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from __future__ import annotations |
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import struct |
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from abc import ABC, abstractmethod |
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from decimal import ROUND_HALF_UP, Decimal |
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from functools import singledispatchmethod |
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from math import isnan |
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from typing import Any, Generic, Type |
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from uuid import UUID |
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from pyiceberg.typedef import L |
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from pyiceberg.types import ( |
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BinaryType, |
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BooleanType, |
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DateType, |
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DecimalType, |
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DoubleType, |
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FixedType, |
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FloatType, |
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IcebergType, |
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IntegerType, |
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LongType, |
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StringType, |
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TimestampType, |
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TimestamptzType, |
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TimeType, |
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UUIDType, |
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) |
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from pyiceberg.utils.datetime import ( |
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date_str_to_days, |
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micros_to_days, |
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time_str_to_micros, |
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timestamp_to_micros, |
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timestamptz_to_micros, |
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) |
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from pyiceberg.utils.decimal import decimal_to_unscaled, unscaled_to_decimal |
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from pyiceberg.utils.singleton import Singleton |
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UUID_BYTES_LENGTH = 16 |
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class Literal(Generic[L], ABC): |
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"""Literal which has a value and can be converted between types.""" |
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_value: L |
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def __init__(self, value: L, value_type: Type[L]): |
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if value is None or not isinstance(value, value_type): |
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raise TypeError(f"Invalid literal value: {value!r} (not a {value_type})") |
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if isinstance(value, float) and isnan(value): |
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raise ValueError("Cannot create expression literal from NaN.") |
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self._value = value |
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@property |
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def value(self) -> L: |
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return self._value |
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@singledispatchmethod |
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@abstractmethod |
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def to(self, type_var: IcebergType) -> Literal[L]: ... |
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def __repr__(self) -> str: |
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"""Return the string representation of the Literal class.""" |
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return f"{type(self).__name__}({self.value!r})" |
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def __str__(self) -> str: |
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"""Return the string representation of the Literal class.""" |
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return str(self.value) |
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def __hash__(self) -> int: |
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"""Return a hashed representation of the Literal class.""" |
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return hash(self.value) |
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def __eq__(self, other: Any) -> bool: |
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"""Return the equality of two instances of the Literal class.""" |
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if not isinstance(other, Literal): |
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return False |
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return self.value == other.value |
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def __ne__(self, other: Any) -> bool: |
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"""Return the inequality of two instances of the Literal class.""" |
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return not self.__eq__(other) |
