Depend on libosqp instead of rebuilding it

[h-vetinari]

~Upstream has been pushing new versions (0.7.x) that the bot seems to have missed.~

Edit: as it turns out, these were not meant for publication anyway.

Edit²: Split off the version bump into #49, now just doing the switch to conda-forge's libosqp

Closes #37 Closes #36 Closes #35 Xref #25

[conda-forge-linter]

Hi! This is the friendly automated conda-forge-linting service.

I just wanted to let you know that I linted all conda-recipes in your PR (recipe) and found it was in an excellent condition.

[marcelotrevisani]

@conda-forge-admin please rerender

[h-vetinari]

If you want we can separate this PR from the switch to libosqp, which is trickier than just a version bump

[conda-forge-webservices[bot]]

Hi! This is the friendly automated conda-forge-linting service.

I just wanted to let you know that I linted all conda-recipes in your PR (recipe) and found it was in an excellent condition.

[h-vetinari]

Hey @conda-forge/osqp @conda-forge/libosqp After being open for more than 2.5 years (xref #25), I've finally figured out how to build osqp against our existing shared library build of the C-side, libosqp (which contains libosqp.so / libosqp.dylib / osqp.dll etc. per platform).

That would finally bring this feedstock in line with conda-forge best practices, reduce the package footprint, and bring several other benefits.

However, this comes at the cost of having to deactivate the codegen ability of osqp. Basically:

• To support codegen, we'd need to copy the sources of osqp and qdldl as data into the installed osqp package, so that it can be copied and compiled into a standalone library when needed.
• We cannot sidestep this e.g. by pointing the codegen to our shared libosqp builds (aside from the fact that the end result would not be standalone anymore), because libosqp in conda-forged is compiled without the EMBEDDED symbol being defined, and has a different ABI than what the code generation here requires.
  • For example, I believe that substantial changes to src/osqp/codegen/utils.py would be necessary, e.g. to add status_polish, which is required by the libosqp type when EMBEDDED is not defined, see here
  • While trying to make this work nevertheless (i.e. depending on our libosqp for the main library, but keeping the source files as "data" in site-packages, copying them for codegen and running the result), I ran into segfaults (CI), due to namespace, symbol & ABI clashes about which library the python side of osqp is passing its values to, so this too fell on its face.

To recap the available options:

1. patching the codegen to point to the shared libosqp is possible, but:
   • defeats the point of building standalone binaries
   • runs into ABI issues because our libosqp is compiled non-EMBEDDED
2. copying the osqp/qdldl sources into $SP_DIR/osqp/codegen/sources is also possible, but:
   • creates segfaults when running the codegen tests
   • conceivable that renaming some artefacts (e.g. the internally compiled osqp) would work, but that's not user-friendly either
3. creating a libosqp with the EMBEDDED ABI (there are three different ones actually!) is not reasonable
4. leaving the status quo is not desirable either
5. disable codegen (which I consider the least bad)

So I'm planning to disable codegen here (see the last patch), and wanted to ask if there are objections, alternatives I overlooked, or other thoughts about this.

CC @conda-forge/cvxpy @conda-forge/libqdldl @conda-forge/qdldl-python @vineetbansal @imciner2

[traversaro]

I think it is reasonable to disable codegen. If codegen is needed, one can always install the osqp wheels from PyPI in a conda environment.