mssm: Mixed Sparse Smooth Models

GitHub CI Stable Docs preprint

Description

[!NOTE] Our preprint detailing the algorithms implemented in the mssm toolbox is now available on arXiv.

mssm is a toolbox to estimate Generalized Additive Mixed Models (GAMMs), Generalized Additive Mixed Models of Location Scale and Shape (GAMMLSS), and more general (mixed) smooth models in the sense defined by Wood, Pya, & Säfken (2016). Approximate estimation (and automatic regularization) of the latter only requires users to provide the (gradient of) the log-likelihood. Furthermore, mssm is an excellent choice for the modeling of multi-level time-series data, often estimating additive models with separate smooths for thousands of levels in a couple of minutes. mssm also supports fully Bayesian inference about model coefficients and regularization parameters.

Note: The main branch is updated frequently to reflect new developments. The stable branch reflects the latest releases. If you don't need the newest functionality, you should install from the stable branch (see below for instructions). Documentation (built from the stable branch) is hosted here - together with a tutorial for mssm! Plotting code to visualize and validate mssm models is provided in this repository!

Installation

The easiest option is to install from pypi via pip. This can be achieved in two steps:

Setup a conda environment with python > 3.10
Install mssm via pip

The latest release of mssm can be installed from pypi. So to complete both steps (after installing conda - see here for instructions), simply run:

conda create -n mssm_env python=3.13
conda activate mssm_env
pip install "mssm[plot,mcmc]"

Note: This will also install optional dependencies, listed in the square brackets, required for model visualization, parallelization of selected functions, and convergence statistics for the mcmc sampler. Also note, that pypi will only reflect releases (Basically, the state of the stable branch). If you urgently need a feature currently only available on the main branch, consider building from source.

Building from source

You can also build directly from source. This requires an installation of eigen. setup.py first checks whether eigen has been installed via conda from conda-forge, alternatively checks for eigen in "usr/local/include/eigen3", and finally falls back to cloning it from their git (this will fail if you have not set up git on your machine). After cloning and navigating into the downloaded mssm repository you can then install via:

pip install .

Contributing

Contributions are welcome! Feel free to open issues or make pull-requests to main.

Metadata

Release files for mssm 1.2.5

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

Source distribution (sdist)

