diff --git a/paddle/fluid/framework/fleet/CMakeLists.txt b/paddle/fluid/framework/fleet/CMakeLists.txt
index 7d363d1afdc8ac72741e6e4fea02fb96fe9347fa..12fc454fd262cdcf30f64757a6199c6a9331e1a2 100644
--- a/paddle/fluid/framework/fleet/CMakeLists.txt
+++ b/paddle/fluid/framework/fleet/CMakeLists.txt
@@ -3,3 +3,5 @@ if(WITH_PSLIB)
 else()
     cc_library(fleet_wrapper SRCS fleet_wrapper.cc DEPS framework_proto variable_helper scope)
 endif(WITH_PSLIB)
+
+cc_library(nccl_wrapper SRCS nccl_wrapper.cc DEPS framework_proto variable_helper scope)
diff --git a/paddle/fluid/framework/fleet/nccl_wrapper.cc b/paddle/fluid/framework/fleet/nccl_wrapper.cc
new file mode 100644
index 0000000000000000000000000000000000000000..051f4b013c6eeb55f733910c14cae178f2f8b416
--- /dev/null
+++ b/paddle/fluid/framework/fleet/nccl_wrapper.cc
@@ -0,0 +1,78 @@
+// Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+#include "paddle/fluid/framework/fleet/nccl_wrapper.h"
+#include <utility>
+#include "paddle/fluid/framework/data_feed.h"
+#include "paddle/fluid/framework/scope.h"
+
+namespace paddle {
+namespace framework {
+
+std::shared_ptr<NCCLWrapper> NCCLWrapper::s_instance_ = NULL;
+bool NCCLWrapper::is_initialized_ = false;
+
+void NCCLWrapper::InitNCCL() {
+#ifdef PADDLE_WITH_CUDA
+  PADDLE_ENFORCE(platform::dynload::ncclCommInitRank(
+      &(nccl_info_.comm_), nccl_info_.global_ranks_, nccl_info_.nccl_id_,
+      nccl_info_.my_global_rank_));
+#endif
+  return;
+}
+
+void NCCLWrapper::SetNCCLId(const NCCLInfo& nccl_info) {
+#ifdef PADDLE_WITH_CUDA
+  nccl_info_.nccl_id_ = nccl_info.nccl_id_;
+#endif
+  return;
+}
+
+NCCLInfo NCCLWrapper::GetNCCLId() {
+#ifdef PADDLE_WITH_CUDA
+  PADDLE_ENFORCE(platform::dynload::ncclGetUniqueId(&(nccl_info_.nccl_id_)));
+#endif
+  return nccl_info_;
+}
+
+void NCCLWrapper::SetRankInfo(const int local_rank, const int global_rank,
+                              const int ranks) {
+#ifdef PADDLE_WITH_CUDA
+  nccl_info_.local_rank_ = local_rank;
+  nccl_info_.my_global_rank_ = global_rank;
+  nccl_info_.global_ranks_ = ranks;
+  PADDLE_ENFORCE(cudaSetDevice(local_rank));
+  PADDLE_ENFORCE(cudaStreamCreate(&(nccl_info_.stream_)));
+#endif
+  return;
+}
+
+void NCCLWrapper::SyncVar(const int root_rank, const Scope& scope,
+                          const std::vector<std::string>& var_names) {
+#ifdef PADDLE_WITH_CUDA
+  for (auto& name : var_names) {
+    auto var = scope.FindVar(name);
+    LoDTensor* tensor = var->GetMutable<LoDTensor>();
+    int32_t total_size = tensor->numel();
+    PADDLE_ENFORCE(platform::dynload::ncclBcast(
+        reinterpret_cast<void*>(tensor->data<float>()), total_size, ncclFloat,
+        root_rank, nccl_info_.comm_, nccl_info_.stream_));
+    cudaStreamSynchronize(nccl_info_.stream_);
+  }
+#endif
+  return;
+}
+
+}  // end namespace framework
+}  // end namespace paddle
diff --git a/paddle/fluid/framework/fleet/nccl_wrapper.h b/paddle/fluid/framework/fleet/nccl_wrapper.h
new file mode 100644
index 0000000000000000000000000000000000000000..f29aa225419f4f62c302c8a93c8a9b89c29d15f5
--- /dev/null
+++ b/paddle/fluid/framework/fleet/nccl_wrapper.h
@@ -0,0 +1,83 @@
