JuliaDiff

Repositories

• juliadiff.github.io
  JavaScript 6 9 1 0 Updated Feb 13, 2021

• ChainRules.jl

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

  julia automatic-differentiation hacktoberfest reverse-mode forward-mode mixed-mode
  Julia 38 151 49 (2 issues need help) 20 Updated Feb 13, 2021

• ChainRulesCore.jl

  It is like recipes but for AD! (Full functionality is in ChainRules.jl but this a light weight dependency just to define sensitivities for your functions in your packages)

  julia automatic-differentiation hacktoberfest
  Julia 23 77 67 (1 issue needs help) 8 Updated Feb 12, 2021

• AbstractDifferentiation.jl

  An abstract interface for automatic differentiation.
  Julia MIT 1 11 0 1 Updated Feb 10, 2021

• FiniteDifferences.jl

  High accuracy derivatives, estimated via numerical finite differences (formerly FDM.jl)

  julia finite-differences numerical-differentiation
  Julia MIT 14 111 21 (1 issue needs help) 4 Updated Feb 8, 2021

• ChainRulesTestUtils.jl

  Utilities for testing custom AD primitives.

  automatic-differentiation hacktoberfest autodiff
  Julia MIT 7 5 27 (1 issue needs help) 5 Updated Feb 8, 2021

• HyperDualNumbers.jl

  Julia implementation of HyperDualNumbers
  Julia 14 27 0 0 Updated Feb 8, 2021

• DualNumbers.jl

  Julia package for representing dual numbers and for performing dual algebra

  julia dual-numbers
  Julia 26 57 9 4 Updated Feb 7, 2021

• TaylorSeries.jl

  A julia package for Taylor polynomial expansions in one and several independent variables.

  julia automatic-differentiation polynomials taylor-expansions
  Julia 32 142 26 8 Updated Feb 7, 2021

• DiffRules.jl

  A simple shared suite of common derivative definitions
  Julia 27 22 6 6 Updated Feb 7, 2021

• ReverseDiff.jl

  Reverse Mode Automatic Differentiation for Julia

  calculus julia automatic-differentiation
  Julia 41 172 42 8 Updated Feb 7, 2021

• ForwardDiff.jl

  Forward Mode Automatic Differentiation for Julia

  calculus julia automatic-differentiation
  Julia 87 446 85 17 Updated Feb 7, 2021

• SparseDiffTools.jl

  Fast jacobian computation through sparsity exploitation and matrix coloring
  Julia MIT 16 86 17 5 Updated Feb 7, 2021

• FiniteDiff.jl

  Fast non-allocating calculations of gradients, Jacobians, and Hessians with sparsity support

  fast gpu julia sparse derivatives gradients sparse-matrix
  Julia 22 119 5 1 Updated Feb 4, 2021

• DiffResults.jl

  A package which provides an API for querying differentiation results at multiple orders simultaneously
  Julia 7 12 4 1 Updated Dec 2, 2020

• DiffTests.jl

  A common suite of test functions for stressing the robustness of differentiation tools.
  Julia 7 8 2 1 Updated Sep 24, 2020

• Capstan.jl

  A Cassette-based automatic differentiation package for the Julia language
  Julia 4 54 3 1 Updated Feb 8, 2020