INNER CODE UNIT · Python

_sample_parameters

AnotherSamWilson/miceforest · miceforest/default_lightgbm_parameters.py:38

def _sample_parameters(parameters: dict, random_state, parameter_sampling_method: str):
    """
    Searches through a parameter set and selects a random
    number between the values in any provided tuple of length 2.
    """
    assert (
        parameter_sampling_method == "random"
    ), "Only random parameter sampling is supported right now."
    parameters = parameters.copy()
    for p, v in parameters.items():
        if isinstance(v, list):
            choice = random_state.choice(v)
        elif isinstance(v, tuple):
            assert (
                len(v) == 2
            ), "Tuples passed must be length 2, representing the bounds."
            assert v[0] < v[1], f"{p} lower bound > upper bound"
            if p in _LOG_SPACE_SEARCH:

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