diff --git a/tf_adapter/python/npu_bridge/npu_init.py b/tf_adapter/python/npu_bridge/npu_init.py
index 51a6eed63f6bfebe4e2f8f928638198cadb00b29..b4bfb113f29d0545a88b9b58fe37b318456c0b5c 100644
--- a/tf_adapter/python/npu_bridge/npu_init.py
+++ b/tf_adapter/python/npu_bridge/npu_init.py
@@ -70,6 +70,7 @@ from hccl.split.api import set_split_strategy_by_size
 from npu_bridge import embedding as npu_embedding
 from npu_bridge.profiler import profiler
 from npu_bridge.npu_cpu import npu_cpu_ops
+from npu_bridge.scoped_graph_manager import scoped_graph_manager
 
 import tensorflow as tf
 
diff --git a/tf_adapter/tests/st/kernels/testcase/geop_npu_test.cc b/tf_adapter/tests/st/kernels/testcase/geop_npu_test.cc
index 330e3a61fba1267687ded6e7d7ef5c9bd50c94c4..216e7bedd82052533cdf0ebd4f31dd0edb2618bd 100644
--- a/tf_adapter/tests/st/kernels/testcase/geop_npu_test.cc
+++ b/tf_adapter/tests/st/kernels/testcase/geop_npu_test.cc
@@ -514,6 +514,17 @@ TEST_F(GeOpTest, GeOpFuncTestWithLifeCycleControl) {
   EXPECT_TRUE(ScopedGraphManager::Instance().IsControlEnabled() == false);
 }
 
+TEST_F(GeOpTest, GeOpFuncTestEmptyGraphWithLifeCycleControl) {
+  NpuClose();
+  NodeDef node_def;
+  std::string graph_def_path = "tf_adapter/tests/ut/kernels/pbtxt/geop.pbtxt";
+  gtl::InlinedVector<TensorValue, 4> inputs;
+  EnableControl();
+  EXPECT_TRUE(ScopedGraphManager::Instance().IsControlEnabled() == true);
+  Clear();
+  EXPECT_TRUE(ScopedGraphManager::Instance().IsControlEnabled() == false);
+}
+
 TEST_F(GeOpTest, GeOpFuncTestWithProfilingDefaultAicMetircs) {
   NpuClose();
   NodeDef node_def;
diff --git a/tf_adapter/tests/ut/kernels/testcase/geop_npu_test.cc b/tf_adapter/tests/ut/kernels/testcase/geop_npu_test.cc
index 425d3685e1290d1711d48ba23ef7358c9279a86e..fac7ac9c5bc436aa2efcf413ebc51b2fd8e2d6d6 100644
--- a/tf_adapter/tests/ut/kernels/testcase/geop_npu_test.cc
+++ b/tf_adapter/tests/ut/kernels/testcase/geop_npu_test.cc
@@ -261,6 +261,17 @@ TEST_F(GeOpTest, GeOpFuncTestWithLifeCycleControl) {
   EXPECT_TRUE(ScopedGraphManager::Instance().IsControlEnabled() == false);
 }
 
+TEST_F(GeOpTest, GeOpFuncTestEmptyGraphWithLifeCycleControl) {
+  NpuClose();
+  NodeDef node_def;
+  std::string graph_def_path = "tf_adapter/tests/ut/kernels/pbtxt/geop.pbtxt";
+  gtl::InlinedVector<TensorValue, 4> inputs;
+  EnableControl();
+  EXPECT_TRUE(ScopedGraphManager::Instance().IsControlEnabled() == true);
+  Clear();
+  EXPECT_TRUE(ScopedGraphManager::Instance().IsControlEnabled() == false);
+}
+
 TEST_F(GeOpTest, GeOpFuncTestWithProfilingDefaultAicMetircs) {
   NpuClose();
   NodeDef node_def;
diff --git a/tf_adapter/util/scoped_graph_manager.cc b/tf_adapter/util/scoped_graph_manager.cc
index 069c383a0aedefea83e279534f3543640b306b3f..13e220086949e473225d065d143b9cd9e52635f1 100644
--- a/tf_adapter/util/scoped_graph_manager.cc
+++ b/tf_adapter/util/scoped_graph_manager.cc
@@ -39,8 +39,6 @@ void ScopedGraphManager::EnableControl() {
 void ScopedGraphManager::DisableControl() {
     std::lock_guard<std::mutex> lock(mutex_);
     graph_life_control_enabled_ = false;
-    graph_id_ = UINT32_MAX;
-    tf_session_.clear();
     ADP_LOG(INFO) << "[ScopedGraphManager] Set graph_life_control_enabled_ false";
 }
 
@@ -68,20 +66,28 @@ bool ScopedGraphManager::SetGraph(const std::string& tf_session, const uint32_t&
 
 void ScopedGraphManager::Clear() {
   ADP_LOG(INFO) << "[ScopedGraphManager] Begin to clear after graph run";
-  {
-    std::lock_guard<std::mutex> lock(mutex_);
-    ge::Session* global_ge_session = nullptr;
-    std::map<std::string, std::string> global_sess_options;
-    if (!SessionManager::GetInstance().GetOrCreateGeSession(tf_session_, global_ge_session, global_sess_options)) {
-      ADP_LOG(WARNING) << "[ScopedGraphManager] Failed to get session for tf_session: " << tf_session_;
-    }
-    if (global_ge_session != nullptr) {
-      global_ge_session->RemoveGraph(graph_id_);
-      ADP_LOG(INFO) << "[ScopedGraphManager] RemoveGraph success for tf_session: "
-                      << tf_session_ << ", graph_id: " << graph_id_;
-    }
-  }
   DisableControl();
+
+  std::lock_guard<std::mutex> lock(mutex_);
+  ge::Session* global_ge_session = nullptr;
+  std::map<std::string, std::string> global_sess_options;
+  // 空图，未注册图，tf_session_为空
+  if (tf_session_.empty()) {
+    ADP_LOG(WARNING) << "[ScopedGraphManager] No need to RemoveGraph, tf_session is empty";
+    graph_id_ = UINT32_MAX;
+    ADP_LOG(INFO) << "[ScopedGraphManager] Clear finished";
+    return;
+  }
+  if (!SessionManager::GetInstance().GetOrCreateGeSession(tf_session_, global_ge_session, global_sess_options)) {
+    ADP_LOG(WARNING) << "[ScopedGraphManager] Failed to get session for tf_session: " << tf_session_;
+  }
+  if (global_ge_session != nullptr) {
+    global_ge_session->RemoveGraph(graph_id_);
+    ADP_LOG(INFO) << "[ScopedGraphManager] RemoveGraph success for tf_session: "
+                    << tf_session_ << ", graph_id: " << graph_id_;
+  }
+  graph_id_ = UINT32_MAX;
+  tf_session_.clear();
   ADP_LOG(INFO) << "[ScopedGraphManager] Clear finished";
 }
 }
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