Provide layer name as hook name

lib/axon/compiler.ex

@@ -501,8 +501,8 @@ defmodule Axon.Compiler do
 
       res =
         value
-        |> apply_hooks(:forward, mode, hooks)
-        |> apply_hooks(:backward, mode, hooks)
+        |> apply_hooks(name, :forward, mode, hooks)
+        |> apply_hooks(name, :backward, mode, hooks)
         |> maybe_print_values(name, print_values)
 
       {res, {state, result_cache}}
@@ -975,7 +975,7 @@ defmodule Axon.Compiler do
           layer_input =
             layer_input
             |> safe_policy_cast(policy, :compute)
-            |> apply_hooks(:pre_forward, mode, hooks)
+            |> apply_hooks(name, :pre_forward, mode, hooks)
 
           {layer_input, {state, result_cache, none?}}
         end
@@ -1051,8 +1051,8 @@ defmodule Axon.Compiler do
           %StatefulOutput{output: out, state: out_state} ->
             new_out =
               out
-              |> apply_hooks(:forward, mode, hooks)
-              |> apply_hooks(:backward, mode, hooks)
+              |> apply_hooks(name, :forward, mode, hooks)
+              |> apply_hooks(name, :backward, mode, hooks)
               |> safe_policy_cast(policy, :output)
 
             new_state = Map.put(state, name, out_state)
@@ -1061,8 +1061,8 @@ defmodule Axon.Compiler do
           out ->
             new_out =
               out
-              |> apply_hooks(:forward, mode, hooks)
-              |> apply_hooks(:backward, mode, hooks)
+              |> apply_hooks(name, :forward, mode, hooks)
+              |> apply_hooks(name, :backward, mode, hooks)
               |> safe_policy_cast(policy, :output)
 
             {new_out, state}
@@ -1169,7 +1169,7 @@ defmodule Axon.Compiler do
           init_param(layer_id, param, layer_params, parent_templates, dtype, keys)
         end)
 
-      layer_params = apply_hooks(layer_params, :initialize, nil, hooks)
+      layer_params = apply_hooks(layer_params, name, :initialize, nil, hooks)
 
       params =
         if layer_params == %{} do
@@ -1228,7 +1228,7 @@ defmodule Axon.Compiler do
 
   defp maybe_print_values(value, _, _), do: value
 
-  defp apply_hooks(res, event, mode, hooks) do
+  defp apply_hooks(res, layer_name, event, mode, hooks) do
     hooks
     |> Enum.reverse()
     |> Enum.reduce(res, fn {on_event, on_mode, hook_fn}, expr ->
@@ -1238,11 +1238,11 @@ defmodule Axon.Compiler do
       if event? and mode? do
         if on_event == :backward do
           Nx.Defn.Kernel.custom_grad(expr, [expr], fn g ->
-            hooked_g = Nx.Defn.Kernel.hook(g, hook_fn)
+            hooked_g = Nx.Defn.Kernel.hook(g, String.to_atom(layer_name), hook_fn)
             [hooked_g]
           end)
         else
-          Nx.Defn.Kernel.hook(expr, hook_fn)
+          Nx.Defn.Kernel.hook(expr, String.to_atom(layer_name), hook_fn)
         end
       else
         expr

test/axon/compiler_test.exs

@@ -4726,6 +4726,26 @@
       assert_receive {%Nx.Tensor{}, :from_relu}
       assert_receive {%Nx.Tensor{}, :from_sigmoid}
     end
+
+    test "can be overriden at jit-time with layer name", config do
+      model =
+        Axon.input("input_0", shape: {nil, 1})
+        |> Axon.attach_hook(fn x -> send(config.test, {x, :from_input}) end, on: :forward)
+        |> Axon.relu()
+
+      inp = Nx.tensor([[1.0]])
+      {_, predict_fn} = Axon.build(model)
+
+      hook = fn val -> send(config.test, {val, :overridden}) end
+
+      fun = Nx.Defn.jit(predict_fn, hooks: %{input_0: hook})
+      apply(fun, [ModelState.empty(), inp])
+
+      assert_receive {from_inp, :overridden}
+      refute_receive {_, :from_input}
+
+      assert_equal(from_inp, inp)
+    end
   end
 
   describe "integrated models" do
@@ -5654,7 +5674,7 @@
   end
 
   describe "inspect values" do
     test "prints intermediate layer values to the screen" do
       model =
         Axon.input("x")
         |> Axon.dense(10, name: "foo")