Ithemal

The MIT news article is about the original performance prediction work, which is an important piece for future reinforcement learning-based approaches. (https://github.com/ithemal/Ithemal http://proceedings.mlr.press/v97/mendis19a.html). The imitation learning approach is a step towards how to automate the development of compiler algorithms. Note that we are not merely tuning heuristics, we learn the entire optimization algorithm.

The MIT news article is about the original performance prediction work, which is an important piece for future reinforcement learning-based approaches. https://github.com/ithemal/Ithemal http://proceedings.mlr.press/v97/mendis19a.html

With only black-box access to a processor, we use machine learning to answer the question with half the error of Intel's own tools. Demo: http://3.18.198.23/predict Code: https://github.com/psg-mit/Ithemal