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Sharding of data for Horovod distributed training for SSD and YOLOv3 #1610

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Sharding of data for Horovod distributed training for SSD and YOLOv3 #1610

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  • Data was not sharded across GPUs when running Horovod distributed Training. This PR will fix that issue.
  • Fixed the issue with the validation condition where it was doing validation at epoch 0 irrespective of --val-interval.
  • Fixed the calculation of throughput based on --log-interval.
  • Tested the functionality with and without horovod for first few batches.

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Job PR-1610-3018577 is done.
Docs are uploaded to http://gluon-vision-staging.s3-website-us-west-2.amazonaws.com/PR-1610/3018577/index.html

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