Files
matlab/RBM/UFLDL/ex1/grad_check.m
T
jens 7b34529b24 imported RBM
git-svn-id: http://moon:8086/svn/matlab/trunk@91 801c6759-fa7c-4059-a304-17956f83a07c
2016-07-12 11:24:12 +00:00

29 lines
673 B
Matlab

function average_error = grad_check(fun, theta0, num_checks, varargin)
delta=1e-3;
sum_error=0;
fprintf(' Iter i err');
fprintf(' g_est g f\n')
for i=1:num_checks
T = theta0;
j = randsample(numel(T),1);
T0=T; T0(j) = T0(j)-delta;
T1=T; T1(j) = T1(j)+delta;
[f,g] = fun(T, varargin{:});
f0 = fun(T0, varargin{:});
f1 = fun(T1, varargin{:});
g_est = (f1-f0) / (2*delta);
error = abs(g(j) - g_est);
fprintf('% 5d % 6d % 15g % 15f % 15f % 15f\n', ...
i,j,error,g(j),g_est,f);
sum_error = sum_error + error;
end
average=sum_error/num_checks;