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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

Custom rules will not apply in deferred codegen Open

more information needed

EnzymeAD/Enzyme.jl#683 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Problems with callable `struct` Open

activity-analysis

EnzymeAD/Enzyme.jl#700 · 19 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Inactive rule not working on identity function Open

EnzymeAD/Enzyme.jl#714 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Something invalidating `Enzyme.__init__` causes a heavy package load time penalty Open

EnzymeAD/Enzyme.jl#776 · 19 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Hooks for global caches Open

EnzymeAD/Enzyme.jl#777 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
`BatchDuplicated` slower than interating over `onehot(x)` Open

EnzymeAD/Enzyme.jl#785 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Performance issues with repeated gemv! calls in for loop Open

EnzymeAD/Enzyme.jl#1004 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add support for `jacrev`, `jacfwd`, `hessian`, `vmap` Open

EnzymeAD/Enzyme-JAX#9 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
HLO Canonicalizations Todo list Open

EnzymeAD/Enzyme-JAX#54 · 31 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Tracking issue for missing HLO derivatives Open

good first issue help wanted

EnzymeAD/Enzyme-JAX#88 · 4 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
GPU CI of Jax not thinking its running on GPU Open

EnzymeAD/Enzyme-JAX#122 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Profiling API's Open

EnzymeAD/Enzyme-JAX#129 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Export issue with missing BLAS symbol Open

EnzymeAD/Enzyme-JAX#135 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Local build is broken on macOS Open

EnzymeAD/Enzyme-JAX#146 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Tracking issue for missing Batch Op Interface Open

good first issue help wanted

EnzymeAD/Enzyme-JAX#152 · 7 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
TupleOp Open

EnzymeAD/Enzyme-JAX#157 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Constprop through chlo.lgamma Open

EnzymeAD/Enzyme-JAX#179 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
An enzyme optimization benchmark Open

EnzymeAD/Enzyme-JAX#180 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Optimization Passes for `dynamic_gather` Open

EnzymeAD/Enzyme-JAX#184 · 2 comments · 1 reaction · 1 assignee · Indexed Sep 15, 2026
Missing Transpose Optimizations Open

EnzymeAD/Enzyme-JAX#217 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Kernel SROA of arguments Open

EnzymeAD/Enzyme-JAX#227 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Incorrect IR generated for Vector Mode AD Open

EnzymeAD/Enzyme-JAX#235 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Kernel Optimizations Open

EnzymeAD/Enzyme-JAX#238 · 1 comment · 0 reactions · 1 assignee · Indexed Sep 15, 2026
`slice(transpose(...))` --> `transpose(slice(...))` if transpose is only being used in slice Open

EnzymeAD/Enzyme-JAX#257 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Raise NVVM threadidx to GPU threadidx [and similar] Open

EnzymeAD/Enzyme-JAX#274 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
extui and related arithmetic instructions not eliminated Open

EnzymeAD/Enzyme-JAX#279 · 3 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
Scatter Optimizations with Window Dims specified Open

EnzymeAD/Enzyme-JAX#308 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Propagate Constants into Body of Operations Open

EnzymeAD/Enzyme-JAX#317 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
More optimization patterns as required Open

EnzymeAD/Enzyme-JAX#370 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Affine if simplification Open

EnzymeAD/Enzyme-JAX#392 · 8 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
GB Stablehlo optimization Open

EnzymeAD/Enzyme-JAX#402 · 7 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add support to raise an affine.for to stablehlo.while Open

EnzymeAD/Enzyme-JAX#442 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Pull repeated ops from conditional branches Open

EnzymeAD/Enzyme-JAX#444 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Illegal frem error Open

EnzymeAD/Enzyme-JAX#482 · 0 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
CSE of not Open

EnzymeAD/Enzyme-JAX#490 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Transpose of a while Open

EnzymeAD/Enzyme-JAX#506 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
BatchNorm Inference fusion with Dense or Conv Open

EnzymeAD/Enzyme-JAX#533 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
IR right before stablehlo raise Open

EnzymeAD/Enzyme-JAX#536 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Remaining memref.load Open

EnzymeAD/Enzyme-JAX#543 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Test cases for improved for loop raising Open

EnzymeAD/Enzyme-JAX#545 · 7 comments · 0 reactions · 1 assignee · Indexed Sep 15, 2026
concat reshape simplification Open

EnzymeAD/Enzyme-JAX#557 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Subtract reduction raising Open

EnzymeAD/Enzyme-JAX#560 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Further generalize reductions Open

EnzymeAD/Enzyme-JAX#566 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Transpose Optimizations Missing (Move Transposes Up) Open

EnzymeAD/Enzyme-JAX#568 · 5 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Push reshapes up Open

EnzymeAD/Enzyme-JAX#575 · 29 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
ERROR: LoadError: "failed to run pass manager on module" on Reactant script with Oceananigans Open

EnzymeAD/Enzyme-JAX#578 · 10 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
DUS creates Allgather operations not removed by XLA Open

EnzymeAD/Enzyme-JAX#596 · 10 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Simplify/eliminate DUS Open

EnzymeAD/Enzyme-JAX#605 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
HaloArrays Open

EnzymeAD/Reactant.jl#1112 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
`MethodError: no method matching widenconst(::Core.MethodInstance)` Open

EnzymeAD/Reactant.jl#1116 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026

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