LASER-UMASS / Swami

Swami is a tool to automatically extract test oracles and generate executable tests from structured natural language specifications.

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Swami

Swami is a tool to automatically generate executable tests for JavaScript language from ECMAScript (ECMA-262) specification documents. This repository contains the source code, data, and results described in the paper titled:

Automatically Generating Precise Oracles from Structured Natural Language Specifications, in Proceedings of the 41st International Conference on Software Engineering (ICSE), 2019 by Manish Motwani and Yuriy Brun.

Swami version 1.0.0 release:

DOI

Cite as Manish Motwani and Yuriy Brun. (2019, February 25). LASER-UMASS/Swami: Swami v1.0.0. Zenodo. http://doi.org/10.5281/zenodo.2577355

How to install Swami

  1. Install Python version 3.5.2
  2. Install Standford CoreNLP package using command:pip install stanfordcorenlp
  3. Clone this repository
  4. Download Standford API and unzip the file inside Swami/src/lib/ directory

How to run Swami

Prerequisites

  1. Input specification file in text format (ECMA-262_v8.txt). We convert ECMA-262 V8 pdf file into the text format using pdfminer and manually validated (and corrected whereever needed) the convered text. The input specification file is available here.
  2. Source code file implementing Abstract functions. We manually implement some of the abstract functions that are used by the automatically generated test templates. The implemented Abstract functions source code is available here
  3. Rhino-1.7.9 and Node-10.7.0 source code.

Input/Output specifications for different modules of Swami

Swami allows you to run in three different modes that correspond to following three modules.

Extracting Relevant Sections

  • Description: This module is used to extract the relevant specification sections (sections which encode testable behavior) from the input specification document.
  • Input: Input specification file in text format (ECMA-262_v8.txt), path to implemented abstract functions source code, and the path to output directory
  • Output: Text file listing all the relevant sections describing ID (section id), Summary (section heading), and Description (section body) for each of the extracted sections.
  • Command to run this module: python swami.py ../data/ECMA-262_v8.txt ../data/abstractFunctions.js ../results/ getRelSections node 1000

Generating Test Templates

  • Description: This module is used to generate Test Templates from the specifications that encode the testable behavior. As Swami focuses on generating tests for boundary conditions and exceptional behaviour, it generates test templates for the specifications that describe either of these system properties.
  • Input: Input specification file in text format (ECMA-262_v8.txt), path to implemented abstract functions source code, and the path to output directory This module reuses the file listing relevant sections extracted from input specification if it already exists otherwise runs the above module to extract relevant sections.
  • Output: The JavaScript file (ecma262_templates.js) generated inside the output directory.
  • Command to run this module: python swami.py ../data/ECMA-262_v8.txt ../data/abstractFunctions.js ../results/ genTemplates node 1000

Generating Executable Tests

  • Description: This module is used to generate executable JavaScript test files by instantiating the test templates individually using randomly generated test inputs.

  • Input: Input specification file in text format (ECMA-262_v8.txt), path to implemented abstract functions source code, path to output directory, and the number of tests to be generated for each template (default=1000).

  • Output: Test files generated for Rhino are available in: <path-to-output-directory>/Rhino_ECMA262_Tests Test files generated for Node.js are available in: <path-to-output-directory>/Node_ECMA262_Tests

  • Command to run this module: python swami.py ../data/ECMA-262_v8.txt ../data/abstractFunctions.js ../results/ genTests node 1000

How to compare Swami's outputs to outputs described in the paper.

Please refer to the README.pdf file inside the artifact_documentation directory to reproduce the results reported in the paper.

About

Swami is a tool to automatically extract test oracles and generate executable tests from structured natural language specifications.

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