Added tracking of `logdet` and `logabsdet`. Added gradtests.
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@ -1,7 +1,7 @@
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import Base: *
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import LinearAlgebra
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import LinearAlgebra: inv, det, \, /
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import LinearAlgebra: inv, det, logdet, logabsdet, \, /
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using Statistics
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using LinearAlgebra: Transpose, Adjoint, diagm, diag
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@ -127,6 +127,12 @@ Base.adjoint(xs::TrackedArray) = track(adjoint, xs)
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det(xs::TrackedArray) = track(det, xs)
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@grad det(xs) = det(data(xs)), Δ -> (Δ * det(xs) * transpose(inv(xs)),)
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logdet(xs::TrackedArray) = track(logdet, xs)
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@grad logdet(xs) = logdet(data(xs)), Δ -> (Δ * transpose(inv(xs)),)
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logabsdet(xs::TrackedArray) = track(logabsdet, xs)
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@grad logabsdet(xs) = logabsdet(data(xs)), Δ -> (Δ[1] * transpose(inv(xs)),)
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Base.repeat(xs::TrackedArray; kw...) = track(repeat, xs; kw...)
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@grad function repeat(xs; inner=ntuple(x->1, ndims(xs)), outer=ntuple(x->1, ndims(xs)))
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@ -3,7 +3,7 @@ using Flux.Tracker, Test, NNlib
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using Flux.Tracker: TrackedReal, gradient, gradcheck, grad, checkpoint, forwarddiff
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using NNlib: conv, depthwiseconv
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using Printf: @sprintf
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using LinearAlgebra: diagm, dot, LowerTriangular, norm
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using LinearAlgebra: diagm, dot, LowerTriangular, norm, det, logdet, logabsdet
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using Statistics: mean, std
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using Random
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# using StatsBase
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@ -34,6 +34,10 @@ gradtest(f, dims...) = gradtest(f, rand.(Float64, dims)...)
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@test gradtest(x -> x', rand(5))
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@test gradtest(det, (4, 4))
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@test gradtest(logdet, (4, 4))
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@test gradtest((x) -> logabsdet(x)[1], (4, 4))
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@testset "indexing & slicing" begin
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gradtest(x->view(x, 1:2, 1:2), rand(4, 4))
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end
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