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Software developers create and share code online to demonstrate programming language concepts and programming tasks. Code snippets can be a useful way to explain and demonstrate a programming concept, but may not always be directly…

Software Engineering · Computer Science 2018-08-16 Eric Horton , Chris Parnin

Code sharing and reuse is a widespread use practice in software engineering. Although a vast amount of open-source Python code is accessible on many online platforms, programmers often find it difficult to restore a successful runtime…

Software Engineering · Computer Science 2022-01-19 Wei Cheng , Xiangrong Zhu , Wei Hu

When programmers look for how to achieve certain programming tasks, Stack Overflow is a popular destination in search engine results. Over the years, Stack Overflow has accumulated an impressive knowledge base of snippets of code that are…

Software Engineering · Computer Science 2017-05-04 Di Yang , Pedro Martins , Vaibhav Saini , Cristina Lopes

The reproducibility of software environments is a critical concern in modern software engineering, with ramifications ranging from the effectiveness of collaboration workflows to software supply chain security and scientific…

Software Engineering · Computer Science 2026-01-21 Julien Malka , Stefano Zacchiroli , Théo Zimmermann

Reproducible container builds promise a simple integrity check for software supply chains: rebuild an image from its Dockerfile and compare hashes. We build a Docker measurement pipeline and apply it to a stratified sample of 2,000 GitHub…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-23 Oreofe Solarin

With the growing use of DevOps tools and frameworks, there is an increased need for tools and techniques that support more than code. The current state-of-the-art in static developer assistance for tools like Docker is limited to shallow…

Software Engineering · Computer Science 2020-02-11 Jordan Henkel , Christian Bird , Shuvendu K. Lahiri , Thomas Reps

Background. Containerization technologies are widely adopted in the DevOps workflow. The most commonly used one is Docker, which requires developers to define a specification file (Dockerfile) to build the image used for creating…

Software Engineering · Computer Science 2022-08-22 Giovanni Rosa , Simone Scalabrino , Rocco Oliveto

Large Language Models have advanced automated software development, however, it remains a challenge to correctly infer dependencies, namely, identifying the internal components and external packages required for a repository to successfully…

We introduce a novel dataset tailored for code generation, aimed at aiding developers in common tasks. Our dataset provides examples that include a clarified intent, code snippets associated, and an average of three related unit tests. It…

Computation and Language · Computer Science 2024-09-26 Nathanaël Beau , Benoît Crabbé

One problem when studying how to find and fix syntax errors is how to get natural and representative examples of syntax errors. Most syntax error datasets are not free, open, and public, or they are extracted from novice programmers and do…

Software Engineering · Computer Science 2019-07-19 Alexander William Wong , Amir Salimi , Shaiful Chowdhury , Abram Hindle

Online resources today contain an abundant amount of code snippets for documentation, collaboration, learning, and problem-solving purposes. Their executability in a "plug and play" manner enables us to confirm their quality and use them…

Software Engineering · Computer Science 2019-07-12 Md Monir Hossain , Nima Mahmoudi , Changyuan Lin , Hamzeh Khazaei , Abram Hindle

Software libraries are central to the functionality, security, and maintainability of modern code. As developers increasingly turn to Large Language Models (LLMs) to assist with programming tasks, understanding how these models recommend…

Software Engineering · Computer Science 2025-08-08 Jasmine Latendresse , SayedHassan Khatoonabadi , Emad Shihab

Continuous Integration (CI) and Continuous Deployment (CD) are widely adopted in software engineering practice. In reality, the CI/CD pipeline execution is not yet reliably continuous because it is often interrupted by Docker build…

Software Engineering · Computer Science 2021-04-13 Mingjie Li , Xiaoying Bai , Minghua Ma , Dan Pei

Docker is becoming ubiquitous with containerization for developing and deploying applications. Previous studies have analyzed Dockerfiles that are used to create container images in order to better understand how to improve Docker tooling.…

Software Engineering · Computer Science 2021-03-24 Kalvin Eng , Abram Hindle

Background: Compilers tend to produce cryptic and uninformative error messages, leaving programmers confused and requiring them to spend precious time to resolve the underlying error. To find help, programmers often take to online…

Software Engineering · Computer Science 2019-06-28 Emillie Thiselton , Christoph Treude

Developer forums like StackOverflow have become essential resources to modern software development practices. However, many code snippets lack a well-defined method declaration, and thus they are often incomplete for immediate reuse.…

Software Engineering · Computer Science 2021-09-03 Valerio Terragni , Pasquale Salza

Dependency bloat is a persistent challenge in Python projects, which increases maintenance costs and security risks. While numerous tools exist for detecting unused dependencies in Python, removing these dependencies across the source code…

Enriched by natural language texts, Stack Overflow code snippets are an invaluable code-centric knowledge base of small units of source code. Besides being useful for software developers, these annotated snippets can potentially serve as…

Software Engineering · Computer Science 2016-08-09 Di Yang , Aftab Hussain , Cristina Lopes

Dockerfiles are one of the most prevalent kinds of DevOps artifacts used in industry. Despite their prevalence, there is a lack of sophisticated semantics-aware static analysis of Dockerfiles. In this paper, we introduce a dataset of…

Software Engineering · Computer Science 2020-03-31 Jordan Henkel , Christian Bird , Shuvendu K. Lahiri , Thomas Reps

Decision making theories such as Fuzzy-Trace Theory (FTT) suggest that individuals tend to rely on gist, or bottom-line meaning, in the text when making decisions. In this work, we delineate the process of developing GisPy, an open-source…

Computation and Language · Computer Science 2022-05-26 Pedram Hosseini , Christopher R. Wolfe , Mona Diab , David A. Broniatowski
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