diff --git a/paddle/fluid/operators/distributed/parameter_send.cc b/paddle/fluid/operators/distributed/parameter_send.cc
index 09fce06b5a8d227bec2f011f6a485f4d13ff14d9..38b64c3fcd1aaf6d6baecb0e2e08f379351d0c20 100644
--- a/paddle/fluid/operators/distributed/parameter_send.cc
+++ b/paddle/fluid/operators/distributed/parameter_send.cc
@@ -38,27 +38,27 @@ using SelectedRows = framework::SelectedRows;
 using DDim = framework::DDim;
 
 template <typename T>
-void send(const std::string& var_name,
-          const std::vector<std::string>& send_varnames,
-          const std::vector<std::string>& epmap,
-          const std::vector<int64_t>& height_sections,
-          const framework::ExecutionContext& ctx, const framework::Scope& scope,
-          bool sync) {
-  framework::Scope* local_scope = scope.NewTmpScope();
-
-  platform::DeviceContextPool& pool = platform::DeviceContextPool::Instance();
-  auto& cpu_ctx = *pool.Get(platform::CPUPlace());
-  auto& actual_ctx = *pool.Get(ctx.GetPlace());
-
-  distributed::RPCClient* rpc_client =
+void ParameterSend<T>::operator()(const std::string &var_name,
+                                  const std::vector<std::string> &send_varnames,
+                                  const std::vector<std::string> &epmap,
+                                  const std::vector<int64_t> &height_sections,
+                                  const framework::ExecutionContext &ctx,
+                                  const framework::Scope &scope, bool sync) {
+  framework::Scope *local_scope = scope.NewTmpScope();
+
+  platform::DeviceContextPool &pool = platform::DeviceContextPool::Instance();
+  auto &cpu_ctx = *pool.Get(platform::CPUPlace());
+  auto &actual_ctx = *pool.Get(ctx.GetPlace());
+
+  distributed::RPCClient *rpc_client =
       distributed::RPCClient::GetInstance<RPCCLIENT_T>(
           ctx.Attr<int>("trainer_id"));
 
-  auto* send_var = scope.FindVar(var_name);
+  auto *send_var = scope.FindVar(var_name);
   size_t out_num = send_varnames.size();
   if (send_var->IsType<framework::LoDTensor>()) {
-    auto& send_tensor = send_var->Get<framework::LoDTensor>();
-    auto& send_tensor_dims = send_tensor.dims();
+    auto &send_tensor = send_var->Get<framework::LoDTensor>();
+    auto &send_tensor_dims = send_tensor.dims();
     std::vector<framework::DDim> outs_dims;
     outs_dims.reserve(out_num);
 
@@ -89,13 +89,13 @@ void send(const std::string& var_name,
     // create output var in local scope
     size_t row_offset = 0;
     for (auto i = 0; i < out_num; ++i) {
-      auto* out =
+      auto *out =
           local_scope->Var(send_varnames[i])->GetMutable<framework::Tensor>();
       *out = send_tensor.Slice(row_offset, row_offset + outs_dims[i][0]);
       row_offset += outs_dims[i][0];
     }
   } else if (send_var->IsType<framework::SelectedRows>()) {
-    auto& send_slr = send_var->Get<framework::SelectedRows>();
+    auto &send_slr = send_var->Get<framework::SelectedRows>();
     auto abs_sections = ToAbsoluteSection(height_sections);
 
     auto send_rows = send_slr.rows();
@@ -109,9 +109,9 @@ void send(const std::string& var_name,
     auto src = send_slr.value().data<T>();
 
     // create output var in local scope
-    std::vector<framework::SelectedRows*> outs;
-    for (auto& name : send_varnames) {
-      auto* out = local_scope->Var(name)->GetMutable<framework::SelectedRows>();
+    std::vector<framework::SelectedRows *> outs;
+    for (auto &name : send_varnames) {
+      auto *out = local_scope->Var(name)->GetMutable<framework::SelectedRows>();
       outs.push_back(out);
     }
 
