v0.2.16

Reactant v0.2.16

Diff since v0.2.15

Merged pull requests:

• CuArray tracing (#475) (@wsmoses)
• Improve error message on broadcast (#476) (@wsmoses)
• Fix traced rnumber promotion (#477) (@wsmoses)
• Fix type unstable stack (#478) (@wsmoses)
• Rewrite apply iterate (#479) (@wsmoses)
• Improve cuda error (#480) (@wsmoses)
• Format code of branch "main" (#481) (@github-actions[bot])

v0.2.15

Reactant v0.2.15

Diff since v0.2.14

Merged pull requests:

• precompile first interpretation (#353) (@glou-nes)
• [GHA] Set author of PRs created by scheduled jobs to Enzyme bot (#455) (@giordano)
• feat: partial support for boolean indexing (#457) (@avik-pal)
• feat: no_nan mode and more passes (#458) (@avik-pal)
• Fix cuda isdefined error (#459) (@wsmoses)
• feat: more trigonometric functions (#462) (@avik-pal)
• fix: check for name and module in function (#463) (@avik-pal)
• Fix offsetarrays support (#464) (@wsmoses)
• Fix opaqueclosure Worldage issue (#465) (@wsmoses)
• Format code of branch "main" (#466) (@github-actions[bot])
• CompatHelper: add new compat entry for OffsetArrays in [weakdeps] at version 1 for package ., (keep existing compat) (#467) (@github-actions[bot])
• CompatHelper: add new compat entry for OffsetArrays at version 1 for package test, (keep existing compat) (#468) (@github-actions[bot])
• Update index.md (#469) (@x66ccff)
• Format code of branch "main" (#471) (@github-actions[bot])
• feat: missing mean(f, ...) dispatches (#472) (@avik-pal)
• Update index.md, delete the
  tag (#473) (@x66ccff)
• Provide better error message if calling thunk with wrong types (#474) (@wsmoses)

Closed issues:

• Precompile first interpretation (#348)
• How to empty cache? (#460)

v0.2.14

Reactant v0.2.14

Diff since v0.2.13

Merged pull requests:

• More mul overloads (#446) (@wsmoses)
• fix: use pip for jax (#450) (@avik-pal)
• Pipeline for nested enzyme differentiation (#452) (@wsmoses)
• Revert modularize bazel build to unbreak yggy (#453) (@wsmoses)
• CompatHelper: add new compat entry for SpecialFunctions in [weakdeps] at version 2 for package ., (keep existing compat) (#454) (@github-actions[bot])

Closed issues:

• Bad interaction between JAX and Reactant on aarch64-linux (#438)
• [2nd Order AD] Regularization term in loss function (#449)

v0.2.13

Reactant v0.2.13

Diff since v0.2.12

Merged pull requests:

• SpecialFunctions simple functions (#384) (@glou-nes)
• Modularize Bazel build (#421) (@mofeing)
• feat: support Base.stack (#433) (@avik-pal)
• Fix mul overload (#440) (@wsmoses)
• fix: handle aos for mul (#441) (@avik-pal)
• feat: missing BF16 dispatches (#443) (@avik-pal)
• refactor: rework TracedRNG to be similar to other types (#448) (@avik-pal)

Closed issues:

• 2nd order AD fails (#298)

v0.2.12

Reactant v0.2.12

Diff since v0.2.11

Merged pull requests:

• feat: indexing using traced values (#434) (@avik-pal)
• Regenerate MLIR Bindings (#435) (@github-actions[bot])
• fix: try building with cudnn 9.4 (#436) (@avik-pal)
• chore: bump jll (#437) (@avik-pal)

Closed issues:

• Scalar indexing triggered when requesting a view of a traced array (#408)

v0.2.11

Reactant v0.2.11

Diff since v0.2.10

Merged pull requests:

