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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

Feasibility of combining Numba and Enzyme Open

EnzymeAD/Enzyme#71 · 4 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Documentation / Tutorial for integrating Enzyme into a Frontend Open

EnzymeAD/Enzyme#72 · 2 comments · 0 reactions · 2 assignees · Indexed Sep 15, 2026
Compilation hangs (mk ii) : Matrix edition Open

EnzymeAD/Enzyme#142 · 13 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Integer type support Open

EnzymeAD/Enzyme#158 · 6 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add compile time regression tests Open

good first issue

EnzymeAD/Enzyme#214 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Compilation Fails for Posit numbers Open

EnzymeAD/Enzyme#253 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Compilation Failure : "could not deduce type of integer" Open

EnzymeAD/Enzyme#264 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Ability to force Const on EnzymeRules arguments Open

EnzymeAD/Enzyme.jl#1067 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Extremely long compilation time on recursive, branching functions (DynamicExpressions.jl) Open

more information needed

EnzymeAD/Enzyme.jl#1156 · 46 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Investigate if we need a custom hash for `EnzymeCompilerParams` Open

EnzymeAD/Enzyme.jl#1182 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Sort rule for non-float type Open

EnzymeAD/Enzyme.jl#1208 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Not yet implemented: dgebal_64_ (Lapack) Open

lapack support

EnzymeAD/Enzyme.jl#1222 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Error of custom type interaction with StaticArrays (type unstable update of an immutable variable) Open

EnzymeAD/Enzyme.jl#1263 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Supporting covariant derivatives Open

EnzymeAD/Enzyme.jl#1334 · 2 comments · 4 reactions · 0 assignees · Indexed Sep 15, 2026
Does Enzyme.jacobian support mutating operations as ForwardDiff.jacobian does? Open

EnzymeAD/Enzyme.jl#1370 · 10 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
[EnzymeTestUtils] Support float arrays with shared memory reverse-mode Open

EnzymeAD/Enzyme.jl#1399 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
FiniteDifferences method fails Open

EnzymeAD/Enzyme.jl#1406 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Autodiff for `A -> A * A'` does not give hermitian result for complex `A` Open

EnzymeAD/Enzyme.jl#1456 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Missing support for erf (and related I guess) again Open

more information needed

EnzymeAD/Enzyme.jl#1488 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
API for Hessian Open

good first issue

EnzymeAD/Enzyme.jl#1495 · 3 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
Deadlock with `autodiff_deferred` Open

EnzymeAD/Enzyme.jl#1516 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Heuristic for picking the chunk/batch size? Open

EnzymeAD/Enzyme.jl#1542 · 10 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Implement besseli Open

help wanted

EnzymeAD/Enzyme.jl#1603 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Missing Rmath derivatives Open

help wanted

EnzymeAD/Enzyme.jl#1620 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Atomic fadd of vector Open

EnzymeAD/Enzyme.jl#1635 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
LLVM error: Failed to materialize symbols on Windows + Float16 Open

EnzymeAD/Enzyme.jl#1651 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
`cannot handle unknown binary operator` with `SLEEFPirates.jl` Open

EnzymeAD/Enzyme.jl#1671 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Mixed type, variable length, memcpy Open

EnzymeAD/Enzyme.jl#1672 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Enzyme creating a large number of allocations during reverse pass Open

EnzymeAD/Enzyme.jl#1680 · 5 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add support for custom rules with mixeddduplicated returns Open

EnzymeAD/Enzyme.jl#1692 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Missing rules for FFTW `unsafe_execute` Open

EnzymeAD/Enzyme.jl#1717 · 8 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Dropped metadata on licm Open

EnzymeAD/Enzyme.jl#1718 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Curious slow down (through Turing) Open

performance

EnzymeAD/Enzyme.jl#1769 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Custom rule errors with `active by ref type Active{...} is overwritten` when data in Active arg comes from location determined at runtime Open

EnzymeAD/Enzyme.jl#1786 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Forward over reverse drops custom rule if corresponding function is inlined Open

EnzymeAD/Enzyme.jl#1795 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
sum somtimes allocates during reverse pass Open

EnzymeAD/Enzyme.jl#1803 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Illegal type analysis in SVector \ SMatrix Open

type analysis

EnzymeAD/Enzyme.jl#1805 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Error for autodiff on mul!, using 2D view of 3D array. "cannot handle blas argument alpha within syrk of..." Open

lapack support

EnzymeAD/Enzyme.jl#1806 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Missing rule for LAPACK's dgetrf_64_ Open

lapack support

EnzymeAD/Enzyme.jl#1820 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Forward mode gradient error with argument of limited mutability Open

EnzymeAD/Enzyme.jl#1821 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Syntactic sugar for `vjp` Open

EnzymeAD/Enzyme.jl#1853 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Enzyme is dropping gradients when using custom rule and views Open

EnzymeAD/Enzyme.jl#1856 · 17 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Problem by `vcat` and `eachcol` Open

EnzymeAD/Enzyme.jl#1867 · 5 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Custom rules may fail to compile depending on inlining/method specialization Open

EnzymeAD/Enzyme.jl#1874 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add siam mpe introduction to docs Open

EnzymeAD/Enzyme.jl#1913 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Cannot handle unknown binary operator or in LogSumExp Open

EnzymeAD/Enzyme.jl#1940 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
unhandled jl_f_arrayref Open

EnzymeAD/Enzyme.jl#1944 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
enzyme_sparse_accumulate and co in Julia Open

help wanted

EnzymeAD/Enzyme.jl#1947 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
[Sugar] handle view inputs for Enzyme.onehot and therefore Enzyme.gradient / Enzyme.jacobian Open

good first issue

EnzymeAD/Enzyme.jl#1950 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Example of JVP / J'VP with Krylov.jl Open

documentation

EnzymeAD/Enzyme.jl#1957 · 6 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026

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