diff --git a/cmake/external_libs/protobuf.cmake b/cmake/external_libs/protobuf.cmake
index 7697c0de72b..13acc13cd23 100644
--- a/cmake/external_libs/protobuf.cmake
+++ b/cmake/external_libs/protobuf.cmake
@@ -61,6 +61,7 @@ mindspore_add_pkg(protobuf
         PATCHES ${PROTOBUF_PATCH_ROOT}/CVE-2021-22570.patch)
 
 include_directories(${protobuf_INC})
+include_directories(${CMAKE_BINARY_DIR}/proto_py)
 add_library(mindspore::protobuf ALIAS protobuf::protobuf)
 set(CMAKE_CXX_FLAGS  ${_ms_tmp_CMAKE_CXX_FLAGS})
 if(MSVC)
@@ -119,38 +120,36 @@ function(ms_protobuf_generate_py c_var h_var py_var)
         get_filename_component(file_name ${file} NAME_WE)
         get_filename_component(file_dir ${abs_file} PATH)
 
-        list(APPEND ${c_var} "${CMAKE_BINARY_DIR}/proto/${file_name}.pb.cc")
-        list(APPEND ${h_var} "${CMAKE_BINARY_DIR}/proto/${file_name}.pb.h")
-        list(APPEND ${py_var} "${CMAKE_BINARY_DIR}/proto/${file_name}_pb2.py")
+        list(APPEND ${c_var} "${CMAKE_BINARY_DIR}/proto_py/proto/${file_name}.pb.cc")
+        list(APPEND ${h_var} "${CMAKE_BINARY_DIR}/proto_py/proto/${file_name}.pb.h")
+        list(APPEND ${py_var} "${CMAKE_BINARY_DIR}/proto_py/proto/${file_name}_pb2.py")
         if(WIN32)
             add_custom_command(
-                    OUTPUT "${CMAKE_BINARY_DIR}/proto/${file_name}.pb.cc"
-                    "${CMAKE_BINARY_DIR}/proto/${file_name}.pb.h"
-                    "${CMAKE_BINARY_DIR}/proto/${file_name}_pb2.py"
+                    OUTPUT "${CMAKE_BINARY_DIR}/proto_py/proto/${file_name}.pb.cc"
+                    "${CMAKE_BINARY_DIR}/proto_py/proto/${file_name}.pb.h"
+                    "${CMAKE_BINARY_DIR}/proto_py/proto/${file_name}_pb2.py"
                     WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}
-                    COMMAND ${CMAKE_COMMAND} -E make_directory "${CMAKE_BINARY_DIR}/proto"
-                    COMMAND protobuf::protoc -I${file_dir} --cpp_out=${CMAKE_BINARY_DIR}/proto ${abs_file}
-                    COMMAND protobuf::protoc -I${file_dir} --python_out=${CMAKE_BINARY_DIR}/proto ${abs_file}
-                    COMMAND protobuf::protoc -I${file_dir} --python_out=${CMAKE_BINARY_DIR}/proto ${abs_file}
+                    COMMAND ${CMAKE_COMMAND} -E make_directory "${CMAKE_BINARY_DIR}/proto_py/proto"
+                    COMMAND protobuf::protoc -I${file_dir} --cpp_out=${CMAKE_BINARY_DIR}/proto_py/proto ${abs_file}
+                    COMMAND protobuf::protoc -I${file_dir} --python_out=${CMAKE_BINARY_DIR}/proto_py/proto ${abs_file}
                     COMMAND perl -pi.bak -e "s/import (.+_pb2.*)/from . import \\1/"
-                            "${CMAKE_BINARY_DIR}/proto/${file_name}_pb2.py"
-                    COMMAND ${CMAKE_COMMAND} -E copy "${CMAKE_BINARY_DIR}/proto/${file_name}_pb2.py"
+                            "${CMAKE_BINARY_DIR}/proto_py/proto/${file_name}_pb2.py"
+                    COMMAND ${CMAKE_COMMAND} -E copy "${CMAKE_BINARY_DIR}/proto_py/proto/${file_name}_pb2.py"
                             "${PROJECT_SOURCE_DIR}/mindspore/python/mindspore/train/"
                     DEPENDS protobuf::protoc ${abs_file}
                     COMMENT "Running C++ protocol buffer compiler on ${file}" VERBATIM)
         else()
             add_custom_command(
-                    OUTPUT "${CMAKE_BINARY_DIR}/proto/${file_name}.pb.cc"
-                    "${CMAKE_BINARY_DIR}/proto/${file_name}.pb.h"
-                    "${CMAKE_BINARY_DIR}/proto/${file_name}_pb2.py"
+                    OUTPUT "${CMAKE_BINARY_DIR}/proto_py/proto/${file_name}.pb.cc"
+                    "${CMAKE_BINARY_DIR}/proto_py/proto/${file_name}.pb.h"
+                    "${CMAKE_BINARY_DIR}/proto_py/proto/${file_name}_pb2.py"
                     WORKING_DIRECTORY ${PROJECT_SOURCE_DIR}
-                    COMMAND ${CMAKE_COMMAND} -E make_directory "${CMAKE_BINARY_DIR}/proto"
-                    COMMAND protobuf::protoc -I${file_dir} --cpp_out=${CMAKE_BINARY_DIR}/proto ${abs_file}
-                    COMMAND protobuf::protoc -I${file_dir} --python_out=${CMAKE_BINARY_DIR}/proto ${abs_file}
-                    COMMAND protobuf::protoc -I${file_dir} --python_out=${CMAKE_BINARY_DIR}/proto ${abs_file}
+                    COMMAND ${CMAKE_COMMAND} -E make_directory "${CMAKE_BINARY_DIR}/proto_py/proto"
+                    COMMAND protobuf::protoc -I${file_dir} --cpp_out=${CMAKE_BINARY_DIR}/proto_py/proto ${abs_file}
+                    COMMAND protobuf::protoc -I${file_dir} --python_out=${CMAKE_BINARY_DIR}/proto_py/proto ${abs_file}
                     COMMAND perl -pi -e "s/import (.+_pb2.*)/from . import \\1/"
-                            "${CMAKE_BINARY_DIR}/proto/${file_name}_pb2.py"
-                    COMMAND cp "${CMAKE_BINARY_DIR}/proto/${file_name}_pb2.py"
+                            "${CMAKE_BINARY_DIR}/proto_py/proto/${file_name}_pb2.py"
+                    COMMAND cp "${CMAKE_BINARY_DIR}/proto_py/proto/${file_name}_pb2.py"
                             "${PROJECT_SOURCE_DIR}/mindspore/python/mindspore/train/"
                     DEPENDS protobuf::protoc ${abs_file}
                     COMMENT "Running C++ protocol buffer compiler on ${file}" VERBATIM)