from enum import Enum
[docs]class ModelFamily(Enum):
"""Enum for family of machine learning models."""
RANDOM_FOREST = 'random_forest'
XGBOOST = 'xgboost'
LINEAR_MODEL = 'linear_model'
CATBOOST = 'catboost'
EXTRA_TREES = 'extra_trees'
BASELINE = 'baseline'
NONE = 'none'
def __str__(self):
model_family_dict = {ModelFamily.RANDOM_FOREST.name: "Random Forest",
ModelFamily.XGBOOST.name: "XGBoost",
ModelFamily.LINEAR_MODEL.name: "Linear",
ModelFamily.CATBOOST.name: "CatBoost",
ModelFamily.EXTRA_TREES.name: "Extra Trees",
ModelFamily.BASELINE.name: "Baseline",
ModelFamily.NONE.name: "None"}
return model_family_dict[self.name]