schubmult
Program and package for rapid computation of Littlewood-Richardson coefficients of Schubert polynomials, compliant with sympy/symengine (and hence indirectly Sage)
The main purpose of this python package is for doing Schubert calculus-related calculations in python (and/or Sage).
- Kinds of things covered (not exhaustive):
- Permutation library
- Fast multiplication of single, double, mixed-variable Schubert polynomials; quantum, quantum double, quantum mixed-variable, and all parabolic versions.
- Noncommutative algebras such as NSym and the free algebra on words of nonnegative integers augmented with combinatorial bases.
- RC graphs/PDs, BPDs, HPDs, SSYT, EG tableaux, and algebraic structures derived from them (Coxeter-Knuth insertion, RSK, RC graph transition formulas, tableaux decompositions). Kashiwara/Demazure crystal raising/lowering operators
- Compatible with sympy and symengine, and hence Sage, probably not terribly difficult to integrate with libraries I'm not familiar with.
To install dev version
pip install git+https://github.com/matthematics/schubmult.git
RCGraph and BPD Functionality
The package implements two main combinatorial models for Schubert calculus:
- RCGraph (Reduced Compatible Graphs): Encodes reduced words for permutations as graphs, supporting crystal operations and algebraic manipulations.
- BPD (Bumpless Pipe Dreams): Represents tilings of an $n \times n$ grid with local tile rules, providing an alternative model for Schubert polynomials.
- HPD (Hybrid Pipe Dreams): They exist in the library and are functional, not nearly as well developed at this time.
Bijections and Conversions
There is a canonical bijection (Gao and Huang, 2017) between RCGraphs and BPDs for a given permutation and grid size:
BPD.from_rc_graph(rc_graph): Converts an RCGraph to a BPD using the inversion data.BPD.to_rc_graph(): Converts a BPD back to its corresponding RCGraph by extracting the reduced compatible sequence from the tile configuration. These conversions are invertible up to normalization and grid size.
Operations
RCGraph and BPD objects support:
- Enumeration for a given permutation and grid size
- Crystal operators (raising/lowering) and combinatorial mutations (currently BPDs only through the bijection)
- Conversion to algebraic elements in the Schubert and nilHecke rings
- Visualization and pretty-printing
- RCGraphs have a product through RCGraphRing (similar to concatenation, not polynomial product)
Example Usage
from schubmult import RCGraph, BPD, Permutation
rc = RCGraph.random_rc_graph(Permutation([5,1,6,2,4,3]), 5)
bpd = BPD.from_rc_graph(rc)
rc2 = bpd.to_rc_graph()
assert rc2 == rc
Release files for schubmult 5.0.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| schubmult-5.0.0.tar.gz | 1.2 MB | Details |
Built distributions (wheels)
Total release size: 40.4 MB
Release files / schubmult-5.0.0.tar.gz
| Download URL | schubmult-5.0.0.tar.gz |
|---|---|
| Size | 1.2 MB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
170dc9836c75bfab0913ec2135b54cad1539bc63d0c0aff7081bcf4b1c05013d
|
|
BLAKE2b-256 checksum How to use checksums |
007c2d2d1c735d8b2b9cf63568e21baaf1b96477bad71ff5c9f6de3c0cd1e99f
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp314-cp314-win_amd64.whl
| Download URL | schubmult-5.0.0-cp314-cp314-win_amd64.whl |
|---|---|
| Size | 998.1 kB |
| Tags | CPython 3.14 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
d2f4107834d93ff63e1eddac09b5a6236e372ee72b2b0a19fdb843bdf9024583
|
|
BLAKE2b-256 checksum How to use checksums |
361860f6236996f5147a389b838191da6f72d6aec2f5a71cfa23a60cfebd9d2f
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | schubmult-5.0.0-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.4 MB |
| Tags | CPython 3.14 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
3cec02e2cad5b6200e942f5d256e1b87bd5f1fe1e6e7112063caca4041c43c37
|
|
BLAKE2b-256 checksum How to use checksums |
71543a54dde6b21f6554929e852703451934c9f321e3814fa5e4f033947597b8
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | schubmult-5.0.0-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.4 MB |
| Tags | CPython 3.14 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
d94b6dd9655336c7a4282b843a2e01c2ce30989f4b353c425e2dd8101d553cb1
|
|
BLAKE2b-256 checksum How to use checksums |
5ffb1b5cd5357a7d011c7866ae016cc95bf1da3bb121518c49dcf4c2c0710e38
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp314-cp314-macosx_11_0_arm64.whl
| Download URL | schubmult-5.0.0-cp314-cp314-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.14 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