Source distribution for mssm 1.2.5
File	Size	Uploaded
mssm-1.2.5.tar.gz	3.4 MB	Aug 18, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for mssm 1.2.5
File	Interpreter	ABI	Platform	Reset
mssm-1.2.5-cp314-cp314t-win_amd64.whl 1.2 MB Aug 18, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
mssm-1.2.5-cp314-cp314t-musllinux_1_2_x86_64.whl 2.3 MB Aug 18, 2026	CPython 3.14	CPython 3.14 free-threading	Linux musl 1.2+ x86-64	Details
mssm-1.2.5-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 1.3 MB Aug 18, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
mssm-1.2.5-cp314-cp314t-macosx_11_0_arm64.whl 1.2 MB Aug 18, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
mssm-1.2.5-cp314-cp314t-macosx_10_15_x86_64.whl 1.2 MB Aug 18, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 10.15+ x86-64	Details
mssm-1.2.5-cp314-cp314-win_amd64.whl 1.1 MB Aug 18, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
mssm-1.2.5-cp314-cp314-musllinux_1_2_x86_64.whl 2.3 MB Aug 18, 2026	CPython 3.14	CPython 3.14	Linux musl 1.2+ x86-64	Details
mssm-1.2.5-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 1.3 MB Aug 18, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
mssm-1.2.5-cp314-cp314-macosx_11_0_arm64.whl 1.1 MB Aug 18, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
mssm-1.2.5-cp314-cp314-macosx_10_15_x86_64.whl 1.2 MB Aug 18, 2026	CPython 3.14	CPython 3.14	macOS 10.15+ x86-64	Details
mssm-1.2.5-cp313-cp313-win_amd64.whl 1.1 MB Aug 18, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
mssm-1.2.5-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 1.3 MB Aug 18, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
mssm-1.2.5-cp313-cp313-macosx_11_0_arm64.whl 1.1 MB Aug 18, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
mssm-1.2.5-cp313-cp313-macosx_10_13_x86_64.whl 1.2 MB Aug 18, 2026	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
mssm-1.2.5-cp312-cp312-win_amd64.whl 1.1 MB Aug 18, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
mssm-1.2.5-cp312-cp312-musllinux_1_2_x86_64.whl 2.3 MB Aug 18, 2026	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
mssm-1.2.5-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 1.3 MB Aug 18, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
mssm-1.2.5-cp312-cp312-macosx_11_0_arm64.whl 1.1 MB Aug 18, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
mssm-1.2.5-cp312-cp312-macosx_10_13_x86_64.whl 1.2 MB Aug 18, 2026	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
mssm-1.2.5-cp311-cp311-win_amd64.whl 1.1 MB Aug 18, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
mssm-1.2.5-cp311-cp311-musllinux_1_2_x86_64.whl 2.3 MB Aug 18, 2026	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
mssm-1.2.5-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 1.3 MB Aug 18, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.24+ x86-64, Linux glibc 2.28+ x86-64	Details
mssm-1.2.5-cp311-cp311-macosx_11_0_arm64.whl 1.1 MB Aug 18, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
mssm-1.2.5-cp311-cp311-macosx_10_9_x86_64.whl 1.2 MB Aug 18, 2026	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
mssm-1.2.5-cp310-cp310-win_amd64.whl 1.1 MB Aug 18, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
mssm-1.2.5-cp310-cp310-musllinux_1_2_x86_64.whl 2.3 MB Aug 18, 2026	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
mssm-1.2.5-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 1.3 MB Aug 18, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
mssm-1.2.5-cp310-cp310-macosx_11_0_arm64.whl 1.1 MB Aug 18, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
mssm-1.2.5-cp310-cp310-macosx_10_9_x86_64.whl 1.2 MB Aug 18, 2026	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details

Total release size: 43.3 MB

Release files / mssm-1.2.5.tar.gz

Download URL	mssm-1.2.5.tar.gz
Size	3.4 MB
Tags	Source
SHA-256 checksum How to use checksums	`233b85fba69472aefa95e0f3cff00d586d01d65ca9cabe13078d34c74857e987`
BLAKE2b-256 checksum How to use checksums	`acf3b0a3e88ef502817de48b5179330d98075c3ac8645acd38ff108aebfa2f75`
Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

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Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

Artifact

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SHA-256 checksum: 233b85fba69472aefa95e0f3cff00d586d01d65ca9cabe13078d34c74857e987 Verifying attestations

Release files / mssm-1.2.5-cp314-cp314t-win_amd64.whl

Download URL	mssm-1.2.5-cp314-cp314t-win_amd64.whl
Size	1.2 MB
Tags	CPython 3.14 CPython 3.14 free-threading Windows x86-64
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Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

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Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
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Release files / mssm-1.2.5-cp314-cp314t-musllinux_1_2_x86_64.whl

Download URL	mssm-1.2.5-cp314-cp314t-musllinux_1_2_x86_64.whl
Size	2.3 MB
Tags	CPython 3.14 CPython 3.14 free-threading Linux musl 1.2+ x86-64
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Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

Artifact

Subject: mssm-1.2.5-cp314-cp314t-musllinux_1_2_x86_64.whl
SHA-256 checksum: d194b42c11120f8a1752fe805873de8db05a3231d2519c252d88c471818d3395 Verifying attestations

Release files / mssm-1.2.5-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	mssm-1.2.5-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size	1.3 MB
Tags	CPython 3.14 CPython 3.14 free-threading Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`0678e72061d262caf17f510b8abbbd6eab6de2758545e455699f6191f4122e00`
BLAKE2b-256 checksum How to use checksums	`530b35ab7d9b5c043bc6c6387cb11d599b2ce00c998d765bf0cc7d3f5dbc9ab5`
Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

Artifact

Subject: mssm-1.2.5-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
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Release files / mssm-1.2.5-cp314-cp314t-macosx_11_0_arm64.whl

