Thu 24 Sep 2020 10:40 - 10:45 at Wombat - Tool Demo Showcase (3) Chair(s): Csaba Nagy
In this paper, we present Sosed, a tool for discovering similar software projects. We use fastText to compute the embeddings of sub-tokens into a dense space for 120,000 GitHub repositories in 200 languages. Then, we cluster embeddings to identify groups of semantically similar sub-tokens that reflect topics in source code. We use a dataset of 9 million GitHub projects as a reference search base. To identify similar projects, we compare the distributions of clusters among their sub-tokens. The tool receives an arbitrary project as input, extracts sub-tokens in 16 most popular programming languages, computes cluster distribution, and finds projects with the closest distribution in the search base. We labeled sub-token clusters with short descriptions to enable Sosed to produce interpretable output.
Sosed is available at https://github.com/JetBrains-Research/sosed/. The tool demo is available at https://www.youtube.com/watch?v=LYLkztCGRt8. The multi-language extractor of sub-tokens is available separately at https://github.com/JetBrains-Research/identifiers-extractor/.
Tue 22 SepDisplayed time zone: (UTC) Coordinated Universal Time change
16:00 - 17:00 | Maintenance and Evolution (3)Research Papers / Tool Demonstrations at Koala Chair(s): Yongjie Zheng California State University San Marcos | ||
16:00 20mTalk | Subdomain-Based Generality-Aware Debloating Research Papers Qi Xin Georgia Institute of Technology, Myeongsoo Kim Georgia Institute of Technology, Qirun Zhang Georgia Institute of Technology, USA, Alessandro Orso Georgia Tech | ||
16:20 20mTalk | Revisiting the relationship between fault detection, test adequacy criteria, and test set size. Research Papers Yiqun Chen University of Washington, Rahul Gopinath CISPA Helmholtz Center for Information Security, Anita Tadakamalla George Mason University, USA, Michael D. Ernst University of Washington, USA, Reid Holmes University of British Columbia, Gordon Fraser University of Passau, Paul Ammann George Mason University, USA, René Just University of Washington, USA | ||
16:40 10mTalk | WASim: Understanding WebAssembly Applications through Classification Tool Demonstrations | ||
16:50 10mTalk | Sosed: a tool for finding similar software projects Tool Demonstrations Egor Bogomolov JetBrains Research, Yaroslav Golubev JetBrains Research, Artyom Lobanov JetBrains Research, Vladimir Kovalenko JetBrains Research, JetBrains N.V., Timofey Bryksin JetBrains Research, Saint Petersburg State University | ||
Thu 24 SepDisplayed time zone: (UTC) Coordinated Universal Time change
10:20 - 11:20 | Tool Demo Showcase (3)Tool Demonstrations at Wombat Chair(s): Csaba Nagy Software Institute - USI, Lugano, Switzerland | ||
10:20 5mTalk | FILO: FIx-LOcus Localization for Backward Incompatibilities Caused by Android Framework Upgrades Tool Demonstrations Marco Mobilio University of Milano Bicocca, Oliviero Riganelli University of Milano-Bicocca, Italy, Daniela Micucci University of Milano-Bicocca, Italy, Leonardo Mariani University of Milano Bicocca | ||
10:25 5mTalk | EXPRESS: An Energy-Efficient and Secure Framework for Mobile Edge Computing and Blockchain based Smart Systems Tool Demonstrations | ||
10:30 5mTalk | SmartBugs: A Framework to Analyze Solidity Smart Contracts Tool Demonstrations João F. Ferreira INESC-ID and IST, University of Lisbon, Pedro Cruz IST, University of Lisbon, Portugal, Thomas Durieux KTH Royal Institute of Technology, Sweden, Rui Abreu Faculty of Engineering, University of Porto, Portugal DOI | ||
10:35 5mTalk | RepoSkillMiner: Identifying software expertise from GitHub repositories using Natural Language Processing Tool Demonstrations Efstratios Kourtzanidis University Of Macedonia, Alexander Chatzigeorgiou University of Macedonia, Apostolos Ampatzoglou University of Macedonia Pre-print Media Attached File Attached | ||
10:40 5mTalk | Sosed: a tool for finding similar software projects Tool Demonstrations Egor Bogomolov JetBrains Research, Yaroslav Golubev JetBrains Research, Artyom Lobanov JetBrains Research, Vladimir Kovalenko JetBrains Research, JetBrains N.V., Timofey Bryksin JetBrains Research, Saint Petersburg State University | ||
10:45 5mTalk | GUI2WiRe: Rapid Wireframing with a Mined and Large-Scale GUI Repository using Natural Language Requirements Tool Demonstrations Kristian Kolthoff Institute for Enterprise Systems (InES), University Of Mannheim, Christian Bartelt Institute for Software and Systems Engineering, TU Clausthal, Simone Paolo Ponzetto Data and Web Science Group, University of Mannheim | ||
10:50 30mLive Q&A | Q&A or Discussion Tool Demonstrations | ||