Mercurial > hg > octave-nkf
annotate scripts/general/interpn.m @ 20830:b65888ec820e draft default tip gccjit
dmalcom gcc jit import
author | Stefan Mahr <dac922@gmx.de> |
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date | Fri, 27 Feb 2015 16:59:36 +0100 |
parents | 7503499a252b |
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1 ## Copyright (C) 2007-2015 David Bateman |
6702 | 2 ## |
3 ## This file is part of Octave. | |
4 ## | |
5 ## Octave is free software; you can redistribute it and/or modify it | |
6 ## under the terms of the GNU General Public License as published by | |
7016 | 7 ## the Free Software Foundation; either version 3 of the License, or (at |
8 ## your option) any later version. | |
6702 | 9 ## |
10 ## Octave is distributed in the hope that it will be useful, but | |
11 ## WITHOUT ANY WARRANTY; without even the implied warranty of | |
12 ## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU | |
13 ## General Public License for more details. | |
14 ## | |
15 ## You should have received a copy of the GNU General Public License | |
7016 | 16 ## along with Octave; see the file COPYING. If not, see |
17 ## <http://www.gnu.org/licenses/>. | |
6702 | 18 |
19 ## -*- texinfo -*- | |
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20 ## @deftypefn {Function File} {@var{vi} =} interpn (@var{x1}, @var{x2}, @dots{}, @var{v}, @var{y1}, @var{y2}, @dots{}) |
6702 | 21 ## @deftypefnx {Function File} {@var{vi} =} interpn (@var{v}, @var{y1}, @var{y2}, @dots{}) |
22 ## @deftypefnx {Function File} {@var{vi} =} interpn (@var{v}, @var{m}) | |
23 ## @deftypefnx {Function File} {@var{vi} =} interpn (@var{v}) | |
24 ## @deftypefnx {Function File} {@var{vi} =} interpn (@dots{}, @var{method}) | |
25 ## @deftypefnx {Function File} {@var{vi} =} interpn (@dots{}, @var{method}, @var{extrapval}) | |
26 ## | |
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27 ## Perform @var{n}-dimensional interpolation, where @var{n} is at least two. |
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28 ## |
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29 ## Each element of the @var{n}-dimensional array @var{v} represents a value |
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30 ## at a location given by the parameters @var{x1}, @var{x2}, @dots{}, @var{xn}. |
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31 ## The parameters @var{x1}, @var{x2}, @dots{}, @var{xn} are either |
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32 ## @var{n}-dimensional arrays of the same size as the array @var{v} in |
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33 ## the @qcode{"ndgrid"} format or vectors. The parameters @var{y1}, etc. |
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34 ## respect a similar format to @var{x1}, etc., and they represent the points |
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35 ## at which the array @var{vi} is interpolated. |
6702 | 36 ## |
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37 ## If @var{x1}, @dots{}, @var{xn} are omitted, they are assumed to be |
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38 ## @code{x1 = 1 : size (@var{v}, 1)}, etc. If @var{m} is specified, then |
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39 ## the interpolation adds a point half way between each of the interpolation |
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40 ## points. This process is performed @var{m} times. If only @var{v} is |
6702 | 41 ## specified, then @var{m} is assumed to be @code{1}. |
42 ## | |
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43 ## The interpolation @var{method} is one of: |
6702 | 44 ## |
45 ## @table @asis | |
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46 ## @item @qcode{"nearest"} |
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47 ## Return the nearest neighbor. |
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48 ## |
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49 ## @item @qcode{"linear"} (default) |
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50 ## Linear interpolation from nearest neighbors. |
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51 ## |
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52 ## @item @qcode{"pchip"} |
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53 ## Piecewise cubic Hermite interpolating polynomial---shape-preserving |
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54 ## interpolation with smooth first derivative (not implemented yet). |
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55 ## |
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56 ## @item @qcode{"cubic"} |
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57 ## Cubic interpolation (same as @qcode{"pchip"} [not implemented yet]). |
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58 ## |
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59 ## @item @qcode{"spline"} |
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60 ## Cubic spline interpolation---smooth first and second derivatives |
6702 | 61 ## throughout the curve. |
62 ## @end table | |
63 ## | |
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64 ## The default method is @qcode{"linear"}. |
6702 | 65 ## |
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66 ## @var{extrapval} is a scalar number. It replaces values beyond the endpoints |
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67 ## with @var{extrapval}. Note that if @var{extrapval} is used, @var{method} |
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68 ## must be specified as well. If @var{extrapval} is omitted and the |
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69 ## @var{method} is @qcode{"spline"}, then the extrapolated values of the |
