Sökning: "Java program repair"

Hittade 5 uppsatser innehållade orden Java program repair.

  1. 1. Round-Trip Translation : A New Path for Automatic Program Repair using Large Language Models

    Master-uppsats, KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Författare :Fernando Vallecillos Ruiz; [2023]
    Nyckelord :Automatic Program Repair; Software Engineering; Large Language Models; Round-Trip Translation; Neural Machine Translation; Automatisk programreparation; Mjukvaruutveckling; Stora språkmodeller; Tur och retur-översättning; Neural maskinöversättning;

    Sammanfattning : Research shows that grammatical mistakes in a sentence can be corrected by machine translating it to another language and back. We investigate whether this correction capability of Large Language Models (LLMs) extends to Automatic Program Repair (APR), a software engineering task. LÄS MER

  3. 2. On The Impact Of Distinct Metrics For Fault Localization In Automated Program Repair

    Kandidat-uppsats, Stockholms universitet/Institutionen för data- och systemvetenskap

    Författare :Marek Marcin Mazur; [2023]
    Nyckelord :automated program repair; fault localization; metrics for fault localization;

    Sammanfattning : Automatic Program Repair (APR) is a dynamically growing field of computer science that aims to reduce the time and cost of debugging code and improve its efficiency. Fault localization (FL) is a critical component of the APR workflow and has a real impact on the success of an APR procedure. LÄS MER

  4. 3. An Empirical Study on Using Codex for Automated Program Repair

    Master-uppsats, KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Författare :Pengyu Zhao; [2023]
    Nyckelord :Automated Program Repair; Codex; Large Language Models; Defects4J; Patch Generation; Prompt Engineering; Automatiserad Programreparation; Codex; Storskaliga Språkmodeller; Defects4J; Patchgenerering; Promptteknik;

    Sammanfattning : This thesis explores the potential of Codex, a pre-trained Large Language Model (LLM), for Automated Program Repair (APR) by assessing its performance on the Defects4J benchmark that includes real-world Java bugs. The study aims to provide a comprehensive understanding of Codex’s capabilities and limitations in generating syntactically and semantically equivalent patches for defects, as well as evaluating its ability to handle defects with different levels of importance and complexity. LÄS MER

  5. 4. Java Syntax Error Repair Using RoBERTa

    Master-uppsats, KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Författare :Ziyi Xiang; [2022]
    Nyckelord :Java program repair; RoBERTa; Neural machine translation architecture; Reparation av Java­program; RoBERTa; Neural maskinöversättningsarkitektu;

    Sammanfattning : Deep learning has achieved promising results for automatic program repair (APR).In this paper, we revisit this topic and propose an end-to-end approach Classfix tocorrect java syntax errors. Classfix uses the RoBERTa classification model to localizethe error, and uses the RoBERTa encoder-decoder model to repair the located buggyline. LÄS MER

  7. 5. Evaluating template-based automatic program repair in industry

    Master-uppsats, KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Författare :Gunnar Applelid; [2021]
    Nyckelord :;

    Sammanfattning : Automatic Program Repair (APR) is a field that has gained much attention in recent years. The idea of automatically fixing bugs could save time and money for companies. Template Based Automatic Program Repair is an area within APR that uses fix templates for generating patches and a test suite for evaluating them. LÄS MER