diff --git a/python/tvm/relay/frontend/common.py b/python/tvm/relay/frontend/common.py
index be23f2b50273..ef9f63f3cd95 100644
--- a/python/tvm/relay/frontend/common.py
+++ b/python/tvm/relay/frontend/common.py
@@ -106,7 +106,7 @@ def get_int_tuple(self, key, default=RequiredAttr()):
         """
         if key in self.attrs:
             tshape = self.attrs[key]
-            return tuple(int(x.strip()) for x in tshape.strip('()[]').split(','))
+            return tuple(int(x.strip()) for x in tshape.strip('()[]').split(',') if x)
         if isinstance(default, RequiredAttr):
             raise AttributeError("Required attribute {} not found.".format(key))
         return default