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70 ## @qcode{"spline"} are used. Otherwise the default @var{extrapval} value for |
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71 ## any other @var{method} is @qcode{"NA"}. |
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72 ## @seealso{interp1, interp2, interp3, spline, ndgrid} |
6702 | 73 ## @end deftypefn |
74 | |
75 function vi = interpn (varargin) | |
76 | |
77 method = "linear"; | |
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78 extrapval = []; |
6702 | 79 nargs = nargin; |
80 | |
13151 | 81 if (nargin < 1 || ! isnumeric (varargin{1})) |
6702 | 82 print_usage (); |
83 endif | |
84 | |
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85 if (nargs > 1 && ischar (varargin{end-1})) |
7208 | 86 if (! isnumeric (varargin{end}) || ! isscalar (varargin{end})) |
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87 error ("interpn: EXTRAPVAL must be a numeric scalar"); |
6702 | 88 endif |
8116 | 89 extrapval = varargin{end}; |
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90 method = varargin{end-1}; |
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91 nargs -= 2; |
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92 elseif (ischar (varargin{end})) |
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93 method = varargin{end}; |
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94 nargs--; |
6702 | 95 endif |
96 | |
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97 if (method(1) == "*") |
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98 warning ("interpn: ignoring unsupported '*' flag to METHOD"); |
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99 method(1) = []; |
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100 endif |
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101 method = validatestring (method, ... |
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102 {"nearest", "linear", "pchip", "cubic", "spline"}); |
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103 |
6702 | 104 if (nargs < 3) |
7208 | 105 v = varargin{1}; |
6702 | 106 m = 1; |
107 if (nargs == 2) | |
13151 | 108 if (ischar (varargin{2})) |
109 method = varargin{2}; | |
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110 elseif (isnumeric (m) && isscalar (m) && fix (m) == m) |
13151 | 111 m = varargin{2}; |
112 else | |
113 print_usage (); | |
6702 | 114 endif |
115 endif | |
116 sz = size (v); | |
117 nd = ndims (v); | |
118 x = cell (1, nd); | |
119 y = cell (1, nd); | |
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120 for i = 1 : nd |
6702 | 121 x{i} = 1 : sz(i); |
122 y{i} = 1 : (1 / (2 ^ m)) : sz(i); | |
123 endfor | |
13151 | 124 y{1} = y{1}.'; |
125 [y{:}] = ndgrid (y{:}); | |
7208 | 126 elseif (! isvector (varargin{1}) && nargs == (ndims (varargin{1}) + 1)) |
127 v = varargin{1}; | |
6702 | 128 sz = size (v); |
129 nd = ndims (v); | |
130 x = cell (1, nd); | |
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131 y = varargin(2 : nargs); |
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132 for i = 1 : nd |
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134 endfor | |
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135 elseif (rem (nargs, 2) == 1 |
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136 && nargs == (2 * ndims (varargin{ceil (nargs / 2)})) + 1) |
6702 | 137 nv = ceil (nargs / 2); |
7208 | 138 v = varargin{nv}; |
6702 | 139 sz = size (v); |
140 nd = ndims (v); | |
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141 x = varargin(1 : (nv - 1)); |
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142 y = varargin((nv + 1) : nargs); |
6702 | 143 else |
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144 error ("interpn: wrong number or incorrectly formatted input arguments"); |
6702 | 145 endif |
146 | |
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147 if (any (! cellfun ("isvector", x))) |
6702 | 148 for i = 2 : nd |
149 if (! size_equal (x{1}, x{i}) || ! size_equal (x{i}, v)) | |
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150 error ("interpn: dimensional mismatch"); |
6702 | 151 endif |
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152 idx(1 : nd) = {1}; |
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153 idx(i) = ":"; |
6721 | 154 x{i} = x{i}(idx{:})(:); |
6702 | 155 endfor |
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156 idx(1 : nd) = {1}; |
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157 idx(1) = ":"; |
6721 | 158 x{1} = x{1}(idx{:})(:); |
6702 | 159 endif |
160 | |
7421 | 161 method = tolower (method); |
6702 | 162 |
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163 all_vectors = all (cellfun ("isvector", y)); |
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164 different_lengths = numel (unique (cellfun ("numel", y))) > 1; |
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165 if (all_vectors && different_lengths) |
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166 [foobar(1:numel(y)).y] = ndgrid (y{:}); |
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167 y = {foobar.y}; |
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168 endif |
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169 |
6702 | 170 if (strcmp (method, "linear")) |
171 vi = __lin_interpn__ (x{:}, v, y{:}); | |
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172 if (isempty (extrapval)) |
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173 extrapval = NA; |
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174 endif |
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175 vi(isna (vi)) = extrapval; |
6702 | 176 elseif (strcmp (method, "nearest")) |
