Installation

PyAMG requires numpy and scipy

pip install pyamg

or from source:

pip install .

(python setup.py install will no longer work)

or with conda (see details below)

conda config --add channels conda-forge
conda install pyamg

Introduction

PyAMG is a library of Algebraic Multigrid (AMG) solvers with a convenient Python interface.

PyAMG is currently developed and maintained by Luke Olson, Jacob Schroder, and Ben Southworth. The organization of the project can be found in organization.md and examples of use can be found in pyamg-examples.

Acknowledgements: PyAMG was created by Nathan Bell, Luke Olson, and Jacob Schroder. Portions of the project were partially supported by the NSF under award DMS-0612448.

Citing

If you use PyAMG in your work, please consider using the following citation:

@article{pyamg2023,
  author    = {Nathan Bell and Luke N. Olson and Jacob Schroder and Ben Southworth},
  title     = {{PyAMG}: Algebraic Multigrid Solvers in Python},
  journal   = {Journal of Open Source Software},
  year      = {2023},
  publisher = {The Open Journal},
  volume    = {8},
  number    = {87},
  pages     = {5495},
  doi       = {10.21105/joss.05495},
  url       = {https://doi.org/10.21105/joss.05495},
}

Getting Help

For documentation see http://pyamg.readthedocs.io/en/latest/.
Create an issue.
Look at the Tutorial or the examples (for instance the 0_start_here example).
Run the unit tests (pip install pytest):
- With PyAMG installed and from a non-source directory:
```
import pyamg
pyamg.test()
```
- From the PyAMG source directory and installed (e.g. with pip install -e .):
```
pytest .
```

What is AMG?

AMG is a multilevel technique for solving large-scale linear systems with optimal or near-optimal efficiency. Unlike geometric multigrid, AMG requires little or no geometric information about the underlying problem and develops a sequence of coarser grids directly from the input matrix. This feature is especially important for problems discretized on unstructured meshes and irregular grids.

PyAMG Features

PyAMG features implementations of:

Ruge-Stuben (RS) or Classical AMG
AMG based on Smoothed Aggregation (SA)

and experimental support for:

Adaptive Smoothed Aggregation (αSA)
Compatible Relaxation (CR)

The predominant portion of PyAMG is written in Python with a smaller amount of supporting C++ code for performance critical operations.

Example Usage

PyAMG is easy to use! The following code constructs a two-dimensional Poisson problem and solves the resulting linear system with Classical AMG.

import pyamg
import numpy as np
A = pyamg.gallery.poisson((500,500), format='csr')  # 2D Poisson problem on 500x500 grid
ml = pyamg.ruge_stuben_solver(A)                    # construct the multigrid hierarchy
print(ml)                                           # print hierarchy information
b = np.random.rand(A.shape[0])                      # pick a random right hand side
x = ml.solve(b, tol=1e-10)                          # solve Ax=b to a tolerance of 1e-10
print("residual: ", np.linalg.norm(b-A*x))          # compute norm of residual vector

Program output:

multilevel_solver
Number of Levels:     9
Operator Complexity:  2.199
Grid Complexity:      1.667
Coarse Solver:        'pinv2'
  level   unknowns     nonzeros
    0       250000      1248000 [45.47%]
    1       125000      1121002 [40.84%]
    2        31252       280662 [10.23%]
    3         7825        70657 [ 2.57%]
    4         1937        17971 [ 0.65%]
    5          483         4725 [ 0.17%]
    6          124         1352 [ 0.05%]
    7           29          293 [ 0.01%]
    8            7           41 [ 0.00%]

residual:  1.24748994988e-08

Conda

More information can be found at conda-forge/pyamg-feedstock.

Linux:

OSX:

Windows:

Version:

Downloads:

Installing pyamg from the conda-forge channel can be achieved by adding conda-forge to your channels with:

conda config --add channels conda-forge

Once the conda-forge channel has been enabled, pyamg can be installed with:

conda install pyamg

It is possible to list all of the versions of pyamg available on your platform with:

conda search pyamg --channel conda-forge

Metadata

Release files for pyamg 5.3.0

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

Source distribution (sdist)

Source distribution for pyamg 5.3.0
File	Size	Uploaded
pyamg-5.3.0.tar.gz	4.2 MB	Aug 24, 2025	Details

Built distributions (wheels)

