diff --git a/CMakeLists.txt b/CMakeLists.txt
index 047db58cfdfd4..549ed9d8543c2 100755
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -43,6 +43,7 @@ option(WITH_ONEMKL      "Compile PaddlePaddle with oneMKL"              OFF)
 option(WITH_GPU         "Compile PaddlePaddle with NVIDIA GPU"          ${CUDA_FOUND})
 option(WITH_TENSORRT    "Compile PaddlePaddle with NVIDIA TensorRT"     OFF)
 option(WITH_XPU         "Compile PaddlePaddle with BAIDU KUNLUN XPU"    OFF)
+option(WITH_XPU_KP      "Compile PaddlePaddle with BAIDU XPU compiler " OFF)
 option(WITH_MLU    "Compile PaddlePaddle with CAMBRICON MLU"     OFF)
 option(WITH_WIN_DUMP_DBG "Compile with windows core dump debug mode"    OFF)
 option(WITH_ASCEND         "Compile PaddlePaddle with ASCEND"        OFF)
@@ -59,6 +60,9 @@ include(generic)            # simplify cmake module
 if (WITH_GPU  AND WITH_XPU)
     message(FATAL_ERROR "Error when compile GPU and XPU at the same time")
 endif()
+if (WITH_GPU AND WITH_XPU_KP)
+    message(FATAL_ERROR "Error when compile GPU and XPU2 at the same time")
+endif()
 if (WITH_GPU AND WITH_ASCEND)
     message(FATAL_ERROR "Error when compile GPU and ASCEND at the same time")
 endif()
@@ -273,6 +277,14 @@ if (NOT WITH_GPU AND WITH_NCCL)
         "Disable NCCL when compiling without GPU" FORCE)
 endif()
 
+# force WITH_XPU on when WITH_XPU_KP
+if (WITH_XPU_KP AND NOT WITH_XPU)
+    MESSAGE(WARNING
+        "Enable WITH_XPU when compiling with WITH_XPU_KP. Force WITH_XPU=ON.")
+    set(WITH_XPU ON CACHE STRING
+        "Enable WITH_XPU when compiling with WITH_XPU_KP" FORCE)
+endif()
+
 if (NOT WITH_XPU AND WITH_XPU_BKCL)
     MESSAGE(WARNING
         "Disable BKCL when compiling without XPU. Force WITH_XPU_BKCL=OFF.")
@@ -317,6 +329,10 @@ if(WITH_ROCM)
     include(miopen) # set miopen libraries, must before configure
 endif(WITH_ROCM)
 
+if(WITH_XPU_KP)
+    include(xpu_kp)
+endif()
+
 if (NOT WITH_ROCM AND WITH_RCCL)
     MESSAGE(WARNING
         "Disable RCCL when compiling without ROCM. Force WITH_RCCL=OFF.")
diff --git a/cmake/configure.cmake b/cmake/configure.cmake
index 88e8dde8addbc..9ebde06bd01ab 100644
--- a/cmake/configure.cmake
+++ b/cmake/configure.cmake
@@ -99,6 +99,11 @@ if(WITH_XPU)
     add_definitions(-DPADDLE_WITH_XPU)
 endif()
 
+if(WITH_XPU_KP)
+    message(STATUS "Compile with XPU_KP!")
+    add_definitions(-DPADDLE_WITH_XPU_KP)
+endif()
+
 if(WITH_IPU)
     message(STATUS "Compile with IPU!")
     add_definitions(-DPADDLE_WITH_IPU)
diff --git a/cmake/generic.cmake b/cmake/generic.cmake
index 2004abcbfa1f2..6655963e728f1 100644
--- a/cmake/generic.cmake
+++ b/cmake/generic.cmake
@@ -654,6 +654,81 @@ function(hip_test TARGET_NAME)
   endif()
 endfunction(hip_test)
 
