harusametime opened a new pull request #10528: Remove empty buckets causing 
index errors (#5433)
URL: https://github.com/apache/incubator-mxnet/pull/10528
   ## Description ##
   As reported in the issue #5433, empty buckets causes index errors in 
   I modified rnn/io.py to remove the empty buckets as suggested by @hyxie6, 
then the code works fine.

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