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def __lt__(self, other: Any) -> bool: |
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"""Return if one instance of the Literal class is less than another instance.""" |
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return self.value < other.value |
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def __gt__(self, other: Any) -> bool: |
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"""Return if one instance of the Literal class is greater than another instance.""" |
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return self.value > other.value |
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def __le__(self, other: Any) -> bool: |
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"""Return if one instance of the Literal class is less than or equal to another instance.""" |
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return self.value <= other.value |
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def __ge__(self, other: Any) -> bool: |
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"""Return if one instance of the Literal class is greater than or equal to another instance.""" |
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return self.value >= other.value |
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def literal(value: L) -> Literal[L]: |
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""" |
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Construct an Iceberg Literal based on Python primitive data type. |
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Args: |
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value (Python primitive type): the value to be associated with literal. |
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Example: |
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from pyiceberg.expressions.literals import literal. |
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>>> literal(123) |
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LongLiteral(123) |
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""" |
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if isinstance(value, float): |
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return DoubleLiteral(value) |
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elif isinstance(value, bool): |
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return BooleanLiteral(value) |
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elif isinstance(value, int): |
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return LongLiteral(value) |
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elif isinstance(value, str): |
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return StringLiteral(value) |
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elif isinstance(value, UUID): |
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return UUIDLiteral(value.bytes) |
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elif isinstance(value, bytes): |
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return BinaryLiteral(value) |
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elif isinstance(value, Decimal): |
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return DecimalLiteral(value) |
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else: |
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raise TypeError(f"Invalid literal value: {repr(value)}") |
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class AboveMax(Literal[L]): |
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def __repr__(self) -> str: |
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"""Return the string representation of the AboveMax class.""" |
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return f"{self.__class__.__name__}()" |
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def __str__(self) -> str: |
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"""Return the string representation of the AboveMax class.""" |
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return self.__class__.__name__ |
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class BelowMin(Literal[L]): |
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def __repr__(self) -> str: |
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"""Return the string representation of the BelowMin class.""" |
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return f"{self.__class__.__name__}()" |
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def __str__(self) -> str: |
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"""Return the string representation of the BelowMin class.""" |
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return self.__class__.__name__ |
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class FloatAboveMax(AboveMax[float], Singleton): |
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def __init__(self) -> None: |
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super().__init__(FloatType.max, float) |
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@singledispatchmethod |
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def to(self, type_var: IcebergType) -> Literal: |
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raise TypeError("Cannot change the type of FloatAboveMax") |
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@to.register(FloatType) |
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def _(self, _: FloatType) -> Literal[float]: |
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return self |
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class FloatBelowMin(BelowMin[float], Singleton): |
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def __init__(self) -> None: |