• CompatHelper: add new compat entry for YaoBlocks in [weakdeps] at version 0.13, (keep existing compat) (#312) (@github-actions[bot])
• WIP: kernels (#314) (@wsmoses)
• test: unbreak CUDA CI (#337) (@avik-pal)
• feat: correct handling of wrapped arrays functionalities (#342) (@avik-pal)
• reduce codegen on YaoBlocks.mat methods (#343) (@mofeing)
• refactor: use Ops instead of direct stablehlo calls (#347) (@avik-pal)
• Run CI on aarch64 (#350) (@mofeing)
• add missing @test (#352) (@glou-nes)
• Add Ops.hlo_call(::String, args...) (#358) (@Pangoraw)
• Kernels: support Julia 1.11 (#359) (@jumerckx)
• Define outer repeat method for TracedRArray (#361) (@AntonOresten)
• docs: add Reactant.Ops docs to the website (#362) (@avik-pal)
• feat: tracing Random.jl functionality correctly (#363) (@avik-pal)
• Interp2 (#365) (@wsmoses)
• fix: ensure printing of wrapped ConcreteRArrays goes through our show (#367) (@avik-pal)
• feat: add support for the remaining wrapper types (#369) (@avik-pal)
• Format code of branch "main" (#371) (@github-actions[bot])
• stablehlo.sort Ops (#374) (@glou-nes)
• No Transpose emission for 0 rank tensor (#375) (@glou-nes)
• fix: include files if they end with .jl (#377) (@avik-pal)
• refactor: move overrides into a separate file (#379) (@avik-pal)
• CompatHelper: bump compat for Flux to 0.16 for package test, (keep existing compat) (#383) (@github-actions[bot])
• Fix traced_getfield (#385) (@wsmoses)
• fix backtrace calls on debug mode (#387) (@mofeing)
• Kernel-supporting jll (#389) (@wsmoses)
• fix: override to overlay (#390) (@avik-pal)
• CompatHelper: add new compat entry for CUDA in [weakdeps] at version 5 for package ., (keep existing compat) (#391) (@github-actions[bot])
• CompatHelper: add new compat entry for CUDA at version 5 for package test, (keep existing compat) (#392) (@github-actions[bot])
• fix: missing interpolation in compile (#394) (@avik-pal)
• CompatHelper: add new compat entry for Random123 at version 1 for package test, (keep existing compat) (#395) (@github-actions[bot])
• CompatHelper: add new compat entry for StatsBase at version 0.34 for package test, (keep existing compat) (#396) (@github-actions[bot])
• CompatHelper: add new compat entry for StableRNGs at version 1 for package test, (keep existing compat) (#397) (@github-actions[bot])
• CompatHelper: add new compat entry for Distributions at version 0.25 for package test, (keep existing compat) (#398) (@github-actions[bot])
• CompatHelper: add new compat entry for HypothesisTests at version 0.11 for package test, (keep existing compat) (#399) (@github-actions[bot])
• feat: bump jll version and add opt pass (#400) (@avik-pal)
• ci: disable non-functional CI (#401) (@avik-pal)
• feat: add a no_enzyme option (#402) (@avik-pal)
• bump reactant jll (#404) (@Pangoraw)
• Inference cache (#405) (@jumerckx)
• Pythoncall (#407) (@wsmoses)
• JLL: enable throwing better errors (#409) (@wsmoses)
• Regenerate MLIR Bindings (#410) (@github-actions[bot])
• Format code of branch "main" (#411) (@github-actions[bot])
• CompatHelper: add new compat entry for PythonCall in [weakdeps] at version 0.9 for package ., (keep existing compat) (#412) (@github-actions[bot])
• CompatHelper: add new compat entry for PythonCall at version 0.9 for package test, (keep existing compat) (#413) (@github-actions[bot])
• generate EnzymeXLA dialect bindings (#414) (@mofeing)
• refactor: move python testing to integration (#415) (@avik-pal)
• fix: handle traced array returns inside objects (#417) (@avik-pal)
• Improve reactant error messages (#418) (@wsmoses)
• Fix ReactantPythonCallExt.jl (#419) (@wsmoses)
• feat: add zero and fill! for ConcreteRArray (#420) (@avik-pal)
• Fix error on global (#422) (@wsmoses)
• Cuv2 (#423) (@wsmoses)
• disable absint of absint (#424) (@wsmoses)
• fix: make eltype of Traced/Concrete Arrays to be respective RNumbers (#426) (@avik-pal)
• CUDA kernels take 3 (#427) (@wsmoses)
• Format code of branch "main" (#432) (@github-actions[bot])

Closed issues:

