Kronrod
Gauss-Kronrod Quadrature Rules for Python
kronrod is a Python library for computing the abscissas and weights of
Gauss-Kronrod quadrature rules. Given an N-point Gauss quadrature rule,
the library optimally adds N+1 points to produce a 2N+1 point
Gauss-Kronrod rule for numerical integration.
The advantage of using a Gauss and Gauss-Kronrod pair is that the second rule, which uses 2*N+1 points, actually includes the N points in the previous Gauss rule. This means that the function values from that computation can be reused. This efficiency comes at the cost of a mild reduction in the degree of polynomial precision of the Gauss-Kronrod rule.
Quick example
import kronrod
# Compute a 3-point Gauss / 7-point Gauss-Kronrod rule
x, w1, w2 = kronrod.kronrod(3)
print("Abscissas:", x)
print("Gauss-Kronrod weights:", w1)
print("Gauss weights:", w2)
# Adjust the rule from [-1, +1] to [0, 1]
x_adj, w1_adj, w2_adj = kronrod.kronrod_adjust(0.0, 1.0, 3, x, w1, w2)
Installation
pip install kronrod
Requires Python 3.10+ and NumPy. See the full installation guide for uv, poetry, and source builds.
Documentation
- Theory — Gauss-Kronrod quadrature, Kronrod extension, error estimation
- Quickstart — runnable examples
- API Reference — function signatures and parameters
- References — literature citations
Routines
| Function | Description |
|---|---|
abwe1 |
Calculate a Kronrod abscissa and weight |
abwe2 |
Calculate a Gaussian abscissa and two weights |
kronrod |
Add N+1 points to an N-point Gaussian rule |
r8_abs |
Return the absolute value of a double |
timestamp |
Print the current YMDHMS date as a time stamp |
References
- Robert Piessens, Maria Branders, "A Note on the Optimal Addition of Abscissas to Quadrature Formulas of Gauss and Lobatto," Mathematics of Computation, Volume 28, Number 125, January 1974, pages 135-139.
Attribution
The original FORTRAN77 code was written by Robert Piessens and Maria Branders. The C translation was made by John Burkardt and is distributed under the LGPL-2.1 license.
License
LGPL-2.1 — see LICENSE.
1 maintainer
Release files for kronrod 0.1.2
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Built distributions (wheels)
Total release size: 851.6 kB
Release files / kronrod-0.1.2-cp315-cp315t-win_amd64.whl
| Download URL | kronrod-0.1.2-cp315-cp315t-win_amd64.whl |
|---|---|
| Size | 36.8 kB |
| Tags | CPython 3.15 CPython 3.15 free-threading Windows x86-64 |
|
SHA-256 checksum How to use checksums |
545920bd904a207bf5c4aa2b026c93d6c74d5c5ce67ef100af06fb36a6e067a6
|
|
BLAKE2b-256 checksum How to use checksums |
8ec88f8e95a0fd0228c195a3bff281aa0d14b97261d3aa4ee13b3f401a34ff0d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp315-cp315t-musllinux_1_2_x86_64.whl
| Download URL | kronrod-0.1.2-cp315-cp315t-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 25.9 kB |
| Tags | CPython 3.15 CPython 3.15 free-threading Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
7f26881c88402b09706024a62924dcba01b174d7d96a223357bbb2957d14731d
|
|
BLAKE2b-256 checksum How to use checksums |
37320325c0c7b4e307b19dbe939a7f177f8b0b74d2add935dc044630fc0d8384
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | kronrod-0.1.2-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 25.5 kB |
| Tags | CPython 3.15 CPython 3.15 free-threading Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
90bd2c0cd14aa7a9e6e976a481b3941ee979c326a7c5f183495aa65467f9ad43
|
|
BLAKE2b-256 checksum How to use checksums |
eefd4cd3e961e7c363d295db49bcf3487cd1d2bd456978f88565a2fc031e6a84
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp315-cp315t-macosx_15_0_arm64.whl
| Download URL | kronrod-0.1.2-cp315-cp315t-macosx_15_0_arm64.whl |
|---|---|
| Size | 21.4 kB |
| Tags | CPython 3.15 CPython 3.15 free-threading macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
561989c9a0768e2b43d5435fc5fc3b4bca102b667bdd8f484abc39059543b08f
|
|
BLAKE2b-256 checksum How to use checksums |
