dynare/matlab/numgrad3.m

71 lines
1.9 KiB
Matlab

function [g, badg, f0, f1, f2] = numgrad3(fcn,x,varargin)
% Computes the gradient of the objective function fcn using a three points
% formula if possible.
%
% Adapted from Sims' numgrad routine.
%
% See section 25.3.4 in Abramovitz and Stegun (1972, Tenth Printing, December) Handbook of Mathematical Functions.
% http://www.math.sfu.ca/~cbm/aands/
% Original file downloaded from:
% http://sims.princeton.edu/yftp/optimize/mfiles/numgrad.m
% Copyright (C) 1993-2007 Christopher Sims
% Copyright (C) 2008 Dynare Team
%
% This file is part of Dynare.
%
% Dynare 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.
%
% Dynare 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 Dynare. If not, see <http://www.gnu.org/licenses/>.
f0 = NaN;
f1 = NaN;
f2 = NaN;
delta = 1e-6;
n=length(x);
tvec=delta*eye(n);
g=zeros(n,1);
[f0,cost_flag] = feval(fcn, x, varargin{:});
badg=0;
goog=1;
scale=1;
for i=1:n
if size(x,1)>size(x,2)
tvecv=tvec(i,:);
else
tvecv=tvec(:,i);
end
[f1,cost_flag1] = feval(fcn, x+scale*transpose(tvecv), varargin{:});
[f2,cost_flag2] = feval(fcn, x-scale*transpose(tvecv), varargin{:});
if cost_flag1 && cost_flag2
g0 = (f1 - f2) / (2*scale*delta);
else
if cost_flag1
g0 = (f1-f0) / (scale*delta);
elseif cost_flag2
g0 = (f0-f2) / (scale*delta);
else
goog=0;
end
end
if goog && abs(g0)< 1e15
g(i)=g0;
else
disp('bad gradient ------------------------')
g(i)=0;
badg=1;
end
end