NaturalCC: An Open-Source Toolkit for Code Intelligence
We present NaturalCC, an efficient and extensible open-source toolkit for machine-learning-based source code analysis (i.e., code intelligence). Using NaturalCC, researchers can conduct rapid prototyping, reproduce state-of-the-art models, and/or exercise their own algorithms. NaturalCC is built upon Fairseq and PyTorch, providing (1) a collection of code corpus with preprocessing scripts, (2) a modular and extensible framework that makes it easy to reproduce and implement a code intelligence model, and (3) a benchmark of state-of-the-art models. Furthermore, we demonstrate the usability of our toolkit over a variety of tasks (e.g., code summarization, code retrieval, and code completion) through a graphical user interface. The demonstration video can be found at: https://www.youtube.com/watch?v=dLc9ahd4Xe8.
Wed 11 MayDisplayed time zone: Eastern Time (US & Canada) change
11:00 - 12:00 | Program ComprehensionDEMO - Demonstrations at ICSE Demo room 1 Chair(s): Xiaoyin Wang University of Texas at San Antonio | ||
11:00 15mDemonstration | CIDER: Concept-based Interactive Design Recovery DEMO - Demonstrations Hongzhou Fang Drexel University, Yuanfang Cai Drexel University, Rick Kazman University of Hawai‘i at Mānoa, Jason Lefever Drexel University | ||
11:15 15mDemonstration | NaturalCC: An Open-Source Toolkit for Code Intelligence DEMO - Demonstrations Yao Wan Huazhong University of Science and Technology, Yang He University of Technology Sydney, Zhangqian Bi Huazhong University of Science and Technology, Jian-Guo Zhang University of Illinois at Chicago, Yulei Sui University of Technology Sydney, Hongyu Zhang University of Newcastle, Kazuma Hashimoto Google Research, Hai Jin Huazhong University of Science and Technology, Guandong Xu University of Technology, Sydney, Caiming Xiong Salesforce Research, philip yu University of Illinois at Chicago Media Attached | ||
11:30 15mDemonstration | COSPEX: A Program Comprehension Tool for Novice Programmers DEMO - Demonstrations Nakshatra Gupta Indian Institute of Technology Tirupati, Ashutosh Rajput Indian Institute of Technology Tirupati, Sridhar Chimalakonda Indian Institute of Technology Tirupati Pre-print Media Attached | ||
11:45 15mDemonstration | A Tool for Rejuvenating Feature Logging Levels via Git Histories and Degree of Interest DEMO - Demonstrations Yiming Tang Concordia University, Allan Spektor City University of New York (CUNY) Hunter College, Raffi Khatchadourian City University of New York (CUNY) Hunter College, Mehdi Bagherzadeh Oakland University Pre-print Media Attached | ||