Table of built distributions (wheels) for pyamg 5.3.0
File	Interpreter	ABI	Platform	Reset
pyamg-5.3.0-cp313-cp313-win_amd64.whl 1.7 MB Aug 24, 2025	CPython 3.13	CPython 3.13	Windows x86-64	Details
pyamg-5.3.0-cp313-cp313-win32.whl 1.6 MB Aug 24, 2025	CPython 3.13	CPython 3.13	Windows x86-32	Details
pyamg-5.3.0-cp313-cp313-musllinux_1_2_x86_64.whl 2.9 MB Aug 24, 2025	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
pyamg-5.3.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 1.9 MB Aug 24, 2025	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
pyamg-5.3.0-cp313-cp313-macosx_11_0_arm64.whl 1.8 MB Aug 24, 2025	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
pyamg-5.3.0-cp313-cp313-macosx_10_13_x86_64.whl 1.9 MB Aug 24, 2025	CPython 3.13	CPython 3.13	macOS 10.13+ x86-64	Details
pyamg-5.3.0-cp312-cp312-win_amd64.whl 1.7 MB Aug 24, 2025	CPython 3.12	CPython 3.12	Windows x86-64	Details
pyamg-5.3.0-cp312-cp312-win32.whl 1.6 MB Aug 24, 2025	CPython 3.12	CPython 3.12	Windows x86-32	Details
pyamg-5.3.0-cp312-cp312-musllinux_1_2_x86_64.whl 2.9 MB Aug 24, 2025	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
pyamg-5.3.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 1.9 MB Aug 24, 2025	CPython 3.12	CPython 3.12	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
pyamg-5.3.0-cp312-cp312-macosx_11_0_arm64.whl 1.8 MB Aug 24, 2025	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
pyamg-5.3.0-cp312-cp312-macosx_10_13_x86_64.whl 1.9 MB Aug 24, 2025	CPython 3.12	CPython 3.12	macOS 10.13+ x86-64	Details
pyamg-5.3.0-cp311-cp311-win_amd64.whl 1.7 MB Aug 24, 2025	CPython 3.11	CPython 3.11	Windows x86-64	Details
pyamg-5.3.0-cp311-cp311-win32.whl 1.6 MB Aug 24, 2025	CPython 3.11	CPython 3.11	Windows x86-32	Details
pyamg-5.3.0-cp311-cp311-musllinux_1_2_x86_64.whl 2.9 MB Aug 24, 2025	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
pyamg-5.3.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 1.9 MB Aug 24, 2025	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
pyamg-5.3.0-cp311-cp311-macosx_11_0_arm64.whl 1.8 MB Aug 24, 2025	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
pyamg-5.3.0-cp311-cp311-macosx_10_9_x86_64.whl 1.8 MB Aug 24, 2025	CPython 3.11	CPython 3.11	macOS 10.9+ x86-64	Details
pyamg-5.3.0-cp310-cp310-win_amd64.whl 1.7 MB Aug 24, 2025	CPython 3.10	CPython 3.10	Windows x86-64	Details
pyamg-5.3.0-cp310-cp310-win32.whl 1.5 MB Aug 24, 2025	CPython 3.10	CPython 3.10	Windows x86-32	Details
pyamg-5.3.0-cp310-cp310-musllinux_1_2_x86_64.whl 2.9 MB Aug 24, 2025	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
pyamg-5.3.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl 1.9 MB Aug 24, 2025	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64, Linux glibc 2.24+ x86-64	Details
pyamg-5.3.0-cp310-cp310-macosx_11_0_arm64.whl 1.7 MB Aug 24, 2025	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
pyamg-5.3.0-cp310-cp310-macosx_10_9_x86_64.whl 1.8 MB Aug 24, 2025	CPython 3.10	CPython 3.10	macOS 10.9+ x86-64	Details

Total release size: 50.8 MB

Release files / pyamg-5.3.0.tar.gz

Download URL	pyamg-5.3.0.tar.gz
Size	4.2 MB
Tags	Source
SHA-256 checksum How to use checksums	`5323d0f1a4cd999be246a90d580c9e1e9b584b98887f6298d397611087ef860b`
BLAKE2b-256 checksum How to use checksums	`54f1e7f0466af00dc59b6592f03499a8ca1c839d5265a045d0b010b574f67143`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

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.

