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There are a few broken tests involving nested forward derivatives
using Zygote
using Zygote.Forward: pushforward
D(f, x) = pushforward(f, x)(1)
D(x -> D(cos, x), 0.5)ERROR: non-differentiable function getglobal
Stacktrace:
[1] error(s::String)
@ Base ./error.jl:44
[2] macro expansion
@ ~/.julia/packages/IRTools/v0mn8/src/reflection/dynamo.jl:-1 [inlined]
[3] _pushforward(::Tuple{Nothing, Nothing, Nothing}, ::typeof(getglobal), ::Module, ::Symbol)
@ Zygote.Forward ~/.julia/packages/IRTools/v0mn8/src/reflection/dynamo.jl:177
[4] _pushforward(::Tuple{Nothing, Nothing, Nothing}, ::typeof(ZygoteRules.literal_getproperty), ::Module, ::Val{:cos})
@ Zygote.Forward ~/.julia/packages/IRTools/v0mn8/src/reflection/dynamo.jl:177
[5] _pushforward(::Tuple{…}, ::typeof(Zygote.Forward._pushforward), ::Tuple{…}, ::typeof(cos), ::Float64)
@ Zygote.Forward ~/.julia/packages/IRTools/v0mn8/src/reflection/dynamo.jl:177
[6] _apply(::Function, ::Vararg{Any})
@ Core ./boot.jl:1019
[7] _pushforward
@ ~/.julia/dev/Zygote/src/forward/lib.jl:60 [inlined]
[8] _pushforward
@ ~/.julia/dev/Zygote/src/forward/lib.jl:63 [inlined]
[9] #pushforward##0
@ ~/.julia/dev/Zygote/src/forward/interface.jl:49 [inlined]
[10] _pushforward(::Tuple{…}, ::Zygote.Forward.var"#pushforward##0#pushforward##1"{…}, ::Int64)
@ Zygote.Forward ~/.julia/packages/IRTools/v0mn8/src/reflection/dynamo.jl:0
[11] (::Zygote.Forward.var"#pushforward##0#pushforward##1"{var"#274#275", Tuple{Float64}})(ẋ::Int64)
@ Zygote.Forward ~/.julia/dev/Zygote/src/forward/interface.jl:49
[12] D(f::Function, x::Float64)
@ Main ./REPL[7]:1
[13] top-level scope
@ REPL[8]:1
Some type information was truncated. Use `show(err)` to see complete types.