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EnzymeAD

14 indexed repositories · View on GitHub

Enzyme
High-performance automatic differentiation of LLVM and MLIR.

LLVM · 1695 stars
Enzyme.jl
Julia bindings for the Enzyme automatic differentiator

Julia · 586 stars
Reactant.jl
Optimize Julia Functions With MLIR and XLA for High-Performance Execution on CPU, GPU, TPU and more.

Julia · 370 stars
Enzyme-JAX
Custom Bindings for Enzyme Automatic Differentiation Tool and Interfacing with JAX.

MLIR · 131 stars
Enzyme-Tutorial

Jupyter Notebook · 21 stars
rustbook

Rust · 15 stars
numba-enzyme
Automatic differentiation of Numba functions via Enzyme

Python · 9 stars
Reactant

C++ · 6 stars
ReactantServer.jl
Production inference server for Reactant-compiled models, serving KServe V2 over gRPC

Julia · 5 stars
conda-recipes
Conda recipes

Shell · 1 star
CMake-Template
🔨 A template for using Enzyme with CMake

C · 0 stars
enzyme-explorer
📄 Docker scripts used to deploy Enzyme explorer

Shell · 0 stars
compiler-explorer-builder

Jinja · 0 stars
www
🌎 Enzyme project home page

SCSS · 0 stars

Open All

1195 open issues indexed

Random crashes on printing `ConcreteRArray` content result of a call (i.e. async not working) Open

EnzymeAD/Reactant.jl#9 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add missing Julia - StableHLO code mappings for `RArray`s Open

EnzymeAD/Reactant.jl#29 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
How to control the number of threads? Open

EnzymeAD/Reactant.jl#63 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Test `traced_getfield` on custom types Open

good first issue

EnzymeAD/Reactant.jl#79 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Test `Enzyme.autodiff` and related methods Open

good first issue

EnzymeAD/Reactant.jl#80 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Implement `Base.fill!` for `ConcreteRArray` Open

EnzymeAD/Reactant.jl#98 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Kwargs functions Open

good first issue

EnzymeAD/Reactant.jl#159 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Implement `Reactant.batch` function for better batching (vmap too!) Open

enhancement good first issue

EnzymeAD/Reactant.jl#180 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Experiment with `Core.Memory` address space Open

help wanted

EnzymeAD/Reactant.jl#181 · 0 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
Local build is broken on macOS Open

EnzymeAD/Reactant.jl#191 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Avoid `closures` in `traced_if` to reduce compilation overhead Open

control flow

EnzymeAD/Reactant.jl#211 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
`setindex!` doesn't update arguments inplace (optimisers.jl) Open

bug

EnzymeAD/Reactant.jl#212 · 1 comment · 0 reactions · 1 assignee · Indexed Sep 15, 2026
`Enzyme.ReverseSplitWithPrimal` is not supported Open

EnzymeAD/Reactant.jl#215 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
should `fold` and similar operations be unrolled? Open

EnzymeAD/Reactant.jl#227 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Training tests? Open

EnzymeAD/Reactant.jl#234 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Missing neural network operations Open

good first issue

EnzymeAD/Reactant.jl#250 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Short circuiting statements Open

EnzymeAD/Reactant.jl#261 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Incorrect macro implement for missing else with new variables Open

bug control flow

EnzymeAD/Reactant.jl#263 · 0 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
`@trace` removes shortcircuiting in if conditions Open

control flow

EnzymeAD/Reactant.jl#264 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Tracking issue for shortcuts to MLIR ops Open

good first issue help wanted

EnzymeAD/Reactant.jl#273 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
`Ops.cbrt` crashes for complex number but spec says it supports them Open

EnzymeAD/Reactant.jl#291 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Support sparse arrays (SparseArrays, Yao) Open

EnzymeAD/Reactant.jl#308 · 6 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Tracking issue for missing tests Open

good first issue help wanted

EnzymeAD/Reactant.jl#311 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Broadcasting Operations: invalid MLIR generated Open

EnzymeAD/Reactant.jl#333 · 7 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Use Julia's type-inference to automatically detect which control-flow statements need tracing Open

wontfix

EnzymeAD/Reactant.jl#335 · 11 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
LinearAlgebra meta-issue Open

EnzymeAD/Reactant.jl#336 · 9 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Choose a logo Open

EnzymeAD/Reactant.jl#355 · 6 comments · 2 reactions · 0 assignees · Indexed Sep 15, 2026
Redirect broadcasted setindex via `fill!` Open

EnzymeAD/Reactant.jl#372 · 8 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Performance of Wrapped & Structured Arrays Open

EnzymeAD/Reactant.jl#373 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
SpecialFunctions meta-issue Open

good first issue

EnzymeAD/Reactant.jl#381 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Sparsity Support Open

EnzymeAD/Reactant.jl#403 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Docs : What is Tracing Open

documentation

EnzymeAD/Reactant.jl#429 · 0 comments · 3 reactions · 0 assignees · Indexed Sep 15, 2026
No method _mul! Open

EnzymeAD/Reactant.jl#439 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Docs: How to add a traced method or overload Open

documentation

EnzymeAD/Reactant.jl#445 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
[2nd Order AD] Regularization term in loss function Open

EnzymeAD/Reactant.jl#449 · 7 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Bool mask indexing Open

EnzymeAD/Reactant.jl#456 · 5 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Dynamically-Sized Tensors Open

enhancement

EnzymeAD/Reactant.jl#461 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Register custom adjoints Open

EnzymeAD/Reactant.jl#487 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Initial Oceananigans Kernel Open

EnzymeAD/Reactant.jl#499 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Precompiling `Reactant.jl` kernels will cause segfault in `SymbolicRegressionGPU.jl` Open

EnzymeAD/Reactant.jl#500 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Test Batched AD Open

EnzymeAD/Reactant.jl#516 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Turn Thunk into actual closure instead of capturing inside of expr Open

enhancement julia-compilation

EnzymeAD/Reactant.jl#532 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
`while` loop doesn't support repeated inputs in the loop Open

bug control flow

EnzymeAD/Reactant.jl#570 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Warn the user when no MLIR code has been emitted Open

good first issue

EnzymeAD/Reactant.jl#590 · 0 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
Need a mechanism to query whether a particular backend (e.g. CUDA) is actually available in Reactant Open

bug enhancement good first issue

EnzymeAD/Reactant.jl#591 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Public API to mark `notrace` for certain objects Open

enhancement

EnzymeAD/Reactant.jl#603 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Big compile times on small Tenet functions Open

EnzymeAD/Reactant.jl#605 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Should we overlay `Array{T, N}(.....)` to return TracedRArray if T is TracedNumber Open

speculative

EnzymeAD/Reactant.jl#606 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Re-use XLA CUDA version to PTX map Open

EnzymeAD/Reactant.jl#639 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Crash on `Enzyme.autodiff` with `Active` annotation Open

autodiff

EnzymeAD/Reactant.jl#658 · 2 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026

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