Download URL	mssm-1.2.5-cp314-cp314t-macosx_11_0_arm64.whl
Size	1.2 MB
Tags	CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64
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Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

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Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

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Subject: mssm-1.2.5-cp314-cp314t-macosx_11_0_arm64.whl
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Release files / mssm-1.2.5-cp314-cp314t-macosx_10_15_x86_64.whl

Download URL	mssm-1.2.5-cp314-cp314t-macosx_10_15_x86_64.whl
Size	1.2 MB
Tags	CPython 3.14 CPython 3.14 free-threading macOS 10.15+ x86-64
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Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

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Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

Artifact

Subject: mssm-1.2.5-cp314-cp314t-macosx_10_15_x86_64.whl
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Release files / mssm-1.2.5-cp314-cp314-win_amd64.whl

Download URL	mssm-1.2.5-cp314-cp314-win_amd64.whl
Size	1.1 MB
Tags	CPython 3.14 Windows x86-64
SHA-256 checksum How to use checksums	`fbc31a000b18b51a3f8216a3ec2fbb539bfa12b2ea977c2d6671647dc58f3ff8`
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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

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Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

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Subject: mssm-1.2.5-cp314-cp314-win_amd64.whl
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Release files / mssm-1.2.5-cp314-cp314-musllinux_1_2_x86_64.whl

Download URL	mssm-1.2.5-cp314-cp314-musllinux_1_2_x86_64.whl
Size	2.3 MB
Tags	CPython 3.14 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`0bb4f95be3c1239e19bba8ac97e42915cc963c3502bba12d8716898f0b09bd5b`
BLAKE2b-256 checksum How to use checksums	`835f2c2e17d6cb4c41e4895872324b361b7225946c8ef97cb7fef7769b94e568`
Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

Artifact

Subject: mssm-1.2.5-cp314-cp314-musllinux_1_2_x86_64.whl
SHA-256 checksum: 0bb4f95be3c1239e19bba8ac97e42915cc963c3502bba12d8716898f0b09bd5b Verifying attestations

Release files / mssm-1.2.5-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	mssm-1.2.5-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size	1.3 MB
Tags	CPython 3.14 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`cea0c9603bb935b923c55e3c8a63bdbc5a71849c3449417bbfca1f5036d51272`
BLAKE2b-256 checksum How to use checksums	`b3c691f51aa9e71bec9626be003e2b45522eef57262e97e0002ad7f607f94af4`
Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

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Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

Artifact

Subject: mssm-1.2.5-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
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Release files / mssm-1.2.5-cp314-cp314-macosx_11_0_arm64.whl

Download URL	mssm-1.2.5-cp314-cp314-macosx_11_0_arm64.whl
Size	1.1 MB
Tags	CPython 3.14 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`343364e29583d214749db100430a4148af2828ac7331e11a73edf0b4729af944`
BLAKE2b-256 checksum How to use checksums	`b4ff9668126be55e89d517a6bfeb8c78746a9a0ecda04868921ea58a9d6f89ed`
Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

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Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

Artifact

Subject: mssm-1.2.5-cp314-cp314-macosx_11_0_arm64.whl
SHA-256 checksum: 343364e29583d214749db100430a4148af2828ac7331e11a73edf0b4729af944 Verifying attestations

Release files / mssm-1.2.5-cp314-cp314-macosx_10_15_x86_64.whl

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Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

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Artifact

Subject: mssm-1.2.5-cp314-cp314-macosx_10_15_x86_64.whl
SHA-256 checksum: b855fa2db8287bcab7cfdb7b217454472972c4912ace321c4b997eb8709fdd98 Verifying attestations

Release files / mssm-1.2.5-cp313-cp313-win_amd64.whl

Download URL	mssm-1.2.5-cp313-cp313-win_amd64.whl
Size	1.1 MB
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Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

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Artifact

Subject: mssm-1.2.5-cp313-cp313-win_amd64.whl
SHA-256 checksum: 7d107201e1a0cacc4a3288d301f4c91fa83922dc85b31b3bbc684f1fd9723e47 Verifying attestations

Release files / mssm-1.2.5-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	mssm-1.2.5-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

