You can splat the tuples/Chains:
Chain(
conv_block(3, 128)...,
conv_block(128, 256)...,
)
You can also define
chain(A::Tuple...) = Chain(mapreduce(collect, vcat, A)...)
to do
chain(conv_block(3, 128), conv_block(128, 3))
directly.