view scripts/general/rescale.m @ 30564:796f54d4ddbf stable

update Octave Project Developers copyright for the new year In files that have the "Octave Project Developers" copyright notice, update for 2021. In all .txi and .texi files except gpl.txi and gpl.texi in the doc/liboctave and doc/interpreter directories, change the copyright to "Octave Project Developers", the same as used for other source files. Update copyright notices for 2022 (not done since 2019). For gpl.txi and gpl.texi, change the copyright notice to be "Free Software Foundation, Inc." and leave the date at 2007 only because this file only contains the text of the GPL, not anything created by the Octave Project Developers. Add Paul Thomas to contributors.in.
author John W. Eaton <jwe@octave.org>
date Tue, 28 Dec 2021 18:22:40 -0500
parents 7854d5752dd2
children 597f3ee61a48
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########################################################################
##
## Copyright (C) 2019-2022 The Octave Project Developers
##
## See the file COPYRIGHT.md in the top-level directory of this
## distribution or <https://octave.org/copyright/>.
##
## This file is part of Octave.
##
## Octave is free software: you can redistribute it and/or modify it
## under the terms of the GNU General Public License as published by
## the Free Software Foundation, either version 3 of the License, or
## (at your option) any later version.
##
## Octave is distributed in the hope that it will be useful, but
## WITHOUT ANY WARRANTY; without even the implied warranty of
## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
## GNU General Public License for more details.
##
## You should have received a copy of the GNU General Public License
## along with Octave; see the file COPYING.  If not, see
## <https://www.gnu.org/licenses/>.
##
########################################################################

## -*- texinfo -*-
## @deftypefn  {} {@var{B} =} rescale (@var{A})
## @deftypefnx {} {@var{B} =} rescale (@var{A}, @var{l}, @var{u})
## @deftypefnx {} {@var{B} =} rescale (@dots{}, "inputmin", @var{inmin})
## @deftypefnx {} {@var{B} =} rescale (@dots{}, "inputmax", @var{inmax})
## Scale matrix elements to a specified range of values.
##
## When called with a single matrix argument @var{A}, rescale elements to
## occupy the interval [0, 1].
##
## The optional inputs @code{[@var{l}, @var{u}]} will scale @var{A} to the
## interval with lower bound @var{l} and upper bound @var{u}.
##
## The optional input @qcode{"inputmin"} replaces all elements less than
## the specified value @var{inmin} with @var{inmin}.  Similarly, the optional
## input @qcode{"inputmax"} replaces all elements greater than the specified
## value @var{inmax} with @var{inmax}.  If unspecified the minimum and maximum
## are taken from the data itself (@w{@code{@var{inmin} = min (A(:))}} and
## @w{@code{@var{inmax} = max (A(:))}}).
##
## Programming Notes:
## The applied formula is
##
## @tex
## $$B = l + {A - inmin \over inmax - inmin} \cdot (u - l)$$
## @end tex
## @ifnottex
## @var{B} = @var{l} + ((@var{A} - @var{inmin}) ./ (@var{inmax} - @var{inmin}))
## .* (@var{u} - @var{l})
## @end ifnottex
##
## The class of the output matrix @var{B} is single if the input @var{A} is
## single, but otherwise is of class double for inputs which are of double,
## integer, or logical type.
##
## @seealso{bounds, min, max}
## @end deftypefn

function B = rescale (A, varargin)

  if (! any (nargin == [1,3,5,7]))
    print_usage ();
  endif

  ## Verify A input.
  if (! (isnumeric (A) || islogical (A)))
    error ("rescale: A must be a numeric or logical matrix");
  endif
  ## Use class double for integers and logical types
  if (! isa (A, "single"))
    A = double (A);
  endif

  l = 0;  u = 1;