c822f29761d8e16aa25ec5cca9fc330387f95e0f2f43bc7cac0a2fedd4d9ca6f
|
|
BLAKE2b-256 checksum How to use checksums |
3dbf2965bcb29622fbf7e2d641ff589ccff70f13b69ebcc42e1023331b633da3
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp314-cp314-macosx_10_15_x86_64.whl
| Download URL | schubmult-5.0.0-cp314-cp314-macosx_10_15_x86_64.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.14 macOS 10.15+ x86-64 |
|
SHA-256 checksum How to use checksums |
80be281ae6bbc6fb7dbaa8def2d1b3d341123f091828525876d44085c24acd9e
|
|
BLAKE2b-256 checksum How to use checksums |
c995c7746b3efc1415c9422eeb43c32d0d4430b480078c23568155cf6e16b4d6
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp313-cp313-win_amd64.whl
| Download URL | schubmult-5.0.0-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 995.9 kB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
c846ef9c0bdb885331f3de48c0b67f7dce62e05a42f9001179d22eae897a9741
|
|
BLAKE2b-256 checksum How to use checksums |
fea23aa4e536db37216baee94a0ddc92925e3c639182cd61af34c4561cbc3fa2
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | schubmult-5.0.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.4 MB |
| Tags | CPython 3.13 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
dbae127a4896bb22143e4c4e8a671b1c0a65e9bbd85cc667cb3796180bfdbb39
|
|
BLAKE2b-256 checksum How to use checksums |
16862a9b6d10a66b1ad4c6c98f64aea815714a9bfaa3e7208cd1ae5b37ce11a5
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | schubmult-5.0.0-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.4 MB |
| Tags | CPython 3.13 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
305bcb97a815faae6147340bcc7efb2ae153f48a918fe06633275f471d7efc22
|
|
BLAKE2b-256 checksum How to use checksums |
ec81e72430a8da9d09a7cd0bef4ab7d00168b41377502b5fd8995a07dc4b329f
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp313-cp313-macosx_11_0_arm64.whl
| Download URL | schubmult-5.0.0-cp313-cp313-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.13 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
0470c874c872603ed6a49a81772ed3559a0801635cdec50c85466840fc939fbb
|
|
BLAKE2b-256 checksum How to use checksums |
8e66be540a06a94e3f7e5b63e97b3d4fe9c251e26fd80ab713d65c4b92b1617c
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp313-cp313-macosx_10_13_x86_64.whl
| Download URL | schubmult-5.0.0-cp313-cp313-macosx_10_13_x86_64.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.13 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
3296b348005569794a183b0ad158f381f7376b8bde31dd5c5e060fef2687a81d
|
|
BLAKE2b-256 checksum How to use checksums |
edb1a0ae0808535c32346c25e0a31d47b0d756956d447c7986a4b56196cb20fd
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp312-cp312-win_amd64.whl
| Download URL | schubmult-5.0.0-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 995.9 kB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
cabe6057b268a584407f65f68209e0cf8bece0bd695fd04a6c4027fb45e4c99b
|
|
BLAKE2b-256 checksum How to use checksums |
2e634221ab45c50db839570a12ba7a005281aea441c9770cfa66f79a54a68d85
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | schubmult-5.0.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.4 MB |
| Tags | CPython 3.12 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
66bc8763986e293e7b6e2079028ab457f8291933aebdc1890bf41e7293031769
|
|
BLAKE2b-256 checksum How to use checksums |
ebad19998150240eda3fa2bf7c1813fb66290d738944fe41be9b3f5e0db5dcbe
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | schubmult-5.0.0-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.4 MB |
| Tags | CPython 3.12 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
fe0a542ab2651d3dc07e2f94510fc8d82a14db9f82a394fb24560abcef7743fb
|
|
BLAKE2b-256 checksum How to use checksums |
b5e820e1b025e53e0d3665c522009f55150a8a7b2b26cb343df82ed8b5dc381d
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp312-cp312-macosx_11_0_arm64.whl
| Download URL | schubmult-5.0.0-cp312-cp312-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.12 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
b9b1efc995482bf6b9bb8348448348bc5e403b9d8a4dc0a33c8528748ce0d769
|
|
BLAKE2b-256 checksum How to use checksums |
689bf6cd589c60182be4be2317e0657507e69832d4ba9c3cf8eeaf343f5fa4ff
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp312-cp312-macosx_10_13_x86_64.whl
| Download URL | schubmult-5.0.0-cp312-cp312-macosx_10_13_x86_64.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.12 macOS 10.13+ x86-64 |
|