ff8eca7c817fb7827efc519f55d1fa8cda3edc9009fbc22a997f470af9883c0c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp315-cp315-win_amd64.whl
| Download URL | kronrod-0.1.2-cp315-cp315-win_amd64.whl |
|---|---|
| Size | 35.9 kB |
| Tags | CPython 3.15 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
333e31fd7331ef8bfac9cc4753101084256ea9f87bdef465e34518aec5c4ae01
|
|
BLAKE2b-256 checksum How to use checksums |
35c507bef27ca31f28b3594fae7635549f766fec410ec7ad8e291a78451b5e30
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp315-cp315-musllinux_1_2_x86_64.whl
| Download URL | kronrod-0.1.2-cp315-cp315-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 25.4 kB |
| Tags | CPython 3.15 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
2bc595f8b08c80e66c69caee5fc6a01b5998b86592d312997986d3aee9264b46
|
|
BLAKE2b-256 checksum How to use checksums |
89f39b5b14df62934c17f81b7574dbee6f56741f606234bca67222091a3ac179
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | kronrod-0.1.2-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 24.9 kB |
| Tags | CPython 3.15 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
05d95f643717ddd6ce5bff5d1a4b802963b66ad6caa23077f821d4daf121fbf4
|
|
BLAKE2b-256 checksum How to use checksums |
1360daf316c07ea96dfd17ddbecfd48b70fdb6739bbc0b566e8b569b5150a2fa
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp315-cp315-macosx_15_0_arm64.whl
| Download URL | kronrod-0.1.2-cp315-cp315-macosx_15_0_arm64.whl |
|---|---|
| Size | 20.7 kB |
| Tags | CPython 3.15 macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
e2086df274b5026ee9d0439b9cd0721fa5f861342b76ddba0d07083ee7630fc4
|
|
BLAKE2b-256 checksum How to use checksums |
d6a666ce37b877abb745823ff3fbb7a7962113e1cceb4f45d7370d39e3396d6f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp314-cp314t-win_amd64.whl
| Download URL | kronrod-0.1.2-cp314-cp314t-win_amd64.whl |
|---|---|
| Size | 36.8 kB |
| Tags | CPython 3.14 CPython 3.14 free-threading Windows x86-64 |
|
SHA-256 checksum How to use checksums |
91f0ed1ea71d06e89fdf6e7d800aa6af968f93c9b3e6f813ebc5a89cabbb9eb2
|
|
BLAKE2b-256 checksum How to use checksums |
8c088f557a7baef0014275177bafafee672937dc9b99cae67dde08f111f8a0b7
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp314-cp314t-musllinux_1_2_x86_64.whl
| Download URL | kronrod-0.1.2-cp314-cp314t-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 25.9 kB |
| Tags | CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
ccbea17032a4f5892e8fabb4086daf3afcf7c751f7afd3678eae0a6ffc0da441
|
|
BLAKE2b-256 checksum How to use checksums |
03c0a78ef82fe0c466c42ca402e42c4cefad82ced4fc00a3daee019fb7f0d93b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | kronrod-0.1.2-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 25.5 kB |
| Tags | CPython 3.14 CPython 3.14 free-threading Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
72e810b6deac923f6cf8592d7e2c6640d72dfe133dfef4936675bd6c144d6bf6
|
|
BLAKE2b-256 checksum How to use checksums |
bc0849f273b54adbe1c33391c348e1a9de8a4d3ec8c655903ea6d786b3729460
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp314-cp314t-macosx_15_0_arm64.whl
| Download URL | kronrod-0.1.2-cp314-cp314t-macosx_15_0_arm64.whl |
|---|---|
| Size | 21.5 kB |
| Tags | CPython 3.14 CPython 3.14 free-threading macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
1ce5ae3528d49c01f8843101ef330f72ceba51d3f4ba08e177a42bdf1c8341c6
|
|
BLAKE2b-256 checksum How to use checksums |
6903367081e405fae1ed50996f597fe09f11abdb8948609475c354826ff1567f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp314-cp314-win_amd64.whl
| Download URL | kronrod-0.1.2-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 35.9 kB |
| Tags | CPython 3.14 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
21f8c5285180720cd10ffe7e30f9fb9b47cbaae067fe0d690d9fd30693e60010
|
|
BLAKE2b-256 checksum How to use checksums |
d2ff4d5c281da1ee993bcb9da61455e7da1adf3dd26247633e983276b7064844
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp314-cp314-musllinux_1_2_x86_64.whl
