kse-02/operators.py

import sys
from dataclasses import dataclass
from typing import Generic, Dict, List, TypeVar, Callable, Union, Tuple

from nltk import edit_distance

distances_true: Dict[int, int] = {}
distances_false: Dict[int, int] = {}

distances_true_all: Dict[int, List[int]] = {}
distances_false_all: Dict[int, List[int]] = {}

T = TypeVar('T')
U = TypeVar('U')


@dataclass
class CmpOp(Generic[T]):
    operator: str
    name: str
    test: Callable[[T, T], bool]
    true_dist: Callable[[T, T], int]
    false_dist: Callable[[T, T], int]

    def __init__(self, operator: str, name: str, test: Callable[[T, T], bool], true_dist: Callable[[T, T], int],
                 false_dist: Callable[[T, T], int]):
        self.operator = operator
        self.name = name
        self.test = test
        self.true_dist = true_dist
        self.false_dist = false_dist


# Operands for these must both be integers or strings of length 1
int_str_ops: List[CmpOp[Union[int, str]]] = [
    CmpOp(operator='<',
          name='Lt',
          test=lambda lhs, rhs: lhs < rhs,
          true_dist=lambda lhs, rhs: lhs - rhs + 1 if lhs >= rhs else 0,
          false_dist=lambda lhs, rhs: rhs - lhs if lhs < rhs else 0),
    CmpOp(operator='>',
          name='Gt',
          test=lambda lhs, rhs: lhs > rhs,
          true_dist=lambda lhs, rhs: rhs - lhs + 1 if lhs <= rhs else 0,
          false_dist=lambda lhs, rhs: lhs - rhs if lhs > rhs else 0),
    CmpOp(operator='<=',
          name='LtE',
          test=lambda lhs, rhs: lhs <= rhs,
          true_dist=lambda lhs, rhs: lhs - rhs if lhs > rhs else 0,
          false_dist=lambda lhs, rhs: rhs - lhs + 1 if lhs <= rhs else 0),
    CmpOp(operator='>=',
          name='GtE',
          test=lambda lhs, rhs: lhs >= rhs,
          true_dist=lambda lhs, rhs: rhs - lhs if lhs < rhs else 0,
          false_dist=lambda lhs, rhs: lhs - rhs + 1 if lhs >= rhs else 0),
    CmpOp(operator='==',
          name='Eq',
          test=lambda lhs, rhs: lhs == rhs,
          true_dist=lambda lhs, rhs: abs(lhs - rhs),
          false_dist=lambda lhs, rhs: 1 if lhs == rhs else 0),
    CmpOp(operator='!=',
          name='NotEq',
          test=lambda lhs, rhs: lhs != rhs,
          true_dist=lambda lhs, rhs: 1 if lhs == rhs else 0,
          false_dist=lambda lhs, rhs: abs(lhs - rhs)),
]

int_str_by_name: Dict[str, CmpOp[Union[int, str]]] = {c.name: c for c in int_str_ops}


def int_str_check(a: any, b: any) -> bool:
    if type(a) == int and type(b) == int:
        return True
    if type(a) != str or type(b) != str:
        return False
    return len(a) == 1 and len(b) == 1


def int_str_convert(x: Union[int, str]) -> int:
    if type(x) == int:
        return x
    if len(x) == 1:
        return ord(x)

    raise ValueError("x must be int or len(str) == 1")


# Operands for these must both be strings
str_ops: List[CmpOp[str]] = [
    CmpOp(operator='==',
          name='Eq',
          test=lambda lhs, rhs: lhs == rhs,
          true_dist=lambda lhs, rhs: edit_distance(lhs, rhs),
          false_dist=lambda lhs, rhs: 1 if lhs == rhs else 0),
    CmpOp(operator='!=',
          name='NotEq',
          test=lambda lhs, rhs: lhs != rhs,
          true_dist=lambda lhs, rhs: 1 if lhs == rhs else 0,
          false_dist=lambda lhs, rhs: edit_distance(lhs, rhs)),
]

str_by_name: Dict[str, CmpOp[Union[int, str]]] = {c.name: c for c in str_ops}


def str_check(a: any, b: any) -> bool:
    return type(a) == str and type(b) == str


def compute_distances(name: str, lhs: any, rhs: any) -> Tuple[int, int, bool]:
    if int_str_check(lhs, rhs):
        lhs_int = int_str_convert(lhs)
        rhs_int = int_str_convert(rhs)

        if name not in int_str_by_name:
            raise ValueError(f"'{name}' is not a valid CmpOp name for 'int_str' operators")

        op = int_str_by_name[name]
        return op.true_dist(lhs_int, rhs_int), op.false_dist(lhs_int, rhs_int), op.test(lhs_int, rhs_int)

    if str_check(lhs, rhs):
        if name not in str_by_name:
            raise ValueError(f"'{name}' is not a valid CmpOp name for 'str' operators")

        op = str_by_name[name]
        return op.true_dist(lhs, rhs), op.false_dist(lhs, rhs), op.test(lhs, rhs)

    raise ValueError(f"'{lhs}' and '{rhs}' are not suitable for both 'int_str' and 'str' operators")


def update_map(the_map: Dict[int, int], condition_num: int, distance: int):
    if condition_num in the_map:
        the_map[condition_num] = min(the_map[condition_num], distance)
    else:
        the_map[condition_num] = distance


def update_maps(condition_num, d_true, d_false):
    global distances_true, distances_false

    update_map(distances_true, condition_num, d_true)
    if condition_num not in distances_true_all:
        distances_true_all[condition_num] = [d_true]
    else:
        distances_true_all[condition_num].append(d_true)

    update_map(distances_false, condition_num, d_false)
    if condition_num not in distances_false_all:
        distances_false_all[condition_num] = [d_false]
    else:
        distances_false_all[condition_num].append(d_false)


def in_op(num, lhs, rhs):
    if isinstance(lhs, str):
        lhs = ord(lhs)

    minimum = sys.maxsize
    for elem in rhs.keys():
        distance = abs(lhs - ord(elem))
        if distance < minimum:
            minimum = distance

    distance_true, distance_false = minimum, 1 if minimum == 0 else 0
    update_maps(num, distance_true, distance_false)
    return distance_true == 0  # distance == 0 equivalent to actual test by construction


def evaluate_condition(num, op, lhs, rhs):
    if op == "In":
        return in_op(num, lhs, rhs)

    distance_true, distance_false, test = compute_distances(op, lhs, rhs)
    update_maps(num, distance_true, distance_false)
    return test