BracketingNonlinearSolve

High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov support.

https://github.com/sciml/nonlinearsolve.jl

Science Score: 77.0%

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 3 DOI reference(s) in README
  • Academic publication links
    Links to: zenodo.org
  • Committers with academic emails
    7 of 60 committers (11.7%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (13.9%) to scientific vocabulary

Keywords

bracketing deep-equilibrium-models differential-equations equilibrium factorization high-performance-computing julia newton-krylov newton-method newton-raphson nonlinear-equations scientific-machine-learning sciml sparse-matrices sparse-matrix steady-state

Keywords from Contributors

pde ode sde dae differentialequations stochastic-differential-equations neural-ode dde partial-differential-equations ordinary-differential-equations
Last synced: 4 months ago · JSON representation ·

Repository

High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov support.

Basic Info
Statistics
  • Stars: 273
  • Watchers: 13
  • Forks: 52
  • Open Issues: 51
  • Releases: 0
Topics
bracketing deep-equilibrium-models differential-equations equilibrium factorization high-performance-computing julia newton-krylov newton-method newton-raphson nonlinear-equations scientific-machine-learning sciml sparse-matrices sparse-matrix steady-state
Created over 5 years ago · Last pushed 5 months ago
Metadata Files
Readme License Citation

README.md

NonlinearSolve.jl

Join the chat at https://julialang.zulipchat.com #sciml-bridged Global Docs DOI

codecov Build Status Build status

ColPrac: Contributor's Guide on Collaborative Practices for Community Packages SciML Code Style

Fast implementations of root finding algorithms in Julia that satisfy the SciML common interface.

For information on using the package, see the stable documentation. Use the in-development documentation for the version of the documentation which contains the unreleased features.

