The Sacred Infrastructure for Computational Research.pdf (285.59 kB)
The Sacred Infrastructure for Computational Research
journal contribution
posted on 2018-01-23, 13:38 authored by Klaus Greff, Aaron Klein, Martin Chovanec, Frank Hutter, Jürgen SchmidhuberWe 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
and results.
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
and results.