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super().__init__(FloatType.min, float) |
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@singledispatchmethod |
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def to(self, type_var: IcebergType) -> Literal: |
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raise TypeError("Cannot change the type of FloatBelowMin") |
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@to.register(FloatType) |
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def _(self, _: FloatType) -> Literal[float]: |
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return self |
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class IntAboveMax(AboveMax[int], Singleton): |
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def __init__(self) -> None: |
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super().__init__(IntegerType.max, int) |
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@singledispatchmethod |
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def to(self, type_var: IcebergType) -> Literal: |
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raise TypeError("Cannot change the type of IntAboveMax") |
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@to.register(IntegerType) |
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def _(self, _: IntegerType) -> Literal[int]: |
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return self |
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class IntBelowMin(BelowMin[int], Singleton): |
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def __init__(self) -> None: |
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super().__init__(IntegerType.min, int) |
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@singledispatchmethod |
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def to(self, type_var: IcebergType) -> Literal: |
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raise TypeError("Cannot change the type of IntBelowMin") |
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@to.register(IntegerType) |
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def _(self, _: IntegerType) -> Literal[int]: |
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return self |
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class LongAboveMax(AboveMax[int], Singleton): |
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def __init__(self) -> None: |
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super().__init__(LongType.max, int) |
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@singledispatchmethod |
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def to(self, type_var: IcebergType) -> Literal: |
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raise TypeError("Cannot change the type of IntAboveMax") |
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@to.register(LongType) |
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def _(self, _: LongType) -> Literal[int]: |
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return self |
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class LongBelowMin(BelowMin[int], Singleton): |
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def __init__(self) -> None: |
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super().__init__(LongType.min, int) |
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@singledispatchmethod |
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def to(self, type_var: IcebergType) -> Literal: |
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raise TypeError("Cannot change the type of IntBelowMin") |
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@to.register(LongType) |
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def _(self, _: LongType) -> Literal[int]: |
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return self |
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class BooleanLiteral(Literal[bool]): |
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def __init__(self, value: bool) -> None: |
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super().__init__(value, bool) |
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@singledispatchmethod |
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def to(self, type_var: IcebergType) -> Literal[bool]: |
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raise TypeError(f"Cannot convert BooleanLiteral into {type_var}") |
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@to.register(BooleanType) |
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def _(self, _: BooleanType) -> Literal[bool]: |
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return self |
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class LongLiteral(Literal[int]): |
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def __init__(self, value: int) -> None: |
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super().__init__(value, int) |
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@singledispatchmethod |
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def to(self, type_var: IcebergType) -> Literal: |
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raise TypeError(f"Cannot convert LongLiteral into {type_var}") |
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def increment(self) -> Literal[int]: |
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return LongLiteral(self.value + 1) |
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def decrement(self) -> Literal[int]: |
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return LongLiteral(self.value - 1) |
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@to.register(LongType) |
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def _(self, _: LongType) -> Literal[int]: |
|