+function(xpu_library TARGET_NAME)
+  if (WITH_XPU_KP)
+    set(options STATIC static SHARED shared)
+    set(oneValueArgs "")
+    set(multiValueArgs SRCS DEPS)
+    cmake_parse_arguments(xpu_library "${options}" "${oneValueArgs}" "${multiValueArgs}" ${ARGN})
+
+    if(xpu_library_SRCS)
+      if (xpu_library_SHARED OR xpu_library_shared) # build *.so
+        message(FATAL_ERROR "XPU kernel currently does not support dynamic links")
+      else()
+        xpu_add_library(${TARGET_NAME} STATIC ${xpu_library_SRCS} DEPENDS ${xpu_library_DEPS})
+        find_fluid_modules(${TARGET_NAME})
+      endif()
+      if (xpu_library_DEPS)
+        add_dependencies(${TARGET_NAME} ${xpu_library_DEPS})
+        target_link_libraries(${TARGET_NAME} ${xpu_library_DEPS})
+      endif()
+      # cpplint code style
+      foreach(source_file ${xpu_library_SRCS})
+        string(REGEX REPLACE "\\.[^.]*$" "" source ${source_file})
+        if(EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${source}.h)
+          list(APPEND xpu_library_HEADERS ${CMAKE_CURRENT_SOURCE_DIR}/${source}.h)
+        endif()
+      endforeach()
+    else(xpu_library_SRCS)
+      if (xpu_library_DEPS)
+        list(REMOVE_DUPLICATES xpu_library_DEPS)
+        generate_dummy_static_lib(LIB_NAME ${TARGET_NAME} FILE_PATH ${target_SRCS} GENERATOR "generic.cmake:xpu_library")
+        target_link_libraries(${TARGET_NAME} ${xpu_library_DEPS})
+        add_dependencies(${TARGET_NAME} ${xpu_library_DEPS})
+      else()
+        message(FATAL "Please specify source file or library in xpu_library.")
+      endif()
+    endif(xpu_library_SRCS)
+  endif()
+endfunction(xpu_library)
+
+function(xpu_binary TARGET_NAME)
+  if (WITH_XPU_KP)
+    set(options "")
+    set(oneValueArgs "")
+    set(multiValueArgs SRCS DEPS)
+    cmake_parse_arguments(xpu_binary "${options}" "${oneValueArgs}" "${multiValueArgs}" ${ARGN})
+    add_executable(${TARGET_NAME} ${xpu_binary_SRCS})
+    if(xpu_binary_DEPS)
+      target_link_libraries(${TARGET_NAME} ${xpu_binary_DEPS})
+      add_dependencies(${TARGET_NAME} ${xpu_binary_DEPS})
+      common_link(${TARGET_NAME})
+    endif()
+  endif()
+endfunction(xpu_binary)
+
+function(xpu_test TARGET_NAME)
+  # The environment variable `CI_SKIP_CPP_TEST` is used to skip the compilation
+  # and execution of test in CI. `CI_SKIP_CPP_TEST` is set to ON when no files
+  # other than *.py are modified.
+  if (WITH_XPU_KP AND WITH_TESTING AND NOT "$ENV{CI_SKIP_CPP_TEST}" STREQUAL "ON")
+    set(oneValueArgs "")
+    set(multiValueArgs SRCS DEPS)
+    cmake_parse_arguments(xpu_test "${options}" "${oneValueArgs}" "${multiValueArgs}" ${ARGN})
+    add_executable(${TARGET_NAME} ${xpu_test_SRCS})
+    # "-pthread -ldl -lrt" is defined in CMAKE_CXX_LINK_EXECUTABLE
+    target_link_options(${TARGET_NAME} PRIVATE -pthread -ldl -lrt)
+    get_property(os_dependency_modules GLOBAL PROPERTY OS_DEPENDENCY_MODULES)
+    target_link_libraries(${TARGET_NAME} ${xpu_test_DEPS} paddle_gtest_main lod_tensor memory gtest gflags glog ${os_dependency_modules})
+    add_dependencies(${TARGET_NAME} ${xpu_test_DEPS} paddle_gtest_main lod_tensor memory gtest gflags glog)
+    common_link(${TARGET_NAME})
+    add_test(${TARGET_NAME} ${TARGET_NAME})
+    set_property(TEST ${TARGET_NAME} PROPERTY ENVIRONMENT FLAGS_cpu_deterministic=true)
+    set_property(TEST ${TARGET_NAME} PROPERTY ENVIRONMENT FLAGS_init_allocated_mem=true)
+    set_property(TEST ${TARGET_NAME} PROPERTY ENVIRONMENT FLAGS_cudnn_deterministic=true)
+  endif()
+endfunction(xpu_test)
+
 function(go_library TARGET_NAME)
   set(options STATIC static SHARED shared)
   set(oneValueArgs "")
diff --git a/cmake/operators.cmake b/cmake/operators.cmake
index d7742c3473724..e58dbf77b4c9c 100644
--- a/cmake/operators.cmake
+++ b/cmake/operators.cmake
@@ -34,6 +34,7 @@ function(op_library TARGET)
     set(cu_cc_srcs)
     set(hip_cc_srcs)
     set(xpu_cc_srcs)
+    set(xpu_kp_cc_srcs)
     set(npu_cc_srcs)
     set(mlu_cc_srcs)
     set(cudnn_cu_cc_srcs)
@@ -120,6 +121,11 @@ function(op_library TARGET)
                 list(APPEND xpu_cc_srcs ${XPU_FILE}.cc)
             endif()
         endif()
+        if(WITH_XPU_KP)
+            if (EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${TARGET}.xpu)
+                list(APPEND xpu_kp_cc_srcs ${TARGET}.xpu)
+            endif()
+        endif()
         if(WITH_ASCEND_CL)
             string(REPLACE "_op" "_op_npu" NPU_FILE "${TARGET}")
             if (EXISTS ${CMAKE_CURRENT_SOURCE_DIR}/${NPU_FILE}.cc)
@@ -154,6 +160,8 @@ function(op_library TARGET)
                 list(APPEND mkldnn_cc_srcs ${src})
             elseif(WITH_XPU AND ${src} MATCHES ".*_op_xpu.cc$")
                 list(APPEND xpu_cc_srcs ${src})
+            elseif(WITH_XPU_KP AND ${src} MATCHES ".*\\.xpu$")
+                list(APPEND xpu_kp_cc_srcs ${src})
             elseif(WITH_ASCEND_CL AND ${src} MATCHES ".*_op_npu.cc$")
                 list(APPEND npu_cc_srcs ${src})
             elseif(WITH_MLU AND ${src} MATCHES ".*_op_mlu.cc$")
@@ -161,11 +169,13 @@ function(op_library TARGET)
             elseif(${src} MATCHES ".*\\.cc$")
                 list(APPEND cc_srcs ${src})
             else()
-                message(FATAL_ERROR "${TARGET} Source file ${src} should only be .cc or .cu")
+                message(FATAL_ERROR "${TARGET} Source file ${src} should only be .cc or .cu or .xpu")
             endif()
         endforeach()
     endif()
-
+    
+    list(LENGTH xpu_cc_srcs xpu_cc_srcs_len)
+    list(LENGTH xpu_kp_cc_srcs xpu_kp_cc_srcs_len)
     list(LENGTH cc_srcs cc_srcs_len)
     if (${cc_srcs_len} EQUAL 0)
         message(FATAL_ERROR "The op library ${TARGET} should contains at least one .cc file")
@@ -231,6 +241,8 @@ function(op_library TARGET)
         list(REMOVE_ITEM hip_srcs "decode_jpeg_op.cu")
         hip_library(${TARGET} SRCS ${cc_srcs} ${hip_cc_srcs} ${miopen_cu_cc_srcs} ${miopen_cu_srcs} ${mkldnn_cc_srcs} ${hip_srcs} DEPS ${op_library_DEPS}
                 ${op_common_deps})
+    elseif (WITH_XPU_KP AND ${xpu_kp_cc_srcs_len} GREATER 0)
+        xpu_library(${TARGET} SRCS ${cc_srcs} ${mkldnn_cc_srcs} ${xpu_cc_srcs} ${xpu_kp_cc_srcs} DEPS ${op_library_DEPS} ${op_common_deps})
     else()
         # Unity Build relies on global option `WITH_UNITY_BUILD` and local option `UNITY`.
         if(WITH_UNITY_BUILD AND op_library_UNITY)
@@ -359,6 +371,11 @@ function(op_library TARGET)
     endif()
     endif()
 
