diff --git a/CMakeLists.txt b/CMakeLists.txt
index 7c497e3e048c4dd8d5c1291286de2ab9d218b914..0620b64cfa6e6350adb14b8d2e40f98aaaa7e42d 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -49,6 +49,7 @@ set(THIRD_PARTY_BUILD_TYPE Release)
 option(WITH_AVX	    "Compile Paddle Serving with AVX intrinsics"    OFF)
 option(WITH_MKL	    "Compile Paddle Serving with MKL support."      OFF)
 option(WITH_GPU	    "Compile Paddle Serving with NVIDIA GPU"        OFF)
+option(WITH_XPU     "Compile Paddle Serving with Kunlun XPU"        OFF)
 option(CLIENT  	    "Compile Paddle Serving Client"		    OFF)
 option(SERVER	    "Compile Paddle Serving Server"		    OFF)
 option(APP          "Compile Paddle Serving App package"	    OFF)
diff --git a/core/general-server/CMakeLists.txt b/core/general-server/CMakeLists.txt
index 9056e229a51f56463dc2eec5629f219d00dc6a38..560d387c2db5c32ec575a48b20ff60a9ed2353b4 100644
--- a/core/general-server/CMakeLists.txt
+++ b/core/general-server/CMakeLists.txt
@@ -28,8 +28,14 @@ if(WITH_GPU)
     target_link_libraries(serving ${CUDA_LIBRARIES})
 endif()
 
+#link_libraries(${PROJECT_BINARY_DIR}/third_party/install/Paddle/third_party/install/lite/cxx/lib/libpaddle_full_api_shared.so)
+
 if(WITH_MKL OR WITH_GPU)
-    target_link_libraries(serving -liomp5 -lmklml_intel -lmkldnn -lpthread -lcrypto -lm -lrt -lssl -ldl -lz -lbz2)
+    target_link_libraries(serving -liomp5 -lmklml_intel -lmkldnn -lpthread
+        -lcrypto -lm -lrt -lssl -ldl -lz -lbz2 )
+    target_link_libraries(serving
+        ${PROJECT_BINARY_DIR}/third_party/install/Paddle/third_party/install/lite/cxx/lib/libpaddle_full_api_shared.so)
+
 else()
     target_link_libraries(serving openblas -lpthread -lcrypto -lm -lrt -lssl -ldl -lz -lbz2)
 endif()
diff --git a/core/predictor/CMakeLists.txt b/core/predictor/CMakeLists.txt
index 1b9dc7b29845a2b8c7f958c1d8e836cb57e91d41..e953738e4cfbcac8b971c0d82cb68010e7f0c592 100644
--- a/core/predictor/CMakeLists.txt
+++ b/core/predictor/CMakeLists.txt
@@ -15,7 +15,8 @@ set_source_files_properties(
 add_dependencies(pdserving protobuf boost brpc leveldb pdcodegen configure)
 
 target_link_libraries(pdserving
-        brpc protobuf boost leveldb configure -lpthread -lcrypto -lm -lrt -lssl -ldl -lz)
+        brpc protobuf boost leveldb configure -lpthread -lcrypto -lm -lrt
+        -lssl -ldl -lz)
 
 # install
 install(TARGETS pdserving
diff --git a/paddle_inference/inferencer-fluid-gpu/CMakeLists.txt b/paddle_inference/inferencer-fluid-gpu/CMakeLists.txt
index 725da85b45ca1070badf5343f340e49dce6b936f..97ef1f577ce89e0361b3fd5277d1516068d7b620 100644
--- a/paddle_inference/inferencer-fluid-gpu/CMakeLists.txt
+++ b/paddle_inference/inferencer-fluid-gpu/CMakeLists.txt
@@ -3,7 +3,8 @@ add_library(fluid_gpu_engine ${fluid_gpu_engine_srcs})
 target_include_directories(fluid_gpu_engine PUBLIC
         ${CMAKE_BINARY_DIR}/Paddle/fluid_install_dir/)
 add_dependencies(fluid_gpu_engine pdserving extern_paddle configure)
-target_link_libraries(fluid_gpu_engine pdserving paddle_fluid iomp5 mklml_intel -lpthread -lcrypto -lm -lrt -lssl -ldl -lz)
+target_link_libraries(fluid_gpu_engine pdserving paddle_fluid iomp5
+    mklml_intel -lpthread -lcrypto -lm -lrt -lssl -ldl -lz)
 
