MUSICA

Multi-Scale Infrastructure for Chemistry and Aerosols

MUSICA is a collection of modeling software, tools, and grids, that allow for robust modeling of chemistry in Earth's atmosphere.

At present the project encompasses these core components

TUV-x
- A photolysis rate calculator
MICM
- Model Independent Chemical Module
CARMA
- Community Aerosol and Radiation Model for Atmospheres (integration in development)
Mechanism Configuration
- The standardized format to describe atmospheric chemistry

These components are used to drive the MUSICA software ecosystem. This is a snapshot of how MUSICA can be used with different models.

MUSICA Ecosystem

Installation

MUSICA provides interfaces for multiple programming languages. Choose the installation method that best fits your needs:

Python

Most scientific users may prefer our python interface. It can be installed with pip:

pip install musica

For detailed Python installation instructions, usage examples, and development information, see the Python README.

JavaScript

The JavaScript interface uses WebAssembly to run MUSICA components. This interface is most for tools developed for web browsers and only supports the C++ components of MUSICA. It can be installed from npm

npm install @ncar/musica

For detailed JavaScript installation instructions, usage examples, and development information, see the JavaScript README.

Fortran

The Fortran interface is designed for integration with Fortran-based atmospheric models. You can install this from spack

spack install musica

For detailed Fortran installation instructions, usage examples, and development information, see the Fortran README.

C++ / CMake

For C++ development or building from source with full control over options:

Prerequisites

Minimum required packages:

cmake (>= 3.21)
pkg-config
netcdf
netcdf-fortran
blas (only needed when building CARMA, MUSICA_ENABLE_CARMA=ON, which is the default)
lapack (only needed when building CARMA, MUSICA_ENABLE_CARMA=ON, which is the default)

Building from Source

git clone https://github.com/NCAR/musica.git
cd musica
mkdir build
cd build
ccmake ..
make
make install

MUSICA automatically downloads and builds additional dependencies (pybind11, googletest, MICM, TUV-x, Mechanism Configuration, CARMA) using CMake's FetchContent. If you have these packages already installed where CMake can find them, they will be used instead of being downloaded.

Quick Start

Documentation and Resources

Official Documentation

Full Documentation - Complete API reference, tutorials, and guides
Interactive Tutorials - Try MUSICA in your browser via Binder
MUSICA Wiki - Additional resources and community information

Available grids

Pre-made grids for use in MUSICA are available here.

Developer Options

Specifying dependency versions via parameterization at configure time

Introduced in Pull Request #124, it is possible for developers to specify which versions of various dependencies should be used. These options are currently limited to those dependencies managed via FetchContent. This change allows for more easily testing musica against changes committed in different repositories and branches. The environmental variables introduced are outlined in the following table.

CMake Dependency Variables

Musica Dependency	Repository	Branch, Tag or Hash
Google Test	GOOGLETEST_GIT_REPOSITORY	GOOGLETEST_GIT_TAG
MICM	MICM_GIT_REPOSITORY	MICM_GIT_TAG
TUV-X	TUVX_GIT_REPOSITORY	TUVX_GIT_TAG
PyBind11	PYBIND11_GIT_REPOSITORY	PYBIND11_GIT_TAG
Mechanism Configuration	MECH_CONFIG_GIT_REPOSITORY	MECH_CONFIG_GIT_TAG

Example Usage

The following examples assume the working directory is a build/ directory inside the musica source directory.

Specifying a different version of tuv-x, to ensure a change won't break anything.

$ cmake .. \
    -DTUVX_GIT_REPOSITORY="https://github.com/WardF/tuv-x.git" \
    -DTUVX_GIT_TAG=test-fix

Specifying a specific version of tuv-x by has, but using the official repository.

$ cmake .. \
    -DTUVX_GIT_TAG=a6b2c4d8745

Contributing

We welcome contributions from the community! Please see our Contributing Guide for information on how to get involved.

For a complete list of contributors and authors, see AUTHORS.md.