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0.tar.gz
SHA-256 checksum: 5323d0f1a4cd999be246a90d580c9e1e9b584b98887f6298d397611087ef860b Verifying attestations

Release files / pyamg-5.3.0-cp313-cp313-win_amd64.whl

Download URL	pyamg-5.3.0-cp313-cp313-win_amd64.whl
Size	1.7 MB
Tags	CPython 3.13 Windows x86-64
SHA-256 checksum How to use checksums	`3965844194dc15be5c9d7198086b58496c2833e40e60b1133ab340d24fac950c`
BLAKE2b-256 checksum How to use checksums	`d5b472f17561584b51d9c9ca121b5307699eb6aa8300c812a31c8b4ea4ad9d2a`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp313-cp313-win_amd64.whl
SHA-256 checksum: 3965844194dc15be5c9d7198086b58496c2833e40e60b1133ab340d24fac950c Verifying attestations

Release files / pyamg-5.3.0-cp313-cp313-win32.whl

Download URL	pyamg-5.3.0-cp313-cp313-win32.whl
Size	1.6 MB
Tags	CPython 3.13 Windows x86-32
SHA-256 checksum How to use checksums	`6f7ea204aafc7e57a1900d47067430b059954d293a11025aea8616e5b6fba493`
BLAKE2b-256 checksum How to use checksums	`96e2ac14da5a3df18652f651788bf8eda9dcf99a485787ccb28add2fcd5d8eda`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp313-cp313-win32.whl
SHA-256 checksum: 6f7ea204aafc7e57a1900d47067430b059954d293a11025aea8616e5b6fba493 Verifying attestations

Release files / pyamg-5.3.0-cp313-cp313-musllinux_1_2_x86_64.whl

Download URL	pyamg-5.3.0-cp313-cp313-musllinux_1_2_x86_64.whl
Size	2.9 MB
Tags	CPython 3.13 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`fddf30940d422d97a24b6211e3405bf707688a94d0683780ae40073209c3aa6d`
BLAKE2b-256 checksum How to use checksums	`c98613b27316cf5f984720b736b58d7a0d8bf94870b99a546a0137f53f36924c`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp313-cp313-musllinux_1_2_x86_64.whl
SHA-256 checksum: fddf30940d422d97a24b6211e3405bf707688a94d0683780ae40073209c3aa6d Verifying attestations

Release files / pyamg-5.3.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	pyamg-5.3.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size	1.9 MB
Tags	CPython 3.13 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`5cc223c66a7aca06fba898eb5e8ede6bb7974a9ddf7b8a98f56143c829e63631`
BLAKE2b-256 checksum How to use checksums	`63f3c13ae1422434baeefe4d4f306a1cc77f024fe96d2abab3c212cfa1bf3ff8`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 5cc223c66a7aca06fba898eb5e8ede6bb7974a9ddf7b8a98f56143c829e63631 Verifying attestations

Release files / pyamg-5.3.0-cp313-cp313-macosx_11_0_arm64.whl

Download URL	pyamg-5.3.0-cp313-cp313-macosx_11_0_arm64.whl
Size	1.8 MB
Tags	CPython 3.13 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`e8f771f1ad314534d14d6d8a47d289b191f081abdd1443c491ac93f6d3102be5`
BLAKE2b-256 checksum How to use checksums	`48399da477018dd8eee06f064eee3d9047089c0621b3bda63ee99f256b27b287`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp313-cp313-macosx_11_0_arm64.whl
SHA-256 checksum: e8f771f1ad314534d14d6d8a47d289b191f081abdd1443c491ac93f6d3102be5 Verifying attestations

Release files / pyamg-5.3.0-cp313-cp313-macosx_10_13_x86_64.whl

Download URL	pyamg-5.3.0-cp313-cp313-macosx_10_13_x86_64.whl
Size	1.9 MB
Tags	CPython 3.13 macOS 10.13+ x86-64
SHA-256 checksum How to use checksums	`c8e70912b1f6fd02c2d40ca10f6e94cce24181a1baa029f084aee74600242686`
BLAKE2b-256 checksum How to use checksums	`66b9705e5f5177d545114d8ae46245de6bb5b8e3e92d9886a31b7fa475762efd`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp313-cp313-macosx_10_13_x86_64.whl
SHA-256 checksum: c8e70912b1f6fd02c2d40ca10f6e94cce24181a1baa029f084aee74600242686 Verifying attestations