 install(TARGETS fluid_gpu_engine 
         ARCHIVE DESTINATION ${PADDLE_SERVING_INSTALL_DIR}/lib
diff --git a/paddle_inference/inferencer-fluid-gpu/include/fluid_gpu_engine.h b/paddle_inference/inferencer-fluid-gpu/include/fluid_gpu_engine.h
index 2fc6ae587ff26f5f05ff9332f08067ab49d06254..8480c962cd99460f758997166a8ded6852f0c77a 100644
--- a/paddle_inference/inferencer-fluid-gpu/include/fluid_gpu_engine.h
+++ b/paddle_inference/inferencer-fluid-gpu/include/fluid_gpu_engine.h
@@ -535,6 +535,45 @@ class FluidGpuAnalysisDirWithSigmoidCore : public FluidGpuWithSigmoidCore {
   }
 };
 
+class FluidXpuAnalysisDirCore : public FluidFamilyCore {
+ public:
+  int create(const predictor::InferEngineCreationParams& params) {
+    std::string data_path = params.get_path();
+    if (access(data_path.c_str(), F_OK) == -1) {
+      LOG(ERROR) << "create paddle predictor failed, path not exits: "
+                 << data_path;
+      return -1;
+    }
+
+    paddle::AnalysisConfig analysis_config;
+    analysis_config.SetModel(data_path);
+    analysis_config.EnableXpu();
+    analysis_config.SwitchSpecifyInputNames(true);
+    analysis_config.SetCpuMathLibraryNumThreads(1);
+
+    if (params.enable_memory_optimization()) {
+      analysis_config.EnableMemoryOptim();
+    }
+
+    if (params.enable_ir_optimization()) {
+      analysis_config.SwitchIrOptim(true);
+    } else {
+      analysis_config.SwitchIrOptim(false);
+    }
+
+    AutoLock lock(GlobalPaddleCreateMutex::instance());
+    _core =
+        paddle::CreatePaddlePredictor<paddle::AnalysisConfig>(analysis_config);
+    if (NULL == _core.get()) {
+      LOG(ERROR) << "create paddle predictor failed, path: " << data_path;
+      return -1;
+    }
+
+    VLOG(2) << "create paddle predictor sucess, path: " << data_path;
+    return 0;
+  }
+};
+
 }  // namespace fluid_gpu
 }  // namespace paddle_serving
 }  // namespace baidu
diff --git a/paddle_inference/inferencer-fluid-gpu/src/fluid_gpu_engine.cpp b/paddle_inference/inferencer-fluid-gpu/src/fluid_gpu_engine.cpp
index 7447a417338a37716eff025721126e4c817408a6..b31c9d161eae1e9988c0f698862a0be83a84150d 100644
--- a/paddle_inference/inferencer-fluid-gpu/src/fluid_gpu_engine.cpp
+++ b/paddle_inference/inferencer-fluid-gpu/src/fluid_gpu_engine.cpp
@@ -54,6 +54,11 @@ REGIST_FACTORY_OBJECT_IMPL_WITH_NAME(
     ::baidu::paddle_serving::predictor::InferEngine,
     "FLUID_GPU_NATIVE_DIR_SIGMOID");
 
+REGIST_FACTORY_OBJECT_IMPL_WITH_NAME(
+    ::baidu::paddle_serving::predictor::FluidInferEngine<
+        FluidXpuAnalysisDirCore>,
+    ::baidu::paddle_serving::predictor::InferEngine,
+    "FLUID_XPU_ANALYSIS_DIR");
 }  // namespace fluid_gpu
 }  // namespace paddle_serving
 }  // namespace baidu