[torch.export] Rmoving unused constants - add support for corner case (#165205)

Summary: In some cases unused constant had only one level of child node, no second level of child node. Those constants should be removed too. The added test case has the scenario where this scenario will happen.

Test Plan:
```
buck test mode/opt caffe2/test:test_export -- 'test_unused_constant'
```

https://www.internalfb.com/intern/testinfra/testrun/15481123837456594

Differential Revision: D84398413

Pull Request resolved: https://github.com/pytorch/pytorch/pull/165205
Approved by: https://github.com/angelayi

test/export/test_export.py

@@ -1628,6 +1628,24 @@ graph():
         ep = export(M(), (torch.ones(3),))
         self.assertEqual(len(ep.constants), 0)
 
+        class M(torch.nn.Module):
+            def __init__(self, num_features: int = 1) -> None:
+                super().__init__()
+                self.num_features = num_features
+
+            def forward(self, x: torch.Tensor) -> List[torch.Tensor]:
+                res = [torch.Tensor([])] * self.num_features
+                for i in range(self.num_features):
+                    res[i] = x * (i + 1)
+                return res
+
+        inp = torch.ones(3)
+        ep = export(M(), (inp,))
+        self.assertEqual(len(ep.constants), 0)
+
+        unf = unflatten(ep)
+        self.assertTrue(torch.allclose(M()(inp)[0], unf(inp)[0]))
+
     def test_unbacked_bincount(self):
         class Foo(torch.nn.Module):
             def forward(self, xs):

torch/_export/passes/lift_constants_pass.py

@@ -142,6 +142,10 @@ def _unused_constant(node: torch.fx.Node) -> Optional[list[torch.fx.Node]]:
     if len(lift_fresh_node.users) > 1:
         return None
 
+    # Case 1: lift node is not used anywhere
+    if len(lift_fresh_node.users) == 0:
+        return [lift_fresh_node, node]
+
     detach_node = next(iter(lift_fresh_node.users.keys()))
     if not (
         detach_node.op == "call_function"
@@ -156,6 +160,7 @@ def _unused_constant(node: torch.fx.Node) -> Optional[list[torch.fx.Node]]:
     if len(detach_node.users) > 0:
         return None
     else:
+        # Case 2: Lift node's child is not used anywhere
         return [detach_node, lift_fresh_node, node]