v0.6.1

What's Changed

• Update DifferentiableFrankWolfe to v0.2 by @gdalle in #94
• Update documenter to v1.0 by @BatyLeo in #96
• Fix missing kwargs in FenchelYoungLoss with generalized maximizer by @BatyLeo in #97
• New compat bounds and fix Aqua compat tests by @BatyLeo in #100
• Bump codecov/codecov-action from 3 to 4 by @dependabot in #103

Full Changelog: v0.6.0...v0.6.1

v0.6.0

What's Changed

• Stop testing on nightly by @gdalle in #90
• Make tests easier to debug by @gdalle in #91
• Bump actions/checkout from 3 to 4 by @dependabot in #92
• Allow more general objectives in combinatorial layers by @BatyLeo in #30
• Fast differentiable sorting and ranking by @BatyLeo in #88

Full Changelog: v0.5.2...v0.6.0

v0.5.2

What's Changed

• Fix fallbacks for sparse argmax and soft argmax regularizations by @BatyLeo in #84
• Tmp fix for extension-related JET error by @gdalle in #85
• Perturbed oracles with variance reduction by @BatyLeo in #80
• update version to 0.5.2 by @LouisBouvier in #89

New Contributors

• @LouisBouvier made their first contribution in #89

Full Changelog: v0.5.1...v0.5.2

v0.5.1

InferOpt v0.5.1

Diff since v0.5.0

Closed issues:

• Missing factor in the PerturbedMultiplicative perturbation (#81)
• 1/2 factor missing in PerturbedMultiplicative (#82)

Merged pull requests:

• Replace epsilon with epsilon / 2 (#83) (@gdalle)

v0.5.0

InferOpt v0.5.0

This release introduces many breaking changes, but most importantly it fixes a longstanding bug with perturbed oracles: their derivatives were erroneously scaled by the number of samples taken. We urge all users to update to v0.5.0 rapidly.

Diff since v0.3.1

Closed issues:

• differentiable graph creation (#23)
• Are you planning to update Python's inferopt in the future? (#24)
• Keyword arguments for SPOPlusLoss (#27)
• Add option for parallelization of Perturbed maximizers (#29)
• Update CI to the official 1.8 (#32)
• Implement generalized imitation losses (#36)
• Remove dispatch on Real (#38)
• Remove double explicit/unicode names support in constructors (#41)
• Add JET.test_package to test suite (#44)
• Tests are toooooooo long (#46)
• Add identity pullback (#47)
• Add Aqua badge to README (#58)
• Slight error in the background section of the documentation (#59)
• Supply custom convex solver for regularized (#64)
• Get rid of SimpleTraits? (#68)
• Cite alternatives (#69)
• Perturbed Jacobians scale with the number of samples (#74)

Merged pull requests:

• Enable kwargs in maximizer for SPOPlusLoss and StructuredSVMLoss (#28) (@BatyLeo)
• Parallelize perturbed with ThreadsX (#31) (@BatyLeo)
• Add links to satellite packages in the documentation (#33) (@BatyLeo)
• Update GridGraphs and remove deprecated docs (#34) (@gdalle)
• CompatHelper: bump compat for Krylov to 0.9, (keep existing compat) (#35) (@github-actions[bot])
• Generic implementation of ImitationLoss (#37) (@BatyLeo)
• Clean up tests to diagnose Frank-Wolfe linear solver error (#39) (@gdalle)
• Remove explicit names in all constructors (#42) (@BatyLeo)
• Add static tests with JET (#45) (@gdalle)
• Add PlusIdentity (#49) (@gdalle)
• Bump actions/checkout from 2 to 3 (#50) (@dependabot[bot])
• Bump codecov/codecov-action from 2 to 3 (#51) (@dependabot[bot])
• CompatHelper: bump compat for StatsBase to 0.34, (keep existing compat) (#52) (@github-actions[bot])
• TestItem framework (#53) (@gdalle)
• Fix tests and README (#54) (@gdalle)
• Split nightly CI (#60) (@gdalle)
• Verbose tests and Aqua badge (#61) (@gdalle)
• Rely on DifferentiableFrankWolfe.jl (#65) (@gdalle)
• Remove all <:Real type constraints (#71) (@gdalle)
• Correct rrule for perturbed (#75) (@gdalle)
• Fix duplicate method (#77) (@gdalle)
• The OVERHAUL (#78) (@gdalle)

v0.4.0

What's Changed

• Enable kwargs in maximizer for SPOPlusLoss and StructuredSVMLoss by @BatyLeo in #28
• Add links to satellite packages in the documentation by @BatyLeo in #33
• Parallelize perturbed with ThreadsX by @BatyLeo in #31
• Update GridGraphs and remove deprecated docs by @gdalle in #34

Full Changelog: v0.3.1...0.4.0

v0.3.1

What's Changed

• Fixed a typo by @pitmonticone in #20
• Clean up docs for JuliaCon by @gdalle in #22

New Contributors

• @pitmonticone made their first contribution in #20

Full Changelog: v0.3.0...v0.3.1

v0.3.0

What's Changed

• RegularizedGeneric based on Frank-Wolfe by @gdalle in #18
• Prepare for v0.3.0 by @gdalle in #19
• Fix type issue in FW by promoting to float by @gdalle in #21

Full Changelog: v0.2.0...v0.3.0

v0.2.0

Full Changelog: v0.1.0...v0.2.0

v0.1.0

Full Changelog: https://github.com/axelparmentier/InferOpt.jl/commits/v0.1.0