Skip to main content

spams-python

The source code for this fork is also available at https://github.com/samuelstjean/spams-python/

A swig-regenerated rehost of the python version of SPArse Modeling Software (SPAMS) 2.6, available at http://spams-devel.gforge.inria.fr/downloads.html

Disclaimer : I am not the author of the package, I just host a patched version which builds on recent gcc and python 3 for (mostly my) convenience. Most of the patches were taken from https://aur.archlinux.org/packages/python-spams-svn/

As such, I can probably help out with small stuff, but for technical and theoretical details please contact the original authors at http://spams-devel.gforge.inria.fr/contacts.html

You can find the original swig wrapper to re-generate these files on the branch swig_generator at https://github.com/samuelstjean/spams-python/tree/swig_generator

This (unofficial) version includes pre-built wheels for python 3 on windows, mac (with openmp support) and linux and can be installed with pip install spams-bin.

Improvements from the original version

  • Automatic build system with meson
  • Pytest for testing
  • Newer swig wrappers
  • Fixed internal naming clash for newer openmp namespace and the orthogonal matching pursuit (omp) function
  • Fixed C++20 deprecation issues with templates
  • Fixed undefined behavior with openmp and passing 0 as the number of cores (it now defaults to 1)
  • Fixed a positivity bug with spams.lassoWeighted
  • Probably other stuff

Metadata

Release files for spams-bin 2.6.14

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for spams-bin 2.6.14
File Size Uploaded
spams_bin-2.6.14.tar.gz 589.8 kB Details

Built distributions (wheels)

Table of built distributions (wheels) for spams-bin 2.6.14
File
spams_bin-2.6.14-cp315-cp315-win_amd64.whl CPython 3.15 CPython 3.15 Windows x86-64 Details
spams_bin-2.6.14-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.15 CPython 3.15 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
spams_bin-2.6.14-cp315-cp315-macosx_15_0_arm64.whl CPython 3.15 CPython 3.15 macOS 15.0+ ARM64 Details
spams_bin-2.6.14-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details
spams_bin-2.6.14-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
spams_bin-2.6.14-cp314-cp314-macosx_15_0_arm64.whl CPython 3.14 CPython 3.14 macOS 15.0+ ARM64 Details
spams_bin-2.6.14-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details
spams_bin-2.6.14-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
spams_bin-2.6.14-cp313-cp313-macosx_15_0_arm64.whl CPython 3.13 CPython 3.13 macOS 15.0+ ARM64 Details
spams_bin-2.6.14-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details
spams_bin-2.6.14-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
spams_bin-2.6.14-cp312-cp312-macosx_15_0_arm64.whl CPython 3.12 CPython 3.12 macOS 15.0+ ARM64 Details
spams_bin-2.6.14-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details
spams_bin-2.6.14-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details
spams_bin-2.6.14-cp311-cp311-macosx_15_0_arm64.whl CPython 3.11 CPython 3.11 macOS 15.0+ ARM64 Details
spams_bin-2.6.14-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details
spams_bin-2.6.14-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details
spams_bin-2.6.14-cp310-cp310-macosx_15_0_arm64.whl CPython 3.10 CPython 3.10 macOS 15.0+ ARM64 Details

Total release size: 142.3 MB

Release files / spams_bin-2.6.14.tar.gz

Download URL spams_bin-2.6.14.tar.gz
Size 589.8 kB
Tags Source
SHA-256 checksum
How to use checksums
7ed2a90f85911f158363330de6b1c634c3acb5e481e0a62c50abe6331df78ef2
BLAKE2b-256 checksum
How to use checksums
64a32b417fa4da6df41cf93307e69287e15dd1a901f3a665fe96f7d920dba0eb
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp315-cp315-win_amd64.whl

Download URL spams_bin-2.6.14-cp315-cp315-win_amd64.whl
Size 8.8 MB
Tags CPython 3.15 Windows x86-64
SHA-256 checksum
How to use checksums
1bfdd030a80d27cf76a5fcc3b03c3afbb2bb9fa05f38393b8fd994ebc756b13f
BLAKE2b-256 checksum
How to use checksums
de2c4d31ab289c715c66e651e9dc1a72b5253d2da56bd569e24500a18f3c178f
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL spams_bin-2.6.14-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 13.7 MB
Tags CPython 3.15 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
5b23b8f5f57441be42f5f15a791b0fe6471430ee3decb08e52569b3960e32a71
BLAKE2b-256 checksum
How to use checksums
ac7f81dbf796fc27a5bf67622953f329aa88ce09e7cd282839f173ccd370c2e0
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp315-cp315-macosx_15_0_arm64.whl

