Returns the acquisition function and its its gradient at x.

def acquisition_function_withGradients(self, x):
        """
        Returns the acquisition function and its its gradient at x.
        """
        aqu_x      = self.acquisition_function(x)
        aqu_x_grad = self.d_acquisition_function(x)
        return aqu_x, aqu_x_grad