[Bugfix][ROCm] Fix lru_cache on paged_mqa_logits_module

vllm/v1/attention/ops/rocm_aiter_mla_sparse.py

@@ -273,6 +273,25 @@ def fp8_paged_mqa_logits_torch(
     return logits
 
 
+@functools.lru_cache
+def paged_mqa_logits_module():
+    paged_mqa_logits_module_path = None
+    if importlib.util.find_spec("aiter.ops.triton.pa_mqa_logits") is not None:
+        paged_mqa_logits_module_path = "aiter.ops.triton.pa_mqa_logits"
+    elif (
+        importlib.util.find_spec("aiter.ops.triton.attention.pa_mqa_logits") is not None
+    ):
+        paged_mqa_logits_module_path = "aiter.ops.triton.attention.pa_mqa_logits"
+
+    if paged_mqa_logits_module_path is not None:
+        try:
+            module = importlib.import_module(paged_mqa_logits_module_path)
+            return module
+        except ImportError:
+            return None
+    return None
+
+
 def rocm_fp8_paged_mqa_logits(
     q_fp8: torch.Tensor,
     kv_cache_fp8: torch.Tensor,
@@ -305,25 +324,6 @@ def rocm_fp8_paged_mqa_logits(
     """
     from vllm._aiter_ops import rocm_aiter_ops
 
-    @functools.lru_cache
-    def paged_mqa_logits_module():
-        paged_mqa_logits_module_path = None
-        if importlib.util.find_spec("aiter.ops.triton.pa_mqa_logits") is not None:
-            paged_mqa_logits_module_path = "aiter.ops.triton.pa_mqa_logits"
-        elif (
-            importlib.util.find_spec("aiter.ops.triton.attention.pa_mqa_logits")
-            is not None
-        ):
-            paged_mqa_logits_module_path = "aiter.ops.triton.attention.pa_mqa_logits"
-
-        if paged_mqa_logits_module_path is not None:
-            try:
-                module = importlib.import_module(paged_mqa_logits_module_path)
-                return module
-            except ImportError:
-                return None
-        return None
-
     aiter_paged_mqa_logits_module = None
     if rocm_aiter_ops.is_enabled():
         aiter_paged_mqa_logits_module = paged_mqa_logits_module()
@@ -400,6 +400,26 @@ def fp8_mqa_logits_torch(
     return logits
 
 
+@functools.lru_cache
+def mqa_logits_module():
+    mqa_logits_module_path = None
+    if importlib.util.find_spec("aiter.ops.triton.fp8_mqa_logits") is not None:
+        mqa_logits_module_path = "aiter.ops.triton.fp8_mqa_logits"
+    elif (
+        importlib.util.find_spec("aiter.ops.triton.attention.fp8_mqa_logits")
+        is not None
+    ):
+        mqa_logits_module_path = "aiter.ops.triton.attention.fp8_mqa_logits"
+
+    if mqa_logits_module_path is not None:
+        try:
+            module = importlib.import_module(mqa_logits_module_path)
+            return module
+        except ImportError:
+            return None
+    return None
+
+
 def rocm_fp8_mqa_logits(
     q: torch.Tensor,
     kv: tuple[torch.Tensor, torch.Tensor],
@@ -429,25 +449,6 @@ def rocm_fp8_mqa_logits(
     # path after aiter merge this kernel into main
     from vllm._aiter_ops import rocm_aiter_ops
 
-    @functools.lru_cache
-    def mqa_logits_module():
-        mqa_logits_module_path = None
-        if importlib.util.find_spec("aiter.ops.triton.fp8_mqa_logits") is not None:
-            mqa_logits_module_path = "aiter.ops.triton.fp8_mqa_logits"
-        elif (
-            importlib.util.find_spec("aiter.ops.triton.attention.fp8_mqa_logits")
-            is not None
-        ):
-            mqa_logits_module_path = "aiter.ops.triton.attention.fp8_mqa_logits"
-
-        if mqa_logits_module_path is not None:
-            try:
-                module = importlib.import_module(mqa_logits_module_path)
-                return module
-            except ImportError:
-                return None
-        return None
-
     aiter_mqa_logits_module = None
     if rocm_aiter_ops.is_enabled():
         aiter_mqa_logits_module = mqa_logits_module()