diff --git a/mindspore/ccsrc/CMakeLists.txt b/mindspore/ccsrc/CMakeLists.txt
index e85323c0236..7deff1e7661 100644
--- a/mindspore/ccsrc/CMakeLists.txt
+++ b/mindspore/ccsrc/CMakeLists.txt
@@ -259,7 +259,6 @@ endforeach()
 set_property(SOURCE ${SUB_OBJECTS_SRC} PROPERTY COMPILE_DEFINITIONS SUBMODULE_ID=mindspore::SubModuleId::SM_ME)
 add_library(mindspore STATIC ${SUB_OBJECTS_SRC})
 
-add_subdirectory(debug)
 set(COMMON_SUB_COMP
         transform/graph_ir
         utils
@@ -302,6 +301,7 @@ if(NOT WIN32)
 endif()
 
 set(BACKEND_SUB_COMP
+        debug
         profiler
         ps
         fl
@@ -353,9 +353,7 @@ if(MODE_ASCEND_ACL)
     add_library(mindspore_backend_static STATIC ${BACKEND_SUB_OBJECTS_SRC})
 endif()
 if(CMAKE_SYSTEM_NAME MATCHES "Windows")
-    target_link_libraries(mindspore_backend PRIVATE mindspore::pybind11_module mindspore_debug)
-else()
-    target_link_libraries(mindspore_backend PRIVATE mindspore_debug)
+    target_link_libraries(mindspore_backend PRIVATE mindspore::pybind11_module)
 endif()
 target_link_libraries(mindspore_backend PRIVATE mindspore_core mindspore_common proto_input mindspore::protobuf)
 target_link_libraries(mindspore_backend PRIVATE securec)
diff --git a/mindspore/ccsrc/cxx_api/CMakeLists.txt b/mindspore/ccsrc/cxx_api/CMakeLists.txt
index e3626e5de9c..9880a3bd35c 100644
--- a/mindspore/ccsrc/cxx_api/CMakeLists.txt
+++ b/mindspore/ccsrc/cxx_api/CMakeLists.txt
@@ -92,7 +92,7 @@ if(BUILD_LITE)
     add_dependencies(mindspore_shared_lib _mindspore_transform_graph_ir_obj)
 elseif(MODE_ASCEND_ACL)
     target_link_libraries(mindspore_shared_lib PRIVATE $<TARGET_OBJECTS:_mindspore_backend_graph_compiler_obj>
-            mindspore_backend_static mindspore_debug)
+            $<TARGET_OBJECTS:_mindspore_debug_obj> mindspore_backend_static)
 endif()
 if(NOT BUILD_LITE)
     set_target_properties(mindspore_shared_lib PROPERTIES OUTPUT_NAME mindspore)
diff --git a/mindspore/ccsrc/debug/CMakeLists.txt b/mindspore/ccsrc/debug/CMakeLists.txt
index fa536768794..7052db5798d 100644
--- a/mindspore/ccsrc/debug/CMakeLists.txt
+++ b/mindspore/ccsrc/debug/CMakeLists.txt
@@ -58,11 +58,11 @@ set_property(SOURCE ${_DEBUG_SRC_LIST} ${_RDR_SRC_LIST} PROPERTY COMPILE_DEFINIT
 list(APPEND _DEBUG_SRC_LIST ${_RDR_SRC_LIST})
 list(LENGTH _DEBUG_SRC_LIST debug_files_size)
 if(${debug_files_size} GREATER 0)
-  add_library(mindspore_debug STATIC ${_DEBUG_SRC_LIST})
+  add_library(_mindspore_debug_obj OBJECT ${_DEBUG_SRC_LIST})
   if(CMAKE_SYSTEM_NAME MATCHES "Windows")
-      target_compile_definitions(mindspore_debug PRIVATE BACKEND_DLL)
+      target_compile_definitions(_mindspore_debug_obj PRIVATE BACKEND_DLL)
   endif()
-  add_dependencies(mindspore_debug proto_input)
+  add_dependencies(_mindspore_debug_obj proto_input)
 endif()
 if(ENABLE_DEBUGGER)
     if(NOT CMAKE_SYSTEM_NAME MATCHES "Windows")
diff --git a/tests/ut/cpp/CMakeLists.txt b/tests/ut/cpp/CMakeLists.txt
index 36e3ca564cd..ae27fb46bea 100644
--- a/tests/ut/cpp/CMakeLists.txt
+++ b/tests/ut/cpp/CMakeLists.txt
@@ -286,6 +286,7 @@ if(USE_GLOG)
 endif()
 
 add_library(backend_static STATIC
+        $<TARGET_OBJECTS:_mindspore_debug_obj>
         $<TARGET_OBJECTS:_mindspore_common_debug_obj>
         $<TARGET_OBJECTS:_mindspore_profiler_obj>
         $<TARGET_OBJECTS:_mindspore_ps_obj>
@@ -304,4 +305,4 @@ add_library(backend_static STATIC
         $<TARGET_OBJECTS:_mindspore_runtime_pynative_obj>
         $<TARGET_OBJECTS:_mindspore_runtime_recovery_obj>)
 target_link_libraries(ut_tests PRIVATE mindspore securec -Wl,--start-group proto_input mindspore::protobuf
-        mindspore_debug backend_static -Wl,--end-group)
\ No newline at end of file
+        backend_static -Wl,--end-group)
\ No newline at end of file