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The popularity of GPUs in general purpose computation has prompted efforts to scale up MapReduce systems with GPUs, but lack of efficient I/O handling results in underutilization of shared system resources in existing systems. This paper presents SPMario, a scale-up GPU MapReduce framework to speed up job execution and boost utilization of system resources with the new I/O Oriented Scheduling. The...
Hadoop is an open-source big data analysis platform that is widely used in both academia and industry. Decoupling of resource management and programming framework, the next generation of Hadoop, namely Hadoop YARN, is accommodated to various programming frameworks and capable of handling more kinds of workload, such as interactive analysis and stream processing. However, most existent schedulers in...
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