JSOSolvers

https://github.com/juliasmoothoptimizers/jsosolvers.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
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DOI references
Found 15 DOI reference(s) in README
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Academic publication links
Links to: zenodo.org
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Committers with academic emails
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Institutional organization owner
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JOSS paper metadata
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Scientific vocabulary similarity
Low similarity (10.0%) to scientific vocabulary

Keywords from Contributors

nlpmodels ipopt nonlinear-programming factorization mathematical-programming linear-maps linear-operators preconditioner matrices performance-profile

Last synced: 6 months ago · JSON representation ·

Repository

Basic Info

Host: GitHub
Owner: JuliaSmoothOptimizers
License: other
Language: Julia
Default Branch: main
Size: 3.25 MB

Statistics

Stars: 75
Watchers: 7
Forks: 16
Open Issues: 18
Releases: 37

Created about 7 years ago · Last pushed 6 months ago

Metadata Files

Readme License Citation Zenodo

JSOSolvers.jl

This package provides optimization solvers curated by the JuliaSmoothOptimizers organization for unconstrained optimization

min f(x)

and bound-constrained optimization

min f(x)     s.t.  ℓ ≤ x ≤ u

This package provides an implementation of four classic algorithms for unconstrained/bound-constrained nonlinear optimization:

lbfgs: an implementation of a limited-memory BFGS line-search method for unconstrained minimization;

D. C. Liu, J. Nocedal. (1989). On the limited memory BFGS method for large scale optimization. Mathematical Programming, 45(1), 503-528. DOI: 10.1007/BF01589116
R2: a first-order quadratic regularization method for unconstrained optimization;

E. G. Birgin, J. L. Gardenghi, J. M. Martínez, S. A. Santos, Ph. L. Toint. (2017). Worst-case evaluation complexity for unconstrained nonlinear optimization using high-order regularized models. Mathematical Programming, 163(1), 359-368. DOI: 10.1007/s10107-016-1065-8
fomo: a first-order method with momentum for unconstrained optimization;
tron: a pure Julia implementation of TRON, a trust-region solver for bound-constrained optimization described in

Chih-Jen Lin and Jorge J. Moré, Newton's Method for Large Bound-Constrained Optimization Problems, SIAM J. Optim., 9(4), 1100–1127, 1999. DOI: 10.1137/S1052623498345075

as well as a variant for nonlinear least-squares;
trunk: a trust-region solver for unconstrained optimization using exact second derivatives. Our implementation follows the description given in

A. R. Conn, N. I. M. Gould, and Ph. L. Toint, Trust-Region Methods, volume 1 of MPS/SIAM Series on Optimization. SIAM, Philadelphia, USA, 2000. DOI: 10.1137/1.9780898719857

The package also contains a variant for nonlinear least-squares.

