[BUG] failure of GFO estimators with replacement=False #135
Description
A number of GFO estimator seem to fail with replcaement=False in what seems like a sensible call, e.g.,
from gradient_free_optimizers import LipschitzOptimizer from hyperactive.experiment.integrations import SklearnCvExperiment experiment = SklearnCvExperiment.create_test_instance() opt = LipschitzOptimizer( **{ "search_space": { "C": [0.01, 0.1, 1, 10], "gamma": [0.0001, 0.01, 0.1, 1, 10], }, "max_sample_size": 1000, "replacement": True, } ) opt.search( objective_function=experiment.score, n_iter=n_iter, max_time=max_time, )Same with ForestOptimizer, TreeStructuredParzenEstimators