+    # pybind USE_OP_DEVICE_KERNEL for XPU KP
+    if (WITH_XPU_KP AND ${xpu_kp_cc_srcs_len} GREATER 0)
+        file(APPEND ${pybind_file} "USE_OP_DEVICE_KERNEL(${TARGET}, KP);\n")
+    endif()
+
     # pybind USE_OP_DEVICE_KERNEL for NPU
     if (WITH_ASCEND_CL AND ${npu_cc_srcs_len} GREATER 0)
         foreach(npu_src ${npu_cc_srcs})
@@ -438,7 +455,6 @@ function(op_library TARGET)
     endif()
 endfunction()
 
-
 function(register_operators)
     set(options "")
     set(oneValueArgs "")
diff --git a/cmake/xpu_kp.cmake b/cmake/xpu_kp.cmake
new file mode 100644
index 0000000000000..f8ab9693db0c9
--- /dev/null
+++ b/cmake/xpu_kp.cmake
@@ -0,0 +1,239 @@
+# Copyright (c) 2021 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.
+
+if(NOT WITH_XPU_KP)
+    return()
+endif()
+
+if(NOT XPU_TOOLCHAIN)
+  set(XPU_TOOLCHAIN /workspace/paddle/xpu-demo/XTDK)
+  get_filename_component(XPU_TOOLCHAIN ${XPU_TOOLCHAIN} REALPATH)
+endif()
+if(NOT IS_DIRECTORY ${XPU_TOOLCHAIN})
+  message(FATAL_ERROR "Directory ${XPU_TOOLCHAIN} not found!")
+endif()
+message(STATUS "Build with XPU_TOOLCHAIN=" ${XPU_TOOLCHAIN})
+set(XPU_CLANG ${XPU_TOOLCHAIN}/bin/clang++)
+message(STATUS "Build with XPU_CLANG=" ${XPU_CLANG})
+
+# The host sysroot of XPU compiler is gcc-8.2 
+if(NOT HOST_SYSROOT)
+  set(HOST_SYSROOT /opt/compiler/gcc-8.2)
+endif()
+
+if(NOT IS_DIRECTORY ${HOST_SYSROOT})
+  message(FATAL_ERROR "Directory ${HOST_SYSROOT} not found!")
+endif()
+
+if(NOT API_ARCH)
+  set(API_ARCH x86_64-baidu-linux-gnu)
+endif()
+
+if(API_ARCH MATCHES "x86_64")
+if(EXISTS ${HOST_SYSROOT}/bin/g++)
+  set(HOST_CXX ${HOST_SYSROOT}/bin/g++)
+  set(HOST_AR ${HOST_SYSROOT}/bin/ar)
+else()
+  set(HOST_CXX /usr/bin/g++)
+  set(HOST_AR /usr/bin/ar)
+endif()
+else()
+  set(HOST_CXX ${CMAKE_CXX_COMPILER})
+  set(HOST_AR ${CMAKE_AR})
+endif()
+
+set(TOOLCHAIN_ARGS )
+
+if(OPT_LEVEL)
+  set(OPT_LEVEL ${OPT_LEVEL})
+else()
+  set(OPT_LEVEL "-O3")
+endif()
+
+message(STATUS "Build with API_ARCH=" ${API_ARCH})
+message(STATUS "Build with TOOLCHAIN_ARGS=" ${TOOLCHAIN_ARGS})
+message(STATUS "Build with HOST_SYSROOT=" ${HOST_SYSROOT})
+message(STATUS "Build with HOST_CXX=" ${HOST_CXX})
+message(STATUS "Build with HOST_AR=" ${HOST_AR})
+
+macro(compile_kernel COMPILE_ARGS)
+  set(options "")
+  set(oneValueArgs "")
+  set(multiValueArgs KERNEL DIRPATH XNAME DEVICE HOST XPU DEPENDS)
+  cmake_parse_arguments(xpu_add_library "${options}" "${oneValueArgs}" "${multiValueArgs}" ${ARGN})
+  set(kernel_path ${xpu_add_library_DIRPATH})
+  set(kernel_name ${xpu_add_library_XNAME})
+  set(device_o_extra_flags ${xpu_add_library_DEVICE})
+  set(host_o_extra_flags ${xpu_add_library_HOST})
+  set(xpu_1_or_2 ${xpu_add_library_XPU})
+  set(cc_depends ${xpu_add_library_DEPENDS})
+
+  set(kernel_target ${kernel_name}_kernel)
+  add_custom_target(${kernel_target}
+    WORKING_DIRECTORY
+      ${CMAKE_CURRENT_BINARY_DIR}
+    DEPENDS
+      kernel_build/${kernel_name}.host.o
+      kernel_build/${kernel_name}.bin.o
+    COMMENT
+      ${kernel_target}
+    VERBATIM
+    )
+
+  if(cc_depends)
+    add_dependencies(${kernel_target} ${xpu_add_library_DEPENDS})
+  endif()
+
+  set(arg_device_o_extra_flags ${device_o_extra_flags})
+  separate_arguments(arg_device_o_extra_flags)
+  set(arg_host_o_extra_flags ${host_o_extra_flags})
+  separate_arguments(arg_host_o_extra_flags)
+
+  set(XTDK_DIR ${XPU_TOOLCHAIN})
+  set(CXX_DIR ${HOST_SYSROOT})
+  set(XPU_CXX_FLAGS  -Wno-error=pessimizing-move -Wno-error=constant-conversion -Wno-error=c++11-narrowing -Wno-error=shift-count-overflow -Wno-error=unused-local-typedef -Wno-error=deprecated-declarations -Wno-deprecated-declarations -std=c++14 -m64 -fPIC -fno-omit-frame-pointer  -Wall -Wno-inconsistent-missing-override -Wextra -Wnon-virtual-dtor -Wdelete-non-virtual-dtor -Wno-unused-parameter -Wno-unused-function  -Wno-error=unused-local-typedefs -Wno-error=ignored-attributes  -Wno-error=int-in-bool-context -Wno-error=parentheses -Wno-error=address -Wno-ignored-qualifiers -Wno-ignored-attributes -Wno-parentheses -DNDEBUG )
+
+  #include path
+  get_property(dirs DIRECTORY ${CMAKE_SOURCE_DIR} PROPERTY INCLUDE_DIRECTORIES)
+  set(XPU_CXX_INCLUDES "")
+  foreach(dir IN LISTS dirs)
+    list(APPEND XPU_CXX_INCLUDES "-I${dir}")
+  endforeach()
+  string(REPLACE ";" " " XPU_CXX_INCLUDES "${XPU_CXX_INCLUDES}" )
+  separate_arguments(XPU_CXX_INCLUDES UNIX_COMMAND "${XPU_CXX_INCLUDES}")
+
+  #related flags
+  get_directory_property( DirDefs DIRECTORY ${CMAKE_SOURCE_DIR} COMPILE_DEFINITIONS )
+  set(XPU_CXX_DEFINES "")
+  foreach(def IN LISTS DirDefs)
+    list(APPEND XPU_CXX_DEFINES "-D${def}")
+  endforeach()
+  string(REPLACE ";" " " XPU_CXX_DEFINES "${XPU_CXX_DEFINES}" )
+  separate_arguments(XPU_CXX_DEFINES UNIX_COMMAND "${XPU_CXX_DEFINES}")
+
+  add_custom_command(
+    OUTPUT
+      kernel_build/${kernel_name}.bin.o
+    COMMAND