Installation

pkg> add JSOSolvers

Example

```julia using JSOSolvers, ADNLPModels

Rosenbrock

nlp = ADNLPModel(x -> 100 * (x[2] - x[1]^2)^2 + (x[1] - 1)^2, [-1.2; 1.0]) stats = lbfgs(nlp) # or trunk, tron, R2 ```

How to cite

If you use JSOSolvers.jl in your work, please cite using the format given in CITATION.cff.

Bug reports and discussions

If you think you found a bug, feel free to open an issue. Focused suggestions and requests can also be opened as issues. Before opening a pull request, start an issue or a discussion on the topic, please.

If you want to ask a question not suited for a bug report, feel free to start a discussion here. This forum is for general discussion about this repository and the JuliaSmoothOptimizers, so questions about any of our packages are welcome.

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

JSOSolvers.jl: Unconstrained and bound-constrained optimization solvers

Published

January 14, 2026

DOI

10.21105/joss.09467

Volume 11, Issue 117, Page 9467

Authors

Tangi Migot

GERAD and Department of Mathematics and Industrial Engineering, Polytechnique Montréal, QC, Canada.

Dominique Monnet

Univ Rennes, INSA Rennes, CNRS, IRMAR - UMR 6625, Rennes, France

Dominique Orban

GERAD and Department of Mathematics and Industrial Engineering, Polytechnique Montréal, QC, Canada.

Abel Soares Siqueira

Netherlands eScience Center, Amsterdam, Netherlands

Editor

Neea Rusch

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: >-
  JSOSolvers.jl: JuliaSmoothOptimizers optimization solvers
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.3991143
keywords:
  - Nonlinear Optimization
  - Least squares
  - Julia
  - Nonlinear Programming
license: MPL-2.0
version: 0.11.0
date-released: '2023-07-05'
repository-code: >-
  https://github.com/JuliaSmoothOptimizers/JSOSolvers.jl

GitHub Events

Total

Create event: 16
Commit comment event: 8
Issues event: 7
Release event: 3
Watch event: 8
Delete event: 13
Issue comment event: 39
Push event: 49
Pull request review event: 31
Pull request review comment event: 48
Pull request event: 42
Fork event: 2

Last Year

Create event: 16
Commit comment event: 8
Issues event: 7
Release event: 3
Watch event: 8
Delete event: 13
Issue comment event: 39
Push event: 49
Pull request review event: 31
Pull request review comment event: 48
Pull request event: 42
Fork event: 2

Committers

Last synced: almost 3 years ago

All Time

Total Commits: 176
Total Committers: 15
Avg Commits per committer: 11.733
Development Distribution Score (DDS): 0.619

Top Committers

Name	Email	Commits
Abel Soares Siqueira	a**a@g**m	67
tmigot	t**t@g**m	55
Dominique	d**n@g**m	14
github-actions[bot]	4**]@u**m	12
abelsiqueira	a**a@u**m	6
Alexis Montoison	a**n@p**a	4
nathanemac	9**c@u**m	4
Monssaf Toukal	t**f@g**m	3
Paul Raynaud	p**6@h**r	3
Farhad Rahbarnia	3**s@u**m	2
tmigot	t**t@u**m	2
dpo	d**o@u**m	1
MonssafToukal	3**l@u**m	1
Abel Siqueira	n**1@g**m	1
Julia TagBot	5**t@u**m	1

Committer Domains (Top 20 + Academic)

polymtl.ca: 1

Issues and Pull Requests

Last synced: 6 months ago

All Time

Total issues: 48
Total pull requests: 204
Average time to close issues: 9 months
Average time to close pull requests: 16 days
Total issue authors: 14
Total pull request authors: 15
Average comments per issue: 2.0
Average comments per pull request: 2.07
Merged pull requests: 168
Bot issues: 0
Bot pull requests: 49

Past Year

Issues: 7
Pull requests: 49
Average time to close issues: 8 days
Average time to close pull requests: 4 days
Issue authors: 4
Pull request authors: 8
Average comments per issue: 0.29
Average comments per pull request: 1.14
Merged pull requests: 35
Bot issues: 0
Bot pull requests: 9

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Top Authors

Issue Authors

tmigot (16)
abelsiqueira (8)
d-monnet (6)
farhadrclass (4)
tcovert (3)
paraynaud (2)
dpo (2)
jeffrey-hokanson (1)
amontoison (1)
mpf (1)
liuyxpp (1)
ForceBru (1)
JuliaTagBot (1)
tpapp (1)

Pull Request Authors

tmigot (96)
github-actions[bot] (49)
d-monnet (10)
amontoison (8)
farhadrclass (8)
dpo (6)
paraynaud (5)
Jay-sanjay (4)
nathanemac (4)
abelsiqueira (4)
MonssafToukal (3)
mpf (2)
hpmouton (2)
mertkipcak (2)
Oussamamouhtal (1)

Top Labels

Issue Labels

documentation (5) enhancement (4) good first issue (4) bug (2)

Pull Request Labels

no changelog (36) formatting (36) automated pr (36) documentation (5) enhancement (3) bug (2)

Packages

Total packages: 1
Total downloads:
- julia 52 total

Total dependent packages: 5
Total dependent repositories: 0
Total versions: 38

juliahub.com: JSOSolvers

Documentation: https://docs.juliahub.com/General/JSOSolvers/stable/
License: MPL-2.0
Latest release: 0.14.2
published 6 months ago

Versions: 38
Dependent Packages: 5
Dependent Repositories: 0
Downloads: 52 Total

Rankings

Dependent repos count: 9.9%

Dependent packages count: 11.0%

Average: 12.6%

Stargazers count: 14.6%

Forks count: 14.9%

Last synced: 6 months ago

Dependencies

.github/workflows/Breakage.yml actions

actions/cache v1 composite
actions/checkout v2 composite
actions/download-artifact v2 composite
actions/upload-artifact v2 composite
julia-actions/julia-buildpkg v1 composite
julia-actions/setup-julia v1 composite

.github/workflows/CommentPR.yml actions

actions/github-script v3.1.0 composite
actions/github-script v6 composite

.github/workflows/CompatHelper.yml actions

julia-actions/setup-julia latest composite

.github/workflows/Documentation.yml actions

actions/checkout v2 composite
julia-actions/setup-julia latest composite

.github/workflows/TagBot.yml actions

JuliaRegistries/TagBot v1 composite

.github/workflows/ci.yml actions

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

.github/workflows/format_pr.yml actions

actions/checkout v2 composite
peter-evans/create-pull-request v3 composite

JSOSolvers

Science Score: 67.0%

Keywords from Contributors

Repository

Basic Info

Statistics

Metadata Files

README.md

JSOSolvers.jl

Installation

Example

Rosenbrock

How to cite

Bug reports and discussions

Owner

JOSS Publication

JSOSolvers.jl: Unconstrained and bound-constrained optimization solvers

Authors

Editor

Tags

Citation (CITATION.cff)

GitHub Events

Total

Last Year

Committers

All Time

Top Committers

Committer Domains (Top 20 + Academic)

Issues and Pull Requests

All Time

Past Year

Top Authors

Issue Authors

Pull Request Authors

Top Labels

Issue Labels

Pull Request Labels

Packages

juliahub.com: JSOSolvers

Rankings

Dependencies