WCFS: A new framework for analyzing multiserver systems

09/26/2021
by   Isaac Grosof, et al.
0

Multiserver queueing systems are found at the core of a wide variety of practical systems. Many important multiserver models have a previously-unexplained similarity: identical mean response time behavior is empirically observed in the heavy traffic limit. We explain this similarity for the first time. We do so by introducing the work-conserving finite-skip (WCFS) framework, which encompasses a broad class of important models. This class includes the heterogeneous M/G/k, the limited processor sharing policy for the M/G/1, the threshold parallelism model, and the multiserver-job model under a novel scheduling algorithm. We prove that for all WCFS models, scaled mean response time E[T](1-ρ) converges to the same value, E[S^2]/(2E[S]), in the heavy-traffic limit, which is also the heavy traffic limit for the M/G/1/FCFS. Moreover, we prove additively tight bounds on mean response time for the WCFS class, which hold for all load ρ. For each of the four models mentioned above, our bounds are the first known bounds on mean response time.

READ FULL TEXT
research
05/09/2019

Load Balancing Guardrails: Keeping Your Heavy Traffic on the Road to Low Response Times

Load balancing systems, comprising a central dispatcher and a scheduling...
research
05/20/2018

SRPT for Multiserver Systems

The Shortest Remaining Processing Time (SRPT) scheduling policy and its ...
research
03/30/2020

Optimal Multiserver Scheduling with Unknown Job Sizes in Heavy Traffic

We consider scheduling to minimize mean response time of the M/G/k queue...
research
10/12/2021

When Does the Gittins Policy Have Asymptotically Optimal Response Time Tail?

We consider scheduling in the M/G/1 queue with unknown job sizes. It is ...
research
10/29/2018

Quality-of-Service in Multihop Wireless Networks: Diffusion Approximation

We consider a multihop wireless system. There are multiple source-destin...
research
05/28/2021

Fork-join and redundancy systems with heavy-tailed job sizes

We investigate the tail asymptotics of the response time distribution fo...

Please sign up or login with your details

Forgot password? Click here to reset