+/* Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License. */
+
+#pragma once
+
+#include <atomic>
+#include <ctime>
+#include <map>
+#include <memory>
+#include <random>
+#include <string>
+#include <vector>
+#include "paddle/fluid/framework/program_desc.h"
+#include "paddle/fluid/framework/scope.h"
+#include "paddle/fluid/framework/variable_helper.h"
+#ifdef PADDLE_WITH_CUDA
+#include "paddle/fluid/platform/dynload/nccl.h"
+#endif
+#include "paddle/fluid/platform/macros.h"  // for DISABLE_COPY_AND_ASSIGN
+
+namespace paddle {
+namespace framework {
+
+class NCCLInfo {
+ public:
+  NCCLInfo() {}
+  virtual ~NCCLInfo() {}
+
+ public:
+  int local_rank_;
+  int global_ranks_;
+  int my_global_rank_;
+#ifdef PADDLE_WITH_CUDA
+  ncclUniqueId nccl_id_;
+  ncclComm_t comm_;
+  cudaStream_t stream_;
+#endif
+};
+
+class NCCLWrapper {
+ public:
+  virtual ~NCCLWrapper() {}
+  NCCLWrapper() {}
+
+  void InitNCCL();
+  void SetNCCLId(const NCCLInfo& nccl_info);
+  NCCLInfo GetNCCLId();
+  void SetRankInfo(const int local_rank, const int global_rank,
+                   const int ranks);
+  void SyncVar(const int root_rank, const Scope& scope,
+               const std::vector<std::string>& var_names);
+
+  static std::shared_ptr<NCCLWrapper> GetInstance() {
+    if (NULL == s_instance_) {
+      s_instance_.reset(new paddle::framework::NCCLWrapper());
+    }
+    return s_instance_;
+  }
+
+ public:
+  NCCLInfo nccl_info_;
+
+ private:
+  static std::shared_ptr<NCCLWrapper> s_instance_;
+
+ protected:
+  static bool is_initialized_;
+  DISABLE_COPY_AND_ASSIGN(NCCLWrapper);
+};
+
+}  // end namespace framework
+}  // end namespace paddle
diff --git a/paddle/fluid/pybind/CMakeLists.txt b/paddle/fluid/pybind/CMakeLists.txt
index 16365c1fd0b0adb914cdfd08e3f6542fca952e06..900c1a0ca690378ab89568e7de503c660cd85b79 100644
--- a/paddle/fluid/pybind/CMakeLists.txt
+++ b/paddle/fluid/pybind/CMakeLists.txt
@@ -1,11 +1,11 @@
-set(PYBIND_DEPS pybind python proto_desc memory executor async_executor fleet_wrapper prune
+set(PYBIND_DEPS pybind python proto_desc memory executor async_executor fleet_wrapper nccl_wrapper prune
   feed_fetch_method pass_builder parallel_executor profiler layer scope_pool
   tracer analysis_predictor imperative_profiler nccl_context)
 
 if(WITH_PYTHON)
   list(APPEND PYBIND_DEPS py_func_op)
 endif()
-set(PYBIND_SRCS pybind.cc exception.cc protobuf.cc const_value.cc recordio.cc reader_py.cc async_executor_py.cc fleet_wrapper_py.cc data_set_py.cc imperative.cc ir.cc inference_api.cc)
+set(PYBIND_SRCS pybind.cc exception.cc protobuf.cc const_value.cc recordio.cc reader_py.cc async_executor_py.cc fleet_wrapper_py.cc nccl_wrapper_py.cc data_set_py.cc imperative.cc ir.cc inference_api.cc)
 
 if(WITH_PYTHON)
   if(WITH_AMD_GPU)
diff --git a/paddle/fluid/pybind/fleet_wrapper_py.cc b/paddle/fluid/pybind/fleet_wrapper_py.cc
index 77f15db8d68da131c892b1a65946c1994b90fd04..2f6a7d2480aedd5bd37d0dbd5ccf64447e4a21ff 100644
--- a/paddle/fluid/pybind/fleet_wrapper_py.cc
+++ b/paddle/fluid/pybind/fleet_wrapper_py.cc
@@ -36,7 +36,6 @@ limitations under the License. */
