fix
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@ -8,15 +8,18 @@ struct Exec
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stacks ::Dict{Any,Any}
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end
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dummy(x::Void) = TensorFlow.constant(0)
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dummy(x::Tensor) = x
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function makesession(model, inputs; session = Session(Graph()))
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inputs = mapt(_ -> placeholder(Float32), inputs)
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params, stacks, output = tograph(model, inputs...)
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output = mapt(x->Param{Tensor}(x, placeholder(Float32)), output)
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params = Dict(x=>Param{Tensor}(y, gradients(mapt(x->x.x, output),
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y, mapt(x->x.Δx, output)))
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params = Dict(x=>Param{Tensor}(y, dummy(gradients(map(x->x.x, collectt(output)),
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y, map(x->x.Δx, collectt(output)))))
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for (x, y) in params)
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inputs = mapt(x->Param{Tensor}(x, gradients(mapt(x->x.x, output),
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x, mapt(x->x.Δx, output))),
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inputs = mapt(x->Param{Tensor}(x, dummy(gradients(map(x->x.x, collectt(output)),
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x, map(x->x.Δx, collectt(output))))),
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inputs)
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run(session, global_variables_initializer())
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Exec(session, inputs, output, params, stacks)
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@ -30,7 +33,7 @@ dictt(xs, ys) = Dict(zip(collectt(xs), collectt(ys)))
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function (m::Exec)(args...)
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dict = merge(
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Dict(y.x=>x.x for (x, y) in m.params),
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Dict(x.x=>y for (x, y) in zip(m.input, args))
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Dict(x.x=>y for (x, y) in dictt(m.input, args))
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)
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retuple(run(m.session, mapt(x->x.x, m.output), dict))
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end
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@ -25,8 +25,8 @@ end
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@testset "Ops" begin
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A = randn(Float32,(5,5))
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u,s,v = tf(@net x -> svd(x))(A)
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@test A ≈ u*diagm(s)*transpose(v)
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# u,s,v = tf(@net x -> svd(x))(A)
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# @test A ≈ u*diagm(s)*transpose(v)
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@test tf(@net x -> inv(x))(A) ≈ inv(A)
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@test tf(@net x -> det(x))(A) ≈ det(A)
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A = randn(Float32,(6,3))
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