DifferentiationInterface-v0.5.15

TLDR

• Behind-the-scenes work in preparation for #412

What's Changed

• Give standard basis vectors the correct type by @gdalle in #421
• Split out extras types by @gdalle in #422
• Add same-point preparation to fallback macros by @gdalle in #424
• Refactor pushforward and pullback by @gdalle in #425
• Add batched seeds to default scenarios by @gdalle in #423
• CompatHelper: bump compat for FastDifferentiation in [weakdeps] to 0.4 for package DifferentiationInterface, (keep existing compat) by @github-actions in #426
• Bump DI to v0.5.15 by @gdalle in #427

Full Changelog: DifferentiationInterface-v0.5.14...DifferentiationInterface-v0.5.15

DifferentiationInterface-v0.5.14

What's Changed

• Unprepared operators for ForwardDiff by @gdalle in #414

Full Changelog: DifferentiationInterface-v0.5.13...DifferentiationInterface-v0.5.14

DifferentiationInterface-v0.5.13

What's Changed

• Implement automatic preparation with eval macro by @gdalle in #409
• CompatHelper: bump compat for Symbolics in [weakdeps] to 6 for package DifferentiationInterface, (keep existing compat) by @github-actions in #410
• Bump version by @gdalle in #411
• Upgrade to SparseMatrixColorings v0.4 by @gdalle in #405

Full Changelog: DifferentiationInterface-v0.5.12...DifferentiationInterface-v0.5.13

DifferentiationInterface-v0.5.12

TLDR

• Better handling of closures with the function_annotation keyword to AutoEnzyme (#407)

What's Changed

• Put local installation in CI by @gdalle in #402
• Leverage function_annotation for AutoEnzyme by @gdalle in #407
• Bump DI to v0.5.12 by @gdalle in #408

Full Changelog: DifferentiationInterface-v0.5.11...DifferentiationInterface-v0.5.12

DifferentiationInterface-v0.5.11

Warning

This release is broken for Enzyme, use v0.5.12 instead

What's Changed

• CompatHelper: add new compat entry for FiniteDiff in [weakdeps] at version 2 for package DifferentiationInterfaceTest, (keep existing compat) by @github-actions in #399
• CompatHelper: add new compat entry for LuxTestUtils in [weakdeps] at version 1 for package DifferentiationInterfaceTest, (keep existing compat) by @github-actions in #398
• CompatHelper: add new compat entry for Zygote in [weakdeps] at version 0.6 for package DifferentiationInterfaceTest, (keep existing compat) by @github-actions in #396
• CompatHelper: add new compat entry for Lux in [weakdeps] at version 0.5 for package DifferentiationInterfaceTest, (keep existing compat) by @github-actions in #397
• Fix LTS tests for DIT by @gdalle in #400
• Get rid of constant_function in AutoEnzyme by @gdalle in #401

Full Changelog: DifferentiationInterface-v0.5.10...DifferentiationInterface-v0.5.11

DifferentiationInterface-v0.5.10

TLDR

• Improvements in Hessian performance with SecondOrder(AutoForwardDiff(), AutoReverseDiff())
• Some behind-the-scenes work to enable differentiation of more generic structs, with the first tests for Flux and Lux neural nets (not part of API guarantees)

What's Changed

• CompatHelper: add new compat entry for FiniteDifferences in [weakdeps] at version 0.12 for package DifferentiationInterfaceTest, (keep existing compat) by @github-actions in #368
• CompatHelper: add new compat entry for Flux in [weakdeps] at version 0.14 for package DifferentiationInterfaceTest, (keep existing compat) by @github-actions in #367
• Fix Flux compat bound by @gdalle in #369
• Smarter symmetric decompression by @gdalle in #370
• Debug Flux tests by @gdalle in #371
• Fix size-1 Jacobian with Enzyme by @gdalle in #374
• Handle closures with Enzyme by @gdalle in #375
• Relax DocStringExtensions compat entries by @adrhill in #379
• Keep tests in same env by @gdalle in #381
• Better handling of AutoEnzyme(constant_function=false) by @gdalle in #382
• Put some Enzyme stuff in utils by @gdalle in #384
• Test ForwardDiff over ReverseDiff by @gdalle in #386
• ForwardDiff over anything - prepare inner gradient for HVP by @gdalle in #385
• Update Compat's compat by @gdalle in #389
• Bump SparseConnectivityTracer compat to v0.6 by @adrhill in #392
• Don't test on 'lts' and 'pre' for draft PRs by @gdalle in #391
• Add Lux tests by @gdalle in #372
• Revert handling of AutoEnzyme(; constant_function) by @gdalle in #394
• Bump DI version to 0.5.10 by @gdalle in #395

Full Changelog: DifferentiationInterface-v0.5.9...DifferentiationInterface-v0.5.10

DifferentiationInterface-v0.5.9

What's Changed

• Weird array test scenarios in DIT extensions by @gdalle in #359
• Put test dependencies in individual projects by @gdalle in #361
• CompatHelper: add new compat entry for PackageExtensionCompat at version 1 for package DifferentiationInterfaceTest, (keep existing compat) by @github-actions in #362
• Use dy=true for gradient (smallest possible 1) by @gdalle in #363
• First test scenarios for Flux gradients by @nialamarcotte in #352
• Make Flux scenarios private in DIT by @gdalle in #364
• Bump DI to v0.5.9 by @gdalle in #365

New Contributors

• @nialamarcotte made their first contribution in #352

Full Changelog: DifferentiationInterface-v0.5.8...DifferentiationInterface-v0.5.9

DifferentiationInterface-v0.5.8

What's Changed

• Update citation and backend list by @gdalle in #342
• Add Enzyme performance warning by @gdalle in #344
• Update operator doc strings by @adrhill in #347
• Use new ReverseDiff compile type parameter by @niklasschmitz in #351
• Restructure tests by @gdalle in #354
• Fix tag construction in ForwardDiff by @gdalle in #357
• Bump DI version to 0.5.8 by @gdalle in #358

New Contributors

• @niklasschmitz made their first contribution in #351

Full Changelog: DifferentiationInterface-v0.5.7...DifferentiationInterface-v0.5.8

DifferentiationInterface-v0.5.7

What's Changed

• Set default batch size to 1 by @gdalle in #340

Full Changelog: DifferentiationInterface-v0.5.6...DifferentiationInterface-v0.5.7

DifferentiationInterfaceTest-v0.5.0

TLDR

Breaking changes to the Scenario API in #323. The constructors now require more data, the ref_backend has (temporarily?) disappeared for test_differentiation, and benchmark_differentiation directly returns a DataFrame.

What's Changed

• Replace closures with callable structs in second order by @gdalle in #315
• Add dev guide to docs by @gdalle in #317
• Rename p to dg for Hessian-vector product by @gdalle in #318
• Update CITATION by @adrhill in #322
• Revamp test scenarios by @gdalle in #323
• Batched pushforward, pullback and hvp by @gdalle in #320
• Update SCT compat in DIT by @gdalle in #327
• Batched ForwardDiff pushforward by @gdalle in #328
• Batched HVP by @gdalle in #330
• Test batched operators by @gdalle in #331
• Remove custom printing by @gdalle in #332
• Fix backend display in docs by @gdalle in #333
• Better seed handling in Jacobian and Hessian by @gdalle in #334
• Fix DifferentiationInterfaceTest tutorial by @gdalle in #335
• Bump versions by @gdalle in #336
• Improve type stability of Jacobians and Hessian, fix test scenarios by @gdalle in #337

Full Changelog: DifferentiationInterfaceTest-v0.4.4...DifferentiationInterfaceTest-v0.5.0