JuliaDiff

Repositories

• ChainRulesTestUtils.jl

  Utilities for testing custom AD primatives.

  automatic-differentiation hacktoberfest autodiff
  Julia MIT 4 2 22 (1 issue needs help) 6 Updated Dec 11, 2020

• TaylorSeries.jl

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

  julia automatic-differentiation polynomials taylor-expansions
  Julia 28 133 24 8 Updated Dec 11, 2020

• ChainRules.jl

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

  julia automatic-differentiation hacktoberfest reverse-mode forward-mode mixed-mode
  Julia 33 131 47 (2 issues need help) 12 Updated Dec 10, 2020

• 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 17 64 58 (1 issue needs help) 6 Updated Dec 9, 2020

• ReverseDiff.jl

  Reverse Mode Automatic Differentiation for Julia

  calculus julia automatic-differentiation
  Julia 38 161 41 6 Updated Dec 7, 2020

• SparseDiffTools.jl

  Fast jacobian computation through sparsity exploitation and matrix coloring
  Julia MIT 14 85 16 5 Updated Dec 4, 2020

• FiniteDifferences.jl

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

  julia finite-differences numerical-differentiation
  Julia MIT 11 95 21 (1 issue needs help) 1 Updated Dec 3, 2020

• ForwardDiff.jl

  Forward Mode Automatic Differentiation for Julia

  calculus julia automatic-differentiation
  Julia 84 407 78 17 Updated Dec 2, 2020

• DiffResults.jl

  A package which provides an API for querying differentiation results at multiple orders simultaneously
  Julia 7 13 4 1 Updated Dec 2, 2020

• FiniteDiff.jl

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

  fast gpu julia sparse derivatives gradients sparse-matrix
  Julia 20 113 5 0 Updated Nov 30, 2020

• DiffRules.jl

  A simple shared suite of common derivative definitions
  Julia 24 22 6 3 Updated Nov 22, 2020

• HyperDualNumbers.jl

  Julia implementation of HyperDualNumbers
  Julia 13 26 0 0 Updated Nov 19, 2020

• DualNumbers.jl

  Julia package for representing dual numbers and for performing dual algebra

  julia dual-numbers
  Julia 25 55 9 4 Updated Nov 18, 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

• juliadiff.github.io
  CSS 6 7 2 0 Updated May 21, 2020

• Capstan.jl

  A Cassette-based automatic differentiation package for the Julia language
  Julia 4 55 3 1 Updated Feb 8, 2020