gemseo_umdo

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monte_carlo_sampler module

A Monte Carlo sampler.

class gemseo_umdo.monte_carlo_sampler.MonteCarloSampler(input_space)

Bases: object

A Monte Carlo sampler taking advantage of the vectorized functions.

Parameters:

input_space (DesignSpace) – The input space on which to sample the functions.

add_function(function, is_vectorized=True)

Add a function to sample.

Parameters:

• function (Callable[[ndarray[Any, dtype[float]]], ndarray[Any, dtype[float]]]) – A function to sample.

• is_vectorized (bool) –

  Whether the function is vectorized.

  By default it is set to True.

Return type:

None

property input_history: ndarray[Any, dtype[float]]

The history of the function inputs.

property output_history: ndarray[Any, dtype[float]]

The history of the function outputs.