diff --git a/paddle/fluid/operators/distributed/communicator.cc b/paddle/fluid/operators/distributed/communicator.cc
index 7e574f29552d1a9d386fd8895b80a2dd05da5214..910c6bdafda6c68d59fcfa8fdcdce6b4256d74ed 100644
--- a/paddle/fluid/operators/distributed/communicator.cc
+++ b/paddle/fluid/operators/distributed/communicator.cc
@@ -507,6 +507,11 @@ void GeoCommunicator::MainThread() {
     VLOG(3) << "wait for running";
   }
 
+  for (auto &iter : send_varname_to_ctx_) {
+    splited_ids_vec_.insert(
+        std::pair<std::string, std::vector<SplitedSparseIds>>{
+            iter.first, std::vector<SplitedSparseIds>()});
+  }
   while (running_) {
     int meet = Meet();
 
@@ -528,9 +533,9 @@ void GeoCommunicator::SendByCommunicator(int batches) {
     int pserver_num = static_cast<int>(send_ctx.epmap.size());
     auto &ids_queue = send_ids_to_queue_.at(var_name);
 
-    splited_ids_vec_.clear();
+    splited_ids_vec_[var_name].clear();
     for (int i = 0; i < batches; ++i) {
-      splited_ids_vec_.push_back(*(ids_queue->Pop()));
+      splited_ids_vec_[var_name].push_back(*(ids_queue->Pop()));
     }
 
     if (send_ctx.is_sparse) {
@@ -544,6 +549,7 @@ void GeoCommunicator::SendByCommunicator(int batches) {
         };
         tasks.emplace_back(
             send_threadpool_->enqueue(std::move(send_recv_task)));
+        tasks[tasks.size() - 1].wait();
       }
     } else {
       auto send_recv_task = [this, &var_name, &send_ctx] {
@@ -561,9 +567,9 @@ void GeoCommunicator::SendByCommunicator(int batches) {
     }
   }
 
-  for (auto &task : tasks) {
-    task.wait();
-  }
+  //  for (auto &task : tasks) {
+  //    task.wait();
+  //  }
 }
 
 void GeoCommunicator::SendSparse(const std::string &varname, int ep_idx) {
@@ -576,10 +582,11 @@ void GeoCommunicator::SendSparse(const std::string &varname, int ep_idx) {
   auto endpoint = rpc_ctx.epmap[ep_idx];
   auto pserver_num = rpc_ctx.epmap.size();
 
-  int batches = static_cast<int>(splited_ids_vec_.size());
+  int batches = static_cast<int>(splited_ids_vec_[varname].size());
   for (int i = 0; i < batches; ++i) {
-    std::copy(splited_ids_vec_[i].at(ep_idx).begin(),
-              splited_ids_vec_[i].at(ep_idx).end(), back_inserter(ids));
+    std::copy(splited_ids_vec_[varname][i].at(ep_idx).begin(),
+              splited_ids_vec_[varname][i].at(ep_idx).end(),
+              back_inserter(ids));
   }
 
   auto size = ids.size();
@@ -701,7 +708,7 @@ void GeoCommunicator::RecvSparse(const std::string &varname, int ep_idx) {
   auto train_id = recv_varname_to_ctx_.at(varname).trainer_id;
   auto endpoint = recv_varname_to_ctx_.at(varname).epmap[ep_idx];
   auto splited_var_name =
-      DeltaVarToVar(send_varname_to_ctx_.at(varname).splited_varnames[ep_idx]);
+      recv_varname_to_ctx_.at(varname).splited_varnames[ep_idx];
   auto pserver_num = recv_varname_to_ctx_.at(varname).epmap.size();
 
   VLOG(1) << "Begin to RecvSparse receive var: " << splited_var_name;
diff --git a/paddle/fluid/operators/distributed/communicator.h b/paddle/fluid/operators/distributed/communicator.h
index c8e0dbae72f631374040510012ea00bb0ed597ac..7c601cae01ffcf7f9f7257cc59101e284d774f35 100644
--- a/paddle/fluid/operators/distributed/communicator.h
+++ b/paddle/fluid/operators/distributed/communicator.h
@@ -444,19 +444,6 @@ class GeoCommunicator : public AsyncCommunicator {
 
   void InitDense(const std::string varname);
 
-  const std::string VarToDeltaVar(const std::string var_name) {
-    std::string delta_name = var_name;
-    const std::string send_name = delta_name.append(".delta");
-    return send_name;
-  }
-
-  const std::string DeltaVarToVar(const std::string var_name) {
-    std::string origin_name = var_name;
-    origin_name.erase(origin_name.find(".delta"), 6);
-    const std::string param_name = origin_name;
-    return param_name;
-  }
-
  private:
   int trainers_;
   std::string sparse_attrs_;
@@ -476,7 +463,8 @@ class GeoCommunicator : public AsyncCommunicator {
       send_ids_to_queue_;
 
   std::unordered_map<std::string, std::shared_ptr<SparseValue>> old_sparses_;
-  std::vector<SplitedSparseIds> splited_ids_vec_;
+  std::unordered_map<std::string, std::vector<SplitedSparseIds>>
+      splited_ids_vec_;
 };
 
 }  // namespace distributed