## Description
(Brief description of the problem in no more than 2 sentences.)
Our mnist smokescreen tests are breaking in the latest build 
(mxnet-1.3.0b20180911) as a result of this PR with an index out of range error.

## Environment info (Required)

Breaks on both Linux and OSX. Build mxnet-1.3.0b20180909 is fine, 
1.3.0b20180911 is faulty.

[ Full content available at: 
https://github.com/apache/incubator-mxnet/issues/12526 ]
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