DCISolver.jl
DCISolver.jl: A Julia Solver for Nonlinear Optimization using Dynamic Control of Infeasibility - Published in JOSS (2022)
Science Score: 98.0%
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✓DOI references
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Published in Journal of Open Source Software
Keywords from Contributors
Repository
Basic Info
- Host: GitHub
- Owner: JuliaSmoothOptimizers
- License: mit
- Language: Julia
- Default Branch: main
- Size: 3.08 MB
Statistics
- Stars: 18
- Watchers: 2
- Forks: 5
- Open Issues: 8
- Releases: 22
Metadata Files
README.md
DCISolver
Dynamic Control of Infeasibility Solver (DCI) is a solver for equality-constrained nonlinear problems, i.e., optimization problems of the form
min f(x) s.t. c(x) = 0.
It uses other JuliaSmoothOptimizers packages for development. In particular, NLPModels.jl is used for defining the problem, and SolverCore for the output. It uses LDLFactorizations.jl by default to compute the factorization in the tangent step. HSL.jl provides alternative linear solvers if libHSL can be downloaded. The feasibility steps are factorization-free and use iterative methods from Krylov.jl
References
Bielschowsky, R. H., & Gomes, F. A. Dynamic control of infeasibility in equality constrained optimization. SIAM Journal on Optimization, 19(3), 1299-1325 (2008). 10.1137/070679557
Migot, T., Orban D., & Siqueira A. S. DCISolver. jl: A Julia Solver for Nonlinear Optimization using Dynamic Control of Infeasibility. Journal of Open Source Software 70(7), 3991 (2022). 10.21105/joss.03991
How to Cite
If you use DCISolver.jl in your work, please cite using the reference given in CITATION.cff.
Contributing
If you want to make contributions of any kind, please first that a look into our contributing guide directly on GitHub or the contributing page on the website
Contributors
Owner
- Name: JuliaSmoothOptimizers
- Login: JuliaSmoothOptimizers
- Kind: organization
- Location: DOI: 10.5281/zenodo.2655082
- Website: https://juliasmoothoptimizers.github.io
- Repositories: 63
- Profile: https://github.com/JuliaSmoothOptimizers
Infrastructure and Solvers for Continuous Optimization in Julia
JOSS Publication
DCISolver.jl: A Julia Solver for Nonlinear Optimization using Dynamic Control of Infeasibility
Authors
GERAD and Department of Mathematics and Industrial Engineering, Polytechnique Montréal, QC, Canada.
Tags
nonlinear optimization numerical optimization large-scale optimization constrained optimization nonlinear programmingCitation (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: >-
DCISolver.jl: A Julia Solver for Nonlinear
Optimization using Dynamic Control of Infeasibility
message: >-
If you use this software, please cite it using the
metadata from this file.
type: software
authors:
- given-names: Tangi
family-names: Migot
email: tangi.migot@gmail.com
affiliation: >-
GERAD and Department of Mathematics and
Industrial Engineering, Polytechnique Montréal,
QC, Canada.