SHA-256 checksum How to use checksums |
a14614d33579e5bcc9c1e78eb9ada241ea35e28fec5c0815fe7ed4990ca838b0
|
|
BLAKE2b-256 checksum How to use checksums |
5245aea66f9c83b1c46ed0c25c51dde0d229a83f10dccbd9fab35ce5c3d25648
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp311-cp311-win_amd64.whl
| Download URL | schubmult-5.0.0-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 995.8 kB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
20bdfee80aa42adf856f309cbcda5b26267f3d5ee5fc0831e8c4f26c85a8cc11
|
|
BLAKE2b-256 checksum How to use checksums |
5e3eaffda648ac2d2eb53203bf405eafc9d192ef1aa34ee766d87d4db63496d5
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | schubmult-5.0.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.4 MB |
| Tags | CPython 3.11 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
ff99247071092b457e89e5a1b79a5f2ba71460e32a2b7c7a68a24d5894c6c1dc
|
|
BLAKE2b-256 checksum How to use checksums |
657cab10195410870094c46120a253f0602c4fcde51acddf2c73896324c1c66d
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | schubmult-5.0.0-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.4 MB |
| Tags | CPython 3.11 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
24ffda914a5338af854c8a81ee7a26c4e2bf885a7469fc1da9de3539f98b3586
|
|
BLAKE2b-256 checksum How to use checksums |
b4c70339a4f1df59e857bfeed3208142aaed6d7431c175d566ae0aaeb7db2d1a
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp311-cp311-macosx_11_0_arm64.whl
| Download URL | schubmult-5.0.0-cp311-cp311-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.11 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
a0d2f4562461b8269628bfeb81c66755c17775e20a495307843f6bec8b51c731
|
|
BLAKE2b-256 checksum How to use checksums |
b4c772650af98f338e930c6b2832e91705805c6a043130359c0398e7369df013
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp311-cp311-macosx_10_9_x86_64.whl
| Download URL | schubmult-5.0.0-cp311-cp311-macosx_10_9_x86_64.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.11 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
833566cef4e71acfe6cbe3d9163b904da09ee408c22e7738127fceab945c5ce2
|
|
BLAKE2b-256 checksum How to use checksums |
ed323cf93d57df847eef70acf3224ff294e64ee13a615221697a1ee8e22a4115
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp310-cp310-win_amd64.whl
| Download URL | schubmult-5.0.0-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 995.8 kB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
1d3be7c3221cdac4a3ffb1093c50951b1105a97105b66bfda405c239f83a8618
|
|
BLAKE2b-256 checksum How to use checksums |
70cde7793e5dabfd0ffd0dfb0b8bf986b8adb682d06ff84bee50dbc44242ec52
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
| Download URL | schubmult-5.0.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 2.4 MB |
| Tags | CPython 3.10 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
471c145548cfa060d32587a52680157b9b72d443858d807c2c94614d66ea40ed
|
|
BLAKE2b-256 checksum How to use checksums |
63bb0436ee6600e556c4e0c4bf7743b0cd191c7e55ac8092f3831fc22f2357fe
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl
| Download URL | schubmult-5.0.0-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl |
|---|---|
| Size | 2.4 MB |
| Tags | CPython 3.10 Linux glibc 2.24+ ARM64 Linux glibc 2.28+ ARM64 |
|
SHA-256 checksum How to use checksums |
3662b893a3ad08637d5b02cef36bb5440d9fd8c0ca8f3bc82a0235b7fe2b8cc2
|
|
BLAKE2b-256 checksum How to use checksums |
c476c3449c18dc558c2651a29205e0987d57e780270c0074d8f5663a510406b7
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp310-cp310-macosx_11_0_arm64.whl
| Download URL | schubmult-5.0.0-cp310-cp310-macosx_11_0_arm64.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.10 macOS 11.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
0df2ec81d9727fc7981773c641efe5ef2add9bea697ab5b7beca230265cdaa46
|
|
BLAKE2b-256 checksum How to use checksums |
aacd9021607d1b9ec8c57a14f8fbde0efd00de994e416c01457c513cb551a48f
|
| 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 Sep 14, 2026.
Transparency logRelease files / schubmult-5.0.0-cp310-cp310-macosx_10_9_x86_64.whl
| Download URL | schubmult-5.0.0-cp310-cp310-macosx_10_9_x86_64.whl |
|---|---|
| Size | 1.0 MB |
| Tags | CPython 3.10 macOS 10.9+ x86-64 |
|
SHA-256 checksum How to use checksums |
1989d4c83d9b916661042d2a76733dc5a822830d1bcb38628e9f47d3221b33a5
|
|
BLAKE2b-256 checksum How to use checksums |
32429a7ad529a267eb10fa21db2b13b37284772ed92fdf8cd3febb51d901f42a
|
| 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 Sep 14, 2026.
Transparency log