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ReactiveMP

High-performance reactive message-passing based Bayesian inference engine

https://github.com/reactivebayes/reactivemp.jl

Science Score: 67.0%

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 2 DOI reference(s) in README
  • ✓
    Academic publication links
    Links to: zenodo.org
  • ○
    Academic email domains
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (9.6%) to scientific vocabulary

Keywords

bayesian-inference inference julia message-passing probabilistic-graphical-models probabilistic-programming variational-bayes variational-inference
Last synced: 6 months ago · JSON representation ·

Repository

High-performance reactive message-passing based Bayesian inference engine

Basic Info
Statistics
  • Stars: 114
  • Watchers: 10
  • Forks: 14
  • Open Issues: 24
  • Releases: 110
Topics
bayesian-inference inference julia message-passing probabilistic-graphical-models probabilistic-programming variational-bayes variational-inference
Created about 6 years ago · Last pushed 6 months ago
Metadata Files
Readme License Citation

README.md

ReactiveMP.jl

| Documentation | Build Status | Coverage | Zenodo DOI | |:-------------------------------------------------------------------------:|:--------------------------------:|:----------------------------------:|:--------------------------------:| | | CI | Codecov | DOI |

Reactive message passing engine

ReactiveMP.jl is a Julia package that provides an efficient reactive message passing based Bayesian inference engine on a factor graph. The package is a part of the bigger and user-friendly ecosystem for automatic Bayesian inference called RxInfer. While ReactiveMP.jl exports only the inference engine, RxInfer provides convenient tools for model and inference constraints specification as well as routines for running efficient inference both for static and dynamic datasets.

Examples and tutorials

The ReactiveMP.jl package is intended for advanced users with a deep understanding of message passing principles. Accesible tutorials and examples are available in the RxInfer documentation.

License

MIT License Copyright (c) 2021-2024 BIASlab, 2024-present ReactiveBayes

Owner

  • Name: ReactiveBayes
  • Login: ReactiveBayes
  • Kind: organization
  • Location: Netherlands

Open source software for reactive, efficient and scalable Bayesian inference

Citation (CITATION.cff) 

# This CITATION.cff file was generated with cffinit.
# Visit https://bit.ly/cffinit to generate yours today!

cff-version: 1.2.0
title: "ReactiveMP.jl: a Julia package for automatic Bayesian inference on a factor graph with reactive message passing."
message: Please cite this research as below.
type: software
authors:
  - given-names: "Dmitry"
    family-names: "Bagaev"
    email: "d.v.bagaev@tue.nl"
    orcid: "https://orcid.org/0000-0001-9655-7986"
    affiliation: "Eindhoven University of Technology Eindhoven"
identifiers:
  - type: doi
    value: 10.5281/zenodo.5913617
    description: "The versioned DOI for version 1.3.1 of the work."
  - type: url
    value: "https://github.com/reactivebayes/ReactiveMP.jl/releases/tag/v1.3.1"
    description: "The GitHub release URL of tag 1.3.1"
  - type: doi
    value: 10.21105/jcon.00091
    description: "The JuliaCon2021 Proceedings DOI of the work."
  - type: other
    value: "arXiv:2112.13251"
    description: "The ArXiv preprint of the paper."
preferred-citation:
  type: article
  title: "Reactive Message Passing for Scalable Bayesian Inference"
  authors:
  - given-names: "Dmitry"
    family-names: "Bagaev"
    email: "d.v.bagaev@tue.nl"
    orcid: "https://orcid.org/0000-0001-9655-7986"
    affiliation: "Eindhoven University of Technology Eindhoven"
  - given-names: "Bert"
    family-names: "de Vries"
    email: "bert.de.vries@tue.nl"
    affiliation: "Eindhoven University of Technology Eindhoven"
    orcid: "https://orcid.org/0000-0003-0839-174X"
repository-code: "https://github.com/reactivebayes/ReactiveMP.jl"
keywords:
  - Bayesian Inference
  - Factor Graphs
  - Message Passing
  - Reactive Programming
  - Variational Inference
license: MIT
commit: a943ccffb16b26b7c6706abae310513dfa6c648e
version: 1.3.1
date-released: '2021-01-28'

GitHub Events

Total
  • Create event: 71
  • Commit comment event: 55
  • Release event: 25
  • Issues event: 22
  • Watch event: 10
  • Delete event: 45
  • Issue comment event: 141
  • Push event: 323
  • Pull request review comment event: 20
  • Pull request event: 85
  • Pull request review event: 63
Last Year
  • Create event: 71
  • Commit comment event: 55
  • Release event: 25
  • Issues event: 22
  • Watch event: 10
  • Delete event: 45
  • Issue comment event: 141
  • Push event: 323
  • Pull request review comment event: 20
  • Pull request event: 85
  • Pull request review event: 63

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 42
  • Total pull requests: 169
  • Average time to close issues: 5 months
  • Average time to close pull requests: 23 days
  • Total issue authors: 18
  • Total pull request authors: 13
  • Average comments per issue: 4.74
  • Average comments per pull request: 1.55
  • Merged pull requests: 138
  • Bot issues: 0
  • Bot pull requests: 26
Past Year
  • Issues: 11
  • Pull requests: 94
  • Average time to close issues: 9 days
  • Average time to close pull requests: 16 days
  • Issue authors: 8
  • Pull request authors: 10
  • Average comments per issue: 2.09
  • Average comments per pull request: 1.57
  • Merged pull requests: 69
  • Bot issues: 0
  • Bot pull requests: 21
View more stats
Top Authors
Issue Authors
  • bvdmitri (14)
  • albertpod (9)
  • erlebach (3)
  • bartvanerp (3)
  • bertdv (2)
  • wouterwln (2)
  • abpolym (2)
  • wmkouw (2)
  • caxelrud (2)
  • Sibgatulin (1)
  • JuliaTagBot (1)
  • Nimrais (1)
  • ismailsenoz (1)
  • HiroIshida (1)
  • torfjelde (1)
Pull Request Authors
  • bvdmitri (73)
  • wouterwln (32)
  • github-actions[bot] (28)
  • albertpod (18)
  • bartvanerp (17)
  • ismailsenoz (17)
  • A-Vzer (6)
  • Nimrais (5)
  • Raphael-Tresor (3)
  • cscherrer (2)
  • wmkouw (2)
  • abpolym (2)
  • JimBeckers (1)
  • HoangMHNguyen (1)
  • mhidalgoaraya (1)
Top Labels
Issue Labels
enhancement (10) bug (5) performance (2) good first issue (2) documentation (2) question (2)
Pull Request Labels
automated pr (12) code style (12) enhancement (3) bug (2) breaking (2) performance (1) documentation (1)

Packages

  • Total packages: 1
  • Total downloads:
    • julia 80 total
  • Total dependent packages: 1
  • Total dependent repositories: 0
  • Total versions: 110
juliahub.com: ReactiveMP

High-performance reactive message-passing based Bayesian inference engine

  • Versions: 110
  • Dependent Packages: 1
  • Dependent Repositories: 0
  • Downloads: 80 Total
Rankings
Stargazers count: 9.3%
Dependent repos count: 9.9%
Forks count: 13.7%
Average: 14.0%
Dependent packages count: 23.0%
Last synced: 6 months ago

Dependencies

.github/workflows/CompatHelper.yml actions
.github/workflows/TagBot.yml actions
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