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Artifact

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SHA-256 checksum: 971110c7bf1b8690d67480b69edc29afd6cd897682278feaf76cb699d42448b8 Verifying attestations

Release files / mssm-1.2.5-cp313-cp313-macosx_11_0_arm64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

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Artifact

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Release files / mssm-1.2.5-cp313-cp313-macosx_10_13_x86_64.whl

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Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

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Artifact

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Release files / mssm-1.2.5-cp312-cp312-win_amd64.whl

Download URL	mssm-1.2.5-cp312-cp312-win_amd64.whl
Size	1.1 MB
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Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

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Artifact

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SHA-256 checksum: 687f03feddee37d7da06720e39fc0325130282ac65c6a61ccf48dc297faa531e Verifying attestations

Release files / mssm-1.2.5-cp312-cp312-musllinux_1_2_x86_64.whl

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Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
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Artifact

Subject: mssm-1.2.5-cp312-cp312-musllinux_1_2_x86_64.whl
SHA-256 checksum: e3063fd583a0e937c33ddbc2b536a575d1743f8c036c36e4579342732331d6b3 Verifying attestations

Release files / mssm-1.2.5-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	mssm-1.2.5-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
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Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
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Artifact

Subject: mssm-1.2.5-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 7b4385bff5c830b485c3418f75c670648699457c56a86b7c727a1f31ea20c82d Verifying attestations

Release files / mssm-1.2.5-cp312-cp312-macosx_11_0_arm64.whl

Download URL	mssm-1.2.5-cp312-cp312-macosx_11_0_arm64.whl
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Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
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Artifact

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SHA-256 checksum: bb5531434e60ca5fe8595a78cc43b90bdddee760694858f7ec4ce20f274e1507 Verifying attestations

Release files / mssm-1.2.5-cp312-cp312-macosx_10_13_x86_64.whl

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Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
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Artifact

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SHA-256 checksum: 1b3bea67746f46cc7e84c7aa5c91b0aa25b4aebfb36719dbb34cddc487c01682 Verifying attestations

Release files / mssm-1.2.5-cp311-cp311-win_amd64.whl

Download URL	mssm-1.2.5-cp311-cp311-win_amd64.whl
Size	1.1 MB
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Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

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Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

Artifact

Subject: mssm-1.2.5-cp311-cp311-win_amd64.whl
SHA-256 checksum: 6088ba44cc21f3fab4fbb1da6a26488d62d3f5809e0d7a9a52c393a31728800a Verifying attestations

Release files / mssm-1.2.5-cp311-cp311-musllinux_1_2_x86_64.whl

Download URL	mssm-1.2.5-cp311-cp311-musllinux_1_2_x86_64.whl
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Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

Artifact

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SHA-256 checksum: 9aeffea51116c7e0aa99a71e1b13f230b9ac953acf79c6b9d40cd18ef4dfae1b Verifying attestations

Release files / mssm-1.2.5-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	mssm-1.2.5-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
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Tags	CPython 3.11 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
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Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
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Artifact

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SHA-256 checksum: 54bcaa7b9d304ec1a6e0b5d2f6bd81fe6ae490b5e3541fca8558490e7bc42bfa Verifying attestations

Release files / mssm-1.2.5-cp311-cp311-macosx_11_0_arm64.whl

Download URL	mssm-1.2.5-cp311-cp311-macosx_11_0_arm64.whl
Size	1.1 MB
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Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

Artifact

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SHA-256 checksum: aaf567d6571f989d1e764e3602d3c7d0299ebd649c4e741ba2e5bcaadc061394 Verifying attestations

Release files / mssm-1.2.5-cp311-cp311-macosx_10_9_x86_64.whl

Download URL	mssm-1.2.5-cp311-cp311-macosx_10_9_x86_64.whl
Size	1.2 MB
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Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

Artifact

Subject: mssm-1.2.5-cp311-cp311-macosx_10_9_x86_64.whl
SHA-256 checksum: 76e616196d75abad94637c5e2eb7d8a75d3478b1d4be38385cce2ebbc920acd6 Verifying attestations