+      ${CMAKE_COMMAND} -E make_directory kernel_build
+    COMMAND
+    ${XPU_CLANG} --sysroot=${CXX_DIR}  -std=c++11 -D_GLIBCXX_USE_CXX11_ABI=1 ${OPT_LEVEL} -fno-builtin -mcpu=xpu2  -fPIC ${XPU_CXX_DEFINES}  ${XPU_CXX_FLAGS}  ${XPU_CXX_INCLUDES} 
+       -I.  -o kernel_build/${kernel_name}.bin.o.sec ${kernel_path}/${kernel_name}.xpu
+        --xpu-device-only -c -v 
+    COMMAND
+      ${XTDK_DIR}/bin/xpu2-elfconv kernel_build/${kernel_name}.bin.o.sec  kernel_build/${kernel_name}.bin.o ${XPU_CLANG} --sysroot=${CXX_DIR}
+    WORKING_DIRECTORY
+      ${CMAKE_CURRENT_BINARY_DIR}
+    DEPENDS
+      ${xpu_add_library_DEPENDS}
+    COMMENT
+      kernel_build/${kernel_name}.bin.o
+    VERBATIM
+    )
+    list(APPEND xpu_kernel_depends kernel_build/${kernel_name}.bin.o)
+
+  add_custom_command(
+    OUTPUT
+      kernel_build/${kernel_name}.host.o
+    COMMAND
+      ${CMAKE_COMMAND} -E make_directory kernel_build
+    COMMAND
+    ${XPU_CLANG} --sysroot=${CXX_DIR}  -std=c++11 -D_GLIBCXX_USE_CXX11_ABI=1 ${OPT_LEVEL} -fno-builtin -mcpu=xpu2  -fPIC ${XPU_CXX_DEFINES}  ${XPU_CXX_FLAGS} ${XPU_CXX_INCLUDES} 
+        -I.  -o kernel_build/${kernel_name}.host.o ${kernel_path}/${kernel_name}.xpu
+        --xpu-host-only -c -v 
+    WORKING_DIRECTORY
+      ${CMAKE_CURRENT_BINARY_DIR}
+    DEPENDS
+      ${xpu_add_library_DEPENDS}
+    COMMENT
+      kernel_build/${kernel_name}.host.o
+    VERBATIM
+    )
+    list(APPEND xpu_kernel_depends kernel_build/${kernel_name}.host.o)
+endmacro()
+
+###############################################################################
+# XPU_ADD_LIBRARY
+###############################################################################
+macro(xpu_add_library TARGET_NAME)
+    # Separate the sources from the options
+    set(options "")
+    set(oneValueArgs "")
+    set(multiValueArgs STATIC DEPENDS)
+    cmake_parse_arguments(xpu_add_library "${options}" "${oneValueArgs}" "${multiValueArgs}" ${ARGN})
+    set(xpu_srcs ${xpu_add_library_STATIC})
+    set(xpu_target ${TARGET_NAME})
+    set(cc_srcs_depends ${xpu_add_library_DEPENDS})
+    
+    file(GLOB_RECURSE xpu_srcs_lists ${xpu_srcs})
+    list(LENGTH xpu_srcs_lists xpu_srcs_lists_num)
+
+    set(XPU1_DEVICE_O_EXTRA_FLAGS " ")
+    set(XPU1_HOST_O_EXTRA_FLAGS " ")
+
+    # Distinguish .xpu file from other files
+    foreach(cur_xpu_src IN LISTS xpu_srcs_lists)
+      get_filename_component(language_type_name ${cur_xpu_src} EXT)
+      if(${language_type_name} STREQUAL ".xpu")
+        list(APPEND xpu_kernel_lists ${cur_xpu_src})
+      else()
+        list(APPEND cc_kernel_lists ${cur_xpu_src})
+      endif()
+    endforeach()
+
+    # Ensure that there is only one xpu kernel
+    list(LENGTH xpu_kernel_lists xpu_kernel_lists_num)
+    list(LENGTH cc_srcs_depends cc_srcs_depends_num)
+
+    if(${xpu_kernel_lists_num})
+        foreach(xpu_kernel IN LISTS xpu_kernel_lists)
+            get_filename_component(kernel_name ${xpu_kernel} NAME_WE)
+            get_filename_component(kernel_dir ${xpu_kernel} DIRECTORY)
+            set(kernel_rules ${kernel_dir}/${kernel_name}.rules)
+            set(kernel_name ${kernel_name})
+            compile_kernel( KERNEL ${xpu_kernel} DIRPATH ${kernel_dir} XNAME ${kernel_name} DEVICE ${XPU1_DEVICE_O_EXTRA_FLAGS} HOST ${XPU1_HOST_O_EXTRA_FLAGS} XPU "xpu2" DEPENDS ${cc_srcs_depends})
+        endforeach()
+
+        add_custom_target(${xpu_target}_src ALL
+            WORKING_DIRECTORY
+                ${CMAKE_CURRENT_BINARY_DIR}
+            DEPENDS
+                ${xpu_kernel_depends}
+                ${CMAKE_CURRENT_BINARY_DIR}/lib${xpu_target}_xpu.a
+            COMMENT
+                ${xpu_target}_src
+            VERBATIM
+            )
+
+        add_custom_command(
+            OUTPUT
+            ${CMAKE_CURRENT_BINARY_DIR}/lib${xpu_target}_xpu.a
+            COMMAND
+                ${HOST_AR} rcs ${CMAKE_CURRENT_BINARY_DIR}/lib${xpu_target}_xpu.a ${xpu_kernel_depends}
+            WORKING_DIRECTORY
+                ${CMAKE_CURRENT_BINARY_DIR}
+            DEPENDS
+                ${xpu_kernel_depends}
+            COMMENT
+                ${CMAKE_CURRENT_BINARY_DIR}/lib${xpu_target}_xpu.a
+            VERBATIM
+            ) 
+        
+        add_library(${xpu_target} STATIC ${cc_kernel_lists})
+        add_dependencies(${xpu_target} ${xpu_target}_src)
+        target_link_libraries(${TARGET_NAME} ${CMAKE_CURRENT_BINARY_DIR}/lib${xpu_target}_xpu.a)
+    else()
+        add_library(${xpu_target} STATIC ${cc_kernel_lists})
+    endif()
+endmacro()
diff --git a/paddle/fluid/framework/library_type.h b/paddle/fluid/framework/library_type.h
index 6fdd128b0d3bf..0cb6cac26a61c 100644
--- a/paddle/fluid/framework/library_type.h
+++ b/paddle/fluid/framework/library_type.h
@@ -26,6 +26,7 @@ enum class LibraryType {
   kPlain = 0,
   kMKLDNN = 1,
   kCUDNN = 2,
+  kKP = 3,
 };
 