• getindex assumes contiguous indexing (#242)
• Incorrect stableHLO for grouped convolution gradient (#331)
• stablehlo.cholesky inconsistent on GPU vs CPU (#338)
• Incorrect traced code for upsampling functions (#339)
• Handling Wrapped Arrays Correctly (#345)
• dynamic_slice (#349)
• Handling random numbers correctly (#356)
• Cannot compile function with Module as parameter (#357)
• Cannot repeat >2-dimensional arrays (#360)
• Segfault on Integer Overflow (#368)
• [BUG]: Segfault with large amount of data (#380)
• Compile time scales with MPI ranks (and it shouldn't) (#386)
• Graceful termination on out of memory (#406)
• Autodiff code generation fails when caching values (#416)

v0.2.10

Reactant v0.2.10

Diff since v0.2.9

Merged pull requests:

• fix: correct usage of Ops.select for Base.ifelse (#332) (@avik-pal)
• feat: add dynamic_update_slice_const_prop pass + tril + triu (#334) (@avik-pal)
• Fix for interpreter (#341) (@wsmoses)

v0.2.9

Reactant v0.2.9

Diff since v0.2.8

Merged pull requests:

• No rules v2 (#326) (@wsmoses)
• perf: move all benchmarks to buildkite (#327) (@avik-pal)
• add select op shortcut (#328) (@mofeing)
• add shortcut to dot_general op (#330) (@mofeing)

Closed issues:

• Move benchmarks running in GitHub Runner to Buildkite CI (#207)
• conv gradient is not implemented in EnzymeJAX (#214)

v0.2.8

Reactant v0.2.8

Diff since v0.2.7

Merged pull requests:

• Add IFRT C-API bindings (#178) (@mofeing)
• Reactant interpreter overload (#259) (@wsmoses)
• First batch of shortcuts to HLO ops (#267) (@mofeing)
• fix attribute for arrray of bools (#279) (@Pangoraw)
• enable new optimizations (#280) (@Pangoraw)
• gensym in @code_hlo (#281) (@jumerckx)
• test for traced_type where array isn't captured by type param (#282) (@jumerckx)
• fix: don't print "Module" (#283) (@avik-pal)
• docs: nicer documentation setup (#284) (@avik-pal)
• add check for null in show(::Operation). (#285) (@jumerckx)
• build(deps): bump codecov/codecov-action from 4 to 5 (#286) (@dependabot[bot])
• Format code of branch "main" (#289) (@github-actions[bot])
• CompatHelper: add new compat entry for EnzymeCore at version 0.8, (keep existing compat) (#290) (@github-actions[bot])
• chore: specify sources for local dev (#292) (@avik-pal)
• feat: define aos_to_soa (#294) (@avik-pal)
• add fill to TracedRNumber (#295) (@glou-nes)
• Format code of branch "main" (#296) (@github-actions[bot])
• fix: vararg compilation (#299) (@avik-pal)
• ci: add downgrade testing (#300) (@avik-pal)
• Fix tracedarray (#302) (@wsmoses)
• fix create_result(::Array) for non-vectors (#304) (@mofeing)
• implement collect for TracedRArray (#305) (@mofeing)
• fix YaoBlocks.mat for rotation gates with TracedRNumber parameters (#306) (@mofeing)
• use row major when building attributes (#307) (@Pangoraw)
• Format code of branch "main" (#309) (@github-actions[bot])
• Speed up invoke usage (#313) (@wsmoses)
• specify aarch64-linux toolchain for Yggdrasil build (#316) (@mofeing)
• add optional debug info to Ops calls (#317) (@mofeing)
• Implement NNlib.∇conv_data! and NNlib.∇conv_filter! (#318) (@Pangoraw)
• Ops remaining basic numerical test (#320) (@glou-nes)
• fix: preserve IOContext for printing (#322) (@avik-pal)
• fix: #196 (#323) (@glou-nes)
• [JLL] Add conversion from llvm to mlir (#324) (@wsmoses)

Closed issues:

• IFRT tracking issue (#176)
• Abstract interpretation over ReactantInterpreter sometimes skips overriden methods (#189)
• crash with parameter less function (#196)
• Mismatch computing Enzyme.gradient between regular array and ConcreteRArray (#236)
• Add downgrade testing CI (#271)
• Inconsistent result for iszero for booleans (#277)
• Implement fill for TracedRNumber (#288)
• compilation failure of getindex with a type-assert (#293)

v0.2.7

Reactant v0.2.7

Diff since v0.2.6

Merged pull requests:

• fix: before_enzyme optimizations (#275) (@avik-pal)
• docs: add note on installing cuda version of Reactant on login nodes (#276) (@avik-pal)

Closed issues:

• What is a device to the RArray? (#16)