2 | |
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3 Copyright (C) 1996-2015 John W. Eaton |
2928 | 4 |
5 This file is part of Octave. | |
6 | |
7 Octave is free software; you can redistribute it and/or modify it | |
8 under the terms of the GNU General Public License as published by the | |
7016 | 9 Free Software Foundation; either version 3 of the License, or (at your |
10 option) any later version. | |
2928 | 11 |
12 Octave is distributed in the hope that it will be useful, but WITHOUT | |
13 ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or | |
14 FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License | |
15 for more details. | |
16 | |
17 You should have received a copy of the GNU General Public License | |
7016 | 18 along with Octave; see the file COPYING. If not, see |
19 <http://www.gnu.org/licenses/>. | |
2928 | 20 |
21 */ | |
22 | |
23 #ifdef HAVE_CONFIG_H | |
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24 # include <config.h> |
2928 | 25 #endif |
26 | |
27 #include "CmplxSVD.h" | |
28 #include "dbleSVD.h" | |
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29 #include "fCmplxSVD.h" |
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30 #include "floatSVD.h" |
2928 | 31 |
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32 #include "defun.h" |
2928 | 33 #include "error.h" |
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34 #include "errwarn.h" |
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35 #include "ovl.h" |
2928 | 36 #include "pr-output.h" |
37 #include "utils.h" | |
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38 #include "variables.h" |
2928 | 39 |
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40 static int Vsvd_driver = SVD::GESVD; |
10601 | 41 |
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42 DEFUN (svd, args, nargout, |
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43 "-*- texinfo -*-\n\ |
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44 @deftypefn {} {@var{s} =} svd (@var{A})\n\ |
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45 @deftypefnx {} {[@var{U}, @var{S}, @var{V}] =} svd (@var{A})\n\ |
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46 @deftypefnx {} {[@var{U}, @var{S}, @var{V}] =} svd (@var{A}, @var{econ})\n\ |
3372 | 47 @cindex singular value decomposition\n\ |
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48 Compute the singular value decomposition of @var{A}\n\ |
3372 | 49 @tex\n\ |
50 $$\n\ | |
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51 A = U S V^{\\dagger}\n\ |
3372 | 52 $$\n\ |
53 @end tex\n\ | |
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54 @ifnottex\n\ |
3372 | 55 \n\ |
56 @example\n\ | |
6620 | 57 A = U*S*V'\n\ |
3372 | 58 @end example\n\ |
10840 | 59 \n\ |
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60 @end ifnottex\n\ |
3372 | 61 \n\ |
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62 The function @code{svd} normally returns only the vector of singular values.\n\ |
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63 When called with three return values, it computes\n\ |
3372 | 64 @tex\n\ |
65 $U$, $S$, and $V$.\n\ | |
66 @end tex\n\ | |
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67 @ifnottex\n\ |
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68 @var{U}, @var{S}, and @var{V}.\n\ |
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69 @end ifnottex\n\ |
3372 | 70 For example,\n\ |
71 \n\ | |
72 @example\n\ | |
73 svd (hilb (3))\n\ | |
74 @end example\n\ | |
75 \n\ | |
76 @noindent\n\ | |
77 returns\n\ | |
2928 | 78 \n\ |
3372 | 79 @example\n\ |
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80 @group\n\ |
3372 | 81 ans =\n\ |
82 \n\ | |
83 1.4083189\n\ | |
84 0.1223271\n\ | |
85 0.0026873\n\ | |
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86 @end group\n\ |
3372 | 87 @end example\n\ |
88 \n\ | |
89 @noindent\n\ | |
90 and\n\ | |
91 \n\ | |
92 @example\n\ | |
93 [u, s, v] = svd (hilb (3))\n\ | |
94 @end example\n\ | |
95 \n\ | |
96 @noindent\n\ | |
97 returns\n\ | |
98 \n\ | |
99 @example\n\ | |
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100 @group\n\ |
3372 | 101 u =\n\ |
2928 | 102 \n\ |
3372 | 103 -0.82704 0.54745 0.12766\n\ |
104 -0.45986 -0.52829 -0.71375\n\ | |
105 -0.32330 -0.64901 0.68867\n\ | |
106 \n\ | |
107 s =\n\ | |
108 \n\ | |
109 1.40832 0.00000 0.00000\n\ | |
110 0.00000 0.12233 0.00000\n\ | |
111 0.00000 0.00000 0.00269\n\ | |
112 \n\ | |
113 v =\n\ | |
114 \n\ | |
115 -0.82704 0.54745 0.12766\n\ | |
116 -0.45986 -0.52829 -0.71375\n\ | |
117 -0.32330 -0.64901 0.68867\n\ | |
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118 @end group\n\ |
3372 | 119 @end example\n\ |
120 \n\ | |
121 If given a second argument, @code{svd} returns an economy-sized\n\ | |
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122 decomposition, eliminating the unnecessary rows or columns of @var{U} or\n\ |
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123 @var{V}.\n\ |
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124 @seealso{svd_driver, svds, eig, lu, chol, hess, qr, qz}\n\ |
3372 | 125 @end deftypefn") |
2928 | 126 { |
127 int nargin = args.length (); | |
128 | |
129 if (nargin < 1 || nargin > 2 || nargout == 2 || nargout > 3) | |
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130 print_usage (); |
2928 | 131 |
132 octave_value arg = args(0); | |
133 | |
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134 if (arg.ndims () != 2) |
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135 error ("svd: A must be a 2-D matrix"); |
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136 |
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137 octave_value_list retval; |
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138 |
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139 bool isfloat = arg.is_single_type (); |
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140 |
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141 SVD::type type = ((nargout == 0 || nargout == 1) |
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142 ? SVD::sigma_only |
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143 : (nargin == 2) ? SVD::economy : SVD::std); |
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144 |
