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constrainedoptim.jl's Issues

TODO (help wanted)

Here's a list of things that I believe we should focus on next. If anyone is interested in helping out here that would be very much appreciated.

Interface

  • Enable value! et al. for the constraints in NLSolversBase top priority
  • Add a quasi-Newton algorithm
  • Update MathProgBase interface
  • Add a Newton-Krylov scheme

Interior / IPNewton

  • Support sparse Hessian and sparse constraint Jacobian top priority
  • Figure out how to enable the autodiff-tests in constraints.jl again
  • Move "show_linesearch` to Optim.options
  • Rethink how to deal with allow_f_increases for constrained problems (it should "always" be allowed)
  • There are lots of functions from Tim's PR that are not used anywhere. Figure out what to delete.

Linesearch

  • Figure out how Tim inteded to use backtrack_constrained (only backtrack_constrained_grad works at the moment)
  • Move line searches to LineSearches.jl (after we change the interface in LineSearches)

Testing

  • Add more constrained optimization tests to OptimTestProblems
  • Update OptimTests to work with ConstrainedOptim (We need sparse Hessian + Jacobian support before going all in on CUTEst problems)
  • Compare against Ipopt

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