aixd.sampler.sampler_definitions.sampler_kde

aixd.sampler.sampler_definitions.sampler_kde(dobjects: List[DataObject], engine: SamplingEngine, callbacks_class: SamplingCallback | None = None) → SamplesGenerator[source]

A KDE sampler that can be fit to some data, and then sample from its distribution

Parameters:

  • dobjects (List[DataObject]) – List of DataObjects to sample from

  • engine (SamplingEngine) – To use for sampling

  • callbacks_class (SamplingCallback, default=None) – In case we want to run some function on the samples obtained in the sampling process. This is intended for advanced usage.

Returns:

SamplesGenerator – The sampler object

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