""" .. codeauthor:: Tsuyoshi Hombashi """ import abc from decimal import Decimal from typing import Any, List, Optional, Sequence, Union from typepy import RealNumber T = Union[int, float, Decimal] NAN = Decimal("nan") class AbstractContainer(metaclass=abc.ABCMeta): @abc.abstractproperty def min_value(self) -> Optional[Decimal]: # pragma: no cover pass @abc.abstractproperty def max_value(self) -> Optional[Decimal]: # pragma: no cover pass @abc.abstractmethod def mean(self) -> Decimal: # pragma: no cover pass @abc.abstractmethod def update(self, value: Optional[T]) -> None: # pragma: no cover pass @abc.abstractmethod def merge(self, value: "AbstractContainer") -> None: # pragma: no cover pass def __repr__(self) -> str: if not self.has_value(): return "None" return ", ".join([f"min={self.min_value}", f"max={self.max_value}"]) def has_value(self) -> bool: return self.min_value is not None and self.max_value is not None def is_same_value(self) -> bool: return self.has_value() and self.min_value == self.max_value def is_zero(self) -> bool: return self.has_value() and self.min_value == 0 and self.max_value == 0 class ListContainer(AbstractContainer): __slots__ = ("__value_list",) @property def min_value(self) -> Optional[Decimal]: try: return min(self.__value_list) except ValueError: return None @property def max_value(self) -> Optional[Decimal]: try: return max(self.__value_list) except ValueError: return None @property def value_list(self) -> List[Decimal]: return self.__value_list def __init__(self, value_list: Optional[List[Decimal]] = None) -> None: if value_list is None: self.__value_list: List[Decimal] = [] return for value in value_list: self.update(value) def mean(self) -> Decimal: try: return Decimal(sum(self.__value_list) / len(self.__value_list)) except ZeroDivisionError: return NAN def update(self, value: Union[int, float, Decimal, None]) -> None: if value is None: return store_value = RealNumber(value).try_convert() if store_value is None: return self.__value_list.append(store_value) def merge(self, value: "AbstractContainer") -> None: if not isinstance(value, ListContainer): return for v in value.value_list: self.update(v) class MinMaxContainer(AbstractContainer): __slots__ = ("__min_value", "__max_value") def __init__(self, value_list: Optional[Sequence[Decimal]] = None) -> None: self.__min_value: Optional[Decimal] = None self.__max_value: Optional[Decimal] = None if value_list is None: return for value in value_list: self.update(value) @property def min_value(self) -> Optional[Decimal]: return self.__min_value @property def max_value(self) -> Optional[Decimal]: return self.__max_value def __eq__(self, other: Any) -> bool: if not isinstance(other, MinMaxContainer): return False return all([self.min_value == other.min_value, self.max_value == other.max_value]) def __ne__(self, other: Any) -> bool: if not isinstance(other, MinMaxContainer): return True return any([self.min_value != other.min_value, self.max_value != other.max_value]) def __contains__(self, x: T) -> bool: if self.min_value is None: return False if self.max_value is None: return False return self.min_value <= x <= self.max_value def diff(self) -> Decimal: if self.min_value is None: return NAN if self.max_value is None: return NAN try: return self.max_value - self.min_value except TypeError: return NAN def mean(self) -> Decimal: if self.min_value is None: return NAN if self.max_value is None: return NAN try: return (self.max_value + self.min_value) * Decimal("0.5") except TypeError: return NAN def update(self, value: Optional[T]) -> None: if value is None: return decimal_value = Decimal(value) if self.__min_value is None: self.__min_value = decimal_value else: self.__min_value = min(self.__min_value, decimal_value) if self.__max_value is None: self.__max_value = decimal_value else: self.__max_value = max(self.__max_value, decimal_value) def merge(self, value: "AbstractContainer") -> None: if not isinstance(value, MinMaxContainer): return self.update(value.min_value) self.update(value.max_value)