diff --git a/cmake/paddle_inference.cmake b/cmake/paddle_inference.cmake
index 1aad4dfda..476a66c72 100755
--- a/cmake/paddle_inference.cmake
+++ b/cmake/paddle_inference.cmake
@@ -99,12 +99,13 @@ else()
   elseif(APPLE)
     if(CURRENT_OSX_ARCH MATCHES "arm64")
       message(FATAL_ERROR "Paddle Backend doesn't support Mac OSX with Arm64 now.")
+      set(PADDLEINFERENCE_FILE "paddle_inference-osx-arm64-openblas-0.0.0.660f781b77.tgz")
     else()
       # TODO(qiuyanjun): Should remove this old paddle inference lib
-      set(PADDLEINFERENCE_FILE "paddle_inference-osx-x86_64-2.4-dev3.tgz")
-      # TODO(qiuyanjun): Should use the commit id to tag the version
-      set(PADDLEINFERENCE_VERSION "2.4-dev3")
+      # set(PADDLEINFERENCE_FILE "paddle_inference-osx-x86_64-2.4-dev3.tgz")
+      set(PADDLEINFERENCE_FILE "paddle_inference-osx-x86_64-openblas-0.0.0.660f781b77.tgz")
     endif()
+    set(PADDLEINFERENCE_VERSION "0.0.0.660f781b77")
   else()
     # Linux with x86 CPU/Arm CPU/GPU/IPU ...
     if(CMAKE_HOST_SYSTEM_PROCESSOR MATCHES "aarch64")
diff --git a/python/fastdeploy/__init__.py b/python/fastdeploy/__init__.py
index e865b07d8..07f6c9b6a 100755
--- a/python/fastdeploy/__init__.py
+++ b/python/fastdeploy/__init__.py
@@ -46,7 +46,16 @@ if os.name != "nt" and os.path.exists(trt_directory):
 # This solution will be removed it when the confilct of paddle and
 # fastdeploy is fixed.
 try:
-  import paddle
+  # import paddle
+  import platform
+  sys_platform = platform.platform().lower()
+  # windows: no conflict between fastdeploy and paddle.
+  # linux: must import paddle first to solve the conflict.
+  # macos: still can not solve the conflict between fastdeploy and paddle, 
+  #        due to the global flags redefined in paddle/paddle_inference so.
+  #        we got the error (ERROR: flag 'xxx' was defined more than once).
+  if "linux" in sys_platform:
+    import paddle
 except:
   pass