hamstest-adapter-mannwhitneyu
Native C++ adapter for hamstest.permutation_tests.mannwhitneyutest.MannWhitneyUTest.
Installation
pip install hamstest-adapter-mannwhitneyu
The package depends on hamstest>=0.1.0,<0.2.0. When installed, importing
hamstest.permutation_tests.mannwhitneyutest.MannWhitneyUTest registers this
adapter and lets hamstest use the native fast path automatically.
Usage
from hamstest import Estimator
from hamstest.permutation_tests.mannwhitneyutest import MannWhitneyUTest
n, m = 20, 30
ranks = list(range(n + m))
test = MannWhitneyUTest(n, m, ranks)
estimator = Estimator(test, sample_size=101, seed=0)
log_pvalue, log_pvalue_stderr = estimator.estimate(735)
If the adapter is not installed or cannot be loaded, hamstest falls back to
the pure Python implementation.
Project
Source code and issue tracking are available at https://github.com/golikov-nik/hamstest.
1 maintainer
Metadata
1 maintainer
Release files for hamstest-adapter-mannwhitneyu 0.1.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| hamstest_adapter_mannwhitneyu-0.1.0.tar.gz | 3.7 kB | Details |
Built distributions (wheels)
Total release size: 2.0 MB
Release files / hamstest_adapter_mannwhitneyu-0.1.0.tar.gz
| Download URL | hamstest_adapter_mannwhitneyu-0.1.0.tar.gz |
|---|---|
| Size | 3.7 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
a9c4a47bc2edb85cfad598845eddc03ff192cae8e642b3a92c8950cfd21c5102
|
|
BLAKE2b-256 checksum How to use checksums |
eb79187535725cb30345fb61acd5407bf734bfaee52a331862bea8ee35ffec9f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 4, 2026.
Transparency logRelease files / hamstest_adapter_mannwhitneyu-0.1.0-cp313-cp313-win_amd64.whl
| Download URL | hamstest_adapter_mannwhitneyu-0.1.0-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 265.3 kB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
18454753ed1ec434619dafb68136728b495d30d81e67a6f848581318b19d31b8
|
|
BLAKE2b-256 checksum How to use checksums |
c4234a0b81f9eca839092cbddf5fa77f3170f6c0f61207c01b01b79b54273fc1
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 4, 2026.
Transparency logRelease files / hamstest_adapter_mannwhitneyu-0.1.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | hamstest_adapter_mannwhitneyu-0.1.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 86.4 kB |
| Tags | CPython 3.13 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
84877732e3cb30105e4cd6a37bac04469d9d1d44e536a6fd56061e328ab3169c
|
|
BLAKE2b-256 checksum How to use checksums |
cf5a833c970237bdffa71392fd6cac6e71822c4fa228dc0cf291464f7d836dcd
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 4, 2026.
Transparency logRelease files / hamstest_adapter_mannwhitneyu-0.1.0-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | hamstest_adapter_mannwhitneyu-0.1.0-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 69.6 kB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
ca345a62b65f82d0ed5588475308143371ad8387751dece9e805c6d3cf4a2b70
|
|
BLAKE2b-256 checksum How to use checksums |
77a6cb45fdb3bf7c000c6050e140712335bcb2205f35d979d9dc8cd20285a04d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 4, 2026.
Transparency logRelease files / hamstest_adapter_mannwhitneyu-0.1.0-cp313-cp313-macosx_10_13_x86_64.whl
| Download URL | hamstest_adapter_mannwhitneyu-0.1.0-cp313-cp313-macosx_10_13_x86_64.whl |
|---|---|
| Size | 73.4 kB |
| Tags | CPython 3.13 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
977416d46225156336b9e943491e4e8dab27101ff9a64779a7381e2e3dc30009
|
|
BLAKE2b-256 checksum How to use checksums |
1d75c040ab83d92f03d395487166ac62895b97f3499899bf0498fdbc49ef1a09
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 4, 2026.
Transparency logRelease files / hamstest_adapter_mannwhitneyu-0.1.0-cp312-cp312-win_amd64.whl
| Download URL | hamstest_adapter_mannwhitneyu-0.1.0-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 265.2 kB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
98b741fb069008578ac94f4ca4f681982ddcdaa15ff6afa2254a9332e834eb26
|
|
BLAKE2b-256 checksum How to use checksums |
521c1701b0565d9cac81e2fea02402a1e122dff546b33b3becd0896e8596384c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 4, 2026.
Transparency logRelease files / hamstest_adapter_mannwhitneyu-0.1.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | hamstest_adapter_mannwhitneyu-0.1.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 86.4 kB |
| Tags | CPython 3.12 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
fee30dfbed59b3e6c1024bde57e6e8607ebd1b3795354edee432220d03c12a2e
|
|
BLAKE2b-256 checksum How to use checksums |
525a1f710b10ff160a4319458dc3f6fa7071fd67053d58631a0d0c6b028452d7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 4, 2026.
Transparency logRelease files / hamstest_adapter_mannwhitneyu-0.1.0-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | hamstest_adapter_mannwhitneyu-0.1.0-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 69.6 kB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
b0215be0414d41a4f05f3e8a936b9a785197a8547826b5df6bb70092fbaed985
|
|
BLAKE2b-256 checksum How to use checksums |
56b2e7288eaa30750c763557c0f6eee6e98e1eb24e0771bfea79c85ace5b6a94
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 4, 2026.
