alexsun009 commented on issue #7450:  reporting bugs: pbegin_ <= pend_. Two 
thread conflicts.
URL: 
https://github.com/apache/incubator-mxnet/issues/7450#issuecomment-416443501
 
 
   same issue happened to me, found out that cause is rec file damaged for 
whatever reason, if I samply run the scrip.
   
   solve:
   manually download train & val rec form link & put both files in data/ folder.
   
   rec download link:
   download_file('http://data.mxnet.io/data/cifar10/cifar10_val.rec', fnames[1])
   download_file('http://data.mxnet.io/data/cifar10/cifar10_train.rec', 
fnames[0])
   
   
   
   

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