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| # Licensed to the Apache Software Foundation (ASF) under one | |
| # or more contributor license agreements. See the NOTICE file | |
| # distributed with this work for additional information | |
| # regarding copyright ownership. The ASF licenses this file | |
| # to you under the Apache License, Version 2.0 (the | |
| # "License"); you may not use this file except in compliance | |
| # with the License. You may obtain a copy of the License at | |
| # | |
| # http://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, | |
| # software distributed under the License is distributed on an | |
| # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | |
| # KIND, either express or implied. See the License for the | |
| # specific language governing permissions and limitations | |
| # under the License. | |
| """Helper methods for working with Python Decimals.""" | |
| import math | |
| from decimal import Decimal | |
| from typing import Optional, Union | |
| def decimal_to_unscaled(value: Decimal) -> int: | |
| """Get an unscaled value given a Decimal value. | |
| Args: | |
| value (Decimal): A Decimal instance. | |
| Returns: | |
| int: The unscaled value. | |
| """ | |
| sign, digits, _ = value.as_tuple() | |
| return int(Decimal((sign, digits, 0)).to_integral_value()) | |
| def unscaled_to_decimal(unscaled: int, scale: int) -> Decimal: | |
| """Get a scaled Decimal value given an unscaled value and a scale. | |
| Args: | |
| unscaled (int): An unscaled value. | |
| scale (int): A scale to set for the returned Decimal instance. | |
| Returns: | |
| Decimal: A scaled Decimal instance. | |
| """ | |
| sign, digits, _ = Decimal(unscaled).as_tuple() | |
| return Decimal((sign, digits, -scale)) | |
| def bytes_required(value: Union[int, Decimal]) -> int: | |
| """Return the minimum number of bytes needed to serialize a decimal or unscaled value. | |
| Args: | |
| value (int | Decimal): a Decimal value or unscaled int value. | |
| Returns: | |
| int: the minimum number of bytes needed to serialize the value. | |
| """ | |
| if isinstance(value, int): | |
| return (value.bit_length() + 8) // 8 | |
| elif isinstance(value, Decimal): | |
| return (decimal_to_unscaled(value).bit_length() + 8) // 8 | |
| raise ValueError(f"Unsupported value: {value}") | |
| def decimal_to_bytes(value: Decimal, byte_length: Optional[int] = None) -> bytes: | |
| """Return a byte representation of a decimal. | |
| Args: | |
| value (Decimal): a decimal value. | |
| byte_length (int): The number of bytes. | |
| Returns: | |
| bytes: the unscaled value of the Decimal as bytes. | |
| """ | |
| unscaled_value = decimal_to_unscaled(value) | |
| if byte_length is None: | |
| byte_length = bytes_required(unscaled_value) | |
| return unscaled_value.to_bytes(byte_length, byteorder="big", signed=True) | |
| def bytes_to_decimal(value: bytes, scale: int) -> Decimal: | |
| """Return a decimal from the bytes. | |
| Args: | |
| value (bytes): tbe bytes to be converted into a decimal. | |
| scale (int): the scale of the decimal. | |
| Returns: | |
| Decimal: the scaled decimal. | |
| """ | |
| unscaled_datum = int.from_bytes(value, byteorder="big", signed=True) | |
| return unscaled_to_decimal(unscaled_datum, scale) | |
| def truncate_decimal(value: Decimal, width: int) -> Decimal: | |
| """Get a truncated Decimal value given a decimal value and a width. | |
| Args: | |
| value (Decimal): a decimal value. | |
| width (int): A width for the returned Decimal instance. | |
| Returns: | |
| Decimal: A truncated Decimal instance. | |
| """ | |
| unscaled_value = decimal_to_unscaled(value) | |
| applied_value = unscaled_value - (((unscaled_value % width) + width) % width) | |
| return unscaled_to_decimal(applied_value, abs(int(value.as_tuple().exponent))) | |
| MAX_PRECISION = tuple(math.floor(math.log10(math.fabs(math.pow(2, 8 * pos - 1) - 1))) for pos in range(24)) | |
| REQUIRED_LENGTH = tuple(next(pos for pos in range(24) if p <= MAX_PRECISION[pos]) for p in range(40)) | |
| def decimal_required_bytes(precision: int) -> int: | |
| """Compute the number of bytes required to store a precision. | |
| Args: | |
| precision: The number of digits to store. | |
| Returns: | |
| The number of bytes required to store a decimal with a certain precision. | |
| """ | |
| if precision <= 0 or precision >= 40: | |
| raise ValueError(f"Unsupported precision, outside of (0, 40]: {precision}") | |
| return REQUIRED_LENGTH[precision] | |