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Comments (2)

CarloLucibello avatar CarloLucibello commented on August 21, 2024 1

This seems to be fixed now

julia> using Flux.Tracker

julia> Tracker.gradient((x) -> x^2, -2.0)
(-4.0 (tracked),)

from diffrules.jl.

mcabbott avatar mcabbott commented on August 21, 2024

FWIW current behaviour for ^ is:

julia> Tracker.gradient((x,p) -> x^p, -2.0, 2)
ERROR: DomainError with -2.0:
log will only return a complex result if called with a complex argument. Try log(Complex(x)).

julia> Zygote.gradient((x,p) -> x^p, -2.0, 2)
(-4.0, 0.0)

julia> ForwardDiff.gradient(((x,p),) -> x^p, [-2.0, 2])
ERROR: DomainError with -2.0:
log will only return a complex result if called with a complex argument. Try log(Complex(x)).

and for literal_pow:

julia> Tracker.gradient((x) -> x^2, -2.0)
(-4.0 (tracked),)

julia> Zygote.gradient((x) -> x^2, -2.0)
(-4.0,)

julia> ForwardDiff.derivative((x) -> x^2, -2.0)
-4.0

from diffrules.jl.

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