Skip to main content

The modular galaxy image simulation toolkit

Project description

https://github.com/GalSim-developers/GalSim/workflows/GalSim%20CI/badge.svg?branch=main https://codecov.io/gh/GalSim-developers/GalSim/branch/master/graph/badge.svg?branch=main https://img.shields.io/badge/astro--ph.IM-1407.7676-B31B1B.svg https://img.shields.io/badge/ADS-Rowe%20et%20al%2C%202015-blue.svg

GalSim is open-source software for simulating images of astronomical objects (stars, galaxies) in a variety of ways. The bulk of the calculations are carried out in C++, and the user interface is in Python. In addition, the code can operate directly on “config” files, for those users who prefer not to work in Python. The impetus for the software package was a weak lensing community data challenge, called GREAT3:

https://github.com/barnabytprowe/great3-public

However, the code has numerous additional capabilities beyond those needed for the challenge, and has been useful for a number of projects that needed to simulate high-fidelity galaxy images with accurate sizes and shears. At the end of this file, there is a list of the code capabilities and plans for future development. For details of algorithms and code validation, please see

http://adsabs.harvard.edu/abs/2015A%26C….10..121R

The GalSim version numbering tries to follow Semantic Versioning This means that releases are numbered as M.m.r, where M is a major version number, m is the minor version, and r is the revision (or patch or bugfix) number.

The public API is preserved within a given major version number. So code that works with version 2.2.3 (say) should continue to work for all subsequent 2.x.x versions. Minor versions indicate new features being added to the API. Revision versions don’t add any new features, but fix bugs in the previous release.

Basic Installation

Normally, to install GalSim, you should just need to run:

pip install galsim

Depending on your setup, you may need to add either sudo to the start or –user to the end of this command as you normally do when pip installing packages.

See Installation Instructions for full details including one dependency (FFTW) that is not pip installable, so you may need to install before running this command.

You can also use conda via conda-forge:

conda install -c conda-forge galsim

Source Distribution

To get the latest version of the code, you can grab the tarball (or zip file) from

https://github.com/GalSim-developers/GalSim/releases/

Also, feel free to fork the repository:

https://github.com/GalSim-developers/GalSim/fork

Or clone the repository with either of the following:

git clone git@github.com:GalSim-developers/GalSim.git
git clone https://github.com/GalSim-developers/GalSim.git

The code is also distributed via Fink, Macports, and Homebrew for Mac users. See Installation Instructions (in INSTALL.rst) for more information.

The code is licensed under a BSD-style license. See the file LICENSE for more details.

Keeping up-to-date with GalSim

There is a GalSim mailing list, organized through the Google Group galsim-announce. Members of the group will receive news and updates about the GalSim code, including notifications of major version releases, new features and bugfixes.

You do not need a Google Account to subscribe to the group, simply send any email to:

galsim-announce+subscribe@googlegroups.com

If you receive a confirmation request (check junk mail filters!) simply reply directly to that email, with anything, to confirm. You may also click the link in the confirmation request, but you may be asked for a Google Account login.

To unsubscribe, simply send any email to:

galsim-announce+unsubscribe@googlegroups.com

You should receive notification that your unsubscription was successful.

How to communicate with the GalSim developers

Currently, the lead developers for GalSim are:

  • Mike Jarvis (mikejarvis17 at gmail)

  • Rachel Mandelbaum (rmandelb at andrew dot cmu dot edu)

  • Josh Meyers (jmeyers314 at gmail)

However, many others have contributed to GalSim over the years as well, for which we are very grateful.

If you have a question about how to use GalSim, a good place to ask it is at StackOverflow. Some of the GalSim developers have alerts set up to be automatically notified about questions with the ‘galsim’ tag, so there is a good chance that your question will be answered.

If you have any trouble installing or using the code, or find a bug, or have a suggestion for a new feature, please open up an Issue on our GitHub repository. We also accept pull requests if you have something you’d like to contribute to the code base.

If none of these communication avenues seem appropriate, you can also contact us directly at the above email addresses.

Demonstration scripts

There are a number of scripts in examples/ that demonstrate how the code can be used. These are called demo1.pydemo13.py. You can run them by typing (e.g.) python demo1.py while sitting in examples/, All demo scripts are designed to be run in the examples/ directory. Some of them access files in subdirectories of the examples/ directory, so they would not work correctly from other locations.

A completely parallel sequence of configuration files, called demo1.yamldemo13.yaml, demonstrates how to make the same set of simulations using config files that are parsed by the executable bin/galsim.

