diff --git a/cmake/paddle_inference.cmake b/cmake/paddle_inference.cmake
index e33a14eb6..6d5c8f0c1 100644
--- a/cmake/paddle_inference.cmake
+++ b/cmake/paddle_inference.cmake
@@ -67,7 +67,13 @@ if(PADDLEINFERENCE_DIRECTORY)
   endif()
   find_package(Python COMPONENTS Interpreter Development REQUIRED)
   message(STATUS "Copying ${PADDLEINFERENCE_DIRECTORY} to ${THIRD_PARTY_PATH}/install/paddle_inference ...")
-  execute_process(COMMAND ${Python_EXECUTABLE} ${PROJECT_SOURCE_DIR}/scripts/copy_directory.py ${PADDLEINFERENCE_DIRECTORY} ${THIRD_PARTY_PATH}/install/paddle_inference)
+  if(WIN32)
+    message(FATAL_ERROR "Define PADDLEINFERENCE_DIRECTORY is not supported on Windows platform.")
+  else()
+    execute_process(COMMAND mkdir -p ${THIRD_PARTY_PATH}/install)
+    execute_process(COMMAND cp -r ${PADDLEINFERENCE_DIRECTORY} ${THIRD_PARTY_PATH}/install/paddle_inference)
+    execute_process(COMMAND rm -rf ${THIRD_PARTY_PATH}/install/paddle_inference/paddle/lib/*.a)
+  endif()
 else()
   set(PADDLEINFERENCE_URL_BASE "https://bj.bcebos.com/fastdeploy/third_libs/")
   set(PADDLEINFERENCE_VERSION "2.4-dev4")