Calculating gradient with NumPy

Question

I really can not understand what numpy.gradient function does and how to use it for computation of multivariable function gradient.

For example

Answer 1

Also theano can compute the gradient automatically

http://deeplearning.net/software/theano/tutorial/gradients.html