Load Balancing for Skewed Streams on Heterogeneous Cluster

  title={Load Balancing for Skewed Streams on Heterogeneous Cluster},
  author={Muhammad Anis Uddin Nasir and Hiroshi Horii and Marco Serafini and Nicolas Kourtellis and Raymond H. Putra and Sarunas Girdzijauskas and Takayuki Osogami},
Primitive partitioning strategies for streaming applications operate e ciently under two very strict assumptions: the resources are homogeneous and the messages are drawn from a uniform key distribution. These assumptions are often not true for the real-world use cases. Dealing with heterogeneity and non-uniform workload requires inferring the resource capacities and input distribution at run time. However, gathering these statistics and nding an optimal placement often become a challenge when… CONTINUE READING
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Clay: ne-grained adaptive partitioning for general database schemas

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  • Proceedings of the VLDB Endowment 10,
  • 2016
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