v0.13.0

Enzyme v0.13.0

Diff since v0.12.36

Merged pull requests:

• adjustments to the latest inlining interface changes (#1350) (@aviatesk)
• more comprehensive unit tests for gradient and jacobian (#1773) (@ExpandingMan)
• Suggest workaround in error for overwritten active by ref (#1791) (@danielwe)
• Consider constant fp in runtime activity (#1797) (@wsmoses)
• Fix custom active reverse mode check (#1798) (@wsmoses)
• Look for more writebarrier opportunities (#1800) (@wsmoses)
• Restrict version to 1.10+ (#1809) (@wsmoses)
• Fix MixedDuplicated ABI error on primalerror (#1815) (@wsmoses)
• Runtime activity in mode (#1816) (@wsmoses)
• Ensure typeof doesn't get cached (#1826) (@wsmoses)
• Improve deferred error message (#1827) (@wsmoses)
• Fix diffuse rooting (#1829) (@wsmoses)
• Fix nightly precompile (#1830) (@wsmoses)
• Update Project.toml (#1831) (@wsmoses)
• Move return primal into forward mode (#1832) (@wsmoses)
• Fix rand set (#1833) (@wsmoses)
• Jitrules batched fn (#1835) (@wsmoses)
• Force usage of full typetree on copy/memset (#1838) (@wsmoses)
• Auto upgrade to autodiff_deferred in nested AD (#1839) (@wsmoses)
• Autodiff with do blocks (#1840) (@wsmoses)
• Update sugar apis (#1844) (@wsmoses)
• Simplify deferred functions (#1849) (@wsmoses)
• Use namedtuple for grad/jacobian (#1850) (@wsmoses)
• Add within autodiff cmd (#1851) (@wsmoses)

Closed issues:

• autodiff_deferred with derivatives of order greater than 2 (#1173)
• Minimal CUDA version for Lux Dense Layer (#1442)
• Computing third order derivatives (#1707)
• recent jacobian changes break StaticArrays (#1714)
• sqrt(sum(f, x)) triggers mismatched activity error in forward over reverse (#1794)
• Oceananigans segfault (#1799)
• Error: "task switch not allowed from inside staged nor pure functions" (#1804)
• Forward mode gradient AssertionError (#1807)
• Error: task switch not allowed from inside staged nor pure functions (#1808)
• Move runtime activity into mode parameter (#1810)
• Minimalist StackOverflow in Reverse mode (#1814)
• AD through ODE solution (#1818)
• constant memory now breaking static arrays (#1822)
• ifelse on NaN causing NaN in the reverse path (#1842)
• Readme image is broken (#1846)
• Tuple returns: forward vs reverse (#1847)
• Write analysis pass on autodiff vs autodiff_thunk (#1854)