Switch from AbstractDifferentiation to DifferentiationInterface?

[gdalle]

Hi there @marius311! My new package DifferentiationInterface is becoming the new standard for autodiff bindings, would you be open to a PR that transitions towards it?

[marius311]

Yep very open. I would just remove AbstractDifferentiation entirely and bump the major-number version.

[dominic-chang]

Replace AbstractDifferentiation with DifferentiationInterface #20

This seems great! Is this branch ready for use? The tests failed for me so I thought I would ask. I get a compatibility issue:

ERROR: Unsatisfiable requirements detected for package FillArrays [1a297f60]:
 FillArrays [1a297f60] log:
 ├─possible versions are: 0.2.0-1.13.0 or uninstalled
 ├─restricted by compatibility requirements with Soss [8ce77f84] to versions: 0.11.0-0.13.11
 │ └─Soss [8ce77f84] log:
 │   ├─possible versions are: 0.1.0-0.21.2 or uninstalled
 │   └─restricted to versions 0.21.2-0.21 by project [26513d63], leaving only versions: 0.21.2
 │     └─project [26513d63] log:
 │       ├─possible versions are: 0.0.0 or uninstalled
 │       └─project [26513d63] is fixed to version 0.0.0
 └─restricted by compatibility requirements with DifferentiationInterface [a0c0ee7d] to versions: 1.7.0-1.13.0 — no versions left
   └─DifferentiationInterface [a0c0ee7d] log:
     ├─possible versions are: 0.1.0-0.6.42 or uninstalled
     └─restricted to versions 0.5 by MuseInference [43b88160], leaving only versions: 0.5.0-0.5.17
       └─MuseInference [43b88160] log:
         ├─possible versions are: 0.3.0 or uninstalled
         └─MuseInference [43b88160] is fixed to version 0.3.0

[gdalle]

I just updated that branch to the latest version of DI but I think other compat bounds need to be loosened for tests, most notably that on Turing in test/Project.toml

[marius311]

Great, thanks for that, gonna try to take a look today and hopefully merge!