from flaml.automl.model import LGBMEstimator
from flaml import tune


class MyLargeLGBM(LGBMEstimator):
    @classmethod
    def search_space(cls, **params):
        return {
            "n_estimators": {
                "domain": tune.lograndint(lower=4, upper=32768),
                "init_value": 32768,
                "low_cost_init_value": 4,
            },
            "num_leaves": {
                "domain": tune.lograndint(lower=4, upper=32768),
                "init_value": 32768,
                "low_cost_init_value": 4,
            },
        }