python-xxhash
xxhash is a Python binding for the xxHash library by Yann Collet.
Installation
$ pip install xxhash
You can also install using conda:
$ conda install -c conda-forge python-xxhash
Installing From Source
$ pip install --no-binary xxhash xxhash
Prerequisites
On Debian/Ubuntu:
$ apt-get install python-dev gcc
On CentOS/Fedora:
$ yum install python-devel gcc redhat-rpm-config
Linking to libxxhash.so
By default python-xxhash will use bundled xxHash,
we can change this by specifying ENV var XXHASH_LINK_SO
:
$ XXHASH_LINK_SO=1 pip install --no-binary xxhash xxhash
Usage
Module version and its backend xxHash library version can be retrieved using
the module properties VERSION
AND XXHASH_VERSION
respectively.
>>> import xxhash
>>> xxhash.VERSION
'2.0.0'
>>> xxhash.XXHASH_VERSION
'0.8.0'
This module is hashlib-compliant, which means you can use it in the same way as hashlib.md5
.
update() -- update the current digest with an additional stringdigest() -- return the current digest valuehexdigest() -- return the current digest as a string of hexadecimal digitsintdigest() -- return the current digest as an integercopy() -- return a copy of the current xxhash objectreset() -- reset state
md5 digest returns bytes, but the original xxh32 and xxh64 C APIs return integers.
While this module is made hashlib-compliant, intdigest()
is also provided to
get the integer digest.
Constructors for hash algorithms provided by this module are xxh32()
and xxh64()
.
For example, to obtain the digest of the byte string b'Nobody inspects the spammish repetition'
:
>>> import xxhash
>>> x = xxhash.xxh32()
>>> x.update(b'Nobody inspects')
>>> x.update(b' the spammish repetition')
>>> x.digest()
b'\xe2);/'
>>> x.digest_size
4
>>> x.block_size
16
More condensed:
>>> xxhash.xxh32(b'Nobody inspects the spammish repetition').hexdigest()
'e2293b2f'
>>> xxhash.xxh32(b'Nobody inspects the spammish repetition').digest() == x.digest()
True
An optional seed (default is 0) can be used to alter the result predictably:
>>> import xxhash
>>> xxhash.xxh64('xxhash').hexdigest()
'32dd38952c4bc720'
>>> xxhash.xxh64('xxhash', seed=20141025).hexdigest()
'b559b98d844e0635'
>>> x = xxhash.xxh64(seed=20141025)
>>> x.update('xxhash')
>>> x.hexdigest()
'b559b98d844e0635'
>>> x.intdigest()
13067679811253438005
Be careful that xxh32 takes an unsigned 32-bit integer as seed, while xxh64 takes an unsigned 64-bit integer. Although unsigned integer overflow is defined behavior, it's better not to make it happen:
>>> xxhash.xxh32('I want an unsigned 32-bit seed!', seed=0).hexdigest()
'f7a35af8'
>>> xxhash.xxh32('I want an unsigned 32-bit seed!', seed=2**32).hexdigest()
'f7a35af8'
>>> xxhash.xxh32('I want an unsigned 32-bit seed!', seed=1).hexdigest()
'd8d4b4ba'
>>> xxhash.xxh32('I want an unsigned 32-bit seed!', seed=2**32+1).hexdigest()
'd8d4b4ba'
>>>
>>> xxhash.xxh64('I want an unsigned 64-bit seed!', seed=0).hexdigest()
'd4cb0a70a2b8c7c1'
>>> xxhash.xxh64('I want an unsigned 64-bit seed!', seed=2**64).hexdigest()
'd4cb0a70a2b8c7c1'
>>> xxhash.xxh64('I want an unsigned 64-bit seed!', seed=1).hexdigest()
'ce5087f12470d961'
>>> xxhash.xxh64('I want an unsigned 64-bit seed!', seed=2**64+1).hexdigest()
'ce5087f12470d961'
digest()
returns bytes of the big-endian representation of the integer
digest:
>>> import xxhash
>>> h = xxhash.xxh64()
>>> h.digest()
b'\xefF\xdb7Q\xd8\xe9\x99'
>>> h.intdigest().to_bytes(8, 'big')
b'\xefF\xdb7Q\xd8\xe9\x99'
>>> h.hexdigest()
'ef46db3751d8e999'
>>> format(h.intdigest(), '016x')
'ef46db3751d8e999'
>>> h.intdigest()
17241709254077376921
>>> int(h.hexdigest(), 16)
17241709254077376921
Besides xxh32/xxh64 mentioned above, oneshot functions are also provided, so we can avoid allocating XXH32/64 state on heap:
xxh32_digest(bytes, seed=0)xxh32_intdigest(bytes, seed=0)xxh32_hexdigest(bytes, seed=0)xxh64_digest(bytes, seed=0)xxh64_intdigest(bytes, seed=0)xxh64_hexdigest(bytes, seed=0)
>>> import xxhash
>>> xxhash.xxh64('a').digest() == xxhash.xxh64_digest('a')
True
>>> xxhash.xxh64('a').intdigest() == xxhash.xxh64_intdigest('a')
True
>>> xxhash.xxh64('a').hexdigest() == xxhash.xxh64_hexdigest('a')
True
>>> xxhash.xxh64_hexdigest('xxhash', seed=20141025)
'b559b98d844e0635'
>>> xxhash.xxh64_intdigest('xxhash', seed=20141025)
13067679811253438005L
>>> xxhash.xxh64_digest('xxhash', seed=20141025)
'\xb5Y\xb9\x8d\x84N\x065'
In [1]: import xxhash
In [2]: %timeit xxhash.xxh64_hexdigest('xxhash')
268 ns ± 24.1 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)
In [3]: %timeit xxhash.xxh64('xxhash').hexdigest()
416 ns ± 17.3 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)
XXH3 hashes are available since v2.0.0 (xxHash v0.8.0), they are:
Streaming classes:
xxh3_64xxh3_128
Oneshot functions:
xxh3_64_digest(bytes, seed=0)xxh3_64_intdigest(bytes, seed=0)xxh3_64_hexdigest(bytes, seed=0)xxh3_128_digest(bytes, seed=0)xxh3_128_intdigest(bytes, seed=0)xxh3_128_hexdigest(bytes, seed=0)
And aliases:
xxh128 = xxh3_128xxh128_digest = xxh3_128_digestxxh128_intdigest = xxh3_128_intdigestxxh128_hexdigest = xxh3_128_hexdigest
Caveats
SEED OVERFLOW
xxh32 takes an unsigned 32-bit integer as seed, and xxh64 takes
an unsigned 64-bit integer as seed. Make sure that the seed is greater than
or equal to 0
.
ENDIANNESS
As of python-xxhash 0.3.0, digest()
returns bytes of the
big-endian representation of the integer digest. It used
to be little-endian.
DONT USE XXHASH IN HMAC
Though you can use xxhash as an HMAC hash function, but it's highly recommended not to.
xxhash is NOT a cryptographic hash function, it is a non-cryptographic hash algorithm aimed at speed and quality. Do not put xxhash in any position where cryptographic hash functions are required.
Copyright and License
Copyright (c) 2014-2020 Yue Du - https://github.com/ifduyue
Licensed under BSD 2-Clause License