samskalicky commented on a change in pull request #18405:
URL: https://github.com/apache/incubator-mxnet/pull/18405#discussion_r448571094



##########
File path: python/mxnet/gluon/block.py
##########
@@ -1073,8 +1060,35 @@ def _build_cache(self, *args):
                         for name in out.list_auxiliary_states()}
             # Partition the graph.
             out = out.optimize_for(self._backend, arg_dict, aux_dict, ctx, 
**self._backend_opts)
+            # BFS to delete the delete args/aux from the block Params and its 
children's Params
+            input_names = out.list_inputs()
+            queue = [self]
+            while len(queue) > 0:
+                curr_block = queue.pop(0)
+                curr_params = curr_block.params if 
isinstance(curr_block.params, dict) else curr_block.params._params
+                curr_params_names = list(curr_params.keys())
+                for k in curr_params_names:
+                    if k not in input_names:
+                        curr_params.pop(k)

Review comment:
       removing params from a python-level block puts the model in bad state, 
because now it doesnt work in Python. @leezu 




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