177 yshape = size (y{1}); | |
178 yidx = cell (1, nd); | |
179 for i = 1 : nd | |
180 y{i} = y{i}(:); | |
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181 yidx{i} = lookup (x{i}, y{i}, "lr"); |
6702 | 182 endfor |
183 idx = cell (1,nd); | |
184 for i = 1 : nd | |
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185 idx{i} = yidx{i} ... |
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186 + (y{i} - x{i}(yidx{i})(:) >= x{i}(yidx{i} + 1)(:) - y{i}); |
6702 | 187 endfor |
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188 vi = v(sub2ind (sz, idx{:})); |
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189 idx = zeros (prod (yshape), 1); |
6702 | 190 for i = 1 : nd |
191 idx |= y{i} < min (x{i}(:)) | y{i} > max (x{i}(:)); | |
192 endfor | |
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193 if (isempty (extrapval)) |
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194 extrapval = NA; |
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195 endif |
6702 | 196 vi(idx) = extrapval; |
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197 vi = reshape (vi, yshape); |
6721 | 198 elseif (strcmp (method, "spline")) |
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199 if (any (! cellfun ("isvector", y))) |
7423 | 200 for i = 2 : nd |
10549 | 201 if (! size_equal (y{1}, y{i})) |
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202 error ("interpn: dimensional mismatch"); |
10549 | 203 endif |
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204 idx(1 : nd) = {1}; |
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205 idx(i) = ":"; |
10549 | 206 y{i} = y{i}(idx{:}); |
7423 | 207 endfor |
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208 idx(1 : nd) = {1}; |
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209 idx(1) = ":"; |
7423 | 210 y{1} = y{1}(idx{:}); |
211 endif | |
7421 | 212 |
6702 | 213 vi = __splinen__ (x, v, y, extrapval, "interpn"); |
7421 | 214 |
7423 | 215 if (size_equal (y{:})) |
216 ly = length (y{1}); | |
217 idx = cell (1, ly); | |
218 q = cell (1, nd); | |
219 for i = 1 : ly | |
10549 | 220 q(:) = i; |
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221 idx{i} = q; |
7423 | 222 endfor |
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223 vi = vi(cellfun (@(x) sub2ind (size (vi), x{:}), idx)); |
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224 vi = reshape (vi, size (y{1})); |
7423 | 225 endif |
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226 elseif (strcmp (method, "cubic")) |
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227 error ("interpn: cubic interpolation not yet implemented"); |
6702 | 228 else |
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229 error ("interpn: unrecognized interpolation METHOD"); |
6702 | 230 endif |
231 | |
232 endfunction | |
233 | |
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234 |
6702 | 235 %!demo |
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236 %! clf; |
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237 %! colormap ("default"); |
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238 %! A = [13,-1,12;5,4,3;1,6,2]; |
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239 %! x = [0,1,4]; y = [10,11,12]; |
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240 %! xi = linspace (min (x), max (x), 17); |
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241 %! yi = linspace (min (y), max (y), 26)'; |
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242 %! mesh (xi, yi, interpn (x,y,A.',xi,yi, "linear").'); |
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243 %! [x,y] = meshgrid (x,y); |
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244 %! hold on; plot3 (x(:),y(:),A(:),"b*"); hold off; |
6702 | 245 |
246 %!demo | |
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247 %! clf; |
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248 %! colormap ("default"); |
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249 %! A = [13,-1,12;5,4,3;1,6,2]; |
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250 %! x = [0,1,4]; y = [10,11,12]; |
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251 %! xi = linspace (min (x), max (x), 17); |
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252 %! yi = linspace (min (y), max (y), 26)'; |
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253 %! mesh (xi, yi, interpn (x,y,A.',xi,yi, "nearest").'); |
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254 %! [x,y] = meshgrid (x,y); |
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255 %! hold on; plot3 (x(:),y(:),A(:),"b*"); hold off; |
6702 | 256 |
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257 %!#demo # FIXME: Uncomment when support for "cubic" has been added |
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258 %! clf; |
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259 %! colormap ("default"); |
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260 %! A = [13,-1,12;5,4,3;1,6,2]; |
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261 %! x = [0,1,2]; y = [10,11,12]; |
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262 %! xi = linspace (min (x), max (x), 17); |
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263 %! yi = linspace (min (y), max (y), 26)'; |
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264 %! mesh (xi, yi, interpn (x,y,A.',xi,yi, "cubic").'); |
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265 %! [x,y] = meshgrid (x,y); |
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266 %! hold on; plot3 (x(:),y(:),A(:),"b*"); hold off; |
6702 | 267 |
268 %!demo | |
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269 %! clf; |
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270 %! colormap ("default"); |