 inline std::string LibraryTypeToString(const LibraryType& library_type) {
@@ -36,10 +37,12 @@ inline std::string LibraryTypeToString(const LibraryType& library_type) {
       return "MKLDNN";
     case LibraryType::kCUDNN:
       return "CUDNN";
+    case LibraryType::kKP:
+      return "KP";
     default:
       PADDLE_THROW(platform::errors::Unimplemented(
           "Unknown LibraryType code (%d), only supports library type include "
-          "PLAIN(0), MKLDNN(1), CUDNN(2).",
+          "PLAIN(0), MKLDNN(1), CUDNN(2), KP(3).",
           static_cast<int>(library_type)));
   }
 }
@@ -57,6 +60,8 @@ inline LibraryType StringToLibraryType(const char* ctype) {
     return LibraryType::kCUDNN;
     // To be compatible with register macro.
     // CPU, CUDA, PLAIN are same library type.
+  } else if (s == std::string("KP")) {
+    return LibraryType::kKP;
   } else if (s == std::string("CPU")) {
     return LibraryType::kPlain;
   } else if (s == std::string("XPU")) {
diff --git a/paddle/fluid/framework/operator.cc b/paddle/fluid/framework/operator.cc
index 426b5ac8ffdde..e7a22d561f41f 100644
--- a/paddle/fluid/framework/operator.cc
+++ b/paddle/fluid/framework/operator.cc
@@ -1386,6 +1386,7 @@ void OperatorWithKernel::ChooseKernel(const ExecutionContext& ctx) const {
   auto expected_kernel_key = InnerGetExpectedKernelType(ctx);
 
