pigeons.jl
Sampling from intractable distributions, with support for distributed and parallel methods
Science Score: 64.0%
This score indicates how likely this project is to be science-related based on various indicators:
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✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
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✓Academic publication links
Links to: arxiv.org -
✓Committers with academic emails
3 of 10 committers (30.0%) from academic institutions -
○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (13.4%) to scientific vocabulary
Keywords
Keywords from Contributors
Repository
Sampling from intractable distributions, with support for distributed and parallel methods
Basic Info
- Host: GitHub
- Owner: Julia-Tempering
- License: agpl-3.0
- Language: Julia
- Default Branch: main
- Homepage: https://pigeons.run/dev/
- Size: 490 MB
Statistics
- Stars: 113
- Watchers: 8
- Forks: 15
- Open Issues: 66
- Releases: 22
Topics
Metadata Files
README.md
Pigeons.jl
Pigeons is a Julia package to approximate challenging posterior distributions, and more broadly, Lebesgue integration problems. Pigeons can be used in a multi-threaded context, and/or distributed over hundreds or thousands of MPI-communicating machines.
For more information, see the documentation.
Funding and acknowledgments
The development and testing of Pigeons.jl is supported by the Canadian Statistical Sciences Institute (CANSSI), the Natural Sciences and Engineering Research Council of Canada Discovery Grant and Vanier programs, by the University of British Columbia Advanced Research Computing, and compute credits from Oracle. The authors would like to thank Roman Baranowski, Jacob Boschee and Alyza Rosario for their help with MPI.
[!NOTE]
We are recruiting graduate students! Click here for more information.
How to cite Pigeons
Our team works hard to maintain and improve the Pigeons package. Please consider citing our work by referring to our Pigeons paper.
BibTeX code for citing Pigeons
@article{surjanovic2023pigeons,
title={Pigeons.jl: {D}istributed sampling from intractable distributions},
author={Surjanovic, Nikola and Biron-Lattes, Miguel and Tiede, Paul and Syed, Saifuddin and Campbell, Trevor and Bouchard-C{\^o}t{\'e}, Alexandre},
journal={arXiv:2308.09769},
year={2023}
}
APA Surjanovic, N., Biron-Lattes, M., Tiede, P., Syed, S., Campbell, T., & Bouchard-Côté, A. (2023). Pigeons.jl: Distributed sampling from intractable distributions. arXiv:2308.09769.
Owner
- Name: Julia-Tempering
- Login: Julia-Tempering
- Kind: organization
- Repositories: 2
- Profile: https://github.com/Julia-Tempering
Citation (CITATION.cff)
cff-version: 1.0.0
message: "If you use this software, please cite it as below."
preferred-citation:
type: article
authors:
- family-names: "Surjanovic"
given-names: "Nikola"
- family-names: "Biron-Lattes"
given-names: "Miguel"
- family-names: "Tiede"
given-names: "Paul"
- family-names: "Syed"
given-names: "Saifuddin"
- family-names: "Campbell"
given-names: "Trevor"
- family-names: "Bouchard-Côté"
given-names: "Alexandre"
journal: "arXiv:2308.09769"
title: "Pigeons.jl: Distributed sampling from intractable distributions"
year: 2023
GitHub Events
Total
- Create event: 54
- Commit comment event: 7
- Release event: 5
- Issues event: 35
- Watch event: 24
- Delete event: 29
- Member event: 1
- Issue comment event: 242
- Push event: 501
- Pull request review event: 2
- Pull request event: 94
- Fork event: 3
Last Year
- Create event: 54
- Commit comment event: 7
- Release event: 5
- Issues event: 35
- Watch event: 24
- Delete event: 29
- Member event: 1
- Issue comment event: 242
- Push event: 501
- Pull request review event: 2
- Pull request event: 94
- Fork event: 3
Committers
Last synced: about 2 years ago
Top Committers
| Name | Commits | |
|---|---|---|
| Alexandre Bouchard | a****d@g****m | 668 |
| Nikola Surjanovic | 1****r | 167 |
| Miguel Biron-Lattes | m****9@g****m | 148 |
| nikola-sur | n****c@s****a | 67 |
| Alexandre Bouchard | b****d@s****a | 54 |
| Paul Tiede | p****1@g****m | 45 |
| Trevor Campbell | t****l@g****m | 12 |
| Alexandre Bouchard-Cote | a****u@l****a | 5 |
| CompatHelper Julia | c****y@j****g | 3 |
| Dominic | d****9@h****m | 1 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 6 months ago
All Time
- Total issues: 118
- Total pull requests: 285
- Average time to close issues: about 1 month
- Average time to close pull requests: 10 days
- Total issue authors: 26
- Total pull request authors: 16
- Average comments per issue: 3.21
- Average comments per pull request: 1.64
- Merged pull requests: 212
- Bot issues: 0
- Bot pull requests: 61
Past Year
- Issues: 24
- Pull requests: 110
- Average time to close issues: 10 days
- Average time to close pull requests: 10 days
- Issue authors: 10
- Pull request authors: 10
- Average comments per issue: 3.46
- Average comments per pull request: 1.89
- Merged pull requests: 66
- Bot issues: 0
- Bot pull requests: 46
Top Authors
Issue Authors
- alexandrebouchard (24)
- miguelbiron (19)
- trevorcampbell (14)
- nikola-sur (11)
- itsdfish (9)
- sefffal (7)
- dchang10 (5)
- astrozot (4)
- thorek1 (3)
- pdeffebach (3)
- DominiqueMakowski (3)
- Raoul-Kima (2)
- kaitlyn-loftus (1)
- sebapersson (1)
- JuliaTagBot (1)
Pull Request Authors
- alexandrebouchard (90)
- miguelbiron (85)
- github-actions[bot] (56)
- nikola-sur (28)
- dependabot[bot] (5)
- bencwallace (4)
- serenlee (3)
- UBCYujia (2)
- dchang10 (2)
- itsdfish (2)
- ptiede (2)
- dominic-chang (2)
- trevorcampbell (1)
- sunxd3 (1)
- abhro (1)
Top Labels
Issue Labels
Pull Request Labels
Packages
- Total packages: 1
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Total downloads:
- julia 49 total
- Total dependent packages: 0
- Total dependent repositories: 0
- Total versions: 22
juliahub.com: Pigeons
Sampling from intractable distributions, with support for distributed and parallel methods
- Homepage: https://pigeons.run/dev/
- Documentation: https://docs.juliahub.com/General/Pigeons/stable/
- License: AGPL-3.0
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Latest release: 0.4.9
published 11 months ago
Rankings
Dependencies
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- julia-actions/julia-processcoverage v1 composite
- julia-actions/julia-runtest v1 composite
- julia-actions/setup-julia v1 composite
- JuliaRegistries/TagBot v1 composite
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