diff --git a/python/paddle/distributed/fleet/meta_optimizers/sharding/utils.py b/python/paddle/distributed/fleet/meta_optimizers/sharding/utils.py
index d04a3a53db3e2b6b0bc64e32dfde8a85732d6ec9..b42f21989abd77679993a1c8b52681351e4dfb40 100755
--- a/python/paddle/distributed/fleet/meta_optimizers/sharding/utils.py
+++ b/python/paddle/distributed/fleet/meta_optimizers/sharding/utils.py
@@ -901,9 +901,10 @@ def save_persistables(exe, dirname, main_program, filename=None):
     def is_opt_vars(var):
         # NOTE(JZ-LIANG): The checks should be updated when add new compatible optimizer
         # now only Momentum and adam are compatible with sharding
+        # support EMA optimizer
         checks = [
             "_moment1_0", "_moment2_0", "_beta1_pow_acc_0", "_beta2_pow_acc_0",
-            "_velocity_0"
+            "_velocity_0", "_ema_0"
         ]
         for check in checks:
             if var.name.endswith(check) and var.persistable: