It is harder than you think! It is a fun exercise to consider optimizing deep nets for high cycle times across a datacenter, but it is not at all straightforward, and the “cost of computation” goes way up versus maximizing the work that a single system can do.
Optimizing Deep Networks for Datacenter Performance: Complexity and Cost Tradeoffs
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