Program synthesis from execution traces and demonstrations

In this thesis, we introduce an architecture for programming productivity tools that relies on a database of execution traces. Our database enables a novel user interaction model for a programmer assistant based on short demonstrations of framework usages in applications. By matching the demonstration traces against the complete traces in the database, our system infers the code snippets for the demonstrated feature including the missing set-up steps. We develop techniques for an interactive trace matching process, and evaluate them on a sample of Swing applications. We show that our system synthesizes code for several features of the Eclipse platform from traces of existing Eclipse plug-ins, and that the generated code is comparable in quality to the tutorial code.

Department dc:contributor.department

Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science.

Grantor dc:publisher

Massachusetts Institute of Technology

Year dc:date.issued

2016

Author dc:creator

• Yessenov, Kuat T

Advisor dc:contributor.advisor

• Armando Solar-Lezama.

• Electrical Engineering and Computer Science.

Statement dc:rights

• M.I.T. theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. See provided URL for inquiries about permission.

Licence dc:rights.uri

• http://dspace.mit.edu/handle/1721.1/7582

Language dc:language.iso

eng

Handle dc:identifier.uri

http://hdl.handle.net/1721.1/106098

OAI identifier oai:identifier

oai:dspace.mit.edu:1721.1/106098