Release files / mssm-1.2.5-cp310-cp310-win_amd64.whl

Download URL	mssm-1.2.5-cp310-cp310-win_amd64.whl
Size	1.1 MB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`73a0ace9251d5332a31fd095e4e9310ca808ac7fe68183c44fed9daadc86dacd`
BLAKE2b-256 checksum How to use checksums	`ec7b19e1e10267656c47fe1e1cc0905e960f6b536f0ac781898b37928631b036`
Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

Artifact

Subject: mssm-1.2.5-cp310-cp310-win_amd64.whl
SHA-256 checksum: 73a0ace9251d5332a31fd095e4e9310ca808ac7fe68183c44fed9daadc86dacd Verifying attestations

Release files / mssm-1.2.5-cp310-cp310-musllinux_1_2_x86_64.whl

Download URL	mssm-1.2.5-cp310-cp310-musllinux_1_2_x86_64.whl
Size	2.3 MB
Tags	CPython 3.10 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`4a1b4de5afb980a9640caa3435ec6d792748439da117a520618224cd9b7513d6`
BLAKE2b-256 checksum How to use checksums	`a724cbfe042fd3907ad79011404ab3f676ccdc86da688dd590afa41e21f57775`
Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

Artifact

Subject: mssm-1.2.5-cp310-cp310-musllinux_1_2_x86_64.whl
SHA-256 checksum: 4a1b4de5afb980a9640caa3435ec6d792748439da117a520618224cd9b7513d6 Verifying attestations

Release files / mssm-1.2.5-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	mssm-1.2.5-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size	1.3 MB
Tags	CPython 3.10 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`25a6c67b4efcbf458efdac28c1ffdb98b6a5295dd33a1fc7e4f8ad7c1e1201c9`
BLAKE2b-256 checksum How to use checksums	`03f96dfa0ce03e79d2080c0dd1d81e7002ec2280ce5190784a5f2d7d90819d51`
Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

Artifact

Subject: mssm-1.2.5-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 25a6c67b4efcbf458efdac28c1ffdb98b6a5295dd33a1fc7e4f8ad7c1e1201c9 Verifying attestations

Release files / mssm-1.2.5-cp310-cp310-macosx_11_0_arm64.whl

Download URL	mssm-1.2.5-cp310-cp310-macosx_11_0_arm64.whl
Size	1.1 MB
Tags	CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`1531a5876c518e602cc492759234b76cb8242c53b2d3ce3dce147b4bb5286d22`
BLAKE2b-256 checksum How to use checksums	`f70fe956c2ff59df38471d6b5b45030a8e922a6bd3a9c0041b0da1b6cf269018`
Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

Artifact

Subject: mssm-1.2.5-cp310-cp310-macosx_11_0_arm64.whl
SHA-256 checksum: 1531a5876c518e602cc492759234b76cb8242c53b2d3ce3dce147b4bb5286d22 Verifying attestations

Release files / mssm-1.2.5-cp310-cp310-macosx_10_9_x86_64.whl

Download URL	mssm-1.2.5-cp310-cp310-macosx_10_9_x86_64.whl
Size	1.2 MB
Tags	CPython 3.10 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`fd623c9ae9725b18eca2b444ac43d78566736972354e45640deb1454a535dcc5`
BLAKE2b-256 checksum How to use checksums	`007ca8713000978610fb518bf7e450c1aa37f077cf14c73cfcba2b0d73fbdef0`
Upload date	Aug 18, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/7.0.0 CPython/3.13.14`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/JoKra1/mssm
Publishing commit: github.com/JoKra1/mssm/tree/9237bd9dfa620ebedffbf352887d86e730c0f2e5

Workflow

Publishing configuration: github.com/JoKra1/mssm/blob/9237bd9dfa620ebedffbf352887d86e730c0f2e5/.github/workflows/python-package.yml
Publishing logs: github.com/JoKra1/mssm/actions/runs/32123800441/attempts/1

Artifact

Subject: mssm-1.2.5-cp310-cp310-macosx_10_9_x86_64.whl
SHA-256 checksum: fd623c9ae9725b18eca2b444ac43d78566736972354e45640deb1454a535dcc5 Verifying attestations