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Software developers often submit questions to technical Q&A sites like Stack Overflow (SO) to resolve code-level problems. In practice, they include example code snippets with questions to explain the programming issues. Existing research…

Software Engineering · Computer Science 2024-07-16 Saikat Mondal , Banani Roy

Researchers face a persistent barrier when applying computational algorithms with parameter configuration typically demanding programming skills, interfaces differing across environments, and settings rarely persisting between sessions.…

Stack Overflow has been heavily used by software developers to seek programming-related information. More and more developers use Community Question and Answer forums, such as Stack Overflow, to search for code examples of how to accomplish…

Software Engineering · Computer Science 2022-10-31 Zhipeng Gao , Xin Xia , David Lo , John Grundy , Xindong Zhang , Zhenchang Xing

The usage of Python idioms is popular among Python developers in a formative study of 101 performance-related questions of Python idioms on Stack Overflow, we find that developers often get confused about the performance impact of Python…

Software Engineering · Computer Science 2023-01-31 Zejun Zhang , Zhenchang Xing , Xin Xia , Xiwei Xu , Liming Zhu , Qinghua Lu

Since the advent of reasoning-based large language models, many have found great success from distilling reasoning capabilities into student models. Such techniques have significantly bridged the gap between reasoning and standard LLMs on…

Docker technology has been increasingly used among software developers in a multitude of projects. This growing interest is due to the fact that Docker technology supports a convenient process for creating and building containers, promoting…

Software Engineering · Computer Science 2020-08-12 Mubin Ul Haque , Leonardo Horn Iwaya , M. Ali Babar

Data from software repositories have become an important foundation for the empirical study of software engineering processes. A recurring theme in the repository mining literature is the inference of developer networks capturing e.g.…

Software Engineering · Computer Science 2019-11-22 Christoph Gote , Ingo Scholtes , Frank Schweitzer

Docker allows for the packaging of applications and dependencies, and its instructions are described in Dockerfiles. Nowadays, version pinning is recommended to avoid unexpected changes in the latest version of a package. However, version…

Software Engineering · Computer Science 2023-05-08 Takeru Tanaka , Hideaki Hata , Bodin Chinthanet , Raula Gaikovina Kula , Kenichi Matsumoto

Docker images are used to distribute and deploy cloud-native applications in containerised form. A container engine runs them with separated privileges according to namespaces. Recent studies have investigated security vulnerabilities and…

Cryptography and Security · Computer Science 2021-06-10 Panagiotis Gkikopoulos , Valerio Schiavoni , Josef Spillner

Developers often resort to online Q&A forums such as Stack Overflow (SO) for filling their programming needs. Although code examples on those forums are good starting points, they are often incomplete and inadequate for developers' local…

Software Engineering · Computer Science 2019-05-30 Tianyi Zhang , Di Yang , Cristina Videira Lopes , Miryung Kim

Docker is a popular tool for developers and organizations to package, deploy, and run applications in a lightweight, portable container. One key component of Docker is the Dockerfile, a simple text file that specifies the steps needed to…

Software Engineering · Computer Science 2023-02-10 Thomas Durieux

With the advances in machine learning, there is a growing interest in AI-enabled tools for autocompleting source code. GitHub Copilot, also referred to as the "AI Pair Programmer", has been trained on billions of lines of open source GitHub…

Software Engineering · Computer Science 2023-04-28 Beiqi Zhang , Peng Liang , Xiyu Zhou , Aakash Ahmad , Muhammad Waseem

Containerization allows developers to define the execution environment in which their software needs to be installed. Docker is the leading platform in this field, and developers that use it are required to write a Dockerfile for their…

Software Engineering · Computer Science 2023-03-29 Giovanni Rosa , Antonio Mastropaolo , Simone Scalabrino , Gabriele Bavota , Rocco Oliveto

This paper presents GLITCH, a new technology-agnostic framework that enables automated polyglot code smell detection for Infrastructure as Code scripts. GLITCH uses an intermediate representation on which different code smell detectors can…

Cryptography and Security · Computer Science 2023-08-21 Nuno Saavedra , João Gonçalves , Miguel Henriques , João F. Ferreira , Alexandra Mendes

Docker images are composed of multiple layers, each of which contains a set of instructions, and an archive of files. Layers allow Docker to separate a large build task into smaller ones, such that when a part of the program is changed,…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-11-26 Yujing Wang , Qinyang Bao

Background: Data mining and analyzing of public Git software repositories is a growing research field. The tools used for studies that investigate a single project or a group of projects have been refined, but it is not clear whether the…

Software Engineering · Computer Science 2020-08-18 Adam Tutko , Austin Henley , Audris Mockus

Docker is a tool for lightweight OS-level virtualization. Docker images are created by performing a build, controlled by a source-level artifact called a Dockerfile. We studied Dockerfiles on GitHub, and -- to our great surprise -- found…

Software Engineering · Computer Science 2021-03-04 Jordan Henkel , Denini Silva , Leopoldo Teixeira , Marcelo d'Amorim , Thomas Reps

Python has become the de-facto language for training deep neural networks, coupling a large suite of scientific computing libraries with efficient libraries for tensor computation such as PyTorch or TensorFlow. However, when models are used…

Machine Learning · Computer Science 2021-04-02 Zachary DeVito , Jason Ansel , Will Constable , Michael Suo , Ailing Zhang , Kim Hazelwood

Online programming discussion platforms such as Stack Overflow serve as a rich source of information for software developers. Available information include vibrant discussions and oftentimes ready-to-use code snippets. Anecdotes report that…

Cryptography and Security · Computer Science 2017-10-10 Felix Fischer , Konstantin Böttinger , Huang Xiao , Christian Stransky , Yasemin Acar , Michael Backes , Sascha Fahl

Python is one of the fastest-growing programming languages and currently ranks as the top language in many lists, even recently overtaking JavaScript as the top language on GitHub. Given its importance in data science and machine learning,…

Software Engineering · Computer Science 2025-02-10 Idriss Abdelmadjid , Robert Dyer