   auto kernel_iter = kernels.find(expected_kernel_key);
+
 #ifdef PADDLE_WITH_MKLDNN
   // workaround for missing MKLDNN kernel when FLAGS_use_mkldnn env var is set
   if (kernel_iter == kernels.end() &&
@@ -1408,6 +1409,22 @@ void OperatorWithKernel::ChooseKernel(const ExecutionContext& ctx) const {
     kernel_iter = kernels.find(expected_kernel_key);
   }
 #endif
+
+#ifdef PADDLE_WITH_XPU_KP
+  bool use_xpu_kp_kernel_rt =
+      FLAGS_run_kp_kernel &&
+      paddle::platform::is_xpu_kp_support_op(type_, expected_kernel_key);
+  bool use_xpu_kp_kernel_debug =
+      paddle::platform::is_in_xpu_kpwhite_list(type_);
+  if (platform::is_xpu_place(expected_kernel_key.place_) &&
+      (use_xpu_kp_kernel_rt || use_xpu_kp_kernel_debug)) {
+    expected_kernel_key.library_type_ = LibraryType::kKP;
+    kernel_iter = kernels.find(expected_kernel_key);
+    VLOG(3) << "using XPU KP kernel: " << type_
+            << ", using_kernel_key:" << expected_kernel_key;
+  }
+#endif
+
 #ifdef PADDLE_WITH_IPU
   if (kernel_iter == kernels.end() &&
       platform::is_ipu_place(expected_kernel_key.place_)) {
diff --git a/paddle/fluid/framework/operator.h b/paddle/fluid/framework/operator.h
index 9ad13299a3773..991a448386dd7 100644
--- a/paddle/fluid/framework/operator.h
+++ b/paddle/fluid/framework/operator.h
@@ -685,6 +685,7 @@ class OperatorWithKernel : public OperatorBase {
   // new pten kernel, if there is a better design in the future,
   // we may polish the implementation here
   mutable bool run_pten_kernel_ = false;
+  mutable bool run_kp_kernel = false;
   mutable std::unique_ptr<pten::KernelSignature> pt_kernel_signature_;
   mutable std::unique_ptr<pten::Kernel> pt_kernel_;
 };
diff --git a/paddle/fluid/imperative/prepared_operator.cc b/paddle/fluid/imperative/prepared_operator.cc
index 5d6df145ab356..8eca35c5cec02 100644
--- a/paddle/fluid/imperative/prepared_operator.cc
+++ b/paddle/fluid/imperative/prepared_operator.cc
@@ -24,6 +24,7 @@
 #ifdef PADDLE_WITH_XPU
 #include "paddle/fluid/platform/device/xpu/xpu_op_list.h"
 #endif
+#include "paddle/fluid/framework/library_type.h"
 #include "paddle/fluid/platform/device/gpu/gpu_info.h"
 #include "paddle/fluid/platform/profiler.h"
 
