diff --git a/paddle/fluid/framework/async_executor.h b/paddle/fluid/framework/async_executor.h
index 7b59e1b11ca577d4b03784db50d5fa6ed3d1f12b..b0c6c8a01648ff7e995da60bc9b9f16d25aa3316 100644
--- a/paddle/fluid/framework/async_executor.h
+++ b/paddle/fluid/framework/async_executor.h
@@ -28,13 +28,14 @@ limitations under the License. */
 #include "paddle/fluid/framework/data_set.h"
 #include "paddle/fluid/framework/executor.h"
 #include "paddle/fluid/framework/executor_thread_worker.h"
-#include "paddle/fluid/framework/fleet/fleet_wrapper.h"
 #include "paddle/fluid/framework/program_desc.h"
 #include "paddle/fluid/framework/scope.h"
 
 namespace paddle {
 namespace framework {
 
+class FleetWrapper;
+
 inline double current_realtime() {
 #if !defined(_WIN32)
   struct timespec tp;
diff --git a/paddle/fluid/framework/device_worker.h b/paddle/fluid/framework/device_worker.h
index 2ee09a7b838ac500376ccab76c963e590ba10b7a..a7ee0fd26b239ba6f832b331771a0af85901916d 100644
--- a/paddle/fluid/framework/device_worker.h
+++ b/paddle/fluid/framework/device_worker.h
@@ -27,7 +27,6 @@ limitations under the License. */
 #include <vector>
 
 #include "paddle/fluid/framework/data_feed.h"
-#include "paddle/fluid/framework/fleet/fleet_wrapper.h"
 #include "paddle/fluid/framework/lod_tensor.h"
 #include "paddle/fluid/framework/op_registry.h"
 #include "paddle/fluid/framework/program_desc.h"
@@ -46,6 +45,8 @@ limitations under the License. */
 namespace paddle {
 namespace framework {
 
+class FleetWrapper;
+
 #define SEC_LOG                                                              \
   VLOG(3) << "[s" << section_id_ << "p" << pipeline_id_ << "t" << thread_id_ \
           << "]: "
diff --git a/paddle/fluid/framework/dist_multi_trainer.cc b/paddle/fluid/framework/dist_multi_trainer.cc
index 9057549ed5c53590da2fe1fcd8a6fe0d7932323a..879382e3f187be866702b67279f3f11aa4f87d14 100644
--- a/paddle/fluid/framework/dist_multi_trainer.cc
+++ b/paddle/fluid/framework/dist_multi_trainer.cc
@@ -18,6 +18,7 @@ limitations under the License. */
 #include "paddle/fluid/framework/data_feed_factory.h"
 #include "paddle/fluid/framework/data_set.h"
 #include "paddle/fluid/framework/device_worker_factory.h"
+#include "paddle/fluid/framework/fleet/fleet_wrapper.h"
 #include "paddle/fluid/framework/trainer.h"
 
 namespace paddle {
diff --git a/paddle/fluid/framework/downpour_worker.cc b/paddle/fluid/framework/downpour_worker.cc
index 135667cc0615c71b23b6e46c76680fcc733ac7dd..dd56b58c1029b309d4db560b1f0a33ca1ee76c2f 100644
--- a/paddle/fluid/framework/downpour_worker.cc
+++ b/paddle/fluid/framework/downpour_worker.cc
@@ -14,6 +14,7 @@ limitations under the License. */
 
 #include "paddle/fluid/framework/device_worker.h"
 #include "paddle/fluid/framework/device_worker_factory.h"
+#include "paddle/fluid/framework/fleet/fleet_wrapper.h"
 #include "paddle/fluid/platform/cpu_helper.h"
 #include "paddle/fluid/string/string_helper.h"
 
diff --git a/paddle/fluid/framework/pull_dense_worker.cc b/paddle/fluid/framework/pull_dense_worker.cc
index 1956885d66638acd63477e8f77c8be5dfe289e98..ecf0afb68e1bc26c39aa20701ae7ba5fef102980 100644
--- a/paddle/fluid/framework/pull_dense_worker.cc
+++ b/paddle/fluid/framework/pull_dense_worker.cc
@@ -13,6 +13,7 @@ See the License for the specific language governing permissions and
 limitations under the License. */
 #include <time.h>
 #include "paddle/fluid/framework/device_worker.h"
+#include "paddle/fluid/framework/fleet/fleet_wrapper.h"
 
 namespace paddle {
 namespace framework {
diff --git a/paddle/fluid/pybind/fleet_wrapper_py.cc b/paddle/fluid/pybind/fleet_wrapper_py.cc
index 780fa99d2c43d8c90384e2f820b562cc0ce2e2c5..746f2bbea6123440546885495ab4536e41cd8906 100644
--- a/paddle/fluid/pybind/fleet_wrapper_py.cc
+++ b/paddle/fluid/pybind/fleet_wrapper_py.cc
@@ -29,6 +29,7 @@ limitations under the License. */
 #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/fleet_wrapper.h"
 #include "paddle/fluid/framework/scope.h"
 #include "paddle/fluid/inference/io.h"
 #include "paddle/fluid/platform/place.h"