Can you give more insight into your infrastructure?
Just to be sure it's not an issue with your infra.
Which version mxnet?
What instance type? How many GPUs? etc

Is this a model specific issue?
Have you tried basic mnist/resnet/other popular models with Horovod? Has it 
worked well for those models?





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