Search Results for author: Foivos Tsimpourlas

Found 3 papers, 1 papers with code

BenchDirect: A Directed Language Model for Compiler Benchmarks

no code implementations2 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.

Active Learning Language Modelling

BenchPress: A Deep Active Benchmark Generator

1 code implementation13 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.

Active Learning

Learning to Encode and Classify Test Executions

no code implementations8 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.

General Classification Specificity

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