plot_contour_gp¶

safeopt.plot_contour_gp(gp, inputs, predictions=None, figure=None, axis=None, colorbar=True, **kwargs)¶

Plot a 3D gp with uncertainty.

Parameters:

gp: Instance of GPy.models.GPRegression
inputs: list of arrays/floats: The input parameters at which the GP is to be evaluated, here instead of the combinations of inputs the individual inputs that are spread in a grid are given. Only two of the arrays should have more than one value (not fixed).
predictions: ndarray: Can be used to manually pass the GP predictions, set to None to use the gp directly.
figure: matplotlib figure: The figure on which to draw (ignored if axis is provided
axis: matplotlib axis: The axis on which to draw

Returns: