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Jet: Multilevel Graph Partitioning on Graphics Processing Units

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arxiv 2304.13194 v2 pith:IPB25GFW submitted 2023-04-25 cs.DC cs.DM

classification cs.DCcs.DM
keywords graphmultilevelpartitionerpartitioninggraphicsparallelpartitionprocessing
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abstract

The multilevel heuristic is the dominant strategy for high-quality sequential and parallel graph partitioning. Partition refinement is a key step of multilevel graph partitioning. In this work, we present Jet, a new parallel algorithm for partition refinement specifically designed for Graphics Processing Units (GPUs). We combine Jet with GPU-aware coarsening to develop a $k$-way graph partitioner, the Jet partitioner. The new partitioner achieves superior quality compared to state-of-the-art shared memory partitioners on a large collection of test graphs.

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Cited by 1 Pith paper

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Deterministic Parallel High-Quality Hypergraph Partitioning

    cs.DC 2025-04 conditional novelty 7.0 of 10

    DetJet and DetFlows are the first deterministic parallel hypergraph partitioners whose quality matches or beats non-deterministic state-of-the-art solvers, at a modest time cost.

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