| Download URL | kronrod-0.1.2-cp314-cp314-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 25.4 kB |
| Tags | CPython 3.14 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
45698fce6c4b28cc2781200a502307051cca6c483c9c44d21a675fdf01333329
|
|
BLAKE2b-256 checksum How to use checksums |
dfea31d31adf15648c2c1e3dc868c1d34fede49ffa2d066598d306784501cc27
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | kronrod-0.1.2-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 24.9 kB |
| Tags | CPython 3.14 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
1252d6ff38971ae8fafe4bf89ec523d3007ba0dc1057a6aa1c8da4450424405a
|
|
BLAKE2b-256 checksum How to use checksums |
4a2c9b214639b9fc825ae089c2f51ee8d4e7beb2fc0d777a5ea4afe28128002f
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp314-cp314-macosx_15_0_arm64.whl
| Download URL | kronrod-0.1.2-cp314-cp314-macosx_15_0_arm64.whl |
|---|---|
| Size | 20.7 kB |
| Tags | CPython 3.14 macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
b0c643560fb9be6d7090ef1b69f338409614a1a7c4f37f86d9602a8ae87e5c4f
|
|
BLAKE2b-256 checksum How to use checksums |
f4ed044cbd48d0c1ea48841a8c5287ae0d2b10b75870b6e492b5427ef8f3e6ad
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp313-cp313-win_amd64.whl
| Download URL | kronrod-0.1.2-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 35.0 kB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
3fd5f4ae3008f31bcecc3385196e26dda2976ac3a1a131ec947f05dfecdfcf5e
|
|
BLAKE2b-256 checksum How to use checksums |
5e7e68c37ba8bf799c9989c042e7ea0b197fe579a99f0b9eb14e0ba2510b0a81
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp313-cp313-musllinux_1_2_x86_64.whl
| Download URL | kronrod-0.1.2-cp313-cp313-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 25.4 kB |
| Tags | CPython 3.13 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
1038bdb428be4be678e771801e513472a58e161da4667a38259307cb60da7e31
|
|
BLAKE2b-256 checksum How to use checksums |
9aaba891f4040ad84308150c93d4b673e09350ee5e14e68ace976d1ce554eaa8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | kronrod-0.1.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 25.0 kB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
387b865086efa523837d79ebf4cae782e0e332b278dd16d400687092b5082b91
|
|
BLAKE2b-256 checksum How to use checksums |
b6a1395cea87efdc016f20c04a628256a64b7dc1b982402baa06c464eefbaf97
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp313-cp313-macosx_15_0_arm64.whl
| Download URL | kronrod-0.1.2-cp313-cp313-macosx_15_0_arm64.whl |
|---|---|
| Size | 20.7 kB |
| Tags | CPython 3.13 macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
c3a8abd58b5083fd51f13adfd5bda67b09ff18db247eec47d05bb77eda7e57dd
|
|
BLAKE2b-256 checksum How to use checksums |
a5f5c1fe1b3bac91f49f0aecfcc91d6b9df6ec259b5ab4a52e0ed268ab182d1c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp312-cp312-win_amd64.whl
| Download URL | kronrod-0.1.2-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 35.0 kB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
02768724f2f75988b79d3879a5a19ca8e241312dd9c0b2f1308ce648a2fbd136
|
|
BLAKE2b-256 checksum How to use checksums |
da5abbf4146bea8209ee9837dae285d108fb9a8e4332016b564815bf97100317
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp312-cp312-musllinux_1_2_x86_64.whl
| Download URL | kronrod-0.1.2-cp312-cp312-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 25.4 kB |
| Tags | CPython 3.12 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
11f81a1d1488b920d4a67b75671154e411d16f05b4e830e2df84a833f22e5399
|
|
BLAKE2b-256 checksum How to use checksums |
5fe8c9566e67e53c6fbc234a72f1ef0a2905d65f81e30e724bd9b1f0eb2f7367
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | kronrod-0.1.2-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 25.0 kB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
fc9f9e8b906ff6a2ce2b3ea55d10970a464702baee6ea463381e4b8639583b21
|
|
BLAKE2b-256 checksum How to use checksums |
