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To be production-friendly, this runtime can run in commodity network elements and guarantee fair resource sharing [...] ... Chi has a control loop that embeds control messages in data channels to seamlessly monitor and coordinate a streaming pipeline. ... When deep learning algorithms are implemented on traditional distributed platforms such as Hadoop or Spark, servers have to synchronise every iteration. ...doi:10.25560/64817 fatcat:gdusud7odbeblacutbfta3xjqi