diff --git a/tf_adapter/kernels/geop_npu.cc b/tf_adapter/kernels/geop_npu.cc
index 54001a191615699031443936ad72bdf0411f801d..67f2a1901e27ec0a9fbcb30ce2b2fec618b4012e 100644
--- a/tf_adapter/kernels/geop_npu.cc
+++ b/tf_adapter/kernels/geop_npu.cc
@@ -909,7 +909,15 @@ void GeOp::ComputeAsync(OpKernelContext *ctx, DoneCallback done) {
       done();
       return;
     }
-
+    static auto init_status = GePlugin::GetInstance()->GetInitStatus();
+    if (init_status != ge::SUCCESS) {
+      std::this_thread::sleep_for(std::chrono::milliseconds(kFatalSleepTime));
+      ADP_LOG(FATAL) << "[GePlugin] Initialize ge failed, ret : " << ToString(status);
+      std::string error_message = ge::GEGetErrorMsg();
+      LOG(FATAL) << "[GePlugin] Initialize ge failed, ret : " << ToString(status) << std::endl
+                 << "Error Message is : " << std::endl
+                 << error_message;
+    }
     // convert to ge::graph
     if (graph_options_.count("input_format") != 0) {
       ADP_LOG(INFO) << "graph_options_[\"input_format\"] = " << graph_options_["input_format"];
diff --git a/tf_adapter/util/ge_plugin.cc b/tf_adapter/util/ge_plugin.cc
index 65c31e6d47b4f343f11df0b5483bc17343d1efc9..cd3ca56bcee375202ecb2d900ae1103f62081d36 100644
--- a/tf_adapter/util/ge_plugin.cc
+++ b/tf_adapter/util/ge_plugin.cc
@@ -301,16 +301,13 @@ void GePlugin::Init(std::map<std::string, std::string> &init_options, const bool
   SetOptionNameMap(option_name_map);
   init_options["ge.optionNameMap"] = option_name_map.dump();
 
-  // ge Initialize
-  ge::Status status = ge::GEInitialize(init_options);
-  if (status != ge::SUCCESS) {
-    std::this_thread::sleep_for(std::chrono::milliseconds(kFatalSleepTime));
-    ADP_LOG(FATAL) << "[GePlugin] Initialize ge failed, ret : " << ToString(status);
-    std::string error_message = ge::GEGetErrorMsg();
-    LOG(FATAL) << "[GePlugin] Initialize ge failed, ret : " << ToString(status) << std::endl
-               << "Error Message is : " << std::endl
-               << error_message;
-  }
+  // ge Initialize async
+  future_ = std::async(
+      std::launch::async,
+      [&](const std::map<std::string, std::string> &init_options) -> ge::Status {
+        return ge::GEInitialize(init_options);
+      },
+      init_options);
   domi::GetContext().train_flag = true;
   ADP_LOG(INFO) << "[GePlugin] Initialize ge success.";
 
diff --git a/tf_adapter/util/ge_plugin.h b/tf_adapter/util/ge_plugin.h
index ac25effbb09f5b541247bf654f0a11508c8443d3..6f08ec82670a06b2255a169d772638a5117a5d0c 100644
--- a/tf_adapter/util/ge_plugin.h
+++ b/tf_adapter/util/ge_plugin.h
@@ -20,6 +20,7 @@
 #include <mutex>
 #include <string>
 #include <atomic>
+#include <future>
 #include "tensorflow/core/platform/types.h"
 #include "tensorflow/core/lib/core/status.h"
 
@@ -35,6 +36,10 @@ class GePlugin {
 
   bool IsGlobal();
 
+  ge::Status GetInitStatus() {
+    return future_.get();
+  }
+
   std::map<std::string, std::string> GetInitOptions();
 
   void SetRankTableFileEnv(std::map<std::string, std::string> &init_options, std::string &rankTableFile);
@@ -58,6 +63,7 @@ class GePlugin {
   std::map<std::string, std::string> init_options_;
   std::mutex mutex_;
   static std::atomic_int graph_counter_;
+  std::future< ge::Status> future_;
 };
 
 tensorflow::Status RegisterNpuCancellationCallback(std::function<void()> callback,