Download URL spams_bin-2.6.14-cp315-cp315-macosx_15_0_arm64.whl
Size 1.2 MB
Tags CPython 3.15 macOS 15.0+ ARM64
SHA-256 checksum
How to use checksums
ec98aa2e13a23e63cf77c78176aae84db261b2bd222e638e71e923e330ec669b
BLAKE2b-256 checksum
How to use checksums
82a007d685541951de5d3ff592b5418b7ddb0453d77a9eae7a8a7ca2c744cc52
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp314-cp314-win_amd64.whl

Download URL spams_bin-2.6.14-cp314-cp314-win_amd64.whl
Size 8.8 MB
Tags CPython 3.14 Windows x86-64
SHA-256 checksum
How to use checksums
ee3d6795a32e5e53a6235d4198d8cd4cc121401c435a6ae739a56f48c3486b76
BLAKE2b-256 checksum
How to use checksums
8e816e1cbd4a8012ac638342dee8d6025e0f3c9ef69495413cb90db5d9727dad
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL spams_bin-2.6.14-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 13.7 MB
Tags CPython 3.14 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
6b3a1605e5025a09d46ab295b8dc390223c8f3db60fd6202f4c0ce0241f5a8f5
BLAKE2b-256 checksum
How to use checksums
a12cbc515ea7acf6d9a964f78f4d67fc27ff97b1a0985ce079c78f274db8f31a
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp314-cp314-macosx_15_0_arm64.whl

Download URL spams_bin-2.6.14-cp314-cp314-macosx_15_0_arm64.whl
Size 1.2 MB
Tags CPython 3.14 macOS 15.0+ ARM64
SHA-256 checksum
How to use checksums
b8ac2b06fce068d82f53ab81c78794f02db3c38ec30784e45255df5b150a7730
BLAKE2b-256 checksum
How to use checksums
982b67a553c80de50caff91900538141e5854d46c15fd7db78657ce64b594607
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp313-cp313-win_amd64.whl

Download URL spams_bin-2.6.14-cp313-cp313-win_amd64.whl
Size 8.6 MB
Tags CPython 3.13 Windows x86-64
SHA-256 checksum
How to use checksums
765bcac6aabc94e0be404fd7eaf96100e82b0424d30bf4b090dbf28cd7be94a3
BLAKE2b-256 checksum
How to use checksums
acce2bdc54387533bfdb936cf3fb4ec6a15045acf9c60cdbcfa7de9575dfa7ad
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL spams_bin-2.6.14-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 13.7 MB
Tags CPython 3.13 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
83348cf5d83385b67fa58625bfa996cc6ffb20058791754b2526b771d8d3ea82
BLAKE2b-256 checksum
How to use checksums
7585cdcac825486eede26c71d0413c15572da641dea712fae2c550b2eea4f15c
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp313-cp313-macosx_15_0_arm64.whl

Download URL spams_bin-2.6.14-cp313-cp313-macosx_15_0_arm64.whl
Size 1.2 MB
Tags CPython 3.13 macOS 15.0+ ARM64
SHA-256 checksum
How to use checksums
3efe8eff2fdffc6572529ada9e13ef54fc8572f312a63f0463648027ac29a153
BLAKE2b-256 checksum
How to use checksums
6f7180ebe5e7e1ba6814ceff02f705c07cfd6cfd29f861e7e75ce01cd895fca3
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp312-cp312-win_amd64.whl

