no code implementations • 2 Mar 2023 • Foivos Tsimpourlas, Pavlos Petoumenos, Min Xu, Chris Cummins, Kim Hazelwood, Ajitha Rajan, Hugh Leather
We improve this with BenchDirect which utilizes a directed LM that infills programs by jointly observing source code context and the compiler features that are targeted.
1 code implementation • 13 Aug 2022 • Foivos Tsimpourlas, Pavlos Petoumenos, Min Xu, Chris Cummins, Kim Hazelwood, Ajitha Rajan, Hugh Leather
We develop BenchPress, the first ML benchmark generator for compilers that is steerable within feature space representations of source code.
no code implementations • 8 Jan 2020 • Foivos Tsimpourlas, Ajitha Rajan, Miltiadis Allamanis
We use the labelled traces to train a neural network (NN) model to learn to distinguish runtime patterns for passing versus failing executions for a given program.