@@ -163,8 +163,8 @@ void send(const std::string& var_name,
 
   std::vector<distributed::VarHandlePtr> rets;
   for (size_t i = 0; i < send_varnames.size(); i++) {
-    auto& send_var_name = send_varnames[i];
-    auto& endpoint = epmap[i];
+    auto &send_var_name = send_varnames[i];
+    auto &endpoint = epmap[i];
     if (NeedSend(*local_scope, send_var_name)) {
       VLOG(3) << "sending " << send_var_name << " to " << endpoint;
       rets.push_back(rpc_client->AsyncSendVar(endpoint, cpu_ctx, *local_scope,
@@ -183,6 +183,8 @@ void send(const std::string& var_name,
   delete local_scope;
 }
 
+template struct ParameterSend<float>;
+
 };  // namespace distributed
 };  // namespace operators
 };  // namespace paddle
diff --git a/paddle/fluid/operators/distributed/parameter_send.h b/paddle/fluid/operators/distributed/parameter_send.h
index 6272cc5d2558902a1914c37ac223749791353111..1746377228d9befb1b9d9a62f30f13cf98ca3f37 100644
--- a/paddle/fluid/operators/distributed/parameter_send.h
+++ b/paddle/fluid/operators/distributed/parameter_send.h
@@ -24,12 +24,14 @@ namespace operators {
 namespace distributed {
 
 template <typename T>
-void send(const std::string& var_name,
-          const std::vector<std::string>& send_varnames,
-          const std::vector<std::string>& epmap,
-          const std::vector<int64_t>& height_sections,
-          const framework::ExecutionContext& context,
-          const framework::Scope& scope, bool sync);
+struct ParameterSend {
+  void operator()(const std::string &var_name,
+                  const std::vector<std::string> &send_varnames,
+                  const std::vector<std::string> &epmap,
+                  const std::vector<int64_t> &height_sections,
+                  const framework::ExecutionContext &context,
+                  const framework::Scope &scope, bool sync);
+};
 
 };  // namespace distributed
 };  // namespace operators
diff --git a/paddle/fluid/operators/distributed_ops/CMakeLists.txt b/paddle/fluid/operators/distributed_ops/CMakeLists.txt
index a8bb597cbd59290df1347c164d37104c6ac431e9..0eb30ce695a0364e4e4b759622a6516e5e80b885 100644
--- a/paddle/fluid/operators/distributed_ops/CMakeLists.txt
+++ b/paddle/fluid/operators/distributed_ops/CMakeLists.txt
@@ -2,9 +2,9 @@ include(operators)
 
 set(DISTRIBUTE_DEPS "")
 if(WITH_GRPC)
-    set(DISTRIBUTE_DEPS sendrecvop_rpc grpc++_unsecure grpc_unsecure gpr cares zlib protobuf node)
+    set(DISTRIBUTE_DEPS sendrecvop_rpc parameter_send grpc++_unsecure grpc_unsecure gpr cares zlib protobuf node)
 else()
-    set(DISTRIBUTE_DEPS sendrecvop_rpc brpc leveldb snappystream snappy protobuf ssl crypto zlib node)
+    set(DISTRIBUTE_DEPS sendrecvop_rpc parameter_send brpc leveldb snappystream snappy protobuf ssl crypto zlib node)
     if(WITH_BRPC_RDMA)
         find_library(IBVERBS_LIBRARY NAMES ibverbs)
         ADD_LIBRARY(ibverbs SHARED IMPORTED GLOBAL)
diff --git a/paddle/fluid/operators/distributed_ops/send_op.cc b/paddle/fluid/operators/distributed_ops/send_op.cc
index 213667010303671da0deaa0da475eff10cfa5e2d..e7ccaa83dea006030ab1c9f3ed0fbd5c2e03012b 100644
--- a/paddle/fluid/operators/distributed_ops/send_op.cc
+++ b/paddle/fluid/operators/distributed_ops/send_op.cc
@@ -51,8 +51,9 @@ class SendOp : public framework::OperatorBase {
           platform::DeviceContextPool::Instance();
       auto* dev_ctx = pool.Get(place);
       auto exe_ctx = framework::ExecutionContext(*this, scope, *dev_ctx, ctx);
-      distributed::send<float>(ins[0], send_varnames, epmap, height_sections,
-                               exe_ctx, scope, static_cast<bool>(sync_send));
+      auto send_functor = distributed::ParameterSend<float>();
+      send_functor(ins[0], send_varnames, epmap, height_sections, exe_ctx,
+                   scope, static_cast<bool>(sync_send));
     } else {
       platform::DeviceContextPool& pool =
           platform::DeviceContextPool::Instance();