Infinite_Balanced_Allocation_via_Finite_Capacities__BFHKKN_.pdf (502.5 kB)
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Infinite balanced allocation via finite capacities

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conference contribution
posted on 03.08.2021, 10:58 authored by Petra Berenbrink, Tom Friedetzky, Christopher Hahn, Lukas Hintze, Dominik Kaaser, Peter Kling, Lars NagelLars Nagel
We analyze the following infinite load balancing process, modeled as a classical balls-into-bins game: There are n bins (servers) with a limited capacity (buffer) of size c=c(n)∈N . Given a fixed arrival rate λ=λ(n)∈(0,1) , in every round λn new balls (requests) are generated. Together with possible leftovers from previous rounds, these balls compete to be allocated to the bins. To this end, every ball samples a bin independently and uniformly at random and tries to allocate itself to that bin. Each bin accepts as many balls as possible until its buffer is full, preferring balls of higher age. At the end of the round, every bin deletes the ball it allocated first. We study how the buffer size c affects the performance of this process. For this, we analyze both the number of balls competing each round (including the leftovers from previous rounds) as well as the worst-case waiting time of individual balls. We show that (i) the number of competing balls is at any (even exponentially large) time bounded with high probability by 4⋅c−1⋅ln(1/(1−λ))⋅n+O(c⋅n) and that (ii) the waiting time of a given ball is with high probability at most (4⋅ln(1/(1−λ)))/(c⋅(1−1/e))+loglogn+O(c) . These results indicate a sweet spot for the choice of c around c=Θ(log(1/(1−λ))−−−−−−−−−−−√) . Compared to a related process with infinite capacity [Berenbrink et al., PODC'16], for constant λ the waiting time is reduced from O(logn) to O(loglogn) . Even for large λ≈1−1/n we reduce the waiting time from O(logn) to O(logn−−−−√) .

History

School

  • Science

Department

  • Computer Science

Published in

2021 IEEE 41st International Conference on Distributed Computing Systems (ICDCS)

Pages

965-975

Source

41st IEEE International Conference on Distributed Computing Systems (ICDCS)

Publisher

IEEE

Version

AM (Accepted Manuscript)

Rights holder

© IEEE

Publisher statement

© 2021 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.

Acceptance date

17/03/2021

Publication date

2021-10-04

Copyright date

2021

ISBN

9781665445139

eISSN

2575-8411

Language

en

Location

DC, USA (Virtual)

Event dates

7th July 2021 - 10th July 2021

Depositor

Dr Lars Nagel. Deposit date: 27 July 2021

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