Adaptive Consumption by Continuous Negotiation

Published: 2023, Last Modified: 21 Sept 2025PAAMS 2023EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: In this paper, we study the problem of allocating concurrent jobs composed of situated tasks, underlying the distributed deployment of the MapReduce design pattern on a cluster. In order to implement our multi-agent strategy which aims at minimising the mean flowtime of jobs, we propose a modular agent architecture that allows the concurrency of negotiation and consumption. Our experiments show that our reallocation strategy, when executed continuously during the consumption process: (1) improves the flowtime; (2) does not penalise the consumption; (3) is robust against execution hazards.
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