DifferentiationInterface.jl | The Julia Language Ecosystem Directory

DifferentiationInterface.jl - DifferentiationInterface-v0.5.10 Latest Release

Published by gdalle 3 months ago

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

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.5.9...DifferentiationInterface-v0.5.10

DifferentiationInterface.jl - DifferentiationInterface-v0.5.9

Published by gdalle 3 months ago

What's Changed

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

New Contributors

@nialamarcotte made their first contribution in https://github.com/gdalle/DifferentiationInterface.jl/pull/352

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.5.8...DifferentiationInterface-v0.5.9

DifferentiationInterface.jl - DifferentiationInterface-v0.5.8

Published by gdalle 3 months ago

What's Changed

Update citation and backend list by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/342
Add Enzyme performance warning by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/344
Update operator doc strings by @adrhill in https://github.com/gdalle/DifferentiationInterface.jl/pull/347
Use new ReverseDiff compile type parameter by @niklasschmitz in https://github.com/gdalle/DifferentiationInterface.jl/pull/351
Restructure tests by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/354
Fix tag construction in ForwardDiff by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/357
Bump DI version to 0.5.8 by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/358

New Contributors

@niklasschmitz made their first contribution in https://github.com/gdalle/DifferentiationInterface.jl/pull/351

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.5.7...DifferentiationInterface-v0.5.8

DifferentiationInterface.jl - DifferentiationInterface-v0.5.7

Published by gdalle 4 months ago

What's Changed

Set default batch size to 1 by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/340

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.5.6...DifferentiationInterface-v0.5.7

DifferentiationInterface.jl - DifferentiationInterface-v0.5.6

Published by gdalle 4 months ago

TLDR

A lot of internal changes to allow for batched mode pushforward, pullback and hvp (propagating several seeds at once) in #320 and other PRs. The end result is that jacobian and hessian should be faster for the backends that support it, in both dense and sparse settings.

At the moment, batched mode is not public API, and only works with ForwardDiff (by storing several Partials in a Dual number), but I plan to add Enzyme soon (leveraging BatchDuplicated). When I say "not public API", I mean that users will reap the benefits by default when they call jacobian or hessian, but shouldn't rely on the lower-level primitives pushforward, pullback and hvp to work in batched mode (this behavior is not documented anyway).

What's Changed

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

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.5.5...DifferentiationInterface-v0.5.6

DifferentiationInterface.jl - DifferentiationInterfaceTest-v0.5.0

Published by gdalle 4 months ago

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

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterfaceTest-v0.4.4...DifferentiationInterfaceTest-v0.5.0

DifferentiationInterface.jl - DifferentiationInterfaceTest-v0.4.4

Published by gdalle 5 months ago

What's Changed

Methods with and without extras by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/313
Bump versions by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/314
Add dual number–based second derivatives for ForwardDiff by @gerlero in https://github.com/gdalle/DifferentiationInterface.jl/pull/310

New Contributors

@gerlero made their first contribution in https://github.com/gdalle/DifferentiationInterface.jl/pull/310

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.5.4...DifferentiationInterfaceTest-v0.4.4

DifferentiationInterface.jl - DifferentiationInterface-v0.5.5

Published by gdalle 5 months ago

What's Changed

Methods with and without extras by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/313
Bump versions by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/314
Add dual number–based second derivatives for ForwardDiff by @gerlero in https://github.com/gdalle/DifferentiationInterface.jl/pull/310

New Contributors

@gerlero made their first contribution in https://github.com/gdalle/DifferentiationInterface.jl/pull/310

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.5.4...DifferentiationInterface-v0.5.5

DifferentiationInterface.jl - DifferentiationInterfaceTest-v0.4.3

Published by gdalle 5 months ago

What's Changed

Better preparation for second order with single backend by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/287
Bump DI version to 0.5.2 by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/288
Fix DIT test badge by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/289
Put backend tests into folders by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/292
Fix backend printing by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/294
Remove Symbolics sparsity detector by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/295
Add DenseSparsityDetector by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/297
Update fallback for mutating second-order operators by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/298
Remove last remnants of SymbolicsSparsityDetector by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/301
Operators that combine first and second order by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/300
Make Zygote extension depend on ForwardDiff too by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/303
Measure code coverage for test folder too by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/304
Test on 1.11 by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/302
Implement value_gradient_and_hessian by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/305
Fix docs typo by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/306
Bump DI compat in DIT by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/308

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterfaceTest-v0.4.2...DifferentiationInterfaceTest-v0.4.3

DifferentiationInterface.jl - DifferentiationInterface-v0.5.4

Published by gdalle 5 months ago

What's Changed

Update fallback for mutating second-order operators by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/298
Remove last remnants of SymbolicsSparsityDetector by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/301
Operators that combine first and second order by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/300
Make Zygote extension depend on ForwardDiff too by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/303
Measure code coverage for test folder too by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/304
Test on 1.11 by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/302
Implement value_gradient_and_hessian by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/305
Fix docs typo by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/306
Bump DI compat in DIT by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/308

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.5.3...DifferentiationInterface-v0.5.4

DifferentiationInterface.jl - DifferentiationInterface-v0.5.3

Published by gdalle 5 months ago

What's Changed

Fix DIT test badge by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/289
Put backend tests into folders by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/292
Fix backend printing by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/294
Remove Symbolics sparsity detector by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/295
Add DenseSparsityDetector by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/297

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.5.2...DifferentiationInterface-v0.5.3

DifferentiationInterface.jl - DifferentiationInterface-v0.5.2

Published by gdalle 5 months ago

What's Changed

Better preparation for second order with single backend by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/287
Bump DI version to 0.5.2 by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/288

