InferOpt.jl

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Bumps [julia-actions/setup-julia](https://github.com/julia-actions/setup-julia) from 1 to 2. Release notes Sourced from julia-actions/setup-julia's releases. v2.0.0 - Update to Node20 What's Changed update to node20 by @​ranocha in julia-actions/setup-julia#209 Note the rationale for...

dependabot[bot]

Documentation revamp

1

- [x] Use `DocStringExtensions.jl` - [x] Separate API between specific problems, losses, optim layers and internals - [x] Background page for math (optim + ML), focus on discrete functions rather...

BatyLeo

High priority: - Use https://github.com/JuliaDocs/DocStringExtensions.jl - Background page for math (optim + ML), focus on discrete functions rather than linear programs - Guide for choosing the right tool (as in...

gdalle

No agnostic line search

8

Testing the waters to see if #40 has been solved by the latest release of FrankWolfe mentioned in https://github.com/ZIB-IOL/FrankWolfe.jl/issues/387

gdalle

Adaptive line search for Frank-Wolfe breaks tests

5

Frank-Wolfe related tests fail due to the linear solver for implicit differentiation not converging Main suspect: https://github.com/ZIB-IOL/FrankWolfe.jl/issues/387

gdalle

I must make it easier for contributors to understand how chain rules are written. This requires: - basics of autodiff and VJPs - formulas

gdalle

Clarify & demonstrate use of kwargs

1

At the moment it's not clear in the documentation which kwargs are given to which pipeline element at which time. Even I'm a bit lost ^^

gdalle

Better documentation

1

We urgently need a better documentation with - a better intro to the theory - examples for all types of loss functions - examples for using kwargs to pass instances...

gdalle

Fix JET tests

8

Since I figured out how to use `JET.report_package` properly, it throws a few errors for interface functions that are not implemented. For now the test is skipped, but we need...

gdalle

Add tests checking rrules gradients against finite differences

1

We should add some tests checking that gradients computed by our rrules are correct. For this, we can use [FiniteDifferences.jl](https://github.com/JuliaDiff/FiniteDifferences.jl) or [ChainRulesTestUtils.jl](https://github.com/JuliaDiff/ChainRulesTestUtils.jl).

BatyLeo