Transparency logRelease files / hamstest_adapter_mannwhitneyu-0.1.0-cp312-cp312-macosx_10_13_x86_64.whl
| Download URL | hamstest_adapter_mannwhitneyu-0.1.0-cp312-cp312-macosx_10_13_x86_64.whl |
|---|---|
| Size | 73.3 kB |
| Tags | CPython 3.12 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
fa94220b4fc0fbcc29f679a75d21a6b3bdec132a28eaa19971aea055768bf765
|
|
BLAKE2b-256 checksum How to use checksums |
e4e0ed1f7bd2288b9f8b36909c3aabededcd8ded370357ebdba1fd271a27dd9d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 4, 2026.
Transparency logRelease files / hamstest_adapter_mannwhitneyu-0.1.0-cp311-cp311-win_amd64.whl
| Download URL | hamstest_adapter_mannwhitneyu-0.1.0-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 263.0 kB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
c26d24d4a86e5281656e69db63dfe771a19d1834764dbe227165862a69d7c06c
|
|
BLAKE2b-256 checksum How to use checksums |
91188c0bfefc3897823baa62cd4bcdf4a1926b1bcbe7db8f1a73e8643499c7c3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 4, 2026.
Transparency logRelease files / hamstest_adapter_mannwhitneyu-0.1.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | hamstest_adapter_mannwhitneyu-0.1.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 83.7 kB |
| Tags | CPython 3.11 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
5c4e741f00bdddda6c2c542197dd8ca7d15e0cd4e70b44bd0e41fc2e7eb3b8b7
|
|
BLAKE2b-256 checksum How to use checksums |
2f900ba78b363099c67a42353c8c1d12eea518d7220c9de6d13ee945f983bb6d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 4, 2026.
Transparency logRelease files / hamstest_adapter_mannwhitneyu-0.1.0-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | hamstest_adapter_mannwhitneyu-0.1.0-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 68.3 kB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
c38e19687ba5767b8db7ed9917b5448add3655390629783fd001cbc804a34504
|
|
BLAKE2b-256 checksum How to use checksums |
e14ab900bb26f3a2a4ed782e324a18111b35ccd05dd9e8c1f1923f19ec7c33ba
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 4, 2026.
Transparency logRelease files / hamstest_adapter_mannwhitneyu-0.1.0-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | hamstest_adapter_mannwhitneyu-0.1.0-cp311-cp311-macosx_10_9_x86_64.whl |
|---|---|
| Size | 71.5 kB |
| Tags | CPython 3.11 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
6a547cc504b060583bd4c092109957879c0b787f90aaff5f8735c32380fbc2ef
|
|
BLAKE2b-256 checksum How to use checksums |
3f6509eb703636237608ef68d750cadd68e2290fb1461bb353b008abf04bbb1a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 4, 2026.
Transparency logRelease files / hamstest_adapter_mannwhitneyu-0.1.0-cp310-cp310-win_amd64.whl
| Download URL | hamstest_adapter_mannwhitneyu-0.1.0-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 262.6 kB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
7eaf612b117a5615384961ab16dbe439db7e9fbab92647226163f434e037237b
|
|
BLAKE2b-256 checksum How to use checksums |
9152ed6f6da6477cfd15285d7ff9960f70bbc2428da29e046915449613fa27d3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 4, 2026.
Transparency logRelease files / hamstest_adapter_mannwhitneyu-0.1.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | hamstest_adapter_mannwhitneyu-0.1.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 82.9 kB |
| Tags | CPython 3.10 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
86bf345ed44631ed7954ebb4e87af048137db1c0ef5eb182fbefc70f2e1e0779
|
|
BLAKE2b-256 checksum How to use checksums |
7540fdd32b96baf07393d85ceceb7d5a808e35630e3f85f79197e697fff59676
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 4, 2026.
Transparency logRelease files / hamstest_adapter_mannwhitneyu-0.1.0-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | hamstest_adapter_mannwhitneyu-0.1.0-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 67.2 kB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
528bc4fc391f3c3922a596c04c3fb3a393522e90dc1ffbe9a00f63c7916059fb
|
|
BLAKE2b-256 checksum How to use checksums |
1b52ee2b94a8ee945d0978e2cba0cbf6cc6fd0fd5917460b0db649be9a6a72c7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 4, 2026.
Transparency logRelease files / hamstest_adapter_mannwhitneyu-0.1.0-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | hamstest_adapter_mannwhitneyu-0.1.0-cp310-cp310-macosx_10_9_x86_64.whl |
|---|---|
| Size | 70.2 kB |
| Tags | CPython 3.10 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
7eacbf4853cb0e38d1ca8d8fbce30994b2a0e12860a05c8b30fceac2a81f0b43
|
|
BLAKE2b-256 checksum How to use checksums |
4be978142a53d296aa006ab7368095f996d5b2dbc356d22f8bf53ecbb48977c7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.1.0 CPython/3.13.12
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Jul 4, 2026.
Transparency log