 #include "paddle/fluid/pybind/fleet_wrapper_py.h"
 
 namespace py = pybind11;
-namespace pd = paddle::framework;
 
 namespace paddle {
 namespace pybind {
diff --git a/paddle/fluid/pybind/nccl_wrapper_py.cc b/paddle/fluid/pybind/nccl_wrapper_py.cc
new file mode 100644
index 0000000000000000000000000000000000000000..bbba03f6660fe9ddb14764709ea81a9a82b1b386
--- /dev/null
+++ b/paddle/fluid/pybind/nccl_wrapper_py.cc
@@ -0,0 +1,53 @@
+/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License. */
+#include <fcntl.h>
+
+#ifdef _POSIX_C_SOURCE
+#undef _POSIX_C_SOURCE
+#endif
+
+#ifdef _XOPEN_SOURCE
+#undef _XOPEN_SOURCE
+#endif
+
+#include <string>
+#include <vector>
+
+#include "google/protobuf/io/zero_copy_stream_impl.h"
+#include "google/protobuf/text_format.h"
+#include "paddle/fluid/framework/async_executor.h"
+#include "paddle/fluid/framework/data_feed.h"
+#include "paddle/fluid/framework/data_feed.pb.h"
+#include "paddle/fluid/framework/fleet/nccl_wrapper.h"
+#include "paddle/fluid/framework/scope.h"
+#include "paddle/fluid/inference/io.h"
+#include "paddle/fluid/platform/place.h"
+#include "paddle/fluid/platform/variant.h"
+#include "paddle/fluid/pybind/nccl_wrapper_py.h"
+
+namespace py = pybind11;
+namespace pd = paddle::framework;
+
+namespace paddle {
+namespace pybind {
+void BindNCCLWrapper(py::module* m) {
+  py::class_<framework::NCCLWrapper>(*m, "Nccl")
+      .def(py::init())
+      .def("init_nccl", &framework::NCCLWrapper::InitNCCL)
+      .def("set_nccl_id", &framework::NCCLWrapper::SetNCCLId)
+      .def("set_rank_info", &framework::NCCLWrapper::SetRankInfo)
+      .def("sync_var", &framework::NCCLWrapper::SyncVar);
+}  // end NCCLWrapper
+}  // end namespace pybind
+}  // end namespace paddle
diff --git a/paddle/fluid/pybind/nccl_wrapper_py.h b/paddle/fluid/pybind/nccl_wrapper_py.h
new file mode 100644
index 0000000000000000000000000000000000000000..683eb4d61e00abf4e7192efb1d102ff73cb9e02e
--- /dev/null
+++ b/paddle/fluid/pybind/nccl_wrapper_py.h
@@ -0,0 +1,28 @@
+//   Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+#pragma once
+
+#include "pybind11/pybind11.h"
+#include "pybind11/stl.h"
+
+namespace py = pybind11;
+
+namespace paddle {
+namespace pybind {
+
+void BindNCCLWrapper(py::module* m);
+
+}  // namespace pybind
+}  // namespace paddle
diff --git a/paddle/fluid/pybind/pybind.cc b/paddle/fluid/pybind/pybind.cc
index a8a2a94d473b18fdcd78771063ef4565c7fe0e42..6a5f5f60bca1974635730ce746869b95cf4e80ed 100644
--- a/paddle/fluid/pybind/pybind.cc
+++ b/paddle/fluid/pybind/pybind.cc
@@ -58,6 +58,7 @@ limitations under the License. */
 #include "paddle/fluid/pybind/imperative.h"
 #include "paddle/fluid/pybind/inference_api.h"
 #include "paddle/fluid/pybind/ir.h"
+#include "paddle/fluid/pybind/nccl_wrapper_py.h"
 #include "paddle/fluid/pybind/protobuf.h"
 #include "paddle/fluid/pybind/pybind.h"  // NOLINT
 #include "paddle/fluid/pybind/reader_py.h"
@@ -1405,6 +1406,7 @@ All parameter, weight, gradient are variables in Paddle.
   BindRecordIOWriter(&m);
   BindAsyncExecutor(&m);
   BindFleetWrapper(&m);
+  BindNCCLWrapper(&m);
   BindGraph(&m);
   BindNode(&m);
   BindInferenceApi(&m);