DifferentiationInterfaceTest-v0.10.0

DifferentiationInterfaceTest DifferentiationInterfaceTest-v0.10.0

Diff since DifferentiationInterfaceTest-v0.9.6

Breaking changes

• The Scenario type and its constructors have been modified
• Default sets of scenarios have been removed from the public API

See the changelog for details

Merged pull requests:

• fix: erase cache contexts before building function in Symbolics (#760) (@gdalle)
• fix: store sparsity pattern for symbolic backends (#764) (@gdalle)
• clarify doc for differentiate_with (#767) (@yebai)
• perf: remove Mooncake warmup during preparation (#772) (@gdalle)
• Fix typo in Scenario docstring (#773) (@penelopeysm)
• perf: optimize multibasis for sparse differentiation (#777) (@gdalle)
• CompatHelper: add new compat entry for GPUArraysCore in [weakdeps] at version 0.2 for package DifferentiationInterface, (keep existing compat) (#778) (@github-actions[bot])
• compintell --> chalk-lab (#781) (@yebai)
• perf: allocate Enzyme shadow memory during preparation (#782) (@gdalle)
• chore: apply JuliaFormatter v2 (#784) (@gdalle)
• feat!: specify preparation arguments in DIT Scenario (#786) (@gdalle)
• chore: add changelogs (#787) (@gdalle)
• feat: error hints for Enzyme (#788) (@gdalle)
• refactor: remove automatic code generation in DI (#789) (@gdalle)
• chore: add extra deps compats (#790) (@gdalle)
• chore: update citation with new Arxiv preprint (#795) (@gdalle)
• refactor!: remove scenario lists from public API (#796) (@gdalle)
• docs!: remove mention of default_scenarios in test_differentiation (#798) (@gdalle)

Closed issues:

• Better error messages for wrong preparation (#350)
• Better preparation for Enzyme (#481)
• Better Mooncake preparation (#518)
• Make it possible to overload basis and indices to iterate over non-arrays (#566)
• Dagger support (#567)
• Setting ForwardDiff chunk size can error for sparse AD (#593)
• Fix performance for ForwardDiff-over-ReverseDiff (#603)
• Add allocation benchmarks on StaticArrays (#616)
• Use native Enzyme gradient in reverse mode (#711)
• sparsity_pattern method is not defined for AutoSymbolics (#763)
• Assertion error with FastDifferentiation and ModelPredictiveControl (#765)
• Enzyme slower than FiniteDiff with Cache (#766)
• Specific preparation values for DifferentiationInterfaceTest.Scenarios (#771)
• Performance asymptotics for sparsity detection (#774)
• Avoid OneElement for basis creation by adding a GPUArrays extension (#776)
• Segfault with OrdinaryDiffEq and Enzyme (#779)
• Performance Regression from SparseDiffTools: Specialized sparse matrix decompression for structured matrices (#780)
• GC corruption with Enzyme cache modification (#785)
• Remove scenario lists from DIT interface (#793)
• Better document prep_args in DIT.Scenario (#794)