The Sacred Infrastructure for Computational Research

نویسندگان

  • Klaus Greff
  • Aaron Klein
  • Martin Chovanec
  • Frank Hutter
  • Jürgen Schmidhuber
چکیده

We present a toolchain for computational research consisting of Sacred and two supporting tools. Sacred is an open source Python framework which aims to provide basic infrastructure for running computational experiments independent of the methods and libraries used. Instead, it focuses on solving universal everyday problems, such as managing configurations, reproducing results, and bookkeeping. Moreover, it provides an extensible basis for other tools, two of which we present here: Labwatch helps with tuning hyperparameters, and Sacredboard provides a web-dashboard for organizing and analyzing runs

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تاریخ انتشار 2017