Release files / pyamg-5.3.0-cp312-cp312-win_amd64.whl

Download URL	pyamg-5.3.0-cp312-cp312-win_amd64.whl
Size	1.7 MB
Tags	CPython 3.12 Windows x86-64
SHA-256 checksum How to use checksums	`dd832b392314c5d4dbb6464f7ba8d788694d253a51b9809af8ade4886d24565f`
BLAKE2b-256 checksum How to use checksums	`9d8bff8c56c1f7a7997c7988c84bc55bc34b336b862531fbf88d3a8c5aa3fe5f`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp312-cp312-win_amd64.whl
SHA-256 checksum: dd832b392314c5d4dbb6464f7ba8d788694d253a51b9809af8ade4886d24565f Verifying attestations

Release files / pyamg-5.3.0-cp312-cp312-win32.whl

Download URL	pyamg-5.3.0-cp312-cp312-win32.whl
Size	1.6 MB
Tags	CPython 3.12 Windows x86-32
SHA-256 checksum How to use checksums	`0561b942b7b8a35700842077a2b6a228510ae8fcc402862bd3f60dc7d2cd75f4`
BLAKE2b-256 checksum How to use checksums	`7984cefaabc44798ba7df2e806f4eb06ea435fe627886b40f312d263aaa7b76f`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp312-cp312-win32.whl
SHA-256 checksum: 0561b942b7b8a35700842077a2b6a228510ae8fcc402862bd3f60dc7d2cd75f4 Verifying attestations

Release files / pyamg-5.3.0-cp312-cp312-musllinux_1_2_x86_64.whl

Download URL	pyamg-5.3.0-cp312-cp312-musllinux_1_2_x86_64.whl
Size	2.9 MB
Tags	CPython 3.12 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`4a6de101435d11645293f83b23c22830c372100d13e6d0bcb8d1abd3e92c88c8`
BLAKE2b-256 checksum How to use checksums	`ff16d703720aeaf57eca57867993b57d969ed1bc9675a93c82606663587aa285`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp312-cp312-musllinux_1_2_x86_64.whl
SHA-256 checksum: 4a6de101435d11645293f83b23c22830c372100d13e6d0bcb8d1abd3e92c88c8 Verifying attestations

Release files / pyamg-5.3.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	pyamg-5.3.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size	1.9 MB
Tags	CPython 3.12 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`2a69c7974b26b1d5cd5bc0e371c565239199e9032b2ceb97190d492cd6498367`
BLAKE2b-256 checksum How to use checksums	`db451c03a50699d1ce96f5a3f54755c3bdd575e459f8ba2c66eba3365881584c`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 2a69c7974b26b1d5cd5bc0e371c565239199e9032b2ceb97190d492cd6498367 Verifying attestations

Release files / pyamg-5.3.0-cp312-cp312-macosx_11_0_arm64.whl

Download URL	pyamg-5.3.0-cp312-cp312-macosx_11_0_arm64.whl
Size	1.8 MB
Tags	CPython 3.12 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`d7d38303310e8551ae737898577c6ec69a1ee0fa4baf95f525c86f0071d94260`
BLAKE2b-256 checksum How to use checksums	`6bc4ae346f844d4e08a15b9178707ced39de3f92c4e1b0447d0a9c5ccd24eaac`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp312-cp312-macosx_11_0_arm64.whl
SHA-256 checksum: d7d38303310e8551ae737898577c6ec69a1ee0fa4baf95f525c86f0071d94260 Verifying attestations

Release files / pyamg-5.3.0-cp312-cp312-macosx_10_13_x86_64.whl

Download URL	pyamg-5.3.0-cp312-cp312-macosx_10_13_x86_64.whl
Size	1.9 MB
Tags	CPython 3.12 macOS 10.13+ x86-64
SHA-256 checksum How to use checksums	`661f510311fbfa03b8b317ce9cdb6602902321dd936bcc975ee94bfe43eacb72`
BLAKE2b-256 checksum How to use checksums	`2c6f603ade45abb6ef8fdc40884cb246733efe110db2563c54fd19f7dc240832`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp312-cp312-macosx_10_13_x86_64.whl
SHA-256 checksum: 661f510311fbfa03b8b317ce9cdb6602902321dd936bcc975ee94bfe43eacb72 Verifying attestations

Release files / pyamg-5.3.0-cp311-cp311-win_amd64.whl

Download URL	pyamg-5.3.0-cp311-cp311-win_amd64.whl
Size	1.7 MB
Tags	CPython 3.11 Windows x86-64
SHA-256 checksum How to use checksums	`6aff801a44a5eac40ffc171e326467daa571ddc93511db7c35a17150b8bed77a`
BLAKE2b-256 checksum How to use checksums	`e57f3e724b274f4dce9934f05f5df76ef17b4312dbffda11cb24b37ba47ada39`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp311-cp311-win_amd64.whl
SHA-256 checksum: 6aff801a44a5eac40ffc171e326467daa571ddc93511db7c35a17150b8bed77a Verifying attestations

