liknorm-py
Liknorm Python wrapper.
Install
It can be done via pip or conda.
Pip
pip install liknorm
Conda
conda install -c conda-forge liknorm-py
Running the tests
After installation, you can test it
python -c "import liknorm; liknorm.test()"
as long as you have pytest.
Example
>>> from numpy import empty
>>> from numpy.random import RandomState
>>> from liknorm import LikNormMachine
>>>
>>> machine = LikNormMachine('bernoulli')
>>> random = RandomState(0)
>>> outcome = random.randint(0, 2, 5)
>>> tau = random.rand(5)
>>> eta = random.randn(5) * tau
>>>
>>> log_zeroth = empty(5)
>>> mean = empty(5)
>>> variance = empty(5)
>>>
>>> moments = {'log_zeroth': log_zeroth, 'mean': mean, 'variance': variance}
>>> machine.moments(outcome, eta, tau, moments)
>>>
>>> print('%.3f %.3f %.3f' % (log_zeroth[0], mean[0], variance[0]))
-0.671 -0.515 0.946
Authors
License
This project is licensed under the MIT License.
Metadata
Release files for liknorm 2.0.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| liknorm-2.0.0.tar.gz | 6.4 kB | Details |
Built distributions (wheels)
Total release size: 2.5 MB
Release files / liknorm-2.0.0.tar.gz
| Download URL | liknorm-2.0.0.tar.gz |
|---|---|
| Size | 6.4 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
4bde18cb4f536a03163046df8ab7e55e8a06dc565f9711a431506106d8638879
|
|
BLAKE2b-256 checksum How to use checksums |
a3a56a2a37e4f536100f8fddeecbb6a9edacbfdf7fbf40c7fe5b09379f6f4003
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-pp310-pypy310_pp73-win_amd64.whl
| Download URL | liknorm-2.0.0-pp310-pypy310_pp73-win_amd64.whl |
|---|---|
| Size | 87.9 kB |
| Tags | PyPy 3.10 PyPy 3.10 7.3 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
4253888aebea4cb87ad297c3624feb47b4c03a284b16c484e6e16ce7d5c04072
|
|
BLAKE2b-256 checksum How to use checksums |
6b5bec2f38b05dc420d9fa36e789c58be0b005d066ca3fd9b61d47f7ba3cc7e7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux_2_5_x86_64.manylinux1_x86_64.manylinux2014_x86_64.whl
| Download URL | liknorm-2.0.0-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux_2_5_x86_64.manylinux1_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 35.7 kB |
| Tags | Linux glibc 2.17+ x86-64 Linux glibc 2.5+ x86-64 PyPy 3.10 PyPy 3.10 7.3 |
|
SHA-256 checksum How to use checksums |
04ca3255037888e6a65eb678a229ca849ba0f2a9cc384fea0942c6c90f56411b
|
|
BLAKE2b-256 checksum How to use checksums |
3d18f76ca76edb9473cd5ba1cee115c14c9fc157bdc02b4dd2cc2af2232e1a8b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | liknorm-2.0.0-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 33.5 kB |
| Tags | Linux glibc 2.17+ ARM64 PyPy 3.10 PyPy 3.10 7.3 |
|
SHA-256 checksum How to use checksums |
cbf880245e1c59b20e6c93313afe7c56d54b9bcc919627373b539e5950bd87ad
|
|
BLAKE2b-256 checksum How to use checksums |
982997f7be85d7b9bc279048e23bc85776b8d648a922055159beaa5079741735
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-pp310-pypy310_pp73-macosx_14_0_arm64.whl
| Download URL | liknorm-2.0.0-pp310-pypy310_pp73-macosx_14_0_arm64.whl |
|---|---|
| Size | 80.2 kB |
| Tags | PyPy 3.10 PyPy 3.10 7.3 macOS 14.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
e4e65b2cc1f77fb6e5a55f51e7f14c74268d601ac2cfb46561b661c5ce4bd861
|
|
BLAKE2b-256 checksum How to use checksums |
fdc2925711417a257983335b37c964023774043b45877c891c9bc09b94a78720
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-pp310-pypy310_pp73-macosx_13_0_x86_64.whl
| Download URL | liknorm-2.0.0-pp310-pypy310_pp73-macosx_13_0_x86_64.whl |
|---|---|
| Size | 90.0 kB |
| Tags | PyPy 3.10 PyPy 3.10 7.3 macOS 13.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
b23187cc2e28a9800c9a348a7582488ba36852ad04706690fd5a9dd829a32e95
|
|
BLAKE2b-256 checksum How to use checksums |
4bee57d20b5d3538eef108a50ae0862d90b053352d83fb8e1375dba347149854
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp313-cp313-win_amd64.whl
| Download URL | liknorm-2.0.0-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 74.0 kB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
aef21c90eff1e616a90e84ae0715ce2c301656a3417567b97b254b412cc94c5f
|
|
BLAKE2b-256 checksum How to use checksums |