4dd173f87be8de99ed8cf8bc2c4c9cb5910848be9a21fd04189934bcdc9bf96b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp312-cp312-macosx_15_0_arm64.whl
| Download URL | kronrod-0.1.2-cp312-cp312-macosx_15_0_arm64.whl |
|---|---|
| Size | 20.7 kB |
| Tags | CPython 3.12 macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
0c564f6129a1b6974b0e53467c725103534d40445b55725005630f1737ca2d89
|
|
BLAKE2b-256 checksum How to use checksums |
974049db07dd70f58dbe8a09d4cae08f9a62896d6e26c6e84ce9f265db4c8df3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp311-cp311-win_amd64.whl
| Download URL | kronrod-0.1.2-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 34.4 kB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
dbb4058c18ad6a22102578a85229665b5fba41fd75c3e074e7ef6b1db82d6b94
|
|
BLAKE2b-256 checksum How to use checksums |
c0638374c51e3248ac91949c80497dd9584f38557fd48588a25955fe88a509e8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp311-cp311-musllinux_1_2_x86_64.whl
| Download URL | kronrod-0.1.2-cp311-cp311-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 24.6 kB |
| Tags | CPython 3.11 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
e5e96ebd6dcc7d13e8bb4002f0325b78c0fb6ba287338fe5be98be362a1fc856
|
|
BLAKE2b-256 checksum How to use checksums |
e7cb0155473972fedfb774efef93f72cef09cfb7cbed3d268de61313a1fdd646
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | kronrod-0.1.2-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 24.1 kB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
df80156221107cb04efe99447fcaa083f2d3471331b2ceb28f13c0770c985007
|
|
BLAKE2b-256 checksum How to use checksums |
419ea047777b1abf38c37f8c12564a125465886ffadc606312081c21de4edb88
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp311-cp311-macosx_15_0_arm64.whl
| Download URL | kronrod-0.1.2-cp311-cp311-macosx_15_0_arm64.whl |
|---|---|
| Size | 20.2 kB |
| Tags | CPython 3.11 macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
4c1525b295b49bad8b2deae66abc7fd071875cc3515a8baf3efc0f14a26beef3
|
|
BLAKE2b-256 checksum How to use checksums |
3fb9d64589b66c3255f45dd39ac69022699993fe67de0dd92c3cd04105e3229e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp310-cp310-win_amd64.whl
| Download URL | kronrod-0.1.2-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 34.3 kB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
309bc264fb226dfeda7498d17f643a06bff05796bee2835aeddbb90566397dfa
|
|
BLAKE2b-256 checksum How to use checksums |
9b021ab926391bc5c254d7d108192a7fd4737eac70536d3385ac455e58356ac5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp310-cp310-musllinux_1_2_x86_64.whl
| Download URL | kronrod-0.1.2-cp310-cp310-musllinux_1_2_x86_64.whl |
|---|---|
| Size | 24.5 kB |
| Tags | CPython 3.10 Linux musl 1.2+ x86-64 |
|
SHA-256 checksum How to use checksums |
989aeaf5cc7f06212e508b473cecab820191dd03c12886a74dc67b798985104c
|
|
BLAKE2b-256 checksum How to use checksums |
68b7aa447a1d8df68162c2f5e0b6945751a5711ce21d88011d1b6dd05efab475
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | kronrod-0.1.2-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 24.0 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
7bb93c318ff7a86d69e9703f1e988edae131c4d4cca59ce245dcaded4500ed1a
|
|
BLAKE2b-256 checksum How to use checksums |
b14c6753e7c98f23a9fc1c3f87ae5f81718a736e8ab2472c9cdd2e1003aaa196
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency logRelease files / kronrod-0.1.2-cp310-cp310-macosx_15_0_arm64.whl
| Download URL | kronrod-0.1.2-cp310-cp310-macosx_15_0_arm64.whl |
|---|---|
| Size | 20.1 kB |
| Tags | CPython 3.10 macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
ee6db086cfc097e8e5aa97a603896cc129e466a70bb53b627340f3c193720eb1
|
|
BLAKE2b-256 checksum How to use checksums |
e5b9d1ffd80490a0755dd7c1dfbca52216bd9e6e2c465d4730dc84377578b82e
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.14
|
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 Aug 19, 2026.
Transparency log
