Julia automatic-differentiation

Open-source Julia projects categorized as automatic-differentiation
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Top 12 Julia automatic-differentiation Projects

automatic-differentiation

  1. Zygote.jl

    21st century AD

  2. InfluxDB

    InfluxDB high-performance time series database. Collect, organize, and act on massive volumes of high-resolution data to power real-time intelligent systems.

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  3. ForwardDiff.jl

    Forward Mode Automatic Differentiation for Julia

  4. Optimization.jl

    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.

  5. Tullio.jl

    ⅀

    Project mention: NumPy 2.0.0 | news.ycombinator.com | 2024-06-16

  6. Enzyme.jl

    Julia bindings for the Enzyme automatic differentiator

  7. Grassmann.jl

    ⟨Grassmann-Clifford-Hodge⟩ multilinear differential geometric algebra

  8. ChainRules.jl

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

  9. CodeRabbit

    CodeRabbit: AI Code Reviews for Developers. Revolutionize your code reviews with AI. CodeRabbit offers PR summaries, code walkthroughs, 1-click suggestions, and AST-based analysis. Boost productivity and code quality across all major languages with each PR.

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  10. Surrogates.jl

    Surrogate modeling and optimization for scientific machine learning (SciML)

  11. ADCME.jl

    Automatic Differentiation Library for Computational and Mathematical Engineering

  12. OMEinsum.jl

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

  13. NBodySimulator.jl

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

  14. JuliaComputation

    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).

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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
  • A note from our sponsor - InfluxDB
    influxdata.com | 30 Apr 2025
    Collect, organize, and act on massive volumes of high-resolution data to power real-time intelligent systems. Learn more →

Index

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

# Project Stars
1 Zygote.jl 1,518
2 ForwardDiff.jl 925
3 Optimization.jl 772
4 Tullio.jl 627
5 Enzyme.jl 494
6 Grassmann.jl 485
7 ChainRules.jl 454
8 Surrogates.jl 342
9 ADCME.jl 301
10 OMEinsum.jl 190
11 NBodySimulator.jl 134
12 JuliaComputation 100

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