diff --git a/python/tvm/relay/frontend/pytorch.py b/python/tvm/relay/frontend/pytorch.py
index 2b398497f..902a83df6 100644
--- a/python/tvm/relay/frontend/pytorch.py
+++ b/python/tvm/relay/frontend/pytorch.py
@@ -2832,7 +2832,7 @@ def index(self, inputs, input_types):
 
             return res
         
-        elif len(_infer_shape(data)) > 2 :
+        elif len(_infer_shape(data)) > 2 and len(indices) == 1:
             axis = None
             index_expr = None
             for i, idx in enumerate(indices):