Enforce Integer Constraints in Integer Hyperparameter Search Space Definition

[TarekAbouChakra]

neps/src/neps/search_spaces/hyperparameters/integer.py

Lines 10 to 14 in bcf8d8e

	class IntegerParameter(FloatParameter):
	def __init__(
	self,
	lower: float | int,
	upper: float | int,

The IntegerParameter class currently extends FloatParameter, allowing float numbers to be passed in instances where the intention is to define an integer hyperparameter search space. Although this is dealt with internally by rounding, should users be allowed to pass in floats when defining integers in the search spaces ?