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if LongType.max < self.value: |
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|
return LongAboveMax() |
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|
elif LongType.min > self.value: |
|
|
return LongBelowMin() |
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|
else: |
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return self |
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@to.register(IntegerType) |
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def _(self, _: IntegerType) -> Literal[int]: |
|
|
if IntegerType.max < self.value: |
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|
return IntAboveMax() |
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elif IntegerType.min > self.value: |
|
|
return IntBelowMin() |
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|
return self |
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@to.register(FloatType) |
|
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def _(self, _: FloatType) -> Literal[float]: |
|
|
return FloatLiteral(float(self.value)) |
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@to.register(DoubleType) |
|
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def _(self, _: DoubleType) -> Literal[float]: |
|
|
return DoubleLiteral(float(self.value)) |
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@to.register(DateType) |
|
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def _(self, _: DateType) -> Literal[int]: |
|
|
return DateLiteral(self.value) |
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@to.register(TimeType) |
|
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def _(self, _: TimeType) -> Literal[int]: |
|
|
return TimeLiteral(self.value) |
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@to.register(TimestampType) |
|
|
def _(self, _: TimestampType) -> Literal[int]: |
|
|
return TimestampLiteral(self.value) |
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@to.register(DecimalType) |
|
|
def _(self, type_var: DecimalType) -> Literal[Decimal]: |
|
|
unscaled = Decimal(self.value) |
|
|
if type_var.scale == 0: |
|
|
return DecimalLiteral(unscaled) |
|
|
else: |
|
|
sign, digits, _ = unscaled.as_tuple() |
|
|
zeros = (0,) * type_var.scale |
|
|
return DecimalLiteral(Decimal((sign, digits + zeros, -type_var.scale))) |
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class FloatLiteral(Literal[float]): |
|
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def __init__(self, value: float) -> None: |
|
|
super().__init__(value, float) |
|
|
self._value32 = struct.unpack("<f", struct.pack("<f", value))[0] |
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def __eq__(self, other: Any) -> bool: |
|
|
"""Return the equality of two instances of the FloatLiteral class.""" |
|
|
return self._value32 == other |
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def __lt__(self, other: Any) -> bool: |
|
|
"""Return if one instance of the FloatLiteral class is less than another instance.""" |
|
|
return self._value32 < other |
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def __gt__(self, other: Any) -> bool: |
|
|
"""Return if one instance of the FloatLiteral class is greater than another instance.""" |
|
|
return self._value32 > other |
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def __le__(self, other: Any) -> bool: |
|
|
"""Return if one instance of the FloatLiteral class is less than or equal to another instance.""" |
|
|
return self._value32 <= other |
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def __ge__(self, other: Any) -> bool: |
|
|
"""Return if one instance of the FloatLiteral class is greater than or equal to another instance.""" |
|
|
return self._value32 >= other |
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def __hash__(self) -> int: |
|
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"""Return a hashed representation of the FloatLiteral class.""" |
|
|
return hash(self._value32) |
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@singledispatchmethod |
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def to(self, type_var: IcebergType) -> Literal: |
|
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raise TypeError(f"Cannot convert FloatLiteral into {type_var}") |
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@to.register(FloatType) |
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def _(self, _: FloatType) -> Literal[float]: |
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return self |
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@to.register(DoubleType) |
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def _(self, _: DoubleType) -> Literal[float]: |
|
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return DoubleLiteral(self.value) |
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@to.register(DecimalType) |
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def _(self, type_var: DecimalType) -> Literal[Decimal]: |
|
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return DecimalLiteral(Decimal(self.value).quantize(Decimal((0, (1,), -type_var.scale)), rounding=ROUND_HALF_UP)) |
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class DoubleLiteral(Literal[float]): |
|
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def __init__(self, value: float) -> None: |
|
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super().__init__(value, float) |
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@singledispatchmethod |
|
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def to(self, type_var: IcebergType) -> Literal: |
|
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raise TypeError(f"Cannot convert DoubleLiteral into {type_var}") |
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@to.register(DoubleType) |
