Essays about: "Anton Kindestam"

Found 1 essay containing the words Anton Kindestam.

  1. 1. Graph-based features for machine learning driven code optimization

    University essay from KTH/Skolan för datavetenskap och kommunikation (CSC)

    Author : Anton Kindestam; [2017]
    Keywords : Machine Learning; Graph Kernel; Compilation; Big Data Tuning;

    Abstract : In this paper we present a method of using the Shortest-Path Graph Kernel, on graph-based features of computer programs, to train a Support Vector Regression model which predicts execution time speedup over baseline given an unseen program and a point in optimization space, based on a method proposed in Using Graph-Based Program Characterization for Predictive Modeling by Park et al. The optimization space is represented by command-line parameters to the polyhedral C-to-C compiler PoCC, and PolyBench is used to generate the data set of speedups over baseline. READ MORE