Algorithms for the semi-online MapReduce scheduling problem on two identical machines

Author:

Zheng Quanchang1

Affiliation:

1. School of Management Science, Qufu Normal University, Rizhao, China

Abstract

We investigate the semi-online problem of MapReduce scheduling on two parallel machines. We aim to minimize the makespan. Jobs are released over-list, and each job includes a map task and a reduce task. The job’s map task can be preemptive and scheduled simultaneously onto different machines, however, the reduce task is non-preemptive. The job’s reduce task needs to wait for its map task to complete before starting. We consider the following two versions: Firstly, we know the processing time of the largest reduce task beforehand, and then design a 4/3-competitive optimal semi-online algorithm. Secondly, we know in advance the value of the reduce task with the largest processing time and the the total sum of the processing times. Then we present a 4/3-competitive semi-online algorithm. We conclude that the algorithm is the best possible when the largest reduce task meets certain conditions.

Publisher

IOS Press

Reference13 articles.

1. Mapreduce: Simplified data processing on large clusters;Dean;J. Comb. Optim,2004

2. A MapReduce solution for associative classification of big data;Bechini;Inform. Sciences,2016

3. Makespan minimization for MapReduce systems with different servers;Jiang;Future Gener. Comp. Sy,2017

4. Online MapReduce scheduling problem of minimizing the makespan;Chen;J. Comb. Optim,2017

5. An optimal preemptive algorithmfor online MapReduce scheduling on two parallel machines;Jiang;Asia Pac. J. Oper. Res,2018

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