@fhieber thanks for the details information.

Because this is a new issue, do you mind close this one and open a new one?
BTW, the issue is observed from sockeye first, I suggest we can create an issue 
in sockeye repo first and go back MXNet repo when we figure out the specific 
bug.


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https://github.com/apache/incubator-mxnet/issues/8532 ]
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