Download URL spams_bin-2.6.14-cp312-cp312-win_amd64.whl
Size 8.6 MB
Tags CPython 3.12 Windows x86-64
SHA-256 checksum
How to use checksums
6d918774806cd79716475f20c4b01be65f372ea6191f721d626b619b13f3b019
BLAKE2b-256 checksum
How to use checksums
c3a61cac67f9fe4716ab435bf145cf4d5b84f701142906aae660f9eb6b0caae0
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL spams_bin-2.6.14-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 13.7 MB
Tags CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
063346c20491193b73862e5eeec958703dc22073613d50a48a2430b494012614
BLAKE2b-256 checksum
How to use checksums
b39e2034f8898af0050d62fccacf281be6d9476bb7c2af06111bc9f5ffe43ef4
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp312-cp312-macosx_15_0_arm64.whl

Download URL spams_bin-2.6.14-cp312-cp312-macosx_15_0_arm64.whl
Size 1.2 MB
Tags CPython 3.12 macOS 15.0+ ARM64
SHA-256 checksum
How to use checksums
43868b63a7f2f8687393d30e5d3dda9e8fb1ba0b5c0f25912099f846a104bd4f
BLAKE2b-256 checksum
How to use checksums
42f2af0080ea4d9a39b20b0e7236940ec8300d8565b166f0903c64b575482d3f
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp311-cp311-win_amd64.whl

Download URL spams_bin-2.6.14-cp311-cp311-win_amd64.whl
Size 8.6 MB
Tags CPython 3.11 Windows x86-64
SHA-256 checksum
How to use checksums
b17f164d251887cc7d317e46c52f5458d9d5b64894de3c38a646d6154bf48fb0
BLAKE2b-256 checksum
How to use checksums
76c46f86adcc4893f67e584aa096761fb16751663f4af5772ea2d709d1c928ec
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL spams_bin-2.6.14-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 13.7 MB
Tags CPython 3.11 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
324a245bf8b4956fea6b3eb1e4c77cfdba9c44bcc7115dd513484c6892e9f20c
BLAKE2b-256 checksum
How to use checksums
0090fd392af443dc26ad8d6d08b968e2b71709aec6788325921d61ac34ba051c
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp311-cp311-macosx_15_0_arm64.whl

Download URL spams_bin-2.6.14-cp311-cp311-macosx_15_0_arm64.whl
Size 1.2 MB
Tags CPython 3.11 macOS 15.0+ ARM64
SHA-256 checksum
How to use checksums
f99c7f6f267a1dd942cfcfb2281683ac9d1cffd4f48394b5289f230f4006e9ab
BLAKE2b-256 checksum
How to use checksums
493ca8f3b5007373b78de0fc7526c440f51127af562ab41a9a099b597d5f64e7
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp310-cp310-win_amd64.whl

Download URL spams_bin-2.6.14-cp310-cp310-win_amd64.whl
Size 8.6 MB
Tags CPython 3.10 Windows x86-64
SHA-256 checksum
How to use checksums
869a8ac039b7a03edc7ccef2f73d3b5675f85f2bd6e32cbdb7e865db48fbc873
BLAKE2b-256 checksum
How to use checksums
dc9760c76c922b6047a29a79b004d25e33d73590f3c6d4d66f4b68acb98b0852
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL spams_bin-2.6.14-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size 13.7 MB
Tags CPython 3.10 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum
How to use checksums
62fd99263bd451f8a88c4eb68ac7bf8b333fce84e56d4bbda0c144c8be33c0d5
BLAKE2b-256 checksum
How to use checksums
e2e86f7aab97d5e7ec6ce4c5a39ec5492378f08f5319433d90bdbd7b6129a419
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 31, 2026.

Transparency log

Release files / spams_bin-2.6.14-cp310-cp310-macosx_15_0_arm64.whl

Download URL spams_bin-2.6.14-cp310-cp310-macosx_15_0_arm64.whl
Size 1.2 MB
Tags CPython 3.10 macOS 15.0+ ARM64
SHA-256 checksum
How to use checksums
03cbe3add3304c194fdad9e1014d4e52572132aa9b8b223302e3d9b09ec685f9
BLAKE2b-256 checksum
How to use checksums
56447f43fb3a0798f2c8830fb61f84584332fd00e58ba9a659c3b437d8ef6c62
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 31, 2026.

Transparency log

Release history Release notifications | RSS feed

This release

2.6.14 This release

19 release files

2.6.9

17 release files

2.6.8

20 release files

2.6.7

22 release files

2.6.6

19 release files

2.6.5

19 release files

2.6.3

13 release files

2.6.2

10 release files

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