test fillarray gradients
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@ -297,11 +297,15 @@ unbroadcast(x::AbstractArray, Δ) =
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length(x) == length(Δ) ? trim(x, Δ) :
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trim(x, sum(Δ, dims = ntuple(i -> size(x, i) == 1 ? i : ndims(Δ)+1, Val(ndims(Δ)))))
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coerce_cuda(x::Union{CuArray,Nothing}) = x
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coerce_cuda(x) = x .+ CuArrays.fill(0)
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for RNN in (CuRNN, CuGRU)
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@eval @adjoint function (m::$RNN{T})(h::CuArray{T}, x::CuArray{T}) where T <: Union{Float32,Float64}
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reserve, (y, ho) = forwardTrain(desc(m), x, h)
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(ho, y), function (Δ)
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dho, dy = Δ
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dho, dy = coerce_cuda.(Δ)
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h_ = hBatch(x, h)
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dx, dh = backwardData(descs[m], y, dy, dho, h_, reserve)
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(dWi, dWh), db = backwardWeights(descs[m], x, h_, y, reserve)
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@ -314,7 +318,7 @@ end
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@adjoint function (m::CuLSTM)((h, c)::Tuple{CuArray{T},CuArray{T}}, x::CuArray{T}) where T <: Union{Float32,Float64}
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reserve, (y, ho, co) = forwardTrain(desc(m), x, h, c)
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((ho, co), y), function (Δ)
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dhc, dy = Δ
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dhc, dy = coerce_cuda.(Δ)
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dho, dco = dhc === nothing ? (nothing, nothing) : dhc
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h_ = hBatch(x, h)
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c_ = hBatch(x, c)
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@ -1,6 +1,12 @@
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using Flux, CuArrays, Test
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using Flux: forward
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@testset for R in [RNN, GRU, LSTM]
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m = R(10, 5) |> gpu
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x = gpu(rand(10))
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@test gradient(m -> sum(m(x)), m) isa Tuple
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end
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@testset "RNN" begin
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@testset for R in [RNN, GRU, LSTM], batch_size in (1, 5)
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rnn = R(10, 5)
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