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145 octave_idx_type nr = arg.rows (); |
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146 octave_idx_type nc = arg.columns (); |
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147 |
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148 SVD::driver driver = static_cast<SVD::driver> (Vsvd_driver); |
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149 |
4478 | 150 if (nr == 0 || nc == 0) |
2928 | 151 { |
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152 if (isfloat) |
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153 { |
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154 switch (type) |
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155 { |
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156 case SVD::std: |
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157 retval = ovl (FloatDiagMatrix (nr, nr, 1.0f), |
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158 FloatMatrix (nr, nc), |
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159 FloatDiagMatrix (nc, nc, 1.0f)); |
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160 break; |
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161 |
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162 case SVD::economy: |
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163 retval = ovl (FloatDiagMatrix (nr, 0, 1.0f), |
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164 FloatMatrix (0, 0), |
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165 FloatDiagMatrix (0, nc, 1.0f)); |
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166 break; |
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167 |
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168 case SVD::sigma_only: default: |
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169 retval(0) = FloatMatrix (0, 1); |
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170 break; |
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171 } |
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172 } |
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174 { |
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175 switch (type) |
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176 { |
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177 case SVD::std: |
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178 retval = ovl (DiagMatrix (nr, nr, 1.0), |
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179 Matrix (nr, nc), |
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180 DiagMatrix (nc, nc, 1.0)); |
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181 break; |
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182 |
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183 case SVD::economy: |
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184 retval = ovl (DiagMatrix (nr, 0, 1.0), |
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185 Matrix (0, 0), |
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186 DiagMatrix (0, nc, 1.0)); |
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187 break; |
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188 |
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189 case SVD::sigma_only: default: |
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190 retval(0) = Matrix (0, 1); |
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191 break; |
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192 } |
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193 } |
2928 | 194 } |
195 else | |
196 { | |
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197 if (isfloat) |
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198 { |
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199 if (arg.is_real_type ()) |
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200 { |
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201 FloatMatrix tmp = arg.float_matrix_value (); |
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202 |
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203 if (tmp.any_element_is_inf_or_nan ()) |
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204 error ("svd: cannot take SVD of matrix containing Inf or NaN values"); |
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206 FloatSVD result (tmp, type, driver); |
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207 |
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208 FloatDiagMatrix sigma = result.singular_values (); |
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210 if (nargout == 0 || nargout == 1) |
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211 retval(0) = sigma.extract_diag (); |
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212 else |
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213 retval = ovl (result.left_singular_matrix (), |
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214 sigma, |
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215 result.right_singular_matrix ()); |
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216 } |
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217 else if (arg.is_complex_type ()) |
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218 { |
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219 FloatComplexMatrix ctmp = arg.float_complex_matrix_value (); |
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221 if (ctmp.any_element_is_inf_or_nan ()) |
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222 error ("svd: cannot take SVD of matrix containing Inf or NaN values"); |
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224 FloatComplexSVD result (ctmp, type, driver); |
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225 |
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226 FloatDiagMatrix sigma = result.singular_values (); |
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228 if (nargout == 0 || nargout == 1) |
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229 retval(0) = sigma.extract_diag (); |
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230 else |
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231 retval = ovl (result.left_singular_matrix (), |
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232 sigma, |