High Level Examples

```julia using NonlinearSolve, StaticArrays

f(u, p) = u .* u .- 2 u0 = @SVector[1.0, 1.0] prob = NonlinearProblem(f, u0) solver = solve(prob)

Bracketing Methods

f(u, p) = u .* u .- 2.0 u0 = (1.0, 2.0) # brackets prob = IntervalNonlinearProblem(f, u0) sol = solve(prob) ```

Citation

If you found this library to be useful in academic work, then please cite:

bibtex @article{pal2024nonlinearsolve, title={NonlinearSolve. jl: High-Performance and Robust Solvers for Systems of Nonlinear Equations in Julia}, author={Pal, Avik and Holtorf, Flemming and Larsson, Axel and Loman, Torkel and Schaefer, Frank and Qu, Qingyu and Edelman, Alan and Rackauckas, Chris}, journal={arXiv preprint arXiv:2403.16341}, year={2024} }

Owner

  • Name: SciML Open Source Scientific Machine Learning
  • Login: SciML
  • Kind: organization
  • Email: contact@chrisrackauckas.com

Open source software for scientific machine learning

Citation (CITATION.cff)

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Pal"
  given-names: "Avik"
  orcid: "https://orcid.org/0000-0002-3938-7375"
- family-names: "Holtorf"
  given-names: "Flemming"
- family-names: "Larsson"
  given-names: "Axel"
- family-names: "Loman"
  given-names: "Torkel"
- family-names: "Rajput"
  given-names: "Utkarsh"
- family-names: "Schaefer"
  given-names: "Frank"
- family-names: "Qu"
  given-names: "Qingyu"
- family-names: "Edelman"
  given-names: "Alan"
- family-names: "Rackauckas"
  given-names: "Chris"
title: "NonlinearSolve.jl"
version: 4.0.0
doi: 10.5281/zenodo.10397607
date-released: 2024-11-0.3
url: "https://github.com/SciML/NonlinearSolve.jl"

GitHub Events

Total
  • Fork event: 13
  • Create event: 157
  • Commit comment event: 40
  • Release event: 63
  • Issues event: 90
  • Watch event: 36
  • Delete event: 82
  • Member event: 1
  • Issue comment event: 595
  • Push event: 601
  • Pull request event: 261
  • Pull request review event: 224
  • Pull request review comment event: 552
Last Year
  • Fork event: 13
  • Create event: 157
  • Commit comment event: 40
  • Release event: 63
  • Issues event: 90
  • Watch event: 36
  • Delete event: 82
  • Member event: 1
  • Issue comment event: 595
  • Push event: 601
  • Pull request event: 261
  • Pull request review event: 224
  • Pull request review comment event: 552

Committers

Last synced: 6 months ago

All Time
  • Total Commits: 1,764
  • Total Committers: 60
  • Avg Commits per committer: 29.4
  • Development Distribution Score (DDS): 0.592
Past Year
  • Commits: 429
  • Committers: 22
  • Avg Commits per committer: 19.5
  • Development Distribution Score (DDS): 0.508
Top Committers
Name Email Commits
Avik Pal a****l@m****u 720
Christopher Rackauckas a****s@c****m 437
Yash Raj Singh y****8@g****m 83
Simon Carlson c****3@g****m 69
ErikQQY 2****3@q****m 57
CompatHelper Julia c****y@j****g 33
FHoltorf 3****f 30
ArnoStrouwen a****n@t****e 29
Axel Larsson 6****o 27
Utkarsh r****0@g****m 25
jClugstor j****n@g****m 25
dependabot[bot] 4****] 21
Kanav Gupta k****0@g****m 21
oscarddssmith o****h@j****m 18
Yingbo Ma m****5@g****m 15
Guillaume Dalle 2****e 15
Aayush Sabharwal a****l@g****m 14
yonatanwesen y****1@g****m 11
huiyuxie h****e@g****m 11
Daniel González d****s@g****m 9
AdityaPandeyCN a****6@g****m 9
Anant Thazhemadam a****m@g****m 8
Vaibhav Dixit v****t@g****m 8
Hendrik Ranocha m****l@r****e 7
Fabian Gittins f****s@g****m 5
github-actions[bot] 4****] 5
Matt Bossart 6****t 5
David AW Barton d****n@b****k 4
Songchen Tan i@t****m 4
Huiyu Xie h****e@H****l 4
and 30 more...

Issues and Pull Requests

Last synced: 4 months ago

All Time
  • Total issues: 174
  • Total pull requests: 589
  • Average time to close issues: 4 months
  • Average time to close pull requests: 6 days
  • Total issue authors: 82
  • Total pull request authors: 48
  • Average comments per issue: 5.46
  • Average comments per pull request: 1.58
  • Merged pull requests: 430
  • Bot issues: 2
  • Bot pull requests: 98
Past Year
  • Issues: 58
  • Pull requests: 282
  • Average time to close issues: 24 days
  • Average time to close pull requests: 4 days
  • Issue authors: 38
  • Pull request authors: 23
  • Average comments per issue: 2.41
  • Average comments per pull request: 0.99
  • Merged pull requests: 185
  • Bot issues: 1
  • Bot pull requests: 51
Top Authors
Issue Authors
  • avik-pal (25)
  • ChrisRackauckas (25)
  • ArnoStrouwen (5)
  • AayushSabharwal (4)
  • YingboMa (4)
  • KronosTheLate (4)
  • vpuri3 (4)
  • jamblejoe (4)
  • fgittins (3)
  • oscardssmith (3)
  • elbert5770 (3)
  • DanielVandH (3)
  • ErikQQY (3)
  • gdalle (3)
  • github-actions[bot] (2)
Pull Request Authors
  • avik-pal (174)
  • ChrisRackauckas (107)
  • github-actions[bot] (76)
  • oscardssmith (28)
  • AayushSabharwal (25)
  • ErikQQY (25)
  • dependabot[bot] (22)
  • ArnoStrouwen (19)
  • yash2798 (11)
  • fgittins (10)
  • CCsimon123 (9)
  • yonatanwesen (7)
  • jClugstor (7)
  • ChrisRackauckas-Claude (6)
  • gdalle (6)
Top Labels
Issue Labels
bug (56) new-algorithm (9) enhancement (9) wrapper (5) good first issue (3) question (3) documentation (2) help wanted (1)
Pull Request Labels
dependencies (22) github_actions (2) needs version bump (1)

Packages

  • Total packages: 11
  • Total downloads:
    • julia 45,122 total
  • Total dependent packages: 40
    (may contain duplicates)
  • Total dependent repositories: 0
    (may contain duplicates)
  • Total versions: 242
juliahub.com: BracketingNonlinearSolve

High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov support.

  • Versions: 7
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 4,117 Total
Rankings
Downloads: 0.4%
Dependent repos count: 3.2%
Average: 6.6%
Dependent packages count: 16.3%
Last synced: 4 months ago
juliahub.com: NonlinearSolveBase

High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov support.

  • Versions: 22
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 6,145 Total
Rankings
Downloads: 1.8%
Dependent repos count: 3.2%
Average: 7.1%
Dependent packages count: 16.3%
Last synced: 4 months ago
juliahub.com: NonlinearSolveFirstOrder

High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov support.

  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 5,934 Total
Rankings
Downloads: 1.8%
Dependent repos count: 3.2%
Average: 7.1%
Dependent packages count: 16.3%
Last synced: 4 months ago
juliahub.com: NonlinearSolveQuasiNewton

High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov support.

  • Versions: 10
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 5,873 Total
Rankings
Downloads: 2.3%
Dependent repos count: 3.2%
Average: 7.3%
Dependent packages count: 16.3%
Last synced: 4 months ago
juliahub.com: NonlinearSolveSpectralMethods

High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov support.

  • Versions: 5
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 5,427 Total
Rankings
Downloads: 2.3%
Dependent repos count: 3.2%
Average: 7.3%
Dependent packages count: 16.3%
Last synced: 4 months ago
juliahub.com: NonlinearSolve

High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov support.

  • Versions: 105
  • Dependent Packages: 27
  • Dependent Repositories: 0
  • Downloads: 5,398 Total
Rankings
Dependent packages count: 4.8%
Stargazers count: 6.8%
Average: 7.4%
Forks count: 8.0%
Dependent repos count: 9.9%
Last synced: 4 months ago
juliahub.com: SciMLJacobianOperators

High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov support.

  • Versions: 9
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 5,245 Total
Rankings
Downloads: 2.8%
Dependent repos count: 3.2%
Average: 7.4%
Dependent packages count: 16.3%
Last synced: 4 months ago
juliahub.com: SCCNonlinearSolve

High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov support.

  • Versions: 6
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 1,322 Total
Rankings
Dependent repos count: 3.2%
Downloads: 4.9%
Average: 8.1%
Dependent packages count: 16.3%
Last synced: 4 months ago
juliahub.com: SimpleNonlinearSolve

High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov support.

  • Versions: 62
  • Dependent Packages: 13
  • Dependent Repositories: 0
  • Downloads: 5,660 Total
Rankings
Dependent packages count: 7.0%
Dependent repos count: 9.9%
Average: 12.4%
Forks count: 16.2%
Stargazers count: 16.3%
Last synced: 4 months ago
juliahub.com: NonlinearSolveSciPy

High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov support.

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent repos count: 8.3%
Average: 22.0%
Dependent packages count: 35.7%
Last synced: 4 months ago
juliahub.com: NonlinearSolveHomotopyContinuation

High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov support.

  • Versions: 6
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 1 Total
Rankings
Dependent repos count: 8.4%
Average: 22.4%
Dependent packages count: 36.4%
Last synced: 4 months ago

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