|
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def _(self, _: DoubleType) -> Literal[float]: |
|
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return self |
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@to.register(FloatType) |
|
|
def _(self, _: FloatType) -> Literal[float]: |
|
|
if FloatType.max < self.value: |
|
|
return FloatAboveMax() |
|
|
elif FloatType.min > self.value: |
|
|
return FloatBelowMin() |
|
|
return FloatLiteral(self.value) |
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@to.register(DecimalType) |
|
|
def _(self, type_var: DecimalType) -> Literal[Decimal]: |
|
|
return DecimalLiteral(Decimal(self.value).quantize(Decimal((0, (1,), -type_var.scale)), rounding=ROUND_HALF_UP)) |
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class DateLiteral(Literal[int]): |
|
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def __init__(self, value: int) -> None: |
|
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super().__init__(value, int) |
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def increment(self) -> Literal[int]: |
|
|
return DateLiteral(self.value + 1) |
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def decrement(self) -> Literal[int]: |
|
|
return DateLiteral(self.value - 1) |
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|
@singledispatchmethod |
|
|
def to(self, type_var: IcebergType) -> Literal: |
|
|
raise TypeError(f"Cannot convert DateLiteral into {type_var}") |
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|
|
@to.register(DateType) |
|
|
def _(self, _: DateType) -> Literal[int]: |
|
|
return self |
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|
|
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|
|
class TimeLiteral(Literal[int]): |
|
|
def __init__(self, value: int) -> None: |
|
|
super().__init__(value, int) |
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|
|
|
@singledispatchmethod |
|
|
def to(self, type_var: IcebergType) -> Literal: |
|
|
raise TypeError(f"Cannot convert TimeLiteral into {type_var}") |
|
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|
|
|
@to.register(TimeType) |
|
|
def _(self, _: TimeType) -> Literal[int]: |
|
|
return self |
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|
|
class TimestampLiteral(Literal[int]): |
|
|
def __init__(self, value: int) -> None: |
|
|
super().__init__(value, int) |
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|
|
|
def increment(self) -> Literal[int]: |
|
|
return TimestampLiteral(self.value + 1) |
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|
|
|
def decrement(self) -> Literal[int]: |
|
|
return TimestampLiteral(self.value - 1) |
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|
|
|
@singledispatchmethod |
|
|
def to(self, type_var: IcebergType) -> Literal: |
|
|
raise TypeError(f"Cannot convert TimestampLiteral into {type_var}") |
|
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|
|
|
@to.register(TimestampType) |
|
|
def _(self, _: TimestampType) -> Literal[int]: |
|
|
return self |
|
|
|
|
|
@to.register(TimestamptzType) |
|
|
def _(self, _: TimestamptzType) -> Literal[int]: |
|
|
return self |
|
|
|
|
|
@to.register(DateType) |
|
|
def _(self, _: DateType) -> Literal[int]: |
|
|
return DateLiteral(micros_to_days(self.value)) |
|
|
|
|
|
|
|
|
class DecimalLiteral(Literal[Decimal]): |
|
|
def __init__(self, value: Decimal) -> None: |
|
|
super().__init__(value, Decimal) |
|
|
|
|
|
def increment(self) -> Literal[Decimal]: |
|
|
original_scale = abs(int(self.value.as_tuple().exponent)) |
|
|
unscaled = decimal_to_unscaled(self.value) |
|
|
return DecimalLiteral(unscaled_to_decimal(unscaled + 1, original_scale)) |
|
|
|
|
|
def decrement(self) -> Literal[Decimal]: |
|
|
original_scale = abs(int(self.value.as_tuple().exponent)) |
|
|
unscaled = decimal_to_unscaled(self.value) |
|
|
return DecimalLiteral(unscaled_to_decimal(unscaled - 1, original_scale)) |
|
|
|
|
|
@singledispatchmethod |
|
|
def to(self, type_var: IcebergType) -> Literal: |
|
|
raise TypeError(f"Cannot convert DecimalLiteral into {type_var}") |
|
|
|
|
|
@to.register(DecimalType) |
|
|
def _(self, type_var: DecimalType) -> Literal[Decimal]: |
|
|
if type_var.scale == abs(int(self.value.as_tuple().exponent)): |
|
|
return self |
|
|
raise ValueError(f"Could not convert {self.value} into a {type_var}") |
|
|
|
|
|
@to.register(IntegerType) |
|
|
def _(self, _: IntegerType) -> Literal[int]: |
|
|
value_int = int(self.value.to_integral_value()) |
|
|
if value_int > IntegerType.max: |
|
|
return IntAboveMax() |
|
|
elif value_int < IntegerType.min: |
|
|
return IntBelowMin() |
|
|
else: |
|
|
return LongLiteral(value_int) |
|
|
|
|
|
@to.register(LongType) |
|
|
def _(self, _: LongType) -> Literal[int]: |
|
|
value_int = int(self.value.to_integral_value()) |
|
|
if value_int > LongType.max: |
|
|
return IntAboveMax() |
|
|
elif value_int < LongType.min: |
|
|
return IntBelowMin() |
|
|
else: |
|
|
return LongLiteral(value_int) |
|
|
|
|
|
@to.register(FloatType) |
|
|
def _(self, _: FloatType) -> Literal[float]: |
|
|
value_float = float(self.value) |
|
|
if value_float > FloatType.max: |
|
|
return FloatAboveMax() |
|
|
elif value_float < FloatType.min: |
|
|
return FloatBelowMin() |
|
|
else: |
|
|
return FloatLiteral(value_float) |
|
|
|
|
|
@to.register(DoubleType) |
|
|
def _(self, _: DoubleLiteral) -> Literal[float]: |
|
|
return DoubleLiteral(float(self.value)) |
|
|
|
|
|
|
|
|
class StringLiteral(Literal[str]): |
|
|
def __init__(self, value: str) -> None: |
|
|
super().__init__(value, str) |
|
|
|
|
|
@singledispatchmethod |
|
|
def to(self, type_var: IcebergType) -> Literal: |
|
|
raise TypeError(f"Cannot convert StringLiteral into {type_var}") |
|
|
|
|
|
@to.register(StringType) |
|