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233 result.right_singular_matrix ()); |
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234 } |
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235 } |
4478 | 236 else |
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237 { |
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238 if (arg.is_real_type ()) |
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239 { |
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240 Matrix tmp = arg.matrix_value (); |
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241 |
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242 if (tmp.any_element_is_inf_or_nan ()) |
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243 error ("svd: cannot take SVD of matrix containing Inf or NaN values"); |
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244 |
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245 SVD result (tmp, type, driver); |
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246 |
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247 DiagMatrix sigma = result.singular_values (); |
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248 |
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249 if (nargout == 0 || nargout == 1) |
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250 retval(0) = sigma.extract_diag (); |
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251 else |
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252 retval = ovl (result.left_singular_matrix (), |
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253 sigma, |
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254 result.right_singular_matrix ()); |
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255 } |
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256 else if (arg.is_complex_type ()) |
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257 { |
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258 ComplexMatrix ctmp = arg.complex_matrix_value (); |
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259 |
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260 if (ctmp.any_element_is_inf_or_nan ()) |
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261 error ("svd: cannot take SVD of matrix containing Inf or NaN values"); |
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262 |
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263 ComplexSVD result (ctmp, type, driver); |
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264 |
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265 DiagMatrix sigma = result.singular_values (); |
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266 |
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267 if (nargout == 0 || nargout == 1) |
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268 retval(0) = sigma.extract_diag (); |
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269 else |
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270 retval = ovl (result.left_singular_matrix (), |
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271 sigma, |
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272 result.right_singular_matrix ()); |
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273 } |
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274 else |
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275 err_wrong_type_arg ("svd", arg); |
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276 } |
2928 | 277 } |
278 | |
279 return retval; | |
280 } | |
281 | |
282 /* | |
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283 %!assert (svd ([1, 2; 2, 1]), [3; 1], sqrt (eps)) |
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284 |
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285 %!test |
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286 %! [u, s, v] = svd ([1, 2; 2, 1]); |
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287 %! x = 1 / sqrt (2); |
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288 %! assert (u, [-x, -x; -x, x], sqrt (eps)); |
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289 %! assert (s, [3, 0; 0, 1], sqrt (eps)); |
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290 %! assert (v, [-x, x; -x, -x], sqrt (eps)); |
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291 |
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292 %!test |
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293 %! a = [1, 2, 3; 4, 5, 6]; |
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294 %! [u, s, v] = svd (a); |
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295 %! assert (u * s * v', a, sqrt (eps)); |
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296 |
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297 %!test |
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298 %! a = [1, 2; 3, 4; 5, 6]; |
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299 %! [u, s, v] = svd (a); |
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300 %! assert (u * s * v', a, sqrt (eps)); |
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301 |
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302 %!test |
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303 %! a = [1, 2, 3; 4, 5, 6]; |
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304 %! [u, s, v] = svd (a, 1); |
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305 %! assert (u * s * v', a, sqrt (eps)); |
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306 |
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307 %!test |
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308 %! a = [1, 2; 3, 4; 5, 6]; |
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309 %! [u, s, v] = svd (a, 1); |
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310 %! assert (u * s * v', a, sqrt (eps)); |
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311 |
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312 %!assert (svd (single ([1, 2; 2, 1])), single ([3; 1]), sqrt (eps ("single"))) |
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313 |
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314 %!test |
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315 %! [u, s, v] = svd (single ([1, 2; 2, 1])); |