@@ -145,7 +146,6 @@ PreparedOp PrepareImpl(const NameVarMap<VarType>& ins,
   auto dygraph_exe_ctx = DygraphExecutionContext<VarType>(
       op, framework::Scope(), *dev_ctx, ctx, ins, outs, attrs, default_attrs);
   auto expected_kernel_key = op.GetExpectedKernelType(dygraph_exe_ctx);
-  VLOG(3) << "expected_kernel_key:" << expected_kernel_key;
 
   framework::KernelSignature pt_kernel_signature;
   pten::KernelKey pt_kernel_key;
@@ -228,7 +228,31 @@ PreparedOp PrepareImpl(const NameVarMap<VarType>& ins,
     expected_kernel_key.place_ = platform::CPUPlace();
     kernel_iter = kernels.find(expected_kernel_key);
   }
+
 #endif
+
+#ifdef PADDLE_WITH_XPU_KP
+  bool use_xpu_kp_kernel_rt =
+      FLAGS_run_kp_kernel &&
+      paddle::platform::is_xpu_kp_support_op(op.Type(), expected_kernel_key);
+  bool use_xpu_kp_kernel_debug =
+      paddle::platform::is_in_xpu_kpwhite_list(op.Type());
+  if (use_xpu_kp_kernel_rt) {
+    VLOG(3) << "xpu_kp using rt mode ";
+  }
+  if (use_xpu_kp_kernel_debug) {
+    VLOG(3) << "xpu_kp using debug mode ";
+  }
+  if (paddle::platform::is_xpu_place(expected_kernel_key.place_) &&
+      (use_xpu_kp_kernel_rt || use_xpu_kp_kernel_debug)) {
+    expected_kernel_key.place_ = platform::XPUPlace();
+    expected_kernel_key.library_type_ = paddle::framework::LibraryType::kKP;
+    kernel_iter = kernels.find(expected_kernel_key);
+    VLOG(3) << "using XPU KP kernel: " << op.Type()
+            << ", using_kernel_key:" << expected_kernel_key;
+  }
+#endif
+
 #ifdef PADDLE_WITH_ASCEND_CL
   if (kernel_iter == kernels.end() &&
       paddle::platform::is_npu_place(expected_kernel_key.place_)) {
diff --git a/paddle/fluid/imperative/prepared_operator.h b/paddle/fluid/imperative/prepared_operator.h
index f9165e8ee23e3..10c5a2cf46e20 100644
--- a/paddle/fluid/imperative/prepared_operator.h
+++ b/paddle/fluid/imperative/prepared_operator.h
@@ -190,6 +190,7 @@ class PreparedOp {
   // new pten kernel, if there is a better design in the future,
   // we may polish the implementation here
   bool run_pten_kernel_{false};
+  bool run_kp_kernel_{false};
   framework::KernelSignature pt_kernel_signature_;
   pten::Kernel pt_kernel_;
 };
diff --git a/paddle/fluid/platform/device/xpu/xpu_op_kpfirst_list.h b/paddle/fluid/platform/device/xpu/xpu_op_kpfirst_list.h
new file mode 100644
index 0000000000000..aa020593454f8
--- /dev/null
+++ b/paddle/fluid/platform/device/xpu/xpu_op_kpfirst_list.h
@@ -0,0 +1,37 @@
+/* Copyright (c) 2021 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
+
+#ifdef PADDLE_WITH_XPU_KP
+#include <string>
+#include <unordered_map>
+#include <unordered_set>
+
+#include "paddle/fluid/framework/op_kernel_type.h"
+
+namespace paddle {
+namespace platform {
+
+using vartype = paddle::framework::proto::VarType;
+using pOpKernelType = paddle::framework::OpKernelType;
+using XPUKernelSet =
+    std::unordered_set<pOpKernelType, paddle::framework::OpKernelType::Hash>;
+using XPUOpMap = std::unordered_map<std::string, XPUKernelSet>;
+
+XPUOpMap& get_kp_ops() {
+  static XPUOpMap s_xpu_kp_kernels{};
+
+  return s_xpu_kp_kernels;
+}
+
+}  // namespace platform
+}  // namespace paddle
+#endif
diff --git a/paddle/fluid/platform/device/xpu/xpu_op_list.cc b/paddle/fluid/platform/device/xpu/xpu_op_list.cc
index e9b494024bd69..88d803bdf1873 100644
--- a/paddle/fluid/platform/device/xpu/xpu_op_list.cc
+++ b/paddle/fluid/platform/device/xpu/xpu_op_list.cc
@@ -16,6 +16,7 @@ limitations under the License. */
 #include "paddle/fluid/platform/device/xpu/xpu1_op_list.h"
 #include "paddle/fluid/platform/device/xpu/xpu2_op_list.h"
 #include "paddle/fluid/platform/device/xpu/xpu_info.h"
+#include "paddle/fluid/platform/device/xpu/xpu_op_kpfirst_list.h"
 #include "paddle/fluid/platform/device/xpu/xpu_op_list.h"
 