|
def _(self, _: StringType) -> Literal[str]: |
|
|
return self |
|
|
|
|
|
@to.register(IntegerType) |
|
|
def _(self, type_var: IntegerType) -> Literal[int]: |
|
|
try: |
|
|
number = int(float(self.value)) |
|
|
|
|
|
if IntegerType.max < number: |
|
|
return IntAboveMax() |
|
|
elif IntegerType.min > number: |
|
|
return IntBelowMin() |
|
|
return LongLiteral(number) |
|
|
except ValueError as e: |
|
|
raise ValueError(f"Could not convert {self.value} into a {type_var}") from e |
|
|
|
|
|
@to.register(LongType) |
|
|
def _(self, type_var: LongType) -> Literal[int]: |
|
|
try: |
|
|
long_value = int(float(self.value)) |
|
|
if LongType.max < long_value: |
|
|
return LongAboveMax() |
|
|
elif LongType.min > long_value: |
|
|
return LongBelowMin() |
|
|
else: |
|
|
return LongLiteral(long_value) |
|
|
except (TypeError, ValueError) as e: |
|
|
raise ValueError(f"Could not convert {self.value} into a {type_var}") from e |
|
|
|
|
|
@to.register(DateType) |
|
|
def _(self, type_var: DateType) -> Literal[int]: |
|
|
try: |
|
|
return DateLiteral(date_str_to_days(self.value)) |
|
|
except (TypeError, ValueError) as e: |
|
|
raise ValueError(f"Could not convert {self.value} into a {type_var}") from e |
|
|
|
|
|
@to.register(TimeType) |
|
|
def _(self, type_var: TimeType) -> Literal[int]: |
|
|
try: |
|
|
return TimeLiteral(time_str_to_micros(self.value)) |
|
|
except (TypeError, ValueError) as e: |
|
|
raise ValueError(f"Could not convert {self.value} into a {type_var}") from e |
|
|
|
|
|
@to.register(TimestampType) |
|
|
def _(self, _: TimestampType) -> Literal[int]: |
|
|
return TimestampLiteral(timestamp_to_micros(self.value)) |
|
|
|
|
|
@to.register(TimestamptzType) |
|
|
def _(self, _: TimestamptzType) -> Literal[int]: |
|
|
return TimestampLiteral(timestamptz_to_micros(self.value)) |
|
|
|
|
|
@to.register(UUIDType) |
|
|
def _(self, _: UUIDType) -> Literal[bytes]: |
|
|
return UUIDLiteral(UUID(self.value).bytes) |
|
|
|
|
|
@to.register(DecimalType) |
|
|
def _(self, type_var: DecimalType) -> Literal[Decimal]: |
|
|
dec = Decimal(self.value) |
|
|
scale = abs(int(dec.as_tuple().exponent)) |
|
|
if type_var.scale == scale: |
|
|
return DecimalLiteral(dec) |
|
|
else: |
|
|
raise ValueError(f"Could not convert {self.value} into a {type_var}, scales differ {type_var.scale} <> {scale}") |
|
|
|
|
|
@to.register(BooleanType) |
|
|
def _(self, type_var: BooleanType) -> Literal[bool]: |
|
|
value_upper = self.value.upper() |
|
|
if value_upper in ["TRUE", "FALSE"]: |
|
|
return BooleanLiteral(value_upper == "TRUE") |
|
|
else: |
|
|
raise ValueError(f"Could not convert {self.value} into a {type_var}") |
|
|
|
|
|
def __repr__(self) -> str: |
|
|
"""Return the string representation of the StringLiteral class.""" |
|
|
return f"literal({repr(self.value)})" |
|
|
|
|
|
|
|
|
class UUIDLiteral(Literal[bytes]): |
|
|
def __init__(self, value: bytes) -> None: |
|
|
super().__init__(value, bytes) |
|
|
|
|
|
@singledispatchmethod |
|
|
def to(self, type_var: IcebergType) -> Literal: |
|
|
raise TypeError(f"Cannot convert UUIDLiteral into {type_var}") |
|
|
|
|
|
@to.register(UUIDType) |
|
|
def _(self, _: UUIDType) -> Literal[bytes]: |
|
|
return self |
|
|
|
|
|
@to.register(FixedType) |
|
|
def _(self, type_var: FixedType) -> Literal[bytes]: |
|
|
if len(type_var) == UUID_BYTES_LENGTH: |
|
|
return FixedLiteral(self.value) |
|
|
else: |
|
|
raise TypeError( |
|
|
f"Cannot convert UUIDLiteral into {type_var}, different length: {len(type_var)} <> {UUID_BYTES_LENGTH}" |
|
|
) |
|
|
|
|
|
@to.register(BinaryType) |
|
|
def _(self, _: BinaryType) -> Literal[bytes]: |
|
|
return BinaryLiteral(self.value) |
|
|
|
|
|
|
|
|
class FixedLiteral(Literal[bytes]): |
|
|
def __init__(self, value: bytes) -> None: |
|
|
super().__init__(value, bytes) |
|
|
|
|
|
@singledispatchmethod |
|
|
def to(self, type_var: IcebergType) -> Literal: |
|
|
raise TypeError(f"Cannot convert FixedLiteral into {type_var}") |
|
|
|
|
|
@to.register(FixedType) |
|
|
def _(self, type_var: FixedType) -> Literal[bytes]: |
|
|
if len(self.value) == len(type_var): |
|
|
return self |
|
|
else: |
|
|
raise ValueError( |
|
|
f"Could not convert {self.value!r} into a {type_var}, lengths differ {len(self.value)} <> {len(type_var)}" |
|
|
) |
|
|
|
|
|
@to.register(BinaryType) |
|
|
def _(self, _: BinaryType) -> Literal[bytes]: |
|
|
return BinaryLiteral(self.value) |
|
|
|
|
|
@to.register(UUIDType) |
|
|
def _(self, type_var: UUIDType) -> Literal[bytes]: |
|
|
if len(self.value) == UUID_BYTES_LENGTH: |
|
|
return UUIDLiteral(self.value) |
|
|
else: |
|
|
raise TypeError( |
|
|
f"Could not convert {self.value!r} into a {type_var}, lengths differ {len(self.value)} <> {UUID_BYTES_LENGTH}" |
|
|
) |
|
|
|
|
|
|
|
|
class BinaryLiteral(Literal[bytes]): |
|
|
def __init__(self, value: bytes) -> None: |
|
|
super().__init__(value, bytes) |
|
|
|
|
|
@singledispatchmethod |
|
|
def to(self, type_var: IcebergType) -> Literal: |
|
|
raise TypeError(f"Cannot convert BinaryLiteral into {type_var}") |
|
|
|
|
|
@to.register(BinaryType) |
|
|
def _(self, _: BinaryType) -> Literal[bytes]: |
|
|
return self |
|
|
|
|
|
@to.register(FixedType) |
|
|
def _(self, type_var: FixedType) -> Literal[bytes]: |
|
|
if len(type_var) == len(self.value): |
|
|
return FixedLiteral(self.value) |
|
|
else: |
|
|
raise TypeError( |
|
|
f"Cannot convert BinaryLiteral into {type_var}, different length: {len(type_var)} <> {len(self.value)}" |
|
|
) |
|
|
|
|
|
@to.register(UUIDType) |
|
|
def _(self, type_var: UUIDType) -> Literal[bytes]: |
|
|
if len(self.value) == UUID_BYTES_LENGTH: |
|
|
return UUIDLiteral(self.value) |
|
|
else: |
|
|
raise TypeError( |
|
|
f"Cannot convert BinaryLiteral into {type_var}, different length: {UUID_BYTES_LENGTH} <> {len(self.value)}" |
|
|
) |
|
|
|