Two other scripts in the examples/ directory that may be of interest, but are not part of the GalSim tutorial series, are make_coadd.py, which demonstrates the use of the FourierSqrt transformation to optimally coadd images, and psf_wf_movie.py, which demonstrates the realistic atmospheric PSF code by making a movie of a time-variable PSF and wavefront.

As the project develops through further versions, and adds further capabilities to the software, more demo scripts may be added to examples/ to illustrate what GalSim can do.

Summary of current capabilities

Currently, GalSim has the following capabilities:

  • Can generate PSFs from a variety of simple parametric models such as Moffat, Kolmogorov, and Airy, as well as an optical PSF model that includes Zernike aberrations to arbitrary order, and an optional central obscuration and struts.

  • Can simulate galaxies from a variety of simple parametric models as well as from real HST data. For information about downloading a suite of COSMOS images, see

    https://github.com/GalSim-developers/GalSim/wiki/RealGalaxy%20Data

  • Can simulate atmospheric PSFs from realistic turbulent phase screens.

  • Can make the images either via i) Fourier transform, ii) real-space convolution (real-space being occasionally faster than Fourier), or iii) photon-shooting. The exception is that objects that include a deconvolution (such as RealGalaxy objects) must be carried out using Fourier methods only.

  • Can handle wavelength-dependent profiles and integrate over filter bandpasses appropriately, including handling wavlengths properly when photon shooting.

  • Can apply shear, magnification, dilation, or rotation to a galaxy profile including lensing-based models from a power spectrum or NFW halo profile.

  • Can draw galaxy images into arbitrary locations within a larger image.

  • Can add noise using a variety of noise models, including correlated noise.

  • Can whiten or apply N-fold symmetry to existing correlated noise that is already in an image.

  • Can read in input values from a catalog, a dictionary file (such as a JSON or YAML file), or a fits header.

  • Can write images in a variety of formats: regular FITS files, FITS data cubes, or multi-extension FITS files. It can also compress the output files using various compressions including gzip, bzip2, and rice.

  • Can carry out nearly any simulation that a user might want using two parallel methods: directly using Python code, or by specifying the simulation properties in an input configuration script. See the demo scripts in the examples/ directory for examples of each.

  • Supports a variety of possible WCS options from a simple pixel scale factor of arcsec/pixel to affine transforms to arbitrary functions of (x,y), including a variety of common FITS WCS specifications.

  • Can include a range of simple detector effects such as nonlinearity, brighter-fatter effect, etc.

  • Has a module that is particularly meant to simulate images for the Roman Space Telescope.

Planned future development

We plan to add the following additional capabilities in future versions of GalSim:

  • Simulating more sophisticated detector defects and image artifacts. E.g. vignetting, fringing, cosmic rays, saturation, bleeding, … (cf. Issues #553, #828)

  • Proper modeling of extinction due to dust. (cf. Issues #541, #550)

  • More kinds of realistic galaxies. (cf. Issues #669, #795, #808)

  • Various speed improvements. (cf. Issues #205, #566, #875)

There are many others as well. Please see

https://github.com/GalSim-developers/GalSim/issues

for a list of the current open issues. And feel free to add an issue if there is something useful that you think should be possible, but is not currently implemented.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

galsim-2.7.2.tar.gz (8.6 MB view details)

Uploaded Source

Built Distributions

GalSim-2.7.2-cp313-cp313-musllinux_1_2_x86_64.whl (48.4 MB view details)

Uploaded CPython 3.13musllinux: musl 1.2+ x86-64

GalSim-2.7.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (47.5 MB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64

GalSim-2.7.2-cp313-cp313-macosx_14_0_arm64.whl (6.1 MB view details)

Uploaded CPython 3.13macOS 14.0+ ARM64

GalSim-2.7.2-cp313-cp313-macosx_13_0_x86_64.whl (6.8 MB view details)

Uploaded CPython 3.13macOS 13.0+ x86-64

GalSim-2.7.2-cp312-cp312-musllinux_1_2_x86_64.whl (48.4 MB view details)

Uploaded CPython 3.12musllinux: musl 1.2+ x86-64

GalSim-2.7.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (47.5 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

GalSim-2.7.2-cp312-cp312-macosx_14_0_arm64.whl (6.1 MB view details)

Uploaded CPython 3.12macOS 14.0+ ARM64

GalSim-2.7.2-cp312-cp312-macosx_13_0_x86_64.whl (6.8 MB view details)

Uploaded CPython 3.12macOS 13.0+ x86-64

GalSim-2.7.2-cp311-cp311-musllinux_1_2_x86_64.whl (48.7 MB view details)

