diff --git a/mindspore/ccsrc/ps/ps_cache/ps_cache_manager.cc b/mindspore/ccsrc/ps/ps_cache/ps_cache_manager.cc
index d55c56dab9..69982e2ba3 100644
--- a/mindspore/ccsrc/ps/ps_cache/ps_cache_manager.cc
+++ b/mindspore/ccsrc/ps/ps_cache/ps_cache_manager.cc
@@ -331,12 +331,7 @@ void PsCacheManager::ProcessDataTask(uint32_t device_id, void *context) {
 
 void PsCacheManager::Finalize() {
   if (running_) {
-    if (!SyncHostEmbeddingTable()) {
-      MS_LOG(ERROR) << "SyncHostEmbeddingTable failed.";
-    }
-    if (!SyncDeviceEmbeddingTable()) {
-      MS_LOG(ERROR) << "SyncDeviceEmbeddingTable failed.";
-    }
+    SyncEmbeddingTable();
   }
   running_ = false;
   PsDataPrefetch::GetInstance().NotifyFinalize();
@@ -846,6 +841,19 @@ bool PsCacheManager::UpdataEmbeddingTable(const ::ps::SArray<float> &swap_out_da
   return true;
 }
 
+void PsCacheManager::SyncEmbeddingTable() {
+  if (finish_embedding_table_sync_) {
+    return;
+  }
+  if (!SyncHostEmbeddingTable()) {
+    MS_LOG(ERROR) << "SyncHostEmbeddingTable failed.";
+  }
+  if (!SyncDeviceEmbeddingTable()) {
+    MS_LOG(ERROR) << "SyncDeviceEmbeddingTable failed.";
+  }
+  finish_embedding_table_sync_ = true;
+}
+
 bool PsCacheManager::SyncHostEmbeddingTable() {
   MS_ERROR_IF_NULL(embedding_host_cache_);
   const auto &hash_id_to_index = embedding_host_cache_->host_hash_map_->hash_id_to_index();
diff --git a/mindspore/ccsrc/ps/ps_cache/ps_cache_manager.h b/mindspore/ccsrc/ps/ps_cache/ps_cache_manager.h
index 5e1732d08d..7dca6b0159 100644
--- a/mindspore/ccsrc/ps/ps_cache/ps_cache_manager.h
+++ b/mindspore/ccsrc/ps/ps_cache/ps_cache_manager.h
@@ -127,6 +127,7 @@ class PsCacheManager {
   bool initialized_ps_cache() const { return initialized_ps_cache_; }
   void DoProcessData(uint32_t device_id, void *context);
   void IncreaseGraphStep(const std::string &channel_name);
+  void SyncEmbeddingTable();
   void Finalize();
   void DumpHashTables(bool dump_device_tables = false) const;
 
@@ -193,6 +194,7 @@ class PsCacheManager {
   std::atomic_bool finish_insert_init_info_{false};
   std::atomic_bool finish_init_parameter_server_{false};
   std::atomic_bool running_{false};
+  bool finish_embedding_table_sync_{false};
 };
 
 static PsCacheManager &ps_cache_instance = PsCacheManager::GetInstance();
diff --git a/mindspore/ccsrc/runtime/device/kernel_runtime_manager.cc b/mindspore/ccsrc/runtime/device/kernel_runtime_manager.cc
index c0395b3a43..249d557dc7 100644
--- a/mindspore/ccsrc/runtime/device/kernel_runtime_manager.cc
+++ b/mindspore/ccsrc/runtime/device/kernel_runtime_manager.cc
@@ -16,10 +16,16 @@
 
 #include "runtime/device/kernel_runtime_manager.h"
 #include "utils/log_adapter.h"
+#if (ENABLE_CPU && (ENABLE_D || ENABLE_GPU))
+#include "ps/ps_cache/ps_cache_manager.h"
+#endif
 
 namespace mindspore {
 namespace device {
 void KernelRuntimeManager::ClearRuntimeResource() {
+#if (ENABLE_CPU && (ENABLE_D || ENABLE_GPU))
+  ps::ps_cache_instance.SyncEmbeddingTable();
+#endif
   std::lock_guard<std::mutex> guard(lock_);
   for (auto &iter : runtime_map_) {
     MS_LOG(INFO) << "Release device " << iter.first;