Citations

MUSICA can be cited in at least two ways:

Cite the foundational paper that defines the vision of the MUSICA software:

Pfister et al., 2020, Bulletin of the American Meteorological Society

Use the following BibTeX entry:

@Article { acom.software.musica-vision,
    author = "Gabriele G. Pfister and Sebastian D. Eastham and Avelino F. Arellano and Bernard Aumont and Kelley C. Barsanti and Mary C. Barth and Andrew Conley and Nicholas A. Davis and Louisa K. Emmons and Jerome D. Fast and Arlene M. Fiore and Benjamin Gaubert and Steve Goldhaber and Claire Granier and Georg A. Grell and Marc Guevara and Daven K. Henze and Alma Hodzic and Xiaohong Liu and Daniel R. Marsh and John J. Orlando and John M. C. Plane and Lorenzo M. Polvani and Karen H. Rosenlof and Allison L. Steiner and Daniel J. Jacob and Guy P. Brasseur",
    title = "The Multi-Scale Infrastructure for Chemistry and Aerosols (MUSICA)",
    journal = "Bulletin of the American Meteorological Society",
    year = "2020",
    publisher = "American Meteorological Society",
    address = "Boston MA, USA",
    volume = "101",
    number = "10",
    doi = "10.1175/BAMS-D-19-0331.1",
    pages= "E1743 - E1760",
    url = "https://journals.ametsoc.org/view/journals/bams/101/10/bamsD190331.xml"
}

Cite the MUSICA software and its evaluation (MUSICAv0):

Schwantes et al., 2022, Journal of Advances in Modeling Earth Systems

Use the following BibTeX entry:

@Article{acom.software.musica,
    author = {Schwantes, Rebecca H. and Lacey, Forrest G. and Tilmes, Simone and Emmons, Louisa K. and Lauritzen, Peter H. and Walters, Stacy and Callaghan, Patrick and Zarzycki, Colin M. and Barth, Mary C. and Jo, Duseong S. and Bacmeister, Julio T. and Neale, Richard B. and Vitt, Francis and Kluzek, Erik and Roozitalab, Behrooz and Hall, Samuel R. and Ullmann, Kirk and Warneke, Carsten and Peischl, Jeff and Pollack, Ilana B. and Flocke, Frank and Wolfe, Glenn M. and Hanisco, Thomas F. and Keutsch, Frank N. and Kaiser, Jennifer and Bui, Thao Paul V. and Jimenez, Jose L. and Campuzano-Jost, Pedro and Apel, Eric C. and Hornbrook, Rebecca S. and Hills, Alan J. and Yuan, Bin and Wisthaler, Armin},
    title = {Evaluating the Impact of Chemical Complexity and Horizontal Resolution on Tropospheric Ozone Over the Conterminous US With a Global Variable Resolution Chemistry Model},
    journal = {Journal of Advances in Modeling Earth Systems},
    volume = {14},
    number = {6},
    pages = {e2021MS002889},
    doi = {https://doi.org/10.1029/2021MS002889},
    url = {https://agupubs.onlinelibrary.wiley.com/doi/abs/10.1029/2021MS002889},
    eprint = {https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1029/2021MS002889},
    year = {2022}
}

Metadata

Release files for musica 0.17.1

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

Source distribution (sdist)