  ## If 2nd and 3rd argument are numeric, set non-default interval [l, u].
  if (nargin > 1 && isnumeric (varargin{1}))
    if (! isnumeric (varargin{2}))
      error ("rescale: upper bound U must be numeric");
    endif
    l = varargin{1};  u = varargin{2};
    varargin(1:2) = [];
    if (any ((l > u)(:)))
      error ("rescale: lower bound L must be smaller than upper bound U");
    endif
    ## FIXME: Need input validation for cases where l or u is not a scalar
  endif

  truncate_range = false;

  ## Check for named argument "inputmin".
  inminidx = find (strcmpi (varargin, "inputmin"), 1, "last");
  if (! isempty (inminidx))
    if (! isnumeric (varargin{inminidx + 1}))
      error ("rescale: INMIN must be numeric");
    endif
    inmin = varargin{inminidx + 1};
    varargin(inminidx:inminidx + 1) = [];
    truncate_range = true;
  else
    inmin = min (A(:));
  endif

  ## Check for named argument "inputmax".
  inmaxidx = find (strcmpi (varargin, "inputmax"), 1, "last");
  if (! isempty (inmaxidx))
    if (! isnumeric (varargin{inmaxidx + 1}))
      error ("rescale: INMAX must be numeric");
    endif
    inmax = varargin{inmaxidx + 1};
    varargin(inmaxidx:inmaxidx + 1) = [];
    truncate_range = true;
  else
    inmax = max (A(:));
  endif

  ## Verify all options were processed
  if (! isempty (varargin))
    error ("rescale: invalid option(s)");
  endif

  ## Rescale A to interval [l,u] in range interval [inmin, inmax].
  range = inmax - inmin;
  range(range == 0) = 1;  # Avoid division by 0 resulting in NaN
  B = l + (A - inmin) ./ range .* (u - l);
  if (truncate_range)
    B(A < inmin) = l;
    B(A > inmax) = u;
  endif

endfunction


%!assert (rescale ([]), [])
%!assert (rescale ([0]), [0])
%!assert (rescale ([1]), [0])
%!assert (rescale (0:5), (0:5)/5)

## Test [l,u] input
%!assert (rescale (1:4, 3, 9), [3,5,7,9])
%!test
%! A = repmat ([1:3]', [1, 3]);
%! B = rescale (A, [1, 2, 3], 5);
%! assert (B, [1, 2, 3; 3, 3.5, 4; 5, 5, 5]);
%!test
%! A = repmat ([1:3]', [1, 3]);
%! B = rescale (A, [1; 2; 3], 5);
%! assert (B, [1, 1, 1; 3.5, 3.5, 3.5; 5, 5, 5]);

## Test property/value options
%!assert (rescale (0:6, "inputmin", 1, "inputmax", 5), [0,0,0.25,0.5,0.75,1,1])

## Test class of returned output
%!assert (class (rescale (single ([0, 5]))), "single")
%!assert (class (rescale (double ([0, 5]))), "double")
%!assert (class (rescale (int8 ([0, 5]))), "double")
%!assert (class (rescale (logical ([0, 1]))), "double")

## Test input validation
%!error <Invalid call> rescale ()
%!error <Invalid call> rescale (1, 2)
%!error <Invalid call> rescale (1, 2, 3, 4)
%!error <Invalid call> rescale (1, 2, 3, 4, 5, 6)
%!error <Invalid call> rescale (1, 2, 3, 4, 5, 6, 7, 8)
%!error <A must be a numeric or logical matrix> rescale ("abc")
%!error <A must be a numeric or logical matrix> rescale ({ [1] })
%!error <U must be numeric> rescale (1, 0, "A")
%!error <L must be smaller than .* U> rescale (1, 2, 0)
## FIXME: Need BIST tests here when input validation has been added for
##        l and u not being scalar.
%!error <INMIN must be numeric> rescale (1, "inputmin", "abc")
%!error <INMAX must be numeric> rescale (1, "inputmax", "abc")
%!error <invalid option> rescale (1, "foobar", 1)