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271 %! A = [13,-1,12;5,4,3;1,6,2]; |
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272 %! x = [0,1,2]; y = [10,11,12]; |
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273 %! xi = linspace (min (x), max (x), 17); |
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274 %! yi = linspace (min (y), max (y), 26)'; |
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275 %! mesh (xi, yi, interpn (x,y,A.',xi,yi, "spline").'); |
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276 %! [x,y] = meshgrid (x,y); |
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277 %! hold on; plot3 (x(:),y(:),A(:),"b*"); hold off; |
6721 | 278 |
279 %!demo | |
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280 %! clf; |
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281 %! colormap ("default"); |
6721 | 282 %! x = y = z = -1:1; |
283 %! f = @(x,y,z) x.^2 - y - z.^2; | |
284 %! [xx, yy, zz] = meshgrid (x, y, z); | |
285 %! v = f (xx,yy,zz); | |
286 %! xi = yi = zi = -1:0.1:1; | |
287 %! [xxi, yyi, zzi] = ndgrid (xi, yi, zi); | |
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288 %! vi = interpn (x, y, z, v, xxi, yyi, zzi, "spline"); |
6721 | 289 %! mesh (yi, zi, squeeze (vi(1,:,:))); |
290 | |
7421 | 291 %!test |
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292 %! [x,y,z] = ndgrid (0:2); |
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293 %! f = x + y + z; |
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294 %! assert (interpn (x,y,z,f,[.5 1.5],[.5 1.5],[.5 1.5]), [1.5, 4.5]); |
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295 %! assert (interpn (x,y,z,f,[.51 1.51],[.51 1.51],[.51 1.51],"nearest"), [3, 6]); |
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296 %! assert (interpn (x,y,z,f,[.5 1.5],[.5 1.5],[.5 1.5],"spline"), [1.5, 4.5]); |
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297 %! assert (interpn (x,y,z,f,x,y,z), f); |
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298 %! assert (interpn (x,y,z,f,x,y,z,"nearest"), f); |
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299 %! assert (interpn (x,y,z,f,x,y,z,"spline"), f); |
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300 |
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301 %!test |
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302 %! [x, y, z] = ndgrid (0:2, 1:4, 2:6); |
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303 %! f = x + y + z; |
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304 %! xi = [0.5 1.0 1.5]; yi = [1.5 2.0 2.5 3.5]; zi = [2.5 3.5 4.0 5.0 5.5]; |
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305 %! fi = interpn (x, y, z, f, xi, yi, zi); |
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306 %! [xi, yi, zi] = ndgrid (xi, yi, zi); |
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307 %! assert (fi, xi + yi + zi); |
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308 |
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309 %!test |
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310 %! xi = 0:2; yi = 1:4; zi = 2:6; |
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311 %! [x, y, z] = ndgrid (xi, yi, zi); |
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312 %! f = x + y + z; |
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313 %! fi = interpn (x, y, z, f, xi, yi, zi, "nearest"); |
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314 %! assert (fi, x + y + z); |
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315 |
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316 %!test |
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317 %! [x,y,z] = ndgrid (0:2); |
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318 %! f = x.^2 + y.^2 + z.^2; |
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319 %! assert (interpn (x,y,-z,f,1.5,1.5,-1.5), 7.5); |
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320 |
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321 %!test # for Matlab-compatible rounding for "nearest" |
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322 %! x = meshgrid (1:4); |
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323 %! assert (interpn (x, 2.5, 2.5, "nearest"), 3); |
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324 |
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325 %!test |
13151 | 326 %! z = zeros (3, 3, 3); |
327 %! zout = zeros (5, 5, 5); | |
328 %! z(:,:,1) = [1 3 5; 3 5 7; 5 7 9]; | |
329 %! z(:,:,2) = z(:,:,1) + 2; | |
330 %! z(:,:,3) = z(:,:,2) + 2; | |
331 %! for n = 1:5 | |
332 %! zout(:,:,n) = [1 2 3 4 5; | |
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333 %! 2 3 4 5 6; |
13151 | 334 %! 3 4 5 6 7; |
335 %! 4 5 6 7 8; | |
336 %! 5 6 7 8 9] + (n-1); | |
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337 %! endfor |
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338 %! tol = 10*eps; |
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339 %! assert (interpn (z), zout, tol); |
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340 %! assert (interpn (z, "linear"), zout, tol); |
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341 %! assert (interpn (z, "spline"), zout, tol); |
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342 |
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343 ## Test input validation |
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Issue warning when '*' flag used with interp2,3,n.m (bug #41459).
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344 %!warning <ignoring unsupported '\*' flag> interpn (rand (3,3), 1, "*linear"); |
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345 |