230 citations · 260 across the 6 of their papers we have counts for
4 papers · 1 filter
Protean Compiler: An Agile Framework to Drive Fine-grain Phase Ordering
Amir H. Ashouri, Shayan Shirahmad Gale Bagi, Kavin Satheeskumar +6
The phase ordering problem has been a long-standing challenge since the late 1970s, yet it remains an open problem due to having a vast optimization space and an unbounded nature,…
ACPO: AI-Enabled Compiler Framework
Amir H. Ashouri, Muhammad Asif Manzoor, Duc Minh Vu +7
The key to performance optimization of a program is to decide correctly when a certain transformation should be applied by a compiler. This is an ideal opportunity to apply machine…
MLGOPerf: An ML Guided Inliner to Optimize Performance
Amir H. Ashouri, Mostafa Elhoushi, Yuzhe Hua +4
For the past 25 years, we have witnessed an extensive application of Machine Learning to the Compiler space; the selection and the phase-ordering problem. However, limited works ha…
A Survey on Compiler Autotuning using Machine Learning
Amir H. Ashouri, William Killian, John Cavazos +2
Since the mid-1990s, researchers have been trying to use machine-learning based approaches to solve a number of different compiler optimization problems. These techniques primarily…