EMLIO reduces AI training data-loading time and energy by streaming pre-batched TFRecord shards over TCP with out-of-order prefetching, keeping epoch time and energy nearly flat from 0.1 ms to 30 ms RTT.
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EMLIO: Minimizing I/O Latency and Energy Consumption for Large-Scale AI Training
EMLIO reduces AI training data-loading time and energy by streaming pre-batched TFRecord shards over TCP with out-of-order prefetching, keeping epoch time and energy nearly flat from 0.1 ms to 30 ms RTT.