Uploaded CPython 3.11musllinux: musl 1.2+ x86-64

GalSim-2.7.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (47.8 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

GalSim-2.7.2-cp311-cp311-macosx_14_0_arm64.whl (6.1 MB view details)

Uploaded CPython 3.11macOS 14.0+ ARM64

GalSim-2.7.2-cp311-cp311-macosx_13_0_x86_64.whl (6.8 MB view details)

Uploaded CPython 3.11macOS 13.0+ x86-64

GalSim-2.7.2-cp310-cp310-musllinux_1_2_x86_64.whl (48.2 MB view details)

Uploaded CPython 3.10musllinux: musl 1.2+ x86-64

GalSim-2.7.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (47.5 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

GalSim-2.7.2-cp310-cp310-macosx_14_0_arm64.whl (6.1 MB view details)

Uploaded CPython 3.10macOS 14.0+ ARM64

GalSim-2.7.2-cp310-cp310-macosx_13_0_x86_64.whl (6.8 MB view details)

Uploaded CPython 3.10macOS 13.0+ x86-64

GalSim-2.7.2-cp39-cp39-musllinux_1_2_x86_64.whl (48.3 MB view details)

Uploaded CPython 3.9musllinux: musl 1.2+ x86-64

GalSim-2.7.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (47.6 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

GalSim-2.7.2-cp39-cp39-macosx_14_0_arm64.whl (6.1 MB view details)

Uploaded CPython 3.9macOS 14.0+ ARM64

GalSim-2.7.2-cp39-cp39-macosx_13_0_x86_64.whl (6.8 MB view details)

Uploaded CPython 3.9macOS 13.0+ x86-64

GalSim-2.7.2-cp38-cp38-musllinux_1_2_x86_64.whl (48.0 MB view details)

Uploaded CPython 3.8musllinux: musl 1.2+ x86-64

GalSim-2.7.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (47.2 MB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ x86-64

GalSim-2.7.2-cp38-cp38-macosx_14_0_arm64.whl (6.1 MB view details)

Uploaded CPython 3.8macOS 14.0+ ARM64

GalSim-2.7.2-cp38-cp38-macosx_13_0_x86_64.whl (6.8 MB view details)

Uploaded CPython 3.8macOS 13.0+ x86-64

File details

Details for the file galsim-2.7.2.tar.gz.

File metadata

  • Download URL: galsim-2.7.2.tar.gz
  • Upload date:
  • Size: 8.6 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.12.9

File hashes

Hashes for galsim-2.7.2.tar.gz
Algorithm Hash digest
SHA256 457307f7e9e57c0be0d10d9f8e585a3f2ba9ed917ca7b10a3a5b948dcd49913b
MD5 9e555d0cb6194dc823d9bfc3f82eb1f5
BLAKE2b-256 f0a5ac05174a5ff87821695676ba3cbf8eea63cc0bc336700633f3369ec66d6a

See more details on using hashes here.

Provenance

The following attestation bundles were made for galsim-2.7.2.tar.gz:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp313-cp313-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp313-cp313-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 ca6e832157e370de85413db03f5ff1af5d25a8181819ef7c3c377f75f4627346
MD5 c3fb8e1c04ef30242b70044b9beb3188
BLAKE2b-256 9a819000c43c9fe85409d08a071a115adb50cd762a5b7eab1d1c7b455a81156f

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp313-cp313-musllinux_1_2_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 4eb21c1e9971a30f632c3ffc627af5409dc8ad2d63ef554b41858c1fe7a089d0
MD5 92e4f020db79292a8794324956bd48ba
BLAKE2b-256 9bc7c9069d8df22e9455aeac0447d2fa13f1651643692f7fdd57ca899aaaecfd

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp313-cp313-macosx_14_0_arm64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp313-cp313-macosx_14_0_arm64.whl
Algorithm Hash digest
SHA256 9930569e2ac554886927bee42b6d0b34552086c888a253e535b372212e7ee835
MD5 9aee834fd868aa903fad33530db9a476
BLAKE2b-256 f5d88e1586f8a153afb9d99b54dbbef3f8c6408434b3972126f0663de9916614

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp313-cp313-macosx_14_0_arm64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp313-cp313-macosx_13_0_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp313-cp313-macosx_13_0_x86_64.whl
Algorithm Hash digest
SHA256 32108eddef9aeda2c80d1ff9c4412970de045fde77fb63e5eb006c67cb96cafe
MD5 d7dd840513c19fa1e6c07c269a9379e4
BLAKE2b-256 d52955a04ff343f5f8ed9ffcb4fd273d30064331cb1f47ce666d5146a937f9a8