bc45276f1d80e6412fc82358c8d5cdc6a0e011cd7f1244262c65d74c25f84b70
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp313-cp313-musllinux_1_2_x86_64.whl
| Download URL | liknorm-2.0.0-cp313-cp313-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 138.9 kB |
| Tags | CPython 3.13 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
3d4454fd85fb3d6583a601f3fb423adf4a1b1ef3261ea6cdcd356e37f2b5047b
|
|
BLAKE2b-256 checksum How to use checksums |
1a1f7fb5550b41e6038a3014478b4d25dc31055e8aba7ffb2dc25e06b796028f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp313-cp313-musllinux_1_2_aarch64.whl
| Download URL | liknorm-2.0.0-cp313-cp313-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 136.5 kB |
| Tags | CPython 3.13 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
ef5138f46ce41de2e0f45a7c735afc1a9296d190a67a10567c80c9e56249f065
|
|
BLAKE2b-256 checksum How to use checksums |
1204699c79f62add0fcdbb279d5a536af4d1ce5b5b049b98cf456f5d310c4b03
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp313-cp313-manylinux_2_17_x86_64.manylinux_2_5_x86_64.manylinux1_x86_64.manylinux2014_x86_64.whl
| Download URL | liknorm-2.0.0-cp313-cp313-manylinux_2_17_x86_64.manylinux_2_5_x86_64.manylinux1_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 140.9 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 Linux glibc 2.5+ x86-64 |
|
SHA-256 checksum How to use checksums |
27380d953ec4d27a5dd61a69b1534e9cb1ba9a775a3f77c934c37b24976e7ecf
|
|
BLAKE2b-256 checksum How to use checksums |
7110493c8bd0af233a417e6ff35ccd5f7086b45f6b83087b19603411d2de2186
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | liknorm-2.0.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 135.6 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
3657cdd568713335abad087ffcd90405d4adee2d8942bf5baf9e8af712707bd2
|
|
BLAKE2b-256 checksum How to use checksums |
7cb21ad99ef4746db69426c8cf2ef96d4c25a09660aff5a0576c93f5eaf5769d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp313-cp313-macosx_14_0_arm64.whl
| Download URL | liknorm-2.0.0-cp313-cp313-macosx_14_0_arm64.whl |
|---|---|
| Size | 70.2 kB |
| Tags | CPython 3.13 macOS 14.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
8cf96bddd06b3bb5425127fbdc28aa7ff1af95719229994977a03c468081c62f
|
|
BLAKE2b-256 checksum How to use checksums |
a8389455728d8910006596de08f1266ecbc5b79c332b874310addb81cf04d012
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp313-cp313-macosx_13_0_x86_64.whl
| Download URL | liknorm-2.0.0-cp313-cp313-macosx_13_0_x86_64.whl |
|---|---|
| Size | 78.7 kB |
| Tags | CPython 3.13 macOS 13.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
cd53b4f6b769c9023d7258a878c6cbfca255786b49457a95cd43d759494b2a71
|
|
BLAKE2b-256 checksum How to use checksums |
6556ae110afc3accbc38a659cae9b3ce804aa3fdcca32e0b8eb95bb8317bbeb4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp312-cp312-win_amd64.whl
| Download URL | liknorm-2.0.0-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 57.5 kB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
add21774bb17d1fe00e0c35b66a5304747380e69b424c991531054a5d5242d1f
|
|
BLAKE2b-256 checksum How to use checksums |
ac6c14630e57c86b75d1e6d5fbcb0aa56a6e83318947f3fe9b2a8eeeb76d8f96
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp312-cp312-musllinux_1_2_x86_64.whl
| Download URL | liknorm-2.0.0-cp312-cp312-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 109.3 kB |
| Tags | CPython 3.12 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
0dfd136bf36fa3f3ad77a326e90b3970fab82ecde63d9bb7e7d8a65a9e752fc3
|
|
BLAKE2b-256 checksum How to use checksums |
11a89512f19dee21d7728a5ce154e981868b35c3fc78678f498e479a33534bfd
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp312-cp312-musllinux_1_2_aarch64.whl
| Download URL | liknorm-2.0.0-cp312-cp312-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 107.2 kB |
| Tags | CPython 3.12 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
b9e2e7a87d22ef5c0d822f442d48928e339ea364d4455a4efc73963f05d75a80
|
|
BLAKE2b-256 checksum How to use checksums |
d286534dc7f882820bbd392287beb3446791c19a03a678782d7133e3ac2de3fe
