import enum
from dataclasses import dataclass
from typing import List

import numpy as np


@dataclass
class DecisionTreeParams:
    criterion: str
    splitter: str
    max_depth: int
    min_samples_split: int
    min_samples_leaf: int
    min_weight_fraction_leaf: float
    max_features: str
    random_state: int
    max_leaf_nodes: int
    min_impurity_decrease: float
    ccp_alpha: float


class ComparisonType(enum.Enum):
    LESS = "<="
    GREATER = ">"


@dataclass(repr=False)
class RuleAtom:
    variable: str
    type: str
    value: float

    def __repr__(self) -> str:
        return f"({self.variable} {self.type} {np.round(self.value, 3)})"


@dataclass(repr=False)
class Rule:
    antecedent: List[RuleAtom]
    consequent: float | str

    def __repr__(self) -> str:
        consequent_value: float | str = str(self.consequent)
        if consequent_value.isnumeric():
            consequent_value = np.round(float(consequent_value), 3)
        return f"if {" and ".join([str(atom) for atom in self.antecedent])} -> {consequent_value}"


@dataclass(repr=False)
class TreeNode:
    parent: str | None
    name: str | None
    level: int
    variable: str
    type: str
    value: float | str