use param object rather than named input

src/backend/tensorflow/tensorflow.jl

@@ -20,8 +20,7 @@ function graph(model::Model, args...)
   g = Flux.graph(model)
   g ≠ nothing || error("No graph for $model")
   g = Flow.mapconst(g) do x
-    !isa(x, Flux.ModelInput) ? x :
+    isa(x, Flux.ModelInput) ? args[x.n] : x
-    isa(x.name, Integer) ? args[x.name] : getfield(model, x.name)
   end
   postwalk(g) do v
     vertex(graph(cvalue(v), cvalue.(inputs(v))...))

src/compiler/code.jl

@@ -14,9 +14,7 @@ end
 function makegraph(graph, args)
   @assert length(args) == 1
   mapconst(graph) do x
-    x == args[1] ? ModelInput(1) :
+    x == args[1] ? ModelInput(1) : x
-    @capture(x, self.p_) ? ModelInput(p) :
-      x
   end
 end
 
@@ -74,7 +72,7 @@ function process_type(ex)
     (self::$T)($(args...),) = $(build_forward(body, args))
     back!(self::$T, Δ, $(args...)) = $(build_backward(body, args[1], pnames))
     update!(self::$T, η) = $(map(p -> :(update!(self.$p, η)), pnames)...)
-    graph(::$T) = $(Flow.constructor(makegraph(body, args)))
+    graph(self::$T) = $(Flow.constructor(makegraph(body, args)))
     nothing
   end |> esc
 end

src/compiler/graph.jl

@@ -1,11 +1,11 @@
 # TODO: change the input approach
 immutable ModelInput
-  name
+  n::Int
 end
 
-isinput(x) = isa(x, Constant) && isa(x.value, ModelInput) && isa(x.value.name, Integer)
+isinput(x) = isa(x, Constant) && isa(x.value, ModelInput)
 
-bumpinput(i::ModelInput) = isa(i.name, Integer) ? ModelInput(i.name + 1) : i
+bumpinput(i::ModelInput) = ModelInput(i.n + 1)
 bumpinput(x) = x
 
 bumpinputs(v::IVertex) = mapconst(bumpinput, v)
@@ -13,7 +13,7 @@ bumpinputs(v::IVertex) = mapconst(bumpinput, v)
 function spliceinputs(v::IVertex, inputs::IVertex...)
   postwalk(v) do v
     isinput(value(v)) ?
-      inputs[value(v).value.name] :
+      inputs[value(v).value.n] :
       v
   end
 end

src/model.jl

@@ -36,6 +36,10 @@ accumulate!(x, Δ) = x
 
 @forward Param.x Base.size
 
+function Base.show(io::IO, p::Param)
+  print(io, "Param", size(p.x))
+end
+
 # Anonymous models
 
 export Capacitor