[Bugfix] [pytorch] Patch AOTAutogradCache._get_shape_env (#17142)

Signed-off-by: James Wu <jjwu@meta.com>

vllm/compilation/compiler_interface.py

@@ -195,7 +195,6 @@ class InductorAdaptor(CompilerInterface):
         hash_str, file_path = None, None
         from torch._inductor.codecache import (FxGraphCache,
                                                compiled_fx_graph_hash)
-
         if torch.__version__.startswith("2.5"):
             original_load = FxGraphCache.load
             original_load_name = "torch._inductor.codecache.FxGraphCache.load"
@@ -280,6 +279,16 @@ class InductorAdaptor(CompilerInterface):
                 patch("torch._inductor.codecache.FxGraphCache._get_shape_env",
                       _get_shape_env))
 
+            from torch._functorch._aot_autograd.autograd_cache import (
+                AOTAutogradCache)
+
+            # torch 2.8+ on main uses _get_shape_env in AOTAutogradCache
+            if hasattr(AOTAutogradCache, "_get_shape_env"):
+                stack.enter_context(
+                    patch(
+                        "torch._functorch._aot_autograd.autograd_cache.AOTAutogradCache._get_shape_env",
+                        _get_shape_env))
+
             # for forcing the graph to be cached
             stack.enter_context(
                 patch(
@@ -325,11 +334,19 @@ class InductorAdaptor(CompilerInterface):
         assert isinstance(handle[1], str)
         hash_str = handle[0]
 
+        from torch._functorch._aot_autograd.autograd_cache import (
+            AOTAutogradCache)
         from torch._inductor.codecache import FxGraphCache
         with ExitStack() as exit_stack:
             exit_stack.enter_context(
                 patch("torch._inductor.codecache.FxGraphCache._get_shape_env",
                       lambda *args, **kwargs: AlwaysHitShapeEnv()))
+            # torch 2.8+ on main uses _get_shape_env in AOTAutogradCache
+            if hasattr(AOTAutogradCache, "_get_shape_env"):
+                exit_stack.enter_context(
+                    patch(
+                        "torch._functorch._aot_autograd.autograd_cache.AOTAutogradCache._get_shape_env",
+                        lambda *args, **kwargs: AlwaysHitShapeEnv()))
 
             # Dynamo metrics context, see method for more details.
             exit_stack.enter_context(self.metrics_context())