Source distribution for musica 0.17.1
File	Size	Uploaded
musica-0.17.1.tar.gz	10.8 MB	Oct 7, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for musica 0.17.1
File	Interpreter	ABI	Platform	Reset
musica-0.17.1-cp314-cp314-win_arm64.whl 24.8 MB Oct 7, 2026	CPython 3.14	CPython 3.14	Windows ARM64	Details
musica-0.17.1-cp314-cp314-win_amd64.whl 44.6 MB Oct 7, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
musica-0.17.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 27.8 MB Oct 7, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
musica-0.17.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 24.7 MB Oct 7, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64	Details
musica-0.17.1-cp314-cp314-macosx_15_0_x86_64.whl 30.4 MB Oct 7, 2026	CPython 3.14	CPython 3.14	macOS 15.0+ x86-64	Details
musica-0.17.1-cp314-cp314-macosx_15_0_arm64.whl 28.1 MB Oct 7, 2026	CPython 3.14	CPython 3.14	macOS 15.0+ ARM64	Details
musica-0.17.1-cp313-cp313-win_arm64.whl 24.1 MB Oct 7, 2026	CPython 3.13	CPython 3.13	Windows ARM64	Details
musica-0.17.1-cp313-cp313-win_amd64.whl 43.5 MB Oct 7, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
musica-0.17.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 27.8 MB Oct 7, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
musica-0.17.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 24.7 MB Oct 7, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64	Details
musica-0.17.1-cp313-cp313-macosx_15_0_x86_64.whl 30.4 MB Oct 7, 2026	CPython 3.13	CPython 3.13	macOS 15.0+ x86-64	Details
musica-0.17.1-cp313-cp313-macosx_15_0_arm64.whl 28.0 MB Oct 7, 2026	CPython 3.13	CPython 3.13	macOS 15.0+ ARM64	Details
musica-0.17.1-cp312-cp312-win_arm64.whl 24.1 MB Oct 7, 2026	CPython 3.12	CPython 3.12	Windows ARM64	Details
musica-0.17.1-cp312-cp312-win_amd64.whl 43.5 MB Oct 7, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
musica-0.17.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 27.8 MB Oct 7, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
musica-0.17.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 24.7 MB Oct 7, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64	Details
musica-0.17.1-cp312-cp312-macosx_15_0_x86_64.whl 30.4 MB Oct 7, 2026	CPython 3.12	CPython 3.12	macOS 15.0+ x86-64	Details
musica-0.17.1-cp312-cp312-macosx_15_0_arm64.whl 28.0 MB Oct 7, 2026	CPython 3.12	CPython 3.12	macOS 15.0+ ARM64	Details
musica-0.17.1-cp311-cp311-win_arm64.whl 24.1 MB Oct 7, 2026	CPython 3.11	CPython 3.11	Windows ARM64	Details
musica-0.17.1-cp311-cp311-win_amd64.whl 43.5 MB Oct 7, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
musica-0.17.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 27.8 MB Oct 7, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
musica-0.17.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 24.7 MB Oct 7, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ ARM64, Linux glibc 2.27+ ARM64	Details
musica-0.17.1-cp311-cp311-macosx_15_0_x86_64.whl 30.4 MB Oct 7, 2026	CPython 3.11	CPython 3.11	macOS 15.0+ x86-64	Details
musica-0.17.1-cp311-cp311-macosx_15_0_arm64.whl 28.0 MB Oct 7, 2026	CPython 3.11	CPython 3.11	macOS 15.0+ ARM64	Details
musica-0.17.1-cp310-cp310-win_amd64.whl 43.5 MB Oct 7, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
musica-0.17.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 27.8 MB Oct 7, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
musica-0.17.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl 24.7 MB Oct 7, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.27+ ARM64, Linux glibc 2.28+ ARM64	Details
musica-0.17.1-cp310-cp310-macosx_15_0_x86_64.whl 30.4 MB Oct 7, 2026	CPython 3.10	CPython 3.10	macOS 15.0+ x86-64	Details
musica-0.17.1-cp310-cp310-macosx_15_0_arm64.whl 28.0 MB Oct 7, 2026	CPython 3.10	CPython 3.10	macOS 15.0+ ARM64	Details

Total release size: 880.8 MB

Release files / musica-0.17.1.tar.gz

Download URL	musica-0.17.1.tar.gz
Size	10.8 MB
Tags	Source
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Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

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Tags	CPython 3.14 Windows ARM64
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Publishing repository: github.com/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

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Download URL	musica-0.17.1-cp314-cp314-win_amd64.whl
Size	44.6 MB
Tags	CPython 3.14 Windows x86-64
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Publishing repository: github.com/NCAR/musica
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Release files / musica-0.17.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	musica-0.17.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	27.8 MB
Tags	CPython 3.14 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
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Uploaded via	`twine/7.0.0 CPython/3.13.14`

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Publishing platform: GitHub Actions
Publishing repository: github.com/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

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Download URL	musica-0.17.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Size	24.7 MB
Tags	CPython 3.14 Linux glibc 2.27+ ARM64 Linux glibc 2.28+ ARM64
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Publishing repository: github.com/NCAR/musica
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Download URL	musica-0.17.1-cp314-cp314-macosx_15_0_x86_64.whl
Size	30.4 MB
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Download URL	musica-0.17.1-cp314-cp314-macosx_15_0_arm64.whl
Size	28.1 MB
Tags	CPython 3.14 macOS 15.0+ ARM64
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Publishing platform: GitHub Actions
Publishing repository: github.com/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

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Release files / musica-0.17.1-cp313-cp313-win_arm64.whl

Download URL	musica-0.17.1-cp313-cp313-win_arm64.whl
Size	24.1 MB
Tags	CPython 3.13 Windows ARM64
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Publishing platform: GitHub Actions
Publishing repository: github.com/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
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Artifact

Subject: musica-0.17.1-cp313-cp313-win_arm64.whl
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Release files / musica-0.17.1-cp313-cp313-win_amd64.whl

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Size	43.5 MB
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Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp313-cp313-win_amd64.whl
SHA-256 checksum: 2ab37ee8e27ab9e98309ae1ce46c5adce725a58c9ce9811400012a863bdaa78d Verifying attestations

Release files / musica-0.17.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 4370735665ae2ea8ae41be7a4bfec546d0228bfc941286353c5031b78bc9f506 Verifying attestations

