Introduction
pyhash
is a python non-cryptographic hash library.
It provides several common hash algorithms with C/C++ implementation for performance and compatibility.
>>> import pyhash
>>> hasher = pyhash.fnv1_32()
>>> hasher('hello world')
2805756500L
>>> hasher('hello', ' ', 'world')
2805756500L
>>> hasher('world', seed=hasher('hello '))
2805756500L
It also can be used to generate fingerprints without seed.
>>> import pyhash
>>> fp = pyhash.farm_fingerprint_64()
>>> fp('hello')
>>> 13009744463427800296L
>>> fp('hello', 'world')
>>> [13009744463427800296L, 16436542438370751598L]
Notes
hasher('hello', ' ', 'world')
is a syntax sugar for hasher('world', seed=hasher(' ', seed=hasher('hello')))
, and may not equals to hasher('hello world')
, because some hash algorithms use different hash
and seed
size.
For example, metro
hash always use 32bit seed for 64/128 bit hash value.
>>> import pyhash
>>> hasher = pyhash.metro_64()
>>> hasher('hello world')
>>> 5622782129197849471L
>>> hasher('hello', ' ', 'world')
>>> 16402988188088019159L
>>> hasher('world', seed=hasher(' ', seed=hasher('hello')))
>>> 16402988188088019159L
Installation
$ pip install pyhash
Notes
If pip
install failed with similar errors, #27
/usr/lib/gcc/x86_64-linux-gnu/6/include/smmintrin.h:846:1: error: inlining failed in call to always_inline 'long long unsigned int _mm_crc32_u64(long long unsigned int, long long unsigned int)': target specific option mismatch
_mm_crc32_u64 (unsigned long long __C, unsigned long long __V)
^~~~~~~~~~~~~
src/smhasher/metrohash64crc.cpp:52:34: note: called from here
v[0] ^= _mm_crc32_u64(v[0], read_u64(ptr)); ptr += 8;
~~~~~~~~~~~~~^~~~~~~~~~~~~~~~~~~~~
Please upgrade pip
and setuptools
to latest version and try again
$ pip install --upgrade pip setuptools
Notes
If pip
install failed on MacOS with similar errors #28
creating build/temp.macosx-10.6-intel-3.6
...
/usr/bin/clang -fno-strict-aliasing -Wsign-compare -fno-common -dynamic -DNDEBUG -g -fwrapv -O3 -Wall -Wstrict-prototypes -arch i386 -arch x86_64 -g -c src/smhasher/metrohash64crc.cpp -o build/temp.macosx-10.6-intel-3.6/src/smhasher/metrohash64crc.o -msse4.2 -maes -mavx -mavx2
src/smhasher/metrohash64crc.cpp:52:21: error: use of undeclared identifier '_mm_crc32_u64'
v[0] ^= _mm_crc32_u64(v[0], read_u64(ptr)); ptr += 8;
^
You may try to
$ CFLAGS="-mmacosx-version-min=10.13" pip install pyhash
Notes
pyhash
only support pypy
v6.0 or newer, please download and install the latest pypy
.
Algorithms
pyhash supports the following hash algorithms
- FNV (Fowler-Noll-Vo) hash
- fnv1_32
- fnv1a_32
- fnv1_64
- fnv1a_64
- MurmurHash
- murmur1_32
- murmur1_aligned_32
- murmur2_32
- murmur2a_32
- murmur2_aligned_32
- murmur2_neutral_32
- murmur2_x64_64a
- murmur2_x86_64b
- murmur3_32
- murmur3_x86_128
- murmur3_x64_128
- lookup3
- lookup3
- lookup3_little
- lookup3_big
- SuperFastHash
- super_fast_hash
- City Hash
_ city_32
- city_64
- city_128
- city_crc_128
- city_fingerprint_256
- Spooky Hash
- spooky_32
- spooky_64
- spooky_128
- FarmHash
- farm_32
- farm_64
- farm_128
- farm_fingerprint_32
- farm_fingerprint_64
- farm_fingerprint_128
- MetroHash
- metro_64
- metro_128
- metro_crc_64
- metro_crc_128
- MumHash
- mum_64
- T1Ha
- t1ha2 (64-bit little-endian)
- t1ha2_128 (128-bit little-endian)
- t1ha1 (64-bit native-endian)
- t1ha1_le (64-bit little-endian)
- t1ha1_be (64-bit big-endian)
- t1ha0 (64-bit, choice fastest function in runtime.)
t1_32t1_32_bet1_64t1_64_be
- XXHash
- xx_32
- xx_64
- xxh3_64 NEW
- xxh3_128 NEW
- Highway Hash
- highway_64 NEW
- highway_128 NEW
- highway_256 NEW
String and Bytes literals
Python has two types can be used to present string literals, the hash values of the two types are definitely different.
- For Python 2.x String literals,
str
will be used by default,unicode
can be used with theu
prefix. - For Python 3.x String and Bytes literals,
unicode
will be used by default,bytes
can be used with theb
prefix.
For example,
$ python2
Python 2.7.15 (default, Jun 17 2018, 12:46:58)
[GCC 4.2.1 Compatible Apple LLVM 9.1.0 (clang-902.0.39.2)] on darwin
Type "help", "copyright", "credits" or "license" for more information.
>>> import pyhash
>>> hasher = pyhash.murmur3_32()
>>> hasher('foo')
4138058784L
>>> hasher(u'foo')
2085578581L
>>> hasher(b'foo')
4138058784L
$ python3
Python 3.7.0 (default, Jun 29 2018, 20:13:13)
[Clang 9.1.0 (clang-902.0.39.2)] on darwin
Type "help", "copyright", "credits" or "license" for more information.
>>> import pyhash
>>> hasher = pyhash.murmur3_32()
>>> hasher('foo')
2085578581
>>> hasher(u'foo')
2085578581
>>> hasher(b'foo')
4138058784
You can also import unicode_literals to use unicode literals in Python 2.x
from __future__ import unicode_literals
In general, it is more compelling to use unicode_literals when back-porting new or existing Python 3 code to Python 2/3 than when porting existing Python 2 code to 2/3. In the latter case, explicitly marking up all unicode string literals with u'' prefixes would help to avoid unintentionally changing the existing Python 2 API. However, if changing the existing Python 2 API is not a concern, using unicode_literals may speed up the porting process.