Kh4L commented on a change in pull request #18405:
URL: https://github.com/apache/incubator-mxnet/pull/18405#discussion_r433642267



##########
File path: python/mxnet/symbol/symbol.py
##########
@@ -1554,7 +1563,40 @@ def optimize_for(self, backend, args=None, aux=None, 
ctx=None, **kwargs):
                     aux[idx] = NDArray(NDArrayHandle(new_aux_handle[i]))
                 else:
                     aux.append(NDArray(NDArrayHandle(new_aux_handle[i])))
-        return Symbol(out)
+
+        new_sym = Symbol(out)
+
+        new_arg_names = new_sym.list_arguments()
+        deleted_arg_names = [item for item in arg_names
+                             if item not in set(new_arg_names)]
+
+        new_aux_names = new_sym.list_auxiliary_states()
+        deleted_aux_names = [item for item in aux_names
+                             if item not in set(new_aux_names)]
+
+        if isinstance(args, dict):
+            for a_n in deleted_arg_names:
+                if a_n in args:
+                    args.pop(a_n)
+
+        if isinstance(aux, dict):
+            for a_n in deleted_aux_names:
+                if a_n in aux:
+                    aux.pop(a_n)

Review comment:
       Actually yes, at first I wanted to give control to the user when params 
are provided as lists (so they can delete the extra params themselves), but 
then I chose to do it implicitly when params are given as dicts.
   
   I will remove these cumbersome `delete_x` and do the same as what is done 
for dicts.  




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