diff --git a/mindspore/ccsrc/device/gpu/gpu_kernel_runtime.cc b/mindspore/ccsrc/device/gpu/gpu_kernel_runtime.cc
index 8095a503e3b2f1757b0c0459873e36c805e90d84..ad0e093d7ffed891abe23098b93a403dbb5be812 100644
--- a/mindspore/ccsrc/device/gpu/gpu_kernel_runtime.cc
+++ b/mindspore/ccsrc/device/gpu/gpu_kernel_runtime.cc
@@ -565,7 +565,7 @@ void GPUKernelRuntime::FreeKernelDynamicRes(const mindspore::AnfNodePtr &kernel,
   MS_EXCEPTION_IF_NULL(mem_reuse_util_ptr);
   auto cnode = kernel->cast<CNodePtr>();
   MS_EXCEPTION_IF_NULL(cnode);
-  if (AnfAlgo::GetCNodeName(kernel) == kAllReduceOpName) {
+  if (AnfAlgo::IsCommunicationOp(kernel)) {
     return;
   }
   // Free the input of kernel by reference count.
diff --git a/mindspore/ccsrc/pre_activate/mem_reuse/mem_swap_manager.cc b/mindspore/ccsrc/pre_activate/mem_reuse/mem_swap_manager.cc
index d81364edfb16da7df26c2bceb821fa05b00a48a2..14073bfbc95445dc22a5e5c75185c136f7276cc2 100644
--- a/mindspore/ccsrc/pre_activate/mem_reuse/mem_swap_manager.cc
+++ b/mindspore/ccsrc/pre_activate/mem_reuse/mem_swap_manager.cc
@@ -24,7 +24,15 @@ namespace device {
 namespace memswap {
 void MemSwapManager::Init(const mindspore::session::KernelGraph *kernel_graph) {
   MS_EXCEPTION_IF_NULL(kernel_graph);
-  execution_order_ = kernel_graph->execution_order();
+  graph_manager_ = kernel_graph->manager();
+  MS_EXCEPTION_IF_NULL(graph_manager_);
+  auto &kernels = kernel_graph->execution_order();
+  for (const auto &kernel : kernels) {
+    if (AnfAlgo::IsRealCNodeKernel(kernel) && (!opt::IsNopNode(kernel))) {
+      execution_order_.push_back(kernel);
+    }
+  }
+
   size_t kernel_index = 0;
   for (const auto &kernel : execution_order_) {
     // parse topo order of kernel
@@ -41,7 +49,7 @@ void MemSwapManager::Init(const mindspore::session::KernelGraph *kernel_graph) {
   }
 
   // parse topo order of user kernel
-  SaveUserKernelTopoOrder(kernel_graph);
+  SaveUserKernelTopoOrder();
 
   sort(ordered_tensors_.begin(), ordered_tensors_.end(),
        [](const TensorInfo &a, const TensorInfo &b) { return a.tensor_size_ > b.tensor_size_; });
@@ -62,11 +70,22 @@ void MemSwapManager::Init(const mindspore::session::KernelGraph *kernel_graph) {
   mem_copy_manager_->Init();
 }
 
-void MemSwapManager::SaveUserKernelTopoOrder(const mindspore::session::KernelGraph *kernel_graph) {
-  MS_EXCEPTION_IF_NULL(kernel_graph);
-  FuncGraphManagerPtr manager = kernel_graph->manager();
-  MS_EXCEPTION_IF_NULL(manager);
-  NodeUsersMap user_map = manager->node_users();
+bool MemSwapManager::IsCommunicationRelevantOp(const AnfNodePtr &kernel) const {
+  MS_EXCEPTION_IF_NULL(kernel);
+  NodeUsersMap &user_map = graph_manager_->node_users();
+  auto iter = user_map.find(kernel);
+  bool adjacent_with_communication_op = false;
+  if (iter != user_map.end()) {
+    AnfNodeIndexSet node_set = iter->second;
+    adjacent_with_communication_op = std::any_of(
+      node_set.begin(), node_set.end(),
+      [](const std::pair<AnfNodePtr, int> &node_pair) { return AnfAlgo::IsCommunicationOp(node_pair.first); });
+  }
+  return (AnfAlgo::IsCommunicationOp(kernel)) || adjacent_with_communication_op;
+}
+
+void MemSwapManager::SaveUserKernelTopoOrder() {
+  NodeUsersMap &user_map = graph_manager_->node_users();
   for (const auto &kernel : execution_order_) {
     auto iter = user_map.find(kernel);
     if (iter == user_map.end()) {
@@ -76,13 +95,16 @@ void MemSwapManager::SaveUserKernelTopoOrder(const mindspore::session::KernelGra
     auto &kernel_exec_info = SearchKernelExecutionInfo(kernel);
     for (auto &node_pair : node_set) {
       auto user_kernel = node_pair.first;
-      if (!AnfAlgo::IsRealCNodeKernel(user_kernel)) {
+      if (!AnfAlgo::IsRealCNodeKernel(user_kernel) || opt::IsNopNode(user_kernel)) {
         continue;
       }
 
