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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
'4.0.1'
>>> xxhash.XXHASH_VERSION
'0.8.3'

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 string
digest() – return the current digest value
hexdigest() – return the current digest as a string of hexadecimal digits
intdigest() – return the current digest as an integer
copy() – return a copy of the current xxhash object
reset() – 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(b'xxhash').hexdigest()
'32dd38952c4bc720'
>>> xxhash.xxh64(b'xxhash', seed=20141025).hexdigest()
'b559b98d844e0635'
>>> x = xxhash.xxh64(seed=20141025)
>>> x.update(b'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(b'I want an unsigned 32-bit seed!', seed=0).hexdigest()
'f7a35af8'
>>> xxhash.xxh32(b'I want an unsigned 32-bit seed!', seed=2**32).hexdigest()
'f7a35af8'
>>> xxhash.xxh32(b'I want an unsigned 32-bit seed!', seed=1).hexdigest()
'd8d4b4ba'
>>> xxhash.xxh32(b'I want an unsigned 32-bit seed!', seed=2**32+1).hexdigest()
'd8d4b4ba'
>>>
>>> xxhash.xxh64(b'I want an unsigned 64-bit seed!', seed=0).hexdigest()
'd4cb0a70a2b8c7c1'
>>> xxhash.xxh64(b'I want an unsigned 64-bit seed!', seed=2**64).hexdigest()
'd4cb0a70a2b8c7c1'
>>> xxhash.xxh64(b'I want an unsigned 64-bit seed!', seed=1).hexdigest()
'ce5087f12470d961'
>>> xxhash.xxh64(b'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(b'a').digest() == xxhash.xxh64_digest(b'a')
True
>>> xxhash.xxh64(b'a').intdigest() == xxhash.xxh64_intdigest(b'a')
True
>>> xxhash.xxh64(b'a').hexdigest() == xxhash.xxh64_hexdigest(b'a')
True
>>> xxhash.xxh64_hexdigest(b'xxhash', seed=20141025)
'b559b98d844e0635'
>>> xxhash.xxh64_intdigest(b'xxhash', seed=20141025)
13067679811253438005
>>> xxhash.xxh64_digest(b'xxhash', seed=20141025)
b'\xb5Y\xb9\x8d\x84N\x065'
In [1]: import xxhash

In [2]: %timeit xxhash.xxh64_hexdigest(b'xxhash')
268 ns ± 24.1 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)

In [3]: %timeit xxhash.xxh64(b'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_64
xxh3_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_128
xxh128_digest = xxh3_128_digest
xxh128_intdigest = xxh3_128_intdigest
xxh128_hexdigest = xxh3_128_hexdigest

Thread safety

Streaming hash objects (xxh32, xxh64, xxh3_64, xxh3_128 / xxh128) are thread-safe: each object carries a per-object lock that serializes access to its internal xxHash state, so concurrent update(), digest(), copy(), and reset() calls on the same object never corrupt state or crash.

One-shot functions (xxh32_digest, xxh64_hexdigest, xxh3_128_digest, etc.) are stateless and always safe to call concurrently.

On Python 3.13+ the lock is always active. On Python 3.9-3.12 the lock is created on the first update() of more than 64KB; operations of 64KB or less never release the GIL, so they are serialized by the GIL itself.

Sharing a streaming hash object across threads is still discouraged: even with locking, the order in which concurrent updates are applied (and hence the final digest) is nondeterministic. Prefer one-shot functions or one hash object per thread.

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.

CHANGELOG

v4.0.1 2026-08-17

  • Clean up _parse_init_args keyword handling so the defensive check for a duplicate data keyword raises a proper error message

  • Add _xxhash module docstring

v4.0.0 2026-08-12

  • Breaking change: Drop support for Python 3.8, require Python >= 3.9

  • Breaking change: Remove deprecated xxhash.VERSION_TUPLE

  • Breaking change: The input keyword argument is renamed to data in constructors and one-shot functions. update() additionally gains a data keyword argument (it accepted no keyword arguments before).

