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Saeed Maleki

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ForestColl: Throughput-Optimal Collective Communications on Heterogeneous Network FabricsNSDI '262026-05-04
ForestColl generates throughput-optimal collective schedules by computing the bottleneck network cut via an optimality binary search, transforming switch…
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nnScaler: Constraint-Guided Parallelization Plan Generation for Deep Learning Training18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24)2024-07-10
A plan-generation framework implements three primitives op-trans, op-assign, op-order plus constraint filters so experts compose custom parallelization spaces…
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TACCL: Guiding Collective Algorithm Synthesis using Communication SketchesNSDI 20232023-04-17
TACCL is a synthesizer that uses communication sketches to prune an MILP search and generate concrete ALLGATHER/ALLREDUCE/ALLTOALL algorithms tuned to DGX‑2…
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