Release files / pyamg-5.3.0-cp311-cp311-win32.whl

Download URL	pyamg-5.3.0-cp311-cp311-win32.whl
Size	1.6 MB
Tags	CPython 3.11 Windows x86-32
SHA-256 checksum How to use checksums	`d43fac3c4b5f2195716d1630bf7e7123bd1cc40f61d78cb8f257876a9816eb6a`
BLAKE2b-256 checksum How to use checksums	`0116814d99c2d2bb52617b0848a62b5b4dad0cc381096ee65f5a382fe356d414`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp311-cp311-win32.whl
SHA-256 checksum: d43fac3c4b5f2195716d1630bf7e7123bd1cc40f61d78cb8f257876a9816eb6a Verifying attestations

Release files / pyamg-5.3.0-cp311-cp311-musllinux_1_2_x86_64.whl

Download URL	pyamg-5.3.0-cp311-cp311-musllinux_1_2_x86_64.whl
Size	2.9 MB
Tags	CPython 3.11 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`14d921d6f09eb9b4b3e6c22e1ef19ec27ddd193cf406dbec43ccadc4baf2a2f9`
BLAKE2b-256 checksum How to use checksums	`488388bbcfab2c40d1cb04baab71f8c8d08c00aeab3202a4ea0e81b365c07311`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp311-cp311-musllinux_1_2_x86_64.whl
SHA-256 checksum: 14d921d6f09eb9b4b3e6c22e1ef19ec27ddd193cf406dbec43ccadc4baf2a2f9 Verifying attestations

Release files / pyamg-5.3.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	pyamg-5.3.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size	1.9 MB
Tags	CPython 3.11 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`8701ed806ed2195ff9cdad6f2b80d2b0a4d5b652d0232c0ebc43c677db88662f`
BLAKE2b-256 checksum How to use checksums	`af6adea72ea86c94aadab83a1ff8bd4198897a350325911749fb26a2a61271bd`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 8701ed806ed2195ff9cdad6f2b80d2b0a4d5b652d0232c0ebc43c677db88662f Verifying attestations

Release files / pyamg-5.3.0-cp311-cp311-macosx_11_0_arm64.whl

Download URL	pyamg-5.3.0-cp311-cp311-macosx_11_0_arm64.whl
Size	1.8 MB
Tags	CPython 3.11 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`cd91201d246824bdf2ff16129db48b764cf10e5b45f1fd0b4af537591be1091c`
BLAKE2b-256 checksum How to use checksums	`dcc83dfa1198a989f72d628675f81025d80863fc9759bfcc2c2eb1c0bde465ce`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp311-cp311-macosx_11_0_arm64.whl
SHA-256 checksum: cd91201d246824bdf2ff16129db48b764cf10e5b45f1fd0b4af537591be1091c Verifying attestations

Release files / pyamg-5.3.0-cp311-cp311-macosx_10_9_x86_64.whl

Download URL	pyamg-5.3.0-cp311-cp311-macosx_10_9_x86_64.whl
Size	1.8 MB
Tags	CPython 3.11 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`82619094609688d715871bce25eadfe425156242ea2ce1d73388b8af85e75f9d`
BLAKE2b-256 checksum How to use checksums	`f5022f5bb76d617a6932c832b71947d57a304a418f95476ff4ea72708b1bac17`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp311-cp311-macosx_10_9_x86_64.whl
SHA-256 checksum: 82619094609688d715871bce25eadfe425156242ea2ce1d73388b8af85e75f9d Verifying attestations

Release files / pyamg-5.3.0-cp310-cp310-win_amd64.whl

Download URL	pyamg-5.3.0-cp310-cp310-win_amd64.whl
Size	1.7 MB
Tags	CPython 3.10 Windows x86-64
SHA-256 checksum How to use checksums	`dc2ee51c0a9c1a9d265d360b8dad4ef981fa8742bdc641a4e8698c438e6c7e33`
BLAKE2b-256 checksum How to use checksums	`57a593bff939b883fb15fa6e8b67bbf01aadaa60ff5c77737c5404f960210a7d`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp310-cp310-win_amd64.whl
SHA-256 checksum: dc2ee51c0a9c1a9d265d360b8dad4ef981fa8742bdc641a4e8698c438e6c7e33 Verifying attestations