  • Breaking change: str input is no longer accepted and raises TypeError: Strings must be encoded before hashing; encode to bytes before hashing

  • Upgrade xxHash from v0.8.2 to v0.8.3. Note: on GCC/Clang source builds that target AVX2 (e.g. -march=x86-64-v3), upstream v0.8.3 autovectorizes XXH64_update() and makes the xxh64 streaming path about 2x slower. The shipped wheels are built for baseline x86-64 and are unaffected. Source builds can work around it by adding -fno-tree-vectorize to the compiler flags.

  • Add per-object locking for thread safety, with sub-interpreter and free-threaded (no-GIL) Python support. The GIL is now released only while hashing inputs larger than 64 KiB; previously update() released it unconditionally and one-shot functions always held it.

  • Speed up hash constructors by switching them to tp_vectorcall.

  • Build pyodide wasm32 wheels

  • Add s390x big-endian test job

  • Add Python 3.15 classifier

  • CI: shard the PyPI upload into parallel groups and create the GitHub Release automatically

v3.8.1 2026-07-06

  • Register the “benchmark” pytest mark to avoid PytestUnknownMarkWarning

  • Update C extension docstrings and remove stale comments

v3.8.0 2026-06-27

  • Speed up module-level one-shot digest(), intdigest(), and hexdigest() functions by switching them to METH_FASTCALL.

  • Keep one-shot argument handling consistent with hash constructors, including positional and keyword input/seed arguments, duplicate argument errors, and oversized seed wrapping.

  • Fix error handling in the xxh3_128 integer digest path so allocation failures are reported cleanly.

  • Fix Python 3.8 builds by adding a PyModule_AddType compatibility fallback with correct reference counting.

  • Correct type stubs for xxh64_digest(), xxh64_hexdigest(), and xxh64_intdigest(), they were incorrectly aliased to xxh3_64 functions.

v3.7.2 2026-07-06

  • Register the “benchmark” pytest mark to avoid PytestUnknownMarkWarning

  • Update C extension docstrings and remove stale comments

v3.7.1 2026-06-24

  • Fix memory leak in copy() and new() when memory allocation fails (rare edge case)

  • Fix seed/reset state initialization in xxh32 and xxh64 (unlikely to affect normal usage)

  • Replace Py_BuildValue with PyLong_FromUnsignedLong/LongLong for performance

  • Update README examples to use bytes literals

  • Add CodSpeed performance benchmarks and CI workflow

  • Build aarch64/armv7l on native Arm runners; test against Python 3.15.0-beta.2

v3.7.0 2025-04-25

  • Drop support for Python 3.7

  • Build armv7l manylinux/musllinux wheels

  • Build riscv64 manylinux/musllinux wheels

  • Build android and ios wheels

v3.6.0 2025-10-02

  • Build wheels for Python 3.14

  • Python free-threading support

  • Typing: Use Buffer type stubs

  • Deprecate xxhash.VERSION_TUPLE, it will be removed in the next major release

v3.5.0 2024-08-17

  • Build wheels for Python 3.13

v3.4.1 2023-10-05

  • Build wheels for Python 3.12

  • Remove setuptools_scm

v3.4.0 2023-10-05

Yanked due to wheels building problem.

v3.3.0 2023-07-29

  • Upgrade xxHash to v0.8.2

  • Drop support for Python 3.6

v3.2.0 2022-12-28

This is the last version to support Python 3.6

  • Build Python 3.11 wheels.

  • Remove setup.py test_suites, call unittest directly

v3.1.0 2022-10-19

  • Type annotations.

  • Enabled muslinux wheels building.

v3.0.0 2022-02-25

  • New set algorithms_available lists all implemented algorithms in xxhash package.

  • Upgrade xxHash to v0.8.1.

  • Drop support for EOL Python versions, require python >= 3.6 from now on.

  • Migrate to github actions and build arm64 wheels for macOS.

