JuliaDiff's repositories
ForwardDiff.jl
Forward Mode Automatic Differentiation for Julia
Diffractor.jl
Next-generation AD
ChainRules.jl
forward and reverse mode automatic differentiation primitives for Julia Base + StdLibs
ReverseDiff.jl
Reverse Mode Automatic Differentiation for Julia
TaylorSeries.jl
Taylor polynomial expansions in one and several independent variables.
FiniteDifferences.jl
High accuracy derivatives, estimated via numerical finite differences (formerly FDM.jl)
ChainRulesCore.jl
AD-backend agnostic system defining custom forward and reverse mode rules. This is the light weight core to allow you to define rules for your functions in your packages, without depending on any particular AD system.
FiniteDiff.jl
Fast non-allocating calculations of gradients, Jacobians, and Hessians with sparsity support
SparseDiffTools.jl
Fast jacobian computation through sparsity exploitation and matrix coloring
AbstractDifferentiation.jl
An abstract interface for automatic differentiation.
DualNumbers.jl
Julia package for representing dual numbers and for performing dual algebra
DiffRules.jl
A simple shared suite of common derivative definitions
TaylorDiff.jl
Taylor-mode automatic differentiation for higher-order derivatives
Capstan.jl
A Cassette-based automatic differentiation package for the Julia language
ChainRulesTestUtils.jl
Utilities for testing custom AD primitives.
HyperDualNumbers.jl
Julia implementation of HyperDualNumbers
DiffResults.jl
A package which provides an API for querying differentiation results at multiple orders simultaneously
DiffTests.jl
A common suite of test functions for stressing the robustness of differentiation tools.
DocThemeIndigo.jl
The Documenter Theme for the ChainRules family of packages. But you can use it too
ChainRulesOverloadGeneration.jl
Tools to help generate operator overloads based on ChainRules
ChainRulesDeclarationHelpers.jl
Helpers for declaring ChainRules