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Dheevatsa Mudigere

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OPER: Optimality-Guided Embedding Table Parallelization for Large-scale...USENIX ATC 20242024-07-10
Claims a near-optimal planner and system that cut end-to-end DLRM embedding lookup cost using a heuristic search plus a distributed shared memory runtime and a…
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TopoOpt: Co-optimizing Network Topology and Parallelization Strategy for Distributed...NSDI 20232023-04-17
TopoOpt co-optimizes computation, communication, and physical network topology to speed distributed DNN training, claiming up to 3.4x faster 99th-percentile…
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Check-N-Run: a Checkpointing System for Training Deep Learning Recommendation Models19th USENIX Symposium on Networked Systems Design and Implementation (NSDI '22)2022-04-04
System implements a decoupled, atomic checkpoint pipeline that copies GPU state to CPU and uploads with dedicated CPU workers, targets terabyte-scale…
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