v0.11.0

Enzyme v0.11.0

Diff since v0.10.18

Closed issues:

• EnzymeRules (#172)
• Stable docs missing from scripts deploy (#354)
• Missing support for erf (and related I guess) (#364)
• Error differentiating past FFT (#369)
• Merge fwddiff_deferred and autodiff_deferred (#483)
• Segmentation Fault (#514)
• Incorrect gradient returned when vector splatting is used (#545)
• lowerGCAllocBytes LLVM error running tests (#553)
• GC Segfault [private repo] (#555)
• Julia 1.9 GC segfault (#597)
• Linking two modules of different target triples: 'bcloader' is 'arm64-apple-macosx11.0.0' whereas 'text' is 'arm64-apple-darwin21.5.0' (#607)
• Test faulting in specialfunctions on ARM-based Apple M2 CPU (#609)
• Supporting rules on functions with keyword arguments (#617)
• Segmentation Fault (#630)
• Segment violation when trying to run an optimization problem with DiffEqFlux.jl (#634)
• Wrong gradients when modifying a vector in a struct (#639)
• Enzyme is modifying variables in a struct that is not part of active data (#640)
• getfield calls not supported (#644)
• Type insertion error (#646)
• cannot handle (forward) unknown intrinsic llvm.rint and pretty nasty segfault (#647)
• Cannot handle instrinsic @llvm.trunc.f64 (#648)
• Computing hessian of unnamed functions throws error (#649)
• Calling convention mismatch autodiff(Forward, rosenbrock_inp, Duplicated, BatchDuplicated(x, (dx_1, dx_2))) causes segmentation fault (#652)
• LLVM bug encountered in Turing.jl (#658)
• 50% correctness with certain Turing models (#659)
• Insufficiently aggressive activity analysis (#660)
• Primal returned instead of shadow? (#667)
• incorrect value when comparing with ForwardDiff (Forward mode) (#672)
• Duplicated of Ref value does not accumulate gradient in GPU kernel (#674)
• Active variables passed by value to jl_threadsfor (#675)
• Parameter unpacking yields ERRORs (#677)
• Forward over reverse of a simple spring energy (#684)
• Forward over Reverse Example broken on 0.11-dev (#685)
• Unhandled binary operator (#688)
• Inconsistent results with ParameterHandling.jl (#691)
• Realloc error on Reverse over Forward (#693)
• Custom rule not detected if defined after call to autodiff (#696)
• running autodiff twice leads to bad result when result vector is preallocated (#699)
• Missing docstrings for types used in custom reverse rules (#704)
• Calling convention mismatch error with custom reverse rule (#706)
• Gradient of matrix determinant errors (#709)
• seg fault in legalRecompute (#716)
• CUDA test fails - no method matching LLVM.Value (#718)

Merged pull requests:

• Add EnzymeCore changes for split mode (#334) (@vchuravy)
• Add split mode to orcv2 support (#534) (@vchuravy)
• Add support for user-defined rules: Take 4 (#589) (@wsmoses)
• Cleanup deferred (#604) (@wsmoses)
• Add EnzymeRules to autodocs (#605) (@vchuravy)
• Test and improve custom forward rule shadow handling (#608) (@wsmoses)
• Fix rrule api (#612) (@wsmoses)
• Move and simplify activity rules (#614) (@wsmoses)
• declare autodiff in EnzymeCore (#618) (@vchuravy)
• KA rules (#619) (@vchuravy)
• Add flexshadow option (#620) (@wsmoses)
• Add svec_ref null handler (#621) (@wsmoses)
• Improve error message (#622) (@wsmoses)
• Use tuple of modification status rather than single bool (#625) (@wsmoses)
• Bump workaround (#627) (@wsmoses)
• Ensure mustwrap preserves sret (#628) (@wsmoses)
• Convert task errors to runtime (#629) (@wsmoses)
• Implement blocking inlining for kwcall with rule (#638) (@vchuravy)
• Add rosenbrock example (#641) (@vchuravy)
• Fix calling conv promotion (#653) (@wsmoses)
• Fix activity bug on broadcast (#656) (@wsmoses)
• Bump jll (#657) (@wsmoses)
• Handle copy of inactive input (#661) (@wsmoses)
• Attempt fixes in runtime generic (#663) (@wsmoses)
• Initial split mode [and related ABI change] (#664) (@wsmoses)
• Add view splat test (#665) (@wsmoses)
• Try enabling more tests (#666) (@wsmoses)
• Fallback runtime generic fix (#668) (@wsmoses)
• Bump jll (#670) (@wsmoses)
• Add const activity test (#671) (@wsmoses)
• Adapt to GPUCompiler 0.18 (#673) (@vchuravy)
• Change function in thunk to be type rather than instance (#678) (@wsmoses)
• Fix 1.9 via inactive call latest (#679) (@wsmoses)
• Fix indirection and improve errors (#680) (@wsmoses)
• Fix runtime exception (#682) (@wsmoses)
• Handle emulated fma (#689) (@wsmoses)
• Adapt to llvm5 (#694) (@wsmoses)
• Custom rule doc example (#697) (@gaurav-arya)
• support invalidation for user-defined rules (#702) (@aviatesk)
• Inactive box char fn (#703) (@wsmoses)
• Handle active parallel thread loops (#705) (@wsmoses)
• Bump jll (#707) (@wsmoses)
• Enable optimization for addr13 (#711) (@wsmoses)
• Fix custom reverse rule ordering bug (#713) (@wsmoses)
• Fix gpucompiler kernel arg (#719) (@wsmoses)
• Adapt to new c abi (#720) (@wsmoses)
• Remove user level parent job option (#721) (@wsmoses)
• Bump EnzymeCore version (#722) (@wsmoses)