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp313-cp313-macosx_13_0_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp312-cp312-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp312-cp312-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 ccc4f13fc56912f9e17d28c9dd338d3238e6650c54f1dad45b1fd33cc8adf2d6
MD5 1d3125411c41c25402d65516ff7a3072
BLAKE2b-256 7741318a6e8173e7ea28c82d540e905c4e5578a203318268a75b1131a5a8c760

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp312-cp312-musllinux_1_2_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 fea5f43fa3976e7afb43ec16c9b882ac767d6ef99dac34d19b2b44b955bd80d7
MD5 1b1dc9d3fb257bb3039efa94660576a6
BLAKE2b-256 4ae32b45613e010d7a45f54713a4bec463c27b753502fda9fdfbe90f5a7851aa

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp312-cp312-macosx_14_0_arm64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp312-cp312-macosx_14_0_arm64.whl
Algorithm Hash digest
SHA256 61ffcc78888b8fcc19929bd29591792fc37830a76078bc298dd20ad06732b852
MD5 3a8bdce8303724222cd91c3124f14ce9
BLAKE2b-256 3a0e5264a9c8cc6fe080e51c8f84f9438f3dcc6d912c54e9557b2f635d2a67e4

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp312-cp312-macosx_14_0_arm64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp312-cp312-macosx_13_0_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp312-cp312-macosx_13_0_x86_64.whl
Algorithm Hash digest
SHA256 a09f919f5f75d550de48e73475e14666d603ab9a59f1987d09a953fdadca3010
MD5 621f405a4da16a7b6665d40a84293e9d
BLAKE2b-256 87f9fd6710b5868f12a4a453c1ec110dd8ec5a3b72ad12fab58a2dac1595c529

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp312-cp312-macosx_13_0_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp311-cp311-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp311-cp311-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 a79c348146e1c9f67c12828ecdc8c1e804af224f979c37d3c3340ca420a9186f
MD5 1589b7ad069acf8065de690037e3cb38
BLAKE2b-256 95e2c87bba00e98ebba5561b7f75e8293722d6c8ddbfa8f1fe9b5ba20202717d

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp311-cp311-musllinux_1_2_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 c6fd4a54ec99df243d7f30d60fe74e3eb14409c84a4bf4594a8cfec3be5c92c4
MD5 53c5480fffec2c1e092e2ae903458207
BLAKE2b-256 4cd628fa91a65ed62474c35e1e79efc92db44ea71c9dfc82ac87bd4f971c2aa9

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp311-cp311-macosx_14_0_arm64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp311-cp311-macosx_14_0_arm64.whl
Algorithm Hash digest
SHA256 cd36ef13ae69079cdddcaa2358866cf06b482f2e265ad4e05bf2d17a102188c2
MD5 e387fef09a157abd25db10ee01ec68b1
BLAKE2b-256 795c446d3d89eb21999f22246cb472f6b278fc978950256a4f8e1ff00ee304a9

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp311-cp311-macosx_14_0_arm64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp311-cp311-macosx_13_0_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp311-cp311-macosx_13_0_x86_64.whl
Algorithm Hash digest
SHA256 03181921228aa0753622f1e71bc1cb31cff4164db28af9c7fffb2629d050d556
MD5 33c5ae211dff955d0cf035b75131ceb0
BLAKE2b-256 749c28c007375d4ea91aba8db4d392d1e57740445b92139855f04d22ddf2281e

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp311-cp311-macosx_13_0_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp310-cp310-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp310-cp310-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 af5a74dab257e3042dfbb11ce445c9b02ade9befc964a8b6f13a9c9073af9cd6
MD5 7c72637fa651ac6a738d2490917c81fc
BLAKE2b-256 4444ec9bac04b6fdb1a9ac380647058f55e9dab9ded766fb77a96f0e19be6ad8

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp310-cp310-musllinux_1_2_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 eb0f43583999daec81c5d50bd906de48f8c96bee0eedc85d343ec38fab64b1a5
MD5 0514815485f8f2595671024963502aa7
BLAKE2b-256 697ea35154b20b0df966e912bd61dca1757448b61371448a2482653971d40531

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp310-cp310-macosx_14_0_arm64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp310-cp310-macosx_14_0_arm64.whl
Algorithm Hash digest
SHA256 470ccfe47ee73147528a4608b1e362a487cc7154391748a14a600fd84910c1b3
MD5 fde437c7060725a781dd4627758b46fb
BLAKE2b-256 b9d0c1020c9cbac2efdd6d490831576231ec47ece2c6750aafc716450bed75ba

