romtools.workflows.sampling_methods#

Functions

LatinHypercubeSampler(number_of_samples[, ...])

Generate UIID LHS samples

MonteCarloSampler(number_of_samples[, ...])

Generate UIID Monte Carlo samples

Classes

Sampler(*args, **kwargs)

Generate UIID samples
romtools.workflows.sampling_methods.LatinHypercubeSampler(number_of_samples, dimensionality=1, seed=None)[source]#

Generate UIID LHS samples

Conforms to the Sampler protocol

Parameters:

  • number_of_samples (int)

  • dimensionality (int)

Return type:

ndarray

romtools.workflows.sampling_methods.MonteCarloSampler(number_of_samples, dimensionality=1, seed=None)[source]#

Generate UIID Monte Carlo samples

Conforms to the Sampler protocol

Parameters:

  • number_of_samples (int)

  • dimensionality (int)

Return type:

ndarray

class romtools.workflows.sampling_methods.Sampler(*args, **kwargs)[source]#

Bases: Protocol

Generate UIID samples

Returns np.ndarray of shape (number_of_samples, dimensionality)