no code implementations • 29 Jun 2023 • Spandan Garg, Roshanak Zilouchian Moghaddam, Neel Sundaresan
We compare our approach with the various prompt variations and state of the art methods in the task of performance bug fixing.
no code implementations • 27 Jun 2022 • Spandan Garg, Roshanak Zilouchian Moghaddam, Colin B. Clement, Neel Sundaresan, Chen Wu
Additionally, we evaluate DeepPERF on 50 open source C# repositories on GitHub using both benchmark and unit tests and find that our model is able to suggest valid performance improvements that can improve both CPU usage and Memory allocations.
no code implementations • 27 Apr 2022 • Roshanak Zilouchian Moghaddam, Spandan Garg, Colin B. Clement, Yevhen Mohylevskyy, Neel Sundaresan
Continuous evolution in modern software often causes documentation, tutorials, and examples to be out of sync with changing interfaces and frameworks.