Python: Compactly and reversibly encode large inte

2019-02-21 06:43发布

I want to compactly encode a large unsigned or signed integer having an arbitrary number of bits into a base64, base32, or base16 (hexadecimal) representation. The output will ultimately be used as a string which will be used as a filename, but this should be beside the point. I am using the latest Python 3.

This works but is far from compact:

>>> import base64, sys
>>> i: int = 2**62 - 3  # Can be signed or unsigned.
>>> b64: bytes =  base64.b64encode(str(i).encode()) # Not a compact encoding.
>>> len(b64), sys.getsizeof(b64)
(28, 61)

There is a prior question, now closed, the answers for which strictly concern with an inefficient representations. Note again that we don't want to use any strings or needlessly long sequences of bytes in this exercise. As such, this question is not a duplicate of that question.

1条回答
闹够了就滚
2楼-- · 2019-02-21 06:48

This answer is motivated in part by disparate comments by Erik A., such as for this answer. The integer is first compactly converted to bytes, following which the bytes are encoded to a variable base.

Refer to the included tests for usage examples.

from typing import Callable, Optional
import base64

class IntBaseEncoder:
    """Reversibly encode an unsigned or signed integer into a customizable encoding of a variable or fixed length."""
    # Ref: https://stackoverflow.com/a/54152763/
    def __init__(self, encoding: str, *, bits: Optional[int] = None, signed: bool = False):
        """
        :param encoder: Name of encoding from base64 module, e.g. b64, urlsafe_b64, b32, b16, etc.
        :param bits: Max bit length of int which is to be encoded. If specified, the encoding is of a fixed length,
        otherwise of a variable length.
        :param signed: If True, integers are considered signed, otherwise unsigned.
        """
        self._decoder: Callable[[bytes], bytes] = getattr(base64, f'{encoding}decode')
        self._encoder: Callable[[bytes], bytes] = getattr(base64, f'{encoding}encode')
        self.signed: bool = signed
        self.bytes_length: Optional[int] = bits and self._bytes_length(2 ** bits - 1)

    def _bytes_length(self, i: int) -> int:
        return (i.bit_length() + 7 + self.signed) // 8

    def encode(self, i: int) -> bytes:
        length = self.bytes_length or self._bytes_length(i)
        i_bytes = i.to_bytes(length, byteorder='big', signed=self.signed)
        return self._encoder(i_bytes)

    def decode(self, b64: bytes) -> int:
        i_bytes = self._decoder(b64)
        return int.from_bytes(i_bytes, byteorder='big', signed=self.signed)

# Tests:
import unittest

class TestIntBaseEncoder(unittest.TestCase):

    ENCODINGS = ('b85', 'b64', 'urlsafe_b64', 'b32', 'b16')

    def test_unsigned_with_variable_length(self):
        for encoding in self.ENCODINGS:
            encoder = IntBaseEncoder(encoding)
            previous_length = 0
            for i in range(1234):
                encoded = encoder.encode(i)
                self.assertGreaterEqual(len(encoded), previous_length)
                self.assertEqual(i, encoder.decode(encoded))

    def test_signed_with_variable_length(self):
        for encoding in self.ENCODINGS:
            encoder = IntBaseEncoder(encoding, signed=True)
            previous_length = 0
            for i in range(-1234, 1234):
                encoded = encoder.encode(i)
                self.assertGreaterEqual(len(encoded), previous_length)
                self.assertEqual(i, encoder.decode(encoded))

    def test_unsigned_with_fixed_length(self):
        for encoding in self.ENCODINGS:
            for maxint in range(257):
                encoder = IntBaseEncoder(encoding, bits=maxint.bit_length())
                maxlen = len(encoder.encode(maxint))
                for i in range(maxint + 1):
                    encoded = encoder.encode(i)
                    self.assertEqual(len(encoded), maxlen)
                    self.assertEqual(i, encoder.decode(encoded))

    def test_signed_with_fixed_length(self):
        for encoding in self.ENCODINGS:
            for maxint in range(257):
                encoder = IntBaseEncoder(encoding, bits=maxint.bit_length(), signed=True)
                maxlen = len(encoder.encode(maxint))
                for i in range(-maxint, maxint + 1):
                    encoded = encoder.encode(i)
                    self.assertEqual(len(encoded), maxlen)
                    self.assertEqual(i, encoder.decode(encoded))

if __name__ == '__main__':
    unittest.main()

If using the output as a filename, initializing the encoder with the encoding 'urlsafe_b64' or even 'b16' are safer choices.

Usage examples:

# Variable length encoding
>>> encoder = IntBaseEncoder('urlsafe_b64')
>>> encoder.encode(12345)
b'MDk='
>>> encoder.decode(_)
12345

# Fixed length encoding
>>> encoder = IntBaseEncoder('b16', bits=32)
>>> encoder.encode(12345)
b'00003039'
>>> encoder.encode(123456789)
b'075BCD15'
>>> encoder.decode(_)
123456789

# Signed
encoder = IntBaseEncoder('b32', signed=True)
encoder.encode(-12345)
b'Z7DQ===='
encoder.decode(_)
-12345
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