  • Always release GIL.

v2.0.2 2021-04-15

  • Fix Travis CI OSX dpl python2.7 get-pip.py error

v2.0.1 2021-04-15

  • Only to trigger Python 3.9 wheels building.

v2.0.0 2020-08-03

  • Require xxHash version >= v0.8.0

  • Upgrade xxHash to v0.8.0

  • XXH3 hashes: xxh3_64, xxh3_128, and their oneshot functions

v1.4.4 2020-06-20

  • Upgrade xxHash to v0.7.3

  • Stop using PEP393 deprecated APIs

  • Use XXH(32|64)_canonicalFromHash to replace u2bytes and ull2bytes

v1.4.3 2019-11-12

  • Upgrade xxHash to v0.7.2

  • Python 3.8 wheels

v1.4.2 2019-10-13

  • Fixed: setup.py fails when reading README.rst and the default encoding is not UTF-8

v1.4.1 2019-08-27

  • Fixed: xxh3.h in missing from source tarball

v1.4.0 2019-08-25

  • Upgrade xxHash to v0.7.1

v1.3.0 2018-10-21

v1.2.0 2018-07-13

  • Add oneshot functions xxh{32,64}_{,int,hex}digest

v1.1.0 2018-07-05

  • Allow input larger than 2GB

  • Release the GIL on sufficiently large input

  • Drop support for Python 3.2

v1.0.1 2017-03-02

  • Free state actively, instead of delegating it to ffi.gc

v1.0.0 2017-02-10

  • Fixed copy() segfault

  • Added CFFI variant

v0.6.3 2017-02-10

  • Fixed copy() segfault

v0.6.2 2017-02-10

  • Upgrade xxHash to v0.6.2

v0.6.1 2016-06-26

  • Upgrade xxHash to v0.6.1

v0.5.0 2016-03-02

  • Upgrade xxHash to v0.5.0

v0.4.3 2015-08-21

  • Upgrade xxHash to r42

v0.4.1 2015-08-16

  • Upgrade xxHash to r41

v0.4.0 2015-08-05

  • Added method reset

  • Upgrade xxHash to r40

v0.3.2 2015-01-27

  • Fixed some typos in docstrings

v0.3.1 2015-01-24

  • Upgrade xxHash to r39

v0.3.0 2014-11-11

  • Change digest() from little-endian representation to big-endian representation of the integer digest. This change breaks compatibility (digest() results are different).

v0.2.0 2014-10-25

  • Make this package hashlib-compliant

v0.1.3 2014-10-23

  • Update xxHash to r37

v0.1.2 2014-10-19

  • Improve: Check XXHnn_init() return value.

  • Update xxHash to r36

v0.1.1 2014-08-07

  • Improve: Can now be built with Visual C++ Compiler.

v0.1.0 2014-08-05

  • New: XXH32 and XXH64 type, which support partially update.

  • Fix: build under Python 3.4

v0.0.2 2014-08-03

  • NEW: Support Python 3

v0.0.1 2014-07-30

  • NEW: xxh32 and xxh64

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Release history Release notifications | RSS feed

This release

4.0.1 This release

214 files

4.0.0

214 files

3.8.1

187 files

3.8.0

187 files

3.7.2

187 files

3.7.1

187 files

3.7.0

187 files

3.6.0

140 files

3.5.0

123 files

3.4.1

108 files

3.4.1.dev0

20 files

3.4.0

88 files

3.3.0

85 files

3.2.0

98 files

3.1.0

79 files

3.0.0

54 files

2.0.2

64 files

2.0.1

55 files

2.0.0

50 files

1.4.4

48 files

1.4.3

40 files

1.4.2

28 files

1.4.1

28 files

1.4.0

28 files

1.3.0

28 files

1.2.0

21 files

1.1.0.post0

13 files

1.1.0

23 files

1.0.1

17 files

1.0.0

1 file

0.6.3

1 file

0.6.1

3 files

0.6.0

0.5.0

3 files

0.4.3

5 files

0.4.1

5 files

0.4.0

3 files

0.3.2

3 files

0.3.1

3 files

0.3.0

3 files

0.2.0

3 files

0.1.3

3 files

0.1.2

3 files

0.1.1

3 files

0.1.0

3 files

0.0.2

3 files

0.0.1

3 files

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