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.5.1...DifferentiationInterface-v0.5.2

DifferentiationInterface.jl - DifferentiationInterface-v0.5.1

Published by gdalle 5 months ago

What's Changed

Re-add Enzyme test by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/279
Update SCT compat by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/281
No mapreduce in default test scenarios by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/282
Fix broken link by @roflmaostc in https://github.com/gdalle/DifferentiationInterface.jl/pull/283
Better hessian check, Const(f) in Enzyme by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/284
Support second order for Enzyme, take 2 by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/285

New Contributors

@roflmaostc made their first contribution in https://github.com/gdalle/DifferentiationInterface.jl/pull/283

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.5.0...DifferentiationInterface-v0.5.1

DifferentiationInterface.jl - DifferentiationInterfaceTest-v0.4.2

Published by gdalle 5 months ago

What's Changed

Re-add Enzyme test by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/279
Update SCT compat by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/281
No mapreduce in default test scenarios by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/282
Fix broken link by @roflmaostc in https://github.com/gdalle/DifferentiationInterface.jl/pull/283
Better hessian check, Const(f) in Enzyme by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/284
Support second order for Enzyme, take 2 by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/285

New Contributors

@roflmaostc made their first contribution in https://github.com/gdalle/DifferentiationInterface.jl/pull/283

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterfaceTest-v0.4.1...DifferentiationInterfaceTest-v0.4.2

DifferentiationInterface.jl - DifferentiationInterfaceTest-v0.4.1

Published by gdalle 5 months ago

What's Changed

Increase code coverage by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/264
Emphasize operator preparation in README by @adrhill in https://github.com/gdalle/DifferentiationInterface.jl/pull/266
CompatHelper: bump compat for JET to 0.9 for package DifferentiationInterfaceTest, (keep existing compat) by @github-actions in https://github.com/gdalle/DifferentiationInterface.jl/pull/267
Split backend tests into different workflows by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/269
Use SparseMatrixColorings by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/270
Symmetric coloring and decompression for Hessians by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/272
Prettier installation instructions by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/273
Revamp documentation by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/276
AutoSparse should only support Jacobians and Hessians by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/277

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterfaceTest-v0.4.0...DifferentiationInterfaceTest-v0.4.1

DifferentiationInterface.jl - DifferentiationInterface-v0.5.0

Published by gdalle 5 months ago

What's Changed

AutoSparse should only support Jacobians and Hessians by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/277

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.4.2...DifferentiationInterface-v0.5.0

DifferentiationInterface.jl - DifferentiationInterface-v0.4.2

Published by gdalle 5 months ago

What's Changed

Prettier installation instructions by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/273
Revamp documentation by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/276

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.4.1...DifferentiationInterface-v0.4.2

DifferentiationInterface.jl - DifferentiationInterface-v0.4.1

Published by gdalle 5 months ago

What's Changed

Increase code coverage by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/264
Emphasize operator preparation in README by @adrhill in https://github.com/gdalle/DifferentiationInterface.jl/pull/266
CompatHelper: bump compat for JET to 0.9 for package DifferentiationInterfaceTest, (keep existing compat) by @github-actions in https://github.com/gdalle/DifferentiationInterface.jl/pull/267
Split backend tests into different workflows by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/269
Use SparseMatrixColorings by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/270
Symmetric coloring and decompression for Hessians by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/272

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterface-v0.4.0...DifferentiationInterface-v0.4.1

DifferentiationInterface.jl - DifferentiationInterfaceTest-v0.4.0

Published by gdalle 5 months ago

Breaking

Input and output of benchmarking changed, output is now part of API (https://github.com/gdalle/DifferentiationInterface.jl/pull/257)

What's Changed

Remove SparseDiffTools from README by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/235
Add details on sparsity by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/237
Add Zenodo DOIs by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/238
Fix links in sparse tutorial by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/239
Updates for Tapir by @willtebbutt in https://github.com/gdalle/DifferentiationInterface.jl/pull/241
Speed up coloring by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/242
Separate tests by backend by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/244
Sort tests into single and double backends by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/245
Move coloring soundness tests to DIT by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/246
Add Symbolics to backend docs by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/247
Clean up tests by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/248
Julia 1.6 compat by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/243
Fix warning indentation by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/250
Add warning to preparation by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/253
Warm up for Tapir's rrule by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/254
Preparation of pushforward, pullback and hvp for same point x by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/255
Simplify benchmark table by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/257
Update description of overview table by @scheidan in https://github.com/gdalle/DifferentiationInterface.jl/pull/240
Switch to SCT in the tutorial, make coloring part of API by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/258
Use inventory links in docs by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/260
Tapir Safe Mode by @willtebbutt in https://github.com/gdalle/DifferentiationInterface.jl/pull/259
Color by decreasing vertex degree by @gdalle in https://github.com/gdalle/DifferentiationInterface.jl/pull/262

New Contributors

@willtebbutt made their first contribution in https://github.com/gdalle/DifferentiationInterface.jl/pull/241
@scheidan made their first contribution in https://github.com/gdalle/DifferentiationInterface.jl/pull/240

Full Changelog: https://github.com/gdalle/DifferentiationInterface.jl/compare/DifferentiationInterfaceTest-v0.3.0...DifferentiationInterfaceTest-v0.4.0

DifferentiationInterface.jl - DifferentiationInterface-v0.4.0

Published by gdalle 5 months ago

Breaking

Split reverse mode (value_and_pullback(!)_split) has been replaced by same-point preparation of pullback, which is functionally identical (https://github.com/gdalle/DifferentiationInterface.jl/pull/255)