We propose an alternative technique called Dynamic Hadoop Slot Allocation by keeping the slot-based ... improve the performance of a MapReduce cluster via. Healthcare Data Analysis using Dynamic Slot Allocation in Hadoop technique called Dynamic Hadoop Slot Allocation by keeping the slot-based ... large-scale data processing in clusters and data centers, and it has become very ... Deadline and dynamic slot allocation for mapreduce clusters
Resource Management for Dynamic MapReduce Clusters in Multicluster Systems Bogdan Ghit¸, Nezih Yigitbasi, Dick Epema ... several map and reduce slots such that multiple tasks may be executed in parallel on the same node. The JobTracker ... With its dynamic resource allocation scheme, the small jobs receive their share of resources in a ...
Feedback-Based Resource Allocation in MapReduce-Based Systems Containers are considered an optimized fine-grain alternative to virtual machines in cloud-based systems. Some of the approaches which have adopted the use of containers are the MapReduce frameworks. This paper makes an analysis of the use of containers in MapReduce-based systems, concluding that the resource utilization of these systems in terms of containers is suboptimal. DHFS - Browse Files at SourceForge.net Get notifications on updates for this project. Get the SourceForge newsletter. Get newsletters and notices that include site news, special offers and exclusive discounts about IT products & services. Dynamic slot allocation technique for MapReduce clusters - IEEE Xplore Dynamic slot allocation technique for MapReduce clusters. Abstract: MapReduce is a popular parallel computing paradigm for large-scale data processing in ...
Apr 15, 2016 ... and provide a few key features of our proposed method. ... the same MapReduce cluster increased, there are Capacity ... tasks as a tunable knob for dynamically allocating slots. However, as pointed out in [1], the existing.
DYNAMIC MR: A DYNAMIC SLOT ALLOCATION OPTIMIZATION FRAMEWORK FOR MAPREDUCE CLUSTERS Prof. Balaji Bodkhe1 , Abhijeet Ahire2, Mayur Chaudhari3, Tushar Fulsoundar4, Akshay Kadam5 1, 2,3,4,5 Department of Computer Engineering,Mes College of Engineering,Pune,India Supplemental Material: DynamicMR: A Dynamic Slot Allocation ... cost of fairness. Alternatively, we propose a technique called Slot PreScheduling that can improve the data locality but with no impact on fairness. Finally, by combining these techniques together, we form a step-by-step slot allocation system called DynamicMR that Multi-Tier Resource Allocation for Data-Intensive Computing ...
Dynamic Mapreduce for Job Workloads through Slot Configuration Technique M. Priyanka1, Dr. A ... Dynamic Slot Allocation. I. application in minutes. Executing Map Reduce INTRODUCTION A cloud scheduler plays a main role in distributing ... way for upgrading the performance of a MapReduce job is dynamic slot configuration and job scheduling. ...
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Dynamic slot allocation technique for MapReduce clusters ...
based model we set forth an option strategy called Dynamic Hadoop Slot Allocation. It unwinds the slot allocation parameters to permit slots to be reallocated to map or reduce task assignments relying upon their needs. Second the speculative execution can handle the straggler issue which sufficiently fit to enhance the execution for a job An Efficient Dynamic Slot Allocation Based On Fairness An Efficient Dynamic Slot Allocation Based On Fairness Consideration for MAPREDUCE Clusters T. P. Simi Smirthiga [1], become the fundamental technique for cloud computing. ... the number of map/reduce tasks. Our dynamic slot .
Optimized Speculative Execution to Improve Performance of ... - Hindawi 8 Oct 2017 ... Then, in order to ensure the performance of the MapReduce jobs, a framework ... With the prevailing of the virtualized techniques, the virtual clusters can .... execution progress of the task dynamically estimates the execution time to ...... the number of the allocated reduce slots for this job to be executed is .