Release files / musica-0.17.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

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Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

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Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: d83742456e05144126bc67447cdd0331b9d8d2fd5122973dbde7345d5e1d91ac Verifying attestations

Release files / musica-0.17.1-cp313-cp313-macosx_15_0_x86_64.whl

Download URL	musica-0.17.1-cp313-cp313-macosx_15_0_x86_64.whl
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Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

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Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

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Release files / musica-0.17.1-cp313-cp313-macosx_15_0_arm64.whl

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Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

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Artifact

Subject: musica-0.17.1-cp313-cp313-macosx_15_0_arm64.whl
SHA-256 checksum: d8ac91908612f137ea49628fb1d3062d7ac4c06bdcef12240b89eb5311833aee Verifying attestations

Release files / musica-0.17.1-cp312-cp312-win_arm64.whl

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Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp312-cp312-win_arm64.whl
SHA-256 checksum: a24f3e9f52919261a9957da2a96f5b1132277027822eca6cd94adeead2061f63 Verifying attestations

Release files / musica-0.17.1-cp312-cp312-win_amd64.whl

Download URL	musica-0.17.1-cp312-cp312-win_amd64.whl
Size	43.5 MB
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Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp312-cp312-win_amd64.whl
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Release files / musica-0.17.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	musica-0.17.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
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Tags	CPython 3.12 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
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Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: fc146f5eb27b6f834c35ff91420d50d734ab460e95147fe9b4cd6428bbbee13a Verifying attestations

Release files / musica-0.17.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL	musica-0.17.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
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Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
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Release files / musica-0.17.1-cp312-cp312-macosx_15_0_x86_64.whl

Download URL	musica-0.17.1-cp312-cp312-macosx_15_0_x86_64.whl
Size	30.4 MB
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Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp312-cp312-macosx_15_0_x86_64.whl
SHA-256 checksum: 9338ef594b269220eb8269e93c7e850ae0a1954bc4a002210327ab6825280a35 Verifying attestations

Release files / musica-0.17.1-cp312-cp312-macosx_15_0_arm64.whl

Download URL	musica-0.17.1-cp312-cp312-macosx_15_0_arm64.whl
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Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp312-cp312-macosx_15_0_arm64.whl
SHA-256 checksum: 45bef4dea60987dd910d6ae3e4d1813edb76022b8728044788d6ba451d22b0c9 Verifying attestations

Release files / musica-0.17.1-cp311-cp311-win_arm64.whl

Download URL	musica-0.17.1-cp311-cp311-win_arm64.whl
Size	24.1 MB
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Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp311-cp311-win_arm64.whl
SHA-256 checksum: 9c8cc207b0a4dc6a8de803047b3263dde28aa2ff630aea88c1b0adcc4a7cc131 Verifying attestations

Release files / musica-0.17.1-cp311-cp311-win_amd64.whl

Download URL	musica-0.17.1-cp311-cp311-win_amd64.whl
Size	43.5 MB
Tags	CPython 3.11 Windows x86-64
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Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp311-cp311-win_amd64.whl
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Release files / musica-0.17.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	musica-0.17.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	27.8 MB
Tags	CPython 3.11 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
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Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 480209e8cf59a812f3d0e719ee5b417fb1a5ae87259bb9f58b77805f9bdb1685 Verifying attestations

Release files / musica-0.17.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL	musica-0.17.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Size	24.7 MB
Tags	CPython 3.11 Linux glibc 2.27+ ARM64 Linux glibc 2.28+ ARM64
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Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: f1cf87c07765d42bf3aa170d7a045aaa0cd04874461e9db6cbc7da4e72c9bec2 Verifying attestations

Release files / musica-0.17.1-cp311-cp311-macosx_15_0_x86_64.whl

Download URL	musica-0.17.1-cp311-cp311-macosx_15_0_x86_64.whl
Size	30.4 MB
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BLAKE2b-256 checksum How to use checksums	`f5badc474a25e1fa110e58d85992dc845ce7ff2e39ad1c615a7e3caadf953762`
Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp311-cp311-macosx_15_0_x86_64.whl
SHA-256 checksum: 94afa2679bcf3b752bdfc069a05a4ff83759dc5e5c65df47eb165dac798f2508 Verifying attestations

