diff --git a/fastdeploy/config.py b/fastdeploy/config.py
index 1563e2030a8..428509938f2 100644
--- a/fastdeploy/config.py
+++ b/fastdeploy/config.py
@@ -1760,8 +1760,6 @@ def postprocess(self):
                         f"set to max_num_batched_tokens."
                     )
                     self.cache_config.max_encoder_cache = self.scheduler_config.max_num_batched_tokens
-            # TODO: mm encoder_cache close for now
-            self.cache_config.max_encoder_cache = 0
         else:
             self.cache_config.max_encoder_cache = 0