@yizhi can we close this out? doc example has been fixed/made more explicit on 
how to write a custom DataIter here: 
https://mxnet.incubator.apache.org/tutorials/basic/data.html#custom-iterator

[ Full content available at: 
https://github.com/apache/incubator-mxnet/issues/9745 ]
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