leezu commented on a change in pull request #15969: Partitioning Gluon 
HybridBlocks
URL: https://github.com/apache/incubator-mxnet/pull/15969#discussion_r373748228
 
 

 ##########
 File path: python/mxnet/gluon/block.py
 ##########
 @@ -954,6 +955,22 @@ def _build_cache(self, *args):
             unused = ', '.join(list(param_names - set(used_param_names)))
             warnings.warn("Parameter %s is not used by any computation. "
                           "Is this intended?"%unused, stacklevel=4)
+        if self._backend:
+            arg_array = []
+            ctx = args[0].context
+            try:
+                for name in out.list_arguments():
+                    if name in data_names.keys():
+                        arg_array.append(args[data_names[name]])
+                    else:
+                        arg_array.append(params.get(name).data())
+
+            except DeferredInitializationError:
 
 Review comment:
   Ie. instead of handling except DeferredInitializationError as `arg_array = 
None`, you need to infer the parameter shapes earlier on based on the symbol, 
before creating the CachedOp

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