DiffOpt

DiffOpt: Parallel optimization of Jax models - Published in JOSS (2024)

https://github.com/alanpearl/diffopt

Science Score: 98.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
    Found CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
    Found 4 DOI reference(s) in README and JOSS metadata
  • Academic publication links
    Links to: joss.theoj.org
  • Committers with academic emails
  • Institutional organization owner
  • JOSS paper metadata
    Published in Journal of Open Source Software
Last synced: 6 months ago · JSON representation ·

Repository

Collection of packages aiding in parallelization and optimization of differentiable and many-parameter models

Basic Info
  • Host: GitHub
  • Owner: AlanPearl
  • License: mit
  • Language: Python
  • Default Branch: main
  • Homepage:
  • Size: 1.91 MB
Statistics
  • Stars: 3
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 7
Created over 1 year ago · Last pushed 6 months ago
Metadata Files
Readme Contributing License Citation

README.md

diffopt

Paper

Parallelization and optimization of differentiable and many-parameter models

Author

  • Alan Pearl

Documentation

Online documentation is available at diffopt.readthedocs.io.

Owner

  • Name: Alan Pearl
  • Login: AlanPearl
  • Kind: user
  • Company: University of Pittsburgh

JOSS Publication

DiffOpt: Parallel optimization of Jax models
Published
December 20, 2024
Volume 9, Issue 104, Page 7522
Authors
Alan N. Pearl ORCID
HEP Division, Argonne National Laboratory, 9700 South Cass Avenue, Lemont, IL 60439, USA
Gillian D. Beltz-Mohrmann ORCID
HEP Division, Argonne National Laboratory, 9700 South Cass Avenue, Lemont, IL 60439, USA
Andrew P. Hearin ORCID
HEP Division, Argonne National Laboratory, 9700 South Cass Avenue, Lemont, IL 60439, USA
Editor
Mehmet Hakan Satman ORCID
Tags
Jax MPI

Citation (CITATION.cff)

cff-version: "1.2.0"
authors:
- family-names: Pearl
  given-names: Alan N.
  orcid: "https://orcid.org/0000-0001-9820-9619"
- family-names: Beltz-Mohrmann
  given-names: Gillian D.
  orcid: "https://orcid.org/0000-0002-4392-8920"
- family-names: Hearin
  given-names: Andrew P.
  orcid: "https://orcid.org/0000-0003-2219-6852"
doi: 10.5281/zenodo.14291795
message: If you use this software, please cite our article in the
  Journal of Open Source Software.
preferred-citation:
  authors:
  - family-names: Pearl
    given-names: Alan N.
    orcid: "https://orcid.org/0000-0001-9820-9619"
  - family-names: Beltz-Mohrmann
    given-names: Gillian D.
    orcid: "https://orcid.org/0000-0002-4392-8920"
  - family-names: Hearin
    given-names: Andrew P.
    orcid: "https://orcid.org/0000-0003-2219-6852"
  date-published: 2024-12-20
  doi: 10.21105/joss.07522
  issn: 2475-9066
  issue: 104
  journal: Journal of Open Source Software
  publisher:
    name: Open Journals
  start: 7522
  title: "DiffOpt: Parallel optimization of Jax models"
  type: article
  url: "https://joss.theoj.org/papers/10.21105/joss.07522"
  volume: 9
title: "DiffOpt: Parallel optimization of Jax models"

GitHub Events

Total
  • Create event: 8
  • Issues event: 5
  • Release event: 6
  • Watch event: 3
  • Delete event: 2
  • Issue comment event: 8
  • Push event: 36
  • Pull request event: 7
  • Fork event: 1
Last Year
  • Create event: 8
  • Issues event: 5
  • Release event: 6
  • Watch event: 3
  • Delete event: 2
  • Issue comment event: 8
  • Push event: 36
  • Pull request event: 7
  • Fork event: 1

Committers

Last synced: 7 months ago

All Time
  • Total Commits: 39
  • Total Committers: 1
  • Avg Commits per committer: 39.0
  • Development Distribution Score (DDS): 0.0
Past Year
  • Commits: 39
  • Committers: 1
  • Avg Commits per committer: 39.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Alan Pearl a****3@g****m 39

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 3
  • Total pull requests: 4
  • Average time to close issues: 4 days
  • Average time to close pull requests: about 14 hours
  • Total issue authors: 1
  • Total pull request authors: 2
  • Average comments per issue: 3.0
  • Average comments per pull request: 0.25
  • Merged pull requests: 4
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 3
  • Pull requests: 4
  • Average time to close issues: 4 days
  • Average time to close pull requests: about 14 hours
  • Issue authors: 1
  • Pull request authors: 2
  • Average comments per issue: 3.0
  • Average comments per pull request: 0.25
  • Merged pull requests: 4
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • landreman (3)
Pull Request Authors
  • AlanPearl (5)
  • jbytecode (1)
Top Labels
Issue Labels
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • pypi 61 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 7
  • Total maintainers: 1
pypi.org: diffopt

Parallelization and optimization of Jax models

  • Documentation: https://diffopt.readthedocs.io/
  • License: MIT License Copyright (c) 2024 Alan Pearl Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
  • Latest release: 1.5.0
    published 8 months ago
  • Versions: 7
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 61 Last month
Rankings
Dependent packages count: 10.2%
Average: 33.9%
Dependent repos count: 57.6%
Maintainers (1)
Last synced: 6 months ago