Skip to main content

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.

Docs to be hosted on Wiki

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)

Source distribution for schubmult 5.0.0
File Size Uploaded
schubmult-5.0.0.tar.gz 1.2 MB Details

Built distributions (wheels)

Table of built distributions (wheels) for schubmult 5.0.0
File
schubmult-5.0.0-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
schubmult-5.0.0-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 Details
schubmult-5.0.0-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64 Details
schubmult-5.0.0-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details
schubmult-5.0.0-cp314-cp314-macosx_10_15_x86_64.whl CPython 3.14 CPython 3.14 macOS 10.15+ x86-64 Details
schubmult-5.0.0-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
schubmult-5.0.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 Details
schubmult-5.0.0-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64 Details
schubmult-5.0.0-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details
schubmult-5.0.0-cp313-cp313-macosx_10_13_x86_64.whl CPython 3.13 CPython 3.13 macOS 10.13+ x86-64 Details
schubmult-5.0.0-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
schubmult-5.0.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64 Details
schubmult-5.0.0-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64 Details
schubmult-5.0.0-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details
schubmult-5.0.0-cp312-cp312-macosx_10_13_x86_64.whl CPython 3.12 CPython 3.12 macOS 10.13+ x86-64 Details
schubmult-5.0.0-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
schubmult-5.0.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 Details
schubmult-5.0.0-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.24+ ARM64, Linux glibc 2.28+ ARM64 Details
schubmult-5.0.0-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details
schubmult-5.0.0-cp311-cp311-macosx_10_9_x86_64.whl CPython 3.11 CPython 3.11 macOS 10.9+ x86-64 Details
schubmult-5.0.0-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
schubmult-5.0.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64 Details
schubmult-5.0.0-cp310-cp310-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ ARM64, Linux glibc 2.24+ ARM64 Details
schubmult-5.0.0-cp310-cp310-macosx_11_0_arm64.whl CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details
schubmult-5.0.0-cp310-cp310-macosx_10_9_x86_64.whl CPython 3.10 CPython 3.10 macOS 10.9+ x86-64 Details

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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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 log

Release 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

Release history Release notifications | RSS feed

5.1.1

26 release files

5.1.0

26 release files

This release

5.0.0 This release

26 release files

4.2.0

2 release files

4.1.0

2 release files

4.0.0

2 release files

3.0.1

2 release files

3.0.0

2 release files

2.0.4

2 release files

2.0.3

2 release files

2.0.2

2 release files

2.0.1

2 release files

2.0.0

2 release files

1.4.3

1 release file

1.4.2

1 release file

1.4.1

1 release file

1.4.0

1 release file

1.3.9

1 release file

1.3.8

1 release file

1.3.7

1 release file

1.3.6

1 release file

1.3.5

1 release file

1.3.4

1 release file

1.3.3

1 release file

1.3.2

1 release file

1.3.1

1 release file

1.3.0

1 release file

1.2.11

1 release file

1.2.10

1 release file

1.2.9

1 release file

1.2.8

1 release file

1.2.7

1 release file

1.2.6

1 release file

1.2.5

1 release file

1.2.4

1 release file

1.2.3

1 release file

1.2.2

1 release file

1.2.1

1 release file

1.2.0

1 release file

1.1.6

1 release file

1.1.5

1 release file

1.1.4

1 release file

1.1.3

1 release file

1.1.2

1 release file

1.1.1

1 release file

1.1.0

1 release file

1.0.20

1 release file

1.0.19

1 release file

1.0.18

1 release file

1.0.17

1 release file

1.0.16

1 release file

1.0.15

1 release file

1.0.14

1 release file

1.0.13

1 release file

1.0.12

1 release file

1.0.11

1 release file

1.0.10

1 release file

1.0.9

1 release file

1.0.8

1 release file

1.0.7

1 release file

1.0.6

1 release file

1.0.5

1 release file

1.0.4

1 release file

1.0.3

1 release file

1.0.2

1 release file

1.0.1

1 release file

1.0.0

1 release file

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page