v4.9.0

NonlinearSolve v4.9.0

Diff since v4.8.0

Merged pull requests:

• Add a GPU tutorial (#589) (@ChrisRackauckas)
• Add Alefeld method to documentation page (#591) (@fgittins)
• chore(deps): bump julia-actions/julia-format from 3 to 4 (#592) (@dependabot[bot])
• Update CI_NonlinearSolve.yml (#594) (@ChrisRackauckas)
• Fix test error for non-CUDA machines (#595) (@fgittins)
• early exit in SimpleTrustRegion (#598) (@ChrisRackauckas)
• CompatHelper: bump compat for SciMLOperators to 0.4 for package NonlinearSolveBase, (keep existing compat) (#601) (@github-actions[bot])
• CompatHelper: bump compat for SciMLOperators to 0.4 for package NonlinearSolveQuasiNewton, (keep existing compat) (#602) (@github-actions[bot])
• CompatHelper: bump compat for SciMLOperators to 0.4 for package SciMLJacobianOperators, (keep existing compat) (#603) (@github-actions[bot])
• Handle default solver for SCCs (#604) (@ChrisRackauckas)
• Fix generic fallbacks for L2Norm (#605) (@ChrisRackauckas)
• Fix return codes for nonlinear least squares (#606) (@ChrisRackauckas)
• CompatHelper: bump compat for DifferentiationInterface to 0.7 for package SciMLJacobianOperators, (keep existing compat) (#607) (@github-actions[bot])
• CompatHelper: bump compat for DifferentiationInterface to 0.7 for package SimpleNonlinearSolve, (keep existing compat) (#608) (@github-actions[bot])
• CompatHelper: bump compat for DifferentiationInterface to 0.7, (keep existing compat) (#609) (@github-actions[bot])
• CompatHelper: bump compat for DifferentiationInterface to 0.7 for package docs, (keep existing compat) (#610) (@github-actions[bot])
• CompatHelper: bump compat for DifferentiationInterface to 0.7 for package NonlinearSolveBase, (keep existing compat) (#611) (@github-actions[bot])
• CompatHelper: bump compat for DifferentiationInterface to 0.7 for package NonlinearSolveHomotopyContinuation, (keep existing compat) (#612) (@github-actions[bot])
• Bump to use SciMLBase ImmutableNonlinearProblem (#619) (@ChrisRackauckas)
• Continue on with the polyalg if a stalledsuccess (#622) (@ChrisRackauckas)

Closed issues:

• Add a tutorial on using SimpleNonlinearSolve inside kernels (#405)
• NonlinearLeastSquaresProblem returns stalled (#459)
• Set of benchmarks to optimize AD? (#479)
• Release Checklist for v4 (#481)
• L2_NORM resorts to scalar indexing on GPU ComponentArray (#524)
• Muller algorithm benchmark (#582)
• Solver fail when jac_prototype is BandedMatrix{BigFloat} (#587)
• SimpleTrustRegion fails for SCC decomposition of problem (#596)
• Levenberg-Marquardt with Sparse J: J isn't square?! (#599)
• Can't update packages that have JuliaSimCompiler in their dependencies (#617)