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp310-cp310-macosx_14_0_arm64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp310-cp310-macosx_13_0_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp310-cp310-macosx_13_0_x86_64.whl
Algorithm Hash digest
SHA256 c08b9b47696cc6364b420603da39962058bfee717c9c3fe8537e892b0453072e
MD5 b631bdf9b3f9975dc2ed107bb589059f
BLAKE2b-256 c9c33fc37186b83e302d384f0c99bbedbd76f2487f2aef43738706a52701e6ed

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp310-cp310-macosx_13_0_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp39-cp39-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp39-cp39-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 7e29c6f778105adb65cc0c7b13a0b00b1046feefa52cdeedbfbbaa52b3718c87
MD5 b3084d12beb73e850963bbb6357437b1
BLAKE2b-256 5a36ff350d9d999966ab28adeaaa674952b8febba1209d02d84da1978ad90af9

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp39-cp39-musllinux_1_2_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 342674ae9314d5b5365e88fa9d1d14f846d1d0b938e42cc6add7d86bd9b10525
MD5 9e65e66a432e3db2b5a2d06d94dd1501
BLAKE2b-256 16c139637874b26eddc559de6805e4ba6c4f9045eef8012ec9c817cb1768e7e3

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp39-cp39-macosx_14_0_arm64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp39-cp39-macosx_14_0_arm64.whl
Algorithm Hash digest
SHA256 6ce3cf3de85656c70e8095ca4931cd314d66a366be901d50509d24194c8aae88
MD5 2282fa5fd42647eb07087d1bf6dab2cb
BLAKE2b-256 f355521b94ff069fafcec51bdbb0e6abd680e43638312d058f59c935f9c7df0e

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp39-cp39-macosx_14_0_arm64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp39-cp39-macosx_13_0_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp39-cp39-macosx_13_0_x86_64.whl
Algorithm Hash digest
SHA256 53ef8ebdac6d32e7f108b0e193ab56d9bfd73560b247a6d8271ba8b650a98f28
MD5 3e3c5441f5982fccfea4d9fa87347306
BLAKE2b-256 45c8df0d9a030101215ed330d269e5aaea2d75f135ace4239f5dabb416e8e8b5

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp39-cp39-macosx_13_0_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp38-cp38-musllinux_1_2_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp38-cp38-musllinux_1_2_x86_64.whl
Algorithm Hash digest
SHA256 e5807281a5d78a1f7d1c5beba4608b30f1df6ceb208b40691283d4ded9c3793d
MD5 206320cd7355b5f2e2868028c039f567
BLAKE2b-256 2d414087a12d5d260d3e90e444c32f19baeb8e6303644a55d5a52b742586a97a

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp38-cp38-musllinux_1_2_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 a70335f01aff2675335df12fefb6766098124ef922be5d8e9c56606dbb4865b5
MD5 62dc789e17026aa9c827e8cd6770fe15
BLAKE2b-256 a5e54897b1422edcad7165950dd7afd3036ef88aebdcac8303798c3f60a5fdf1

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp38-cp38-macosx_14_0_arm64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp38-cp38-macosx_14_0_arm64.whl
Algorithm Hash digest
SHA256 ba00f746fd3831b4b5833376bc6c62db54180e20e012e5b9411aa51f581a3df8
MD5 03ad1df6432893aaa8a2f5b95617912d
BLAKE2b-256 47a525a7f4b6c6cbd7294f33829ae4bf171305e9a6f3181fc8f8044e5d3c3cb9

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp38-cp38-macosx_14_0_arm64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file GalSim-2.7.2-cp38-cp38-macosx_13_0_x86_64.whl.

File metadata

File hashes

Hashes for GalSim-2.7.2-cp38-cp38-macosx_13_0_x86_64.whl
Algorithm Hash digest
SHA256 a046da83dae1d6679071697b3b1586687a974e23e23fa5bd8cf2aec5b3c4dbf9
MD5 5729c038b61cd5d8331d42ae7a56429d
BLAKE2b-256 ba0e84daac7d9d7f22365fa1b9846eedb570106565f84f4ff1bd6ff3d717607d

See more details on using hashes here.

Provenance

The following attestation bundles were made for GalSim-2.7.2-cp38-cp38-macosx_13_0_x86_64.whl:

Publisher: wheels.yml on GalSim-developers/GalSim

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page