Release files / pyamg-5.3.0-cp310-cp310-win32.whl

Download URL	pyamg-5.3.0-cp310-cp310-win32.whl
Size	1.5 MB
Tags	CPython 3.10 Windows x86-32
SHA-256 checksum How to use checksums	`dcd4f1bbf0f4566d62c0dbcbfb428fbb256c44d8b70e1abe903505d1af19c3f6`
BLAKE2b-256 checksum How to use checksums	`79a40c29d5a4503e874c6cbf923ff60dcd77c900945b62f87be1708f237423ce`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp310-cp310-win32.whl
SHA-256 checksum: dcd4f1bbf0f4566d62c0dbcbfb428fbb256c44d8b70e1abe903505d1af19c3f6 Verifying attestations

Release files / pyamg-5.3.0-cp310-cp310-musllinux_1_2_x86_64.whl

Download URL	pyamg-5.3.0-cp310-cp310-musllinux_1_2_x86_64.whl
Size	2.9 MB
Tags	CPython 3.10 Linux musl 1.2+ x86-64
SHA-256 checksum How to use checksums	`e642cec5ff3b386e6087ccdda1b28b3d683f00437245b23c13f39b22ff08b058`
BLAKE2b-256 checksum How to use checksums	`fd7bf90952de16963ddcfafdc0c8aeb238a6e4bf59f10f6ae59d9617d8944680`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp310-cp310-musllinux_1_2_x86_64.whl
SHA-256 checksum: e642cec5ff3b386e6087ccdda1b28b3d683f00437245b23c13f39b22ff08b058 Verifying attestations

Release files / pyamg-5.3.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl

Download URL	pyamg-5.3.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
Size	1.9 MB
Tags	CPython 3.10 Linux glibc 2.24+ x86-64 Linux glibc 2.28+ x86-64
SHA-256 checksum How to use checksums	`564b2b0356f0e948a2fc531834766a75005e3de325619735d612b767dad73339`
BLAKE2b-256 checksum How to use checksums	`219b68d64577035dc30f1c420f73e8e418afd9299f50b1d3bec153d6abaf1af2`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
SHA-256 checksum: 564b2b0356f0e948a2fc531834766a75005e3de325619735d612b767dad73339 Verifying attestations

Release files / pyamg-5.3.0-cp310-cp310-macosx_11_0_arm64.whl

Download URL	pyamg-5.3.0-cp310-cp310-macosx_11_0_arm64.whl
Size	1.7 MB
Tags	CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`6d5a724a9257d4d5da2155501cff00d643673d17e3da4b5b2cb4e26df1d23b13`
BLAKE2b-256 checksum How to use checksums	`7b023da10e9ca92f68f5ec839fb4cc53429aca63ad901a1c13e871b51c644fdc`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp310-cp310-macosx_11_0_arm64.whl
SHA-256 checksum: 6d5a724a9257d4d5da2155501cff00d643673d17e3da4b5b2cb4e26df1d23b13 Verifying attestations

Release files / pyamg-5.3.0-cp310-cp310-macosx_10_9_x86_64.whl

Download URL	pyamg-5.3.0-cp310-cp310-macosx_10_9_x86_64.whl
Size	1.8 MB
Tags	CPython 3.10 macOS 10.9+ x86-64
SHA-256 checksum How to use checksums	`8c5101865fb9135dd87c5039f8e5427e3d526df48cbb03338d4c8823c70eff33`
BLAKE2b-256 checksum How to use checksums	`76d121cbb2322b289ad903523c62bd89ecf6f31d6cdc682945fc0c3ebf7499d4`
Upload date	Aug 24, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/pyamg/pyamg
Publishing commit: github.com/pyamg/pyamg/tree/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78

Workflow

Publishing configuration: github.com/pyamg/pyamg/blob/80bb0a7912ebd89d24e68112ae9e9fc9c4837a78/.github/workflows/wheels.yml
Publishing logs: github.com/pyamg/pyamg/actions/runs/17182621798/attempts/1

Artifact

Subject: pyamg-5.3.0-cp310-cp310-macosx_10_9_x86_64.whl
SHA-256 checksum: 8c5101865fb9135dd87c5039f8e5427e3d526df48cbb03338d4c8823c70eff33 Verifying attestations