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Updated allreduce benchmark (markdown)
Format
Add benchmark using an image compression model
Add speed
Merge branch 'master' of https://github.com/sql-machine-learning/elasticdl.wiki
Add Resnet
Use 256*256
Add GPU profiling
Add experiment with 8 workers
Add benchmark on ASI
Profiling on minikube