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316 %! x = single (1 / sqrt (2)); |
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317 %! assert (u, [-x, -x; -x, x], sqrt (eps ("single"))); |
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318 %! assert (s, single ([3, 0; 0, 1]), sqrt (eps ("single"))); |
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319 %! assert (v, [-x, x; -x, -x], sqrt (eps ("single"))); |
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320 |
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321 %!test |
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322 %! a = single ([1, 2, 3; 4, 5, 6]); |
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323 %! [u, s, v] = svd (a); |
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324 %! assert (u * s * v', a, sqrt (eps ("single"))); |
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325 |
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326 %!test |
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327 %! a = single ([1, 2; 3, 4; 5, 6]); |
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328 %! [u, s, v] = svd (a); |
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329 %! assert (u * s * v', a, sqrt (eps ("single"))); |
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330 |
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331 %!test |
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332 %! a = single ([1, 2, 3; 4, 5, 6]); |
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333 %! [u, s, v] = svd (a, 1); |
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334 %! assert (u * s * v', a, sqrt (eps ("single"))); |
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335 |
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336 %!test |
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337 %! a = single ([1, 2; 3, 4; 5, 6]); |
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338 %! [u, s, v] = svd (a, 1); |
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339 %! assert (u * s * v', a, sqrt (eps ("single"))); |
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340 |
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341 %!test |
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342 %! a = zeros (0, 5); |
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343 %! [u, s, v] = svd (a); |
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344 %! assert (size (u), [0, 0]); |
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345 %! assert (size (s), [0, 5]); |
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346 %! assert (size (v), [5, 5]); |
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347 |
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348 %!test |
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349 %! a = zeros (5, 0); |
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350 %! [u, s, v] = svd (a, 1); |
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351 %! assert (size (u), [5, 0]); |
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352 %! assert (size (s), [0, 0]); |
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353 %! assert (size (v), [0, 0]); |
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354 |
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355 %!error svd () |
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356 %!error svd ([1, 2; 4, 5], 2, 3) |
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357 %!error [u, v] = svd ([1, 2; 3, 4]) |
2928 | 358 */ |
10601 | 359 |
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360 DEFUN (svd_driver, args, nargout, |
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361 "-*- texinfo -*-\n\ |
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362 @deftypefn {} {@var{val} =} svd_driver ()\n\ |
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363 @deftypefnx {} {@var{old_val} =} svd_driver (@var{new_val})\n\ |
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364 @deftypefnx {} {} svd_driver (@var{new_val}, \"local\")\n\ |
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365 Query or set the underlying @sc{lapack} driver used by @code{svd}.\n\ |
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366 \n\ |
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367 Currently recognized values are @qcode{\"gesvd\"} and @qcode{\"gesdd\"}.\n\ |
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368 The default is @qcode{\"gesvd\"}.\n\ |
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369 \n\ |
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370 When called from inside a function with the @qcode{\"local\"} option, the\n\ |
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371 variable is changed locally for the function and any subroutines it calls.\n\ |
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372 The original variable value is restored when exiting the function.\n\ |
10601 | 373 @seealso{svd}\n\ |
374 @end deftypefn") | |
375 { | |
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376 static const char *driver_names[] = { "gesvd", "gesdd", 0 }; |
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378 return SET_INTERNAL_VARIABLE_CHOICES (svd_driver, driver_names); |
10601 | 379 } |
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380 |
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381 /* |
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382 %!test |
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383 %! A = [1+1i, 1-1i, 0; 0, 2, 0; 1i, 1i, 1+2i]; |
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384 %! old_driver = svd_driver ("gesvd"); |
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385 %! [U1, S1, V1] = svd (A); |
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386 %! svd_driver ("gesdd"); |
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387 %! [U2, S2, V2] = svd (A); |
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388 %! assert (U1, U2, 5*eps); |
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389 %! assert (S1, S2, 5*eps); |
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390 %! assert (V1, V2, 5*eps); |
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391 %! svd_driver (old_driver); |
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392 */ |