ADTypes.jl

ADTypes.jl

ADTypes.jl is a common system for implementing multi-valued logic for choosing which automatic differentiation library to use.

AutoChainRules{RC}

Chooses any AD library based on ChainRulesCore.jl, given an appropriate RuleConfig object.

Fields

• ruleconfig::RC

AutoDiffractor

Chooses Diffractor.jl.

AutoEnzyme{M}

Chooses Enzyme.jl.

Fields

• mode::M = nothing

AutoFiniteDiff{T1,T2,T3}

Chooses FiniteDiff.jl.

Fields

• fdtype::T1 = Val(:forward)
• fdjtype::T2 = fdtype
• fdhtype::T3 = Val(:hcentral)

AutoFiniteDifferences{T}

Chooses FiniteDifferences.jl.

Fields

• fdm::T = nothing

AutoForwardDiff{chunksize,T}

Chooses ForwardDiff.jl.

Fields

• tag::T

AutoForwardDiff(; chunksize = nothing, tag = nothing)

Constructor.

AutoModelingToolkit

Chooses ModelingToolkit.jl.

Fields

• obj_sparse::Bool = false
• cons_sparse::Bool = false

AutoPolyesterForwardDiff{chunksize}

Chooses PolyesterForwardDiff.jl.

AutoPolyesterForwardDiff(; chunksize = nothing)

Constructor.

AutoReverseDiff

Chooses ReverseDiff.jl.

Fields

• compile::Bool = false

AutoSparseFiniteDiff

Chooses FiniteDiff.jl while exploiting sparsity.

AutoSparseForwardDiff{chunksize,T}

Chooses ForwardDiff.jl while exploiting sparsity.

Fields

• tag::T

AutoSparseForwardDiff(; chunksize = nothing, tag = nothing)

Constructor.

AutoSparsePolyesterForwardDiff{chunksize}

Chooses PolyesterForwardDiff.jl while exploiting sparsity.

AutoSparsePolyesterForwardDiff(; chunksize = nothing)

Constructor.

AutoSparseReverseDiff

Chooses ReverseDiff.jl while exploiting sparsity.

Fields

• compile::Bool = false

AutoSparseZygote

Chooses Zygote.jl while exploiting sparsity.

AutoTracker

Chooses Tracker.jl.

AutoZygote

Chooses Zygote.jl.

Base type for AD choices.