falcon-computing / DSE

Design space exploration tool in Merlin compiler

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Merlin Design Space Exploration Infrastructure

Merlin DSE is a highly configurable automation infrastructure to free human beings from manually tuning Merlin pragmas to achieve high performance. It leverages a gradient-based search algorithm and performance bottleneck analysis to quickly identify the high impact pragmas and focuses on them in order to give users a decent QoR as soon as possible. In addition, the search process done by the gradient-based search algorithm is easy to reason, so users can easily figure out where to be further improved accordingly.

Documentation

The Merlin DSE documents can be found here. It includes:

  • Installation guide

  • Tutorials

  • Development guide

  • API Reference

System Requirements

  • Python 3.6+

  • Redis database

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Design space exploration tool in Merlin compiler

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