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp312-cp312-manylinux_2_17_x86_64.manylinux_2_5_x86_64.manylinux1_x86_64.manylinux2014_x86_64.whl
| Download URL | liknorm-2.0.0-cp312-cp312-manylinux_2_17_x86_64.manylinux_2_5_x86_64.manylinux1_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 110.9 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 Linux glibc 2.5+ x86-64 |
|
SHA-256 checksum How to use checksums |
2fbcefebbd6d8aadf5a00b7cf1435075bedd410d877c44e0c45155edbf6b4e44
|
|
BLAKE2b-256 checksum How to use checksums |
dfc7c7ad5a72876eec5578f030b0f48406665c332a6cb3da4dec8cfa47abce22
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | liknorm-2.0.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 106.5 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
35ccc011ae4114afe3ad090f5a4105e5dc548ee68ecfb139828d8c067e904228
|
|
BLAKE2b-256 checksum How to use checksums |
40e3e0e7ca050c95c984786781045842ed29ff748a7e7cbb24c4dec2b8ac29d7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp312-cp312-macosx_14_0_arm64.whl
| Download URL | liknorm-2.0.0-cp312-cp312-macosx_14_0_arm64.whl |
|---|---|
| Size | 57.1 kB |
| Tags | CPython 3.12 macOS 14.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
d3bc2e59f64425b4abedbb3a4465a38c4d8ffba53aa472c57c5315f98667e6fe
|
|
BLAKE2b-256 checksum How to use checksums |
06c44b92039d7335274b5acd16bc0b66d13241775eb0dec46bf9ecef8e2dcfde
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp312-cp312-macosx_13_0_x86_64.whl
| Download URL | liknorm-2.0.0-cp312-cp312-macosx_13_0_x86_64.whl |
|---|---|
| Size | 64.0 kB |
| Tags | CPython 3.12 macOS 13.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
3ec1e8d93e6f02e109fb4f706d9a7629c2f2904df41ecb118b59de98d9ac9db3
|
|
BLAKE2b-256 checksum How to use checksums |
b99624a68230051d8fe2ae834157ddb686a1d2426ba541c720861d779e196121
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp311-cp311-win_amd64.whl
| Download URL | liknorm-2.0.0-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 40.9 kB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
712ea4063731769323b8362af9d5ccd064b8d2265c88f9c377c147f138f0c50d
|
|
BLAKE2b-256 checksum How to use checksums |
8b46dd6f784185b4b13be701c12990146178f8e4c0a068432a7eea1d2c312192
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp311-cp311-musllinux_1_2_x86_64.whl
| Download URL | liknorm-2.0.0-cp311-cp311-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 79.8 kB |
| Tags | CPython 3.11 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
2f4040adfb1f60a7a127ea8ca96cb3df4a86c8610e18d0a0944282cbe4445560
|
|
BLAKE2b-256 checksum How to use checksums |
1f4794519dac3c2d0dff176e261dc358e07679d31392723d981d010372a0e0da
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp311-cp311-musllinux_1_2_aarch64.whl
| Download URL | liknorm-2.0.0-cp311-cp311-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 78.0 kB |
| Tags | CPython 3.11 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
99bc6114c34973e100eaa7b7e40a9c7bc18c93c735a8a870a715d32da6f212bf
|
|
BLAKE2b-256 checksum How to use checksums |
a8b4fda7a3241010037a57ee21ff2bb3793a48c9a6cf81c9adeeec2d51a5dceb
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp311-cp311-manylinux_2_17_x86_64.manylinux_2_5_x86_64.manylinux1_x86_64.manylinux2014_x86_64.whl
| Download URL | liknorm-2.0.0-cp311-cp311-manylinux_2_17_x86_64.manylinux_2_5_x86_64.manylinux1_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 80.8 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 Linux glibc 2.5+ x86-64 |
|
SHA-256 checksum How to use checksums |
949101a6b99130ade9f47ac1aa1be87da0d83363fde4430555f84dd4c074aaa5
|
|
BLAKE2b-256 checksum How to use checksums |
91995098344c59e494beef8f7703bbd941df72483e34b17251e12a15004ff30f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | liknorm-2.0.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 77.4 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
6bdbf7c1b001793ef03598ea74aca31451b933d263561b2ecb19167f95ed6782
|
|
BLAKE2b-256 checksum How to use checksums |
9f41d452b80f5e2ee0ea3197b77fb2b32083bf43fba71d75f611fead05dc8b61
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp311-cp311-macosx_14_0_arm64.whl
| Download URL | liknorm-2.0.0-cp311-cp311-macosx_14_0_arm64.whl |
