DEFAULT_RANDOM_STATE = 42

FIXED_PARAMS = {
    "model": "logreg",
    "model_kwargs": {},
    "weight_init": "normal",
    "random_state": DEFAULT_RANDOM_STATE,
    "criterion": "BCE",
    "regularization": {"l2": 1.0},
    "optimizer": "LBFGS",
    "lr": 1.0,
    "optimizer_kwargs": {},
}

CHANGING_PARAMS = {
    "utility": [
        {"utility_name": "tp"},
        {"utility_name": "gamma"},
    ]
}

NB_PERMUTATION_SAMPLING = 5

TRAIN_SIZE = 100
TEST_SIZE = 50

P_VALUES = [500, 1000, 1500]