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Doppio: I/O-Aware Performance Analysis, Modeling and Optimization for In-Memory Computing Framework

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Doppio

Build I/O-Aware Analytic Model for Apache Spark Applications, and we show GATK4 (Apache Spark based GATK) developed by Broad Institute as the driving example.

  1. I/O profiling (we provide I/O profiling result for Google Cloud)
  2. Per-Application profiling Sampling runs are used to charaterize the performance, after training on analytical model, predict the performance and assocaited cost.

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Doppio: I/O-Aware Performance Analysis, Modeling and Optimization for In-Memory Computing Framework

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