       size_t user_kernel_topo_sort = SearchKernelExecutionInfo(user_kernel).topo_order_;
       auto kernel_with_index = AnfAlgo::GetPrevNodeOutput(user_kernel, node_pair.second - 1);
       auto &output_idx = kernel_with_index.second;
+      if (kernel_with_index.first.get() != kernel.get()) {
+        MS_LOG(EXCEPTION) << "Save user kernel topo order failed for op[" << AnfAlgo::GetCNodeName(kernel) << "]";
+      }
       kernel_exec_info.node_users_map_[output_idx].push_back(user_kernel_topo_sort);
     }
     for (auto &node_user_pair : kernel_exec_info.node_users_map_) {
@@ -100,6 +122,9 @@ void MemSwapManager::AddSwapInfo() {
 
     size_t output_idx = tensor.output_idx_;
     const AnfNodePtr &kernel = tensor.kernel_;
+    if (IsCommunicationRelevantOp(kernel)) {
+      continue;
+    }
     auto &kernel_exec_info = SearchKernelExecutionInfo(kernel);
     auto &node_users_map = kernel_exec_info.node_users_map_;
 
@@ -178,7 +203,7 @@ bool MemSwapManager::RetreatSwapInfo() {
 
     while (tensor_size_threshold_idx_ < ordered_tensors_.size() - 1) {
       ++tensor_size_threshold_idx_;
-      if (tensor_size_threshold_idx_ > ordered_tensors_[tensor_size_threshold_idx_].tensor_size_) {
+      if (tensor_size_threshold_ > ordered_tensors_[tensor_size_threshold_idx_].tensor_size_) {
         tensor_size_threshold_ = ordered_tensors_[tensor_size_threshold_idx_].tensor_size_;
         break;
       }
diff --git a/mindspore/ccsrc/pre_activate/mem_reuse/mem_swap_manager.h b/mindspore/ccsrc/pre_activate/mem_reuse/mem_swap_manager.h
index 7e2823d27c4fd5f49c3eb793c0501f1a683b480d..1969dadb54c3c0ab58ada3aa4e7df7e16ebc344b 100644
--- a/mindspore/ccsrc/pre_activate/mem_reuse/mem_swap_manager.h
+++ b/mindspore/ccsrc/pre_activate/mem_reuse/mem_swap_manager.h
@@ -91,7 +91,7 @@ class MemSwapManager {
 
   void ResetSwapInfo();
 
-  void SaveUserKernelTopoOrder(const mindspore::session::KernelGraph *kernel_graph);
+  void SaveUserKernelTopoOrder();
 
   void AddKernelTriggerSwap(const AnfNodePtr &kernel, bool trigger_swap);
 
@@ -99,6 +99,8 @@ class MemSwapManager {
 
   void AddKernelMemSwapInfo(const AnfNodePtr &kernel, const MemSwapInfo &mem_swap_info);
 
+  bool IsCommunicationRelevantOp(const AnfNodePtr &kernel) const;
+
   std::vector<CNodePtr> execution_order_;
   std::vector<TensorInfo> ordered_tensors_;
   std::unordered_map<void *, KernelExecutionInfo> kernel_execution_info_;
@@ -113,7 +115,8 @@ class MemSwapManager {
   size_t tensor_size_num_;
   size_t distance_threshold_;
 
-  MemCopyManagerPtr mem_copy_manager_;
+  MemCopyManagerPtr mem_copy_manager_{nullptr};
+  FuncGraphManagerPtr graph_manager_{nullptr};
   bool mem_swap_initialized_{false};
   bool swap_info_already_set_{false};
   bool trigger_swap_{false};