Top 12 Julia automatic-differentiation Projects

Zygote.jl

9 1,442 8.1 Julia

21st century AD
ForwardDiff.jl

4 855 5.7 Julia

Forward Mode Automatic Differentiation for Julia

Project mention: The Elements of Differentiable Programming | news.ycombinator.com | 2024-03-22

You seem somewhat obsessed with the idea that reverse-mode autodiff is not the same technique as forward-mode autodiff. It makes you,,, angry? Seems like such a trivial thing to act a complete fool over.
What's up with that?
Anyway, here's a forward differentiation package with a file that might interest you
https://github.com/JuliaDiff/ForwardDiff.jl/blob/master/src/...

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Optimization.jl

3 671 9.7 Julia

Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Quadratic, Convex, Mixed-Integer, and Nonlinear Optimization in one simple, fast, and differentiable interface.

Project mention: SciPy: Interested in adopting PRIMA, but little appetite for more Fortran code | news.ycombinator.com | 2023-05-18

Interesting response. I develop the Julia SciML organization https://sciml.ai/ and we'd be more than happy to work with you to get wrappers for PRIMA into Optimization.jl's general interface (https://docs.sciml.ai/Optimization/stable/). Please get in touch and we can figure out how to set this all up. I personally would be curious to try this out and do some benchmarks against nlopt methods.

Tullio.jl

4 584 5.2 Julia

⅀
Grassmann.jl

8 450 8.0 Julia

⟨Grassmann-Clifford-Hodge⟩ multilinear differential geometric algebra
ChainRules.jl

1 411 8.6 Julia

forward and reverse mode automatic differentiation primitives for Julia Base + StdLibs
Enzyme.jl

10 402 9.5 Julia

Julia bindings for the Enzyme automatic differentiator
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Surrogates.jl

1 314 8.7 Julia

Surrogate modeling and optimization for scientific machine learning (SciML)
ADCME.jl

1 284 0.0 Julia

Automatic Differentiation Library for Computational and Mathematical Engineering
OMEinsum.jl

1 164 6.1 Julia

One More Einsum for Julia! With runtime order-specification and high-level adjoints for AD
NBodySimulator.jl

2 124 4.9 Julia

A differentiable simulator for scientific machine learning (SciML) with N-body problems, including astrophysical and molecular dynamics
JuliaComputation

1 79 9.0 Julia

Repository for Common Ground C25

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Julia automatic-differentiation related posts

Help me to choose an optimization framework for my problem

2 projects | /r/Julia | 11 Mar 2023
Excited for Julia v1.9

4 projects | /r/Julia | 23 Feb 2023
The Julia language has a number of correctness flaws

19 projects | news.ycombinator.com | 16 May 2022
Auto Differentiation for Computational and Mathematical Engineering in Julia

1 project | news.ycombinator.com | 27 Oct 2021
Automatic Differentiation Does Incur Truncation Errors (Kinda)

1 project | news.ycombinator.com | 8 Feb 2021
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www.influxdata.com | 10 May 2024

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Index

What are some of the best open-source automatic-differentiation projects in Julia? This list will help you:

	Project	Stars
1	Zygote.jl	1,442
2	ForwardDiff.jl	855
3	Optimization.jl	671
4	Tullio.jl	584
5	Grassmann.jl	450
6	ChainRules.jl	411
7	Enzyme.jl	402
8	Surrogates.jl	314
9	ADCME.jl	284
10	OMEinsum.jl	164
11	NBodySimulator.jl	124
12	JuliaComputation	79