Release files / musica-0.17.1-cp311-cp311-macosx_15_0_arm64.whl

Download URL	musica-0.17.1-cp311-cp311-macosx_15_0_arm64.whl
Size	28.0 MB
Tags	CPython 3.11 macOS 15.0+ ARM64
SHA-256 checksum How to use checksums	`097f7d05080b5cc19ba79902f7e4534ddb758172e2cde6dd5796295f82d9559a`
BLAKE2b-256 checksum How to use checksums	`c419a77e3a541e06b93dda3dee7958ac9da7d153fbf28a2c317cae80b452148c`
Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp311-cp311-macosx_15_0_arm64.whl
SHA-256 checksum: 097f7d05080b5cc19ba79902f7e4534ddb758172e2cde6dd5796295f82d9559a Verifying attestations

Release files / musica-0.17.1-cp310-cp310-win_amd64.whl

Download URL	musica-0.17.1-cp310-cp310-win_amd64.whl
Size	43.5 MB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`be8ad33cf4a09f5adb0b3a006380afe9561246cf2981ededd9fbf7c2e8737cb6`
BLAKE2b-256 checksum How to use checksums	`9d44ecac467c31614cc4c0f2b1ee2e13b4e370cdb2ffea51b68d7ca1685c6c43`
Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp310-cp310-win_amd64.whl
SHA-256 checksum: be8ad33cf4a09f5adb0b3a006380afe9561246cf2981ededd9fbf7c2e8737cb6 Verifying attestations

Release files / musica-0.17.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

Download URL	musica-0.17.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
Size	27.8 MB
Tags	CPython 3.10 Linux glibc 2.27+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`130e98b487e8a02b366f05dc4f170147d9d74544603ee6e18378c951f93ba4a4`
BLAKE2b-256 checksum How to use checksums	`1b3c94209b2a121a65999156059f4d4e1a1ee6b30556fa9c28f25feef8c415aa`
Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 130e98b487e8a02b366f05dc4f170147d9d74544603ee6e18378c951f93ba4a4 Verifying attestations

Release files / musica-0.17.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl

Download URL	musica-0.17.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
Size	24.7 MB
Tags	CPython 3.10 Linux glibc 2.27+ ARM64 Linux glibc 2.28+ ARM64
SHA-256 checksum How to use checksums	`c3e1e436ced065a3f292042c865972a37d1d4126e05573fb90eefb9ca985cb6c`
BLAKE2b-256 checksum How to use checksums	`90838a38f99b074a43825236d3337b9feef15035e062d5bfd480ec234fcf529e`
Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl
SHA-256 checksum: c3e1e436ced065a3f292042c865972a37d1d4126e05573fb90eefb9ca985cb6c Verifying attestations

Release files / musica-0.17.1-cp310-cp310-macosx_15_0_x86_64.whl

Download URL	musica-0.17.1-cp310-cp310-macosx_15_0_x86_64.whl
Size	30.4 MB
Tags	CPython 3.10 macOS 15.0+ x86-64
SHA-256 checksum How to use checksums	`a2aeab51ca36f09da2ac0a682dc8bef1382997121323d1491de8a1b3fc7f27c5`
BLAKE2b-256 checksum How to use checksums	`8525eefb6a078ac0e9b039894a8be236fb65c681280eff5048616fa3fa3659b3`
Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp310-cp310-macosx_15_0_x86_64.whl
SHA-256 checksum: a2aeab51ca36f09da2ac0a682dc8bef1382997121323d1491de8a1b3fc7f27c5 Verifying attestations

Release files / musica-0.17.1-cp310-cp310-macosx_15_0_arm64.whl

Download URL	musica-0.17.1-cp310-cp310-macosx_15_0_arm64.whl
Size	28.0 MB
Tags	CPython 3.10 macOS 15.0+ ARM64
SHA-256 checksum How to use checksums	`088bc2f5369435264e131ca3f0831c00f8dc79c979769146c351e44dd0a1f625`
BLAKE2b-256 checksum How to use checksums	`11145f8978de8060a2c2fcada91a9db7905a548594e6830c0cb8ef564fcb5498`
Upload date	Oct 7, 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/NCAR/musica
Publishing commit: github.com/NCAR/musica/tree/77766655de788e42be1cd55b0b9e2c33ca4fb344

Workflow

Publishing configuration: github.com/NCAR/musica/blob/77766655de788e42be1cd55b0b9e2c33ca4fb344/.github/workflows/python-wheels.yml
Publishing logs: github.com/NCAR/musica/actions/runs/37651967129/attempts/1

Artifact

Subject: musica-0.17.1-cp310-cp310-macosx_15_0_arm64.whl
SHA-256 checksum: 088bc2f5369435264e131ca3f0831c00f8dc79c979769146c351e44dd0a1f625 Verifying attestations