 namespace paddle {
@@ -74,6 +75,48 @@ bool is_in_xpu_black_list(const std::string& op_name) {
   return false;
 }
 
+#ifdef PADDLE_WITH_XPU_KP
+bool is_xpu_kp_support_op(const std::string& op_name,
+                          const pOpKernelType& type) {
+  auto& ops = get_kl1_ops();
+  auto v = get_xpu_version(type.place_.device);
+  if (v == pten::backends::xpu::XPUVersion::XPU2) {
+    ops = get_kp_ops();
+  }
+
+  if (ops.find(op_name) != ops.end() &&
+      ops[op_name].find(type) != ops[op_name].end()) {
+    return true;
+  }
+  return false;
+}
+
+bool is_in_xpu_kpwhite_list(const std::string& op_name) {
+  static bool inited = false;
+  static std::unordered_set<std::string> xpu_kpwhite_list;
+  static std::mutex s_mtx;
+  if (!inited) {
+    std::lock_guard<std::mutex> guard(s_mtx);
+    if (!inited) {
+      if (std::getenv("XPU_KPWHITE_LIST") != nullptr) {
+        std::string ops(std::getenv("XPU_KPWHITE_LIST"));
+        tokenize(ops, ',', &xpu_kpwhite_list);
+      }
+      inited = true;
+      VLOG(3) << "XPU kpwhite List: ";
+      for (auto iter = xpu_kpwhite_list.begin(); iter != xpu_kpwhite_list.end();
+           ++iter) {
+        VLOG(3) << *iter << " ";
+      }
+    }
+  }
+  if (xpu_kpwhite_list.find(op_name) != xpu_kpwhite_list.end()) {
+    return true;
+  }
+  return false;
+}
+#endif
+
 std::vector<vartype::Type> get_xpu_op_support_type(
     const std::string& op_name, pten::backends::xpu::XPUVersion version) {
   std::vector<vartype::Type> res;
@@ -101,7 +144,6 @@ XPUOpListMap get_xpu_op_list(pten::backends::xpu::XPUVersion version) {
   }
   return res;
 }
-
 }  // namespace platform
 }  // namespace paddle
 #endif
diff --git a/paddle/fluid/platform/device/xpu/xpu_op_list.h b/paddle/fluid/platform/device/xpu/xpu_op_list.h
index 4c3eb097a147e..a51dfac1892f3 100644
--- a/paddle/fluid/platform/device/xpu/xpu_op_list.h
+++ b/paddle/fluid/platform/device/xpu/xpu_op_list.h
@@ -27,6 +27,12 @@ using XPUOpListMap =
 bool is_xpu_support_op(const std::string& op_name, const pOpKernelType& type);
 bool is_in_xpu_black_list(const std::string& op_name);
 
+#ifdef PADDLE_WITH_XPU_KP
+bool is_xpu_kp_support_op(const std::string& op_name,
+                          const pOpKernelType& type);
+bool is_in_xpu_kpwhite_list(const std::string& op_name);
+#endif
+
 std::vector<vartype::Type> get_xpu_op_support_type(
     const std::string& op_name, pten::backends::xpu::XPUVersion version);
 XPUOpListMap get_xpu_op_list(pten::backends::xpu::XPUVersion version);
diff --git a/paddle/fluid/platform/flags.cc b/paddle/fluid/platform/flags.cc
index 4a6bfe67ba597..d195b5c04ace7 100644
--- a/paddle/fluid/platform/flags.cc
+++ b/paddle/fluid/platform/flags.cc
@@ -700,16 +700,16 @@ PADDLE_DEFINE_EXPORTED_bool(run_pten_kernel, true,
                             "It controls whether to use pten kernel");
 
 /**
- * Pt kernel related FLAG
+ * KP kernel related FLAG
  * Name: FLAGS_run_kp_kernel
  * Since Version: 2.3.0
  * Value Range: bool, default=false
- * Example: FLAGS_run_kp_kernel=true would use the kp kernel to compute in
- * the Op for XPU2.
+ * Example: FLAGS_run_kp_kernel=true would use the kp kernel to compute in the
+ * Op.
  * Note:
  */
-PADDLE_DEFINE_EXPORTED_bool(run_kp_kernel, true,
-                            "It controls whether to use kp kernel for xpu2");
+PADDLE_DEFINE_EXPORTED_bool(run_kp_kernel, false,
+                            "It controls whether to run PaddlePaddle using KP");
 
 /**
  * Distributed related FLAG