orcid: 'https://orcid.org/0000-0001-7729-2513'
- given-names: Dominique
family-names: Orban
email: dominique.orban@gerad.ca
orcid: 'https://orcid.org/0000-0002-8017-7687'
affiliation: >-
GERAD and Department of Mathematics and
Industrial Engineering, Polytechnique Montréal,
QC, Canada
- affiliation: 'Netherlands eScience Center, Amsterdam, NL'
orcid: 'https://orcid.org/0000-0003-4451-281X'
email: abel.s.siqueira@gmail.com
given-names: Abel
family-names: Soares Siqueira
- given-names: contributors
identifiers:
- description: Zenodo archive
type: doi
value: 10.5281/zenodo.4655145
preferred-citation:
type: article
authors:
- family-names: "Migot"
given-names: "Tangi"
orcid: "https://orcid.org/0000-0001-7729-2513"
- family-names: "Orban"
given-names: "Dominique"
orcid: "https://orcid.org/0000-0002-8017-7687"
- family-names: "Soares Siqueira"
given-names: "Abel"
orcid: "https://orcid.org/0000-0003-4451-281X"
doi: "10.21105/joss.03991"
journal: "The Journal of Open Source Software"
month: 2
start: 3991 # First page number
title: "DCISolver.jl: A Julia Solver for Nonlinear Optimization using Dynamic Control of Infeasibility"
issue: 7
volume: 70
year: 2022
keywords:
- Nonlinear Optimization
- Julia
- Nonlinear Programming
license: MPL-2.0
repository-code: >-
https://github.com/JuliaSmoothOptimizers/DCISolver.jl
GitHub Events
Total
- Create event: 14
- Commit comment event: 3
- Issues event: 2
- Release event: 2
- Watch event: 2
- Delete event: 11
- Issue comment event: 8
- Push event: 18
- Pull request review event: 1
- Pull request event: 33
Last Year
- Create event: 14
- Commit comment event: 3
- Issues event: 2
- Release event: 2
- Watch event: 2
- Delete event: 11
- Issue comment event: 8
- Push event: 18
- Pull request review event: 1
- Pull request event: 33
Committers
Last synced: 7 months ago
Top Committers
| Name | Commits | |
|---|---|---|
| tmigot | t****t@g****m | 245 |
| Abel Soares Siqueira | a****a@g****m | 19 |
| Alexis Montoison | a****n@p****a | 8 |
| Monssaf Toukal | t****f@g****m | 6 |
| CompatHelper Julia | c****y@j****g | 6 |
| JSOBot | 6****t | 5 |
| github-actions[bot] | 4****] | 4 |
| Dominique | d****n@g****m | 2 |
| dependabot[bot] | 4****] | 2 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 6 months ago
All Time
- Total issues: 15
- Total pull requests: 131
- Average time to close issues: 6 months
- Average time to close pull requests: 28 days
- Total issue authors: 6
- Total pull request authors: 7
- Average comments per issue: 2.13
- Average comments per pull request: 1.37
- Merged pull requests: 98
- Bot issues: 0
- Bot pull requests: 36
Past Year
- Issues: 0
- Pull requests: 28
- Average time to close issues: N/A
- Average time to close pull requests: about 1 month
- Issue authors: 0
- Pull request authors: 4
- Average comments per issue: 0
- Average comments per pull request: 0.21
- Merged pull requests: 14
- Bot issues: 0
- Bot pull requests: 15
Top Authors
Issue Authors
- tmigot (10)
- abelsiqueira (2)
- odow (1)
- edljk (1)
- dpo (1)
- JuliaTagBot (1)
Pull Request Authors
- tmigot (77)
- github-actions[bot] (30)
- MonssafToukal (11)
- amontoison (6)
- dependabot[bot] (5)
- dpo (2)
- jbytecode (1)
Top Labels
Issue Labels
Pull Request Labels
Packages
- Total packages: 1
-
Total downloads:
- julia 3 total
- Total dependent packages: 0
- Total dependent repositories: 0
- Total versions: 22
juliahub.com: DCISolver
- Documentation: https://docs.juliahub.com/General/DCISolver/stable/
- License: MIT
-
Latest release: 0.5.1
published 6 months ago
Rankings
Dependencies
- actions/checkout v3 composite
- julia-actions/setup-julia latest composite
- actions/checkout v3 composite
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- julia-actions/julia-buildpkg v1 composite
- julia-actions/julia-processcoverage v1 composite
- julia-actions/julia-runtest v1 composite
- julia-actions/setup-julia v1 composite
- julia-actions/setup-julia latest composite
- actions/checkout v2 composite
- julia-actions/setup-julia latest composite
- actions/checkout v3 composite
- julia-actions/julia-buildpkg v1 composite
- julia-actions/julia-invalidations v1 composite
- julia-actions/setup-julia v1 composite
- JuliaRegistries/TagBot v1 composite
- actions/cache v1 composite
- actions/checkout v2 composite
- codecov/codecov-action v1 composite
- julia-actions/julia-buildpkg v1 composite
- julia-actions/julia-processcoverage v1 composite
- julia-actions/julia-runtest v1 composite
- julia-actions/setup-julia v1 composite
- actions/checkout v2 composite
- peter-evans/create-pull-request v3 composite