@net type TLP first second function (x) l1 = σ(first(x)) l2 = softmax(second(l1)) end end @testset "Basics" begin xs = randn(10) d = Affine(10, 20) @test d(xs) ≈ (xs'*d.W.x + d.b.x)[1,:] let @capture(syntax(d), _Frame(_Line(x_[1] * W_ + b_))) @test isa(x, DataFlow.Input) && isa(W, Param) && isa(b, Param) end let a1 = Affine(10, 20), a2 = Affine(20, 15) tlp = TLP(a1, a2) @test tlp(xs) ≈ softmax(a2(σ(a1(xs)))) @test Flux.infer(tlp, (1, 10)) == (1,15) end let tlp = TLP(Affine(10, 21), Affine(20, 15)) e = try tlp(rand(10)) catch e e end @test e.trace[end].func == :TLP @test e.trace[end-1].func == Symbol("Flux.Affine") end end