|---|---|
| Size | 44.0 kB |
| Tags | CPython 3.11 macOS 14.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
f656f7ee7e112b50284b152f2cf17f6fb28ca4b2f8cee3c85defdba9905a78c5
|
|
BLAKE2b-256 checksum How to use checksums |
5dfc34776554f1d5db57945dc286bb08cead4682d66cabd733a5a8b484443fe4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp311-cp311-macosx_13_0_x86_64.whl
| Download URL | liknorm-2.0.0-cp311-cp311-macosx_13_0_x86_64.whl |
|---|---|
| Size | 49.3 kB |
| Tags | CPython 3.11 macOS 13.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
d877fa8c91bf02716a533c8587050eaeea0dbafa2aac236ab1976ac29839a3d3
|
|
BLAKE2b-256 checksum How to use checksums |
8baec026d6758249680e7fff9ff1da1c25a9d591c2473b1161aadf869f9c6006
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp310-cp310-win_amd64.whl
| Download URL | liknorm-2.0.0-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 24.2 kB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
9870ddb525a9e50b0f62bbac2248566baa3120ee3ae42577716b33224b77dde1
|
|
BLAKE2b-256 checksum How to use checksums |
9d10f0e1a8018ccf7337dc3162a26d46ee1a5457bef3139bec4710e50d4b314c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp310-cp310-musllinux_1_2_x86_64.whl
| Download URL | liknorm-2.0.0-cp310-cp310-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 50.6 kB |
| Tags | CPython 3.10 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
964e26be7a1e272a224e5734ff5c495dbdd5c64ab64e9db2a227a43053d53e0e
|
|
BLAKE2b-256 checksum How to use checksums |
3f8fafbb30dcd33ec7042da6af28c15af79f83e22d51997c7fa3f3dbdd5e28f0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp310-cp310-musllinux_1_2_aarch64.whl
| Download URL | liknorm-2.0.0-cp310-cp310-musllinux_1_2_aarch64.whl |
|---|---|
| Size | 49.0 kB |
| Tags | CPython 3.10 Linux musl 1.2+ ARM64 |
|
SHA-256 checksum How to use checksums |
faa4f7000603b44b32abec41980c19b99f222e21f3043c053ddade20803c0a59
|
|
BLAKE2b-256 checksum How to use checksums |
2aa228421a94d996415cc27d41234f2723ed2f19061f5dfb3361b2b259a16927
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux_2_5_x86_64.manylinux1_x86_64.manylinux2014_x86_64.whl
| Download URL | liknorm-2.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux_2_5_x86_64.manylinux1_x86_64.manylinux2014_x86_64.whl |
|---|---|
| Size | 51.1 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 Linux glibc 2.5+ x86-64 |
|
SHA-256 checksum How to use checksums |
26e9586c43f318fbe2dce4938c8e0f0f534520f3c66f68b861115b94a56c5816
|
|
BLAKE2b-256 checksum How to use checksums |
8a915351c75fcd091c6e85f862c866d07c376a5dfee228017db30d127b776eb6
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
| Download URL | liknorm-2.0.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl |
|---|---|
| Size | 48.6 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ ARM64 |
|
SHA-256 checksum How to use checksums |
3fdc3afad96b31d9211bd27562f122df450382de5e37cad29909d34fcff64725
|
|
BLAKE2b-256 checksum How to use checksums |
0d57d346b1e83d7fa0d40ac5d851e8fb1a299bba31ed911f45632d960fda02b4
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp310-cp310-macosx_14_0_arm64.whl
| Download URL | liknorm-2.0.0-cp310-cp310-macosx_14_0_arm64.whl |
|---|---|
| Size | 31.0 kB |
| Tags | CPython 3.10 macOS 14.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
669ba6f7fa4eb344eeeb957cd8c929e910e4c03363fe48fcfd5248d59417f01c
|
|
BLAKE2b-256 checksum How to use checksums |
f2073e92c7fa4c5a72e28c3670bd934372d90d326c625d9c1887cc9f16be8a09
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency logRelease files / liknorm-2.0.0-cp310-cp310-macosx_13_0_x86_64.whl
| Download URL | liknorm-2.0.0-cp310-cp310-macosx_13_0_x86_64.whl |
|---|---|
| Size | 34.6 kB |
| Tags | CPython 3.10 macOS 13.0+ x86-64 |
|
SHA-256 checksum How to use checksums |
6906dfb5cda5534de48713495f8eaebad32f488284dcfb3395be776839aa50f6
|
|
BLAKE2b-256 checksum How to use checksums |
197784eb3451d7ca3728fccd9fb389a4073b729e001ad4602a3592752e71fd3b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/6.0.1 CPython/3.12.8
|
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 Jan 7, 2025.
Transparency log