feat: initial implementation of HomotopyContinuation interface

[AayushSabharwal]

julia> @variables x y z
julia> eqs = [
           0 ~ x^2 + y^2 + 2x*y
           0 ~ x^2 + 4x + 4
           0 ~ y * z + 4x^2
       ]
julia> @mtkbuild sys = NonlinearSystem(eqs)
julia> prob = MTK.HomotopyContinuationProblem(sys, [x => 1.0, y => 1.0, z => 1.0], [])
julia> sol = HomotopyContinuation.solve(prob.hcsys; threading = false)

Checklist

• Appropriate tests were added
• Any code changes were done in a way that does not break public API
• All documentation related to code changes were updated
• The new code follows the
  contributor guidelines, in particular the SciML Style Guide and
  COLPRAC.
• Any new documentation only uses public API

Additional context

Add any other context about the problem here.

[ChrisRackauckas]

Expand this 😅

[AayushSabharwal]

Yeah there's probably a decent bit more work to be done here. I just opened the PR for visibility and as an RFC on implementation.

[AayushSabharwal]

I think most of what's left now is documentation. It would also be nice to not require symbolic jacobians. I want to integrate that with ADTypes and DifferentationInterface, since they're "free" dependencies. ADTypes is pulled in via DI, and DI is pulled in via DiffEqCallbacks and NonlinearSolve, both of which are dependencies of MTK.

[ChrisRackauckas]

Leave any Jac change for a future PR. Contain the scope a bit here.

[isaacsas]

One thing that Catalyst does that might be nice is to also support rational functions by converting them into polynomial systems. I think @TorkelE set this up with @shashi at some point via a mix of stuff in Catalyst and Symbolics.

[AayushSabharwal]

Could you point to what transformation you're referring to regarding rational functions?

[isaacsas]

You can always multiply through by the denominators to make the system polynomial.

If you look at the Catalyst extension you can see what @TorkelE did.

https://github.com/SciML/Catalyst.jl/blob/master/ext/CatalystHomotopyContinuationExtension/homotopy_continuation_extension.jl

[AayushSabharwal]

Ah, I see what you mean now. Yeah that should be simple.

[isaacsas]

Note, there is no reason not to leave rational systems for a follow up. Just having it on polynomial systems to start is nice!