title: Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¸Ð½ÑÑÑÑÐ¼ÐµÐ½ÑÐ° Ð°Ð½Ð°Ð»Ð¸Ð·Ð° Ð¿Ð¾ÐºÑÑÑÐ¸Ñ ÐºÐ¾Ð´Ð° Ð°Ð²ÑÐ¾ÑÐµÑÑÐ°Ð¼Ð¸ Ñ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸ÐµÐ¼ Ð¼Ð¾Ð´ÐµÐ»ÐµÐ¹ Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Development of a tool for analyzing code coverage by autotests using machine learning models
Creators: name: ÐÐ¸ÐºÐ¾Ð»Ð°ÐµÐ²Ð°, ÐÐ°Ð´ÐµÐ¶Ð´Ð°
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2024
Subjects: Ð¸Ð½ÑÑÑÑÐ¼ÐµÐ½ÑÑ Ð¿Ð¾ÐºÑÑÑÐ¸Ñ ÐºÐ¾Ð´Ð°
Ð¼ÐµÑÑÐ¸ÐºÐ¸ Ð¿Ð¾ÐºÑÑÑÐ¸Ñ
Ð¸Ð½ÑÑÑÑÐ¼ÐµÐ½ÑÑ Ð°Ð½Ð°Ð»Ð¸Ð·Ð°
Ð°Ð½Ð°Ð»Ð¸Ð· Ð¿Ð¾ÐºÑÑÑÐ¸Ñ
Ð³ÐµÐ½ÐµÑÐ°ÑÐ¸Ñ Ð¿Ð¾ÐºÑÑÑÐ¸Ñ
code coverage tools
coverage metrics
analysis tools
coverage analysis
coverage generation

description: Ð Ð´Ð°Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÐµ Ð¾Ð±ÑÐµÐºÑÐ°Ð¼Ð¸ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ ÑÐ²Ð»ÑÑÑÑÑ Ð¸Ð½ÑÑÑÑÐ¼ÐµÐ½ÑÑ Ð°Ð½Ð°Ð»Ð¸Ð·Ð° Ð¸ Ð¿Ð¾ÐºÑÑÑÐ¸Ñ ÐºÐ¾Ð´Ð°, Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ Ð»ÐµÐ¶Ð°ÑÐ¸Ðµ Ð² Ð¸Ñ Ð¾ÑÐ½Ð¾Ð²Ðµ Ð¸ Ð°ÑÑÐ¸ÑÐµÐºÑÑÑÐ° ÑÐ¾Ð±ÑÑÐ²ÐµÐ½Ð½Ð¾Ð³Ð¾ ÑÐµÑÐµÐ½Ð¸Ñ Ñ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸ÐµÐ¼ Ð¼Ð¾Ð´ÐµÐ»ÐµÐ¹ Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ. Ð¦ÐµÐ»ÑÑ ÑÐ°Ð±Ð¾ÑÑ ÑÐ²Ð»ÑÐµÑÑÑ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¾Ð¿ÑÐ¸Ð¼Ð°Ð»ÑÐ½Ð¾Ð³Ð¾ ÑÐ¿Ð¾ÑÐ¾Ð±Ð° Ð¿Ð¾ÐºÑÑÑÐ¸Ñ Ð¿ÑÐ¾ÐµÐºÑÐ° Ð°Ð²ÑÐ¾ÑÐµÑÑÐ°Ð¼Ð¸ Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð¾Ð² Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð¸ Ð²ÑÑÐ²Ð»ÐµÐ½Ð¸Ðµ Ð¿Ð¾Ð»Ð½Ð¾ÑÑ Ð¿Ð¾ÐºÑÑÑÐ¸Ñ. ÐÐ±Ð»Ð°ÑÑÑ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ñ ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐ¾Ð² ÑÐ°Ð±Ð¾ÑÑ: ÑÑÐµÑÐ° ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ð¹, ÑÑÐµÐ±ÑÑÑÐ¸Ñ ÑÑÐ°ÑÐµÐ»ÑÐ½Ð¾Ð³Ð¾ Ð¸ Ð±ÑÑÑÑÐ¾Ð³Ð¾ ÑÐµÑÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ. Ð Ð°Ð±Ð¾ÑÐ° Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½Ð° Ð¿ÑÑÐµÐ¼ Ð¾Ð±Ð·Ð¾ÑÐ° Ð½Ð°ÑÑÐ½Ð¾Ð¹ Ð»Ð¸ÑÐµÑÐ°ÑÑÑÑ Ð¾ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐµ Ð¸Ð½ÑÑÑÑÐ¼ÐµÐ½ÑÐ¾Ð² Ð¿Ð¾ÐºÑÑÑÐ¸Ñ Ð¸ Ð³ÐµÐ½ÐµÑÐ°ÑÐ¸Ð¸ ÐºÐ¾Ð´Ð°, Ð°Ð½Ð°Ð»Ð¸Ð·Ð° ÑÐ°Ð·Ð»Ð¸ÑÐ½ÑÑ Ð¼ÐµÑÐ¾Ð´Ð¸Ðº Ð¸ Ð´Ð°Ð»ÑÐ½ÐµÐ¹ÑÐ¸Ð¼ ÑÐ¾ÑÑÐ°Ð²Ð»ÐµÐ½Ð¸ÐµÐ¼ ÑÑÐ°Ð²Ð½Ð¸ÑÐµÐ»ÑÐ½Ð¾Ð¹ ÑÐ°ÑÐ°ÐºÑÐµÑÐ¸ÑÑÐ¸ÐºÐ¸ Ð¿Ð¾ ÑÐ°Ð·Ð»Ð¸ÑÐ½ÑÐ¼ Ð¿ÑÐµÐ´ÑÑÐ°Ð²Ð»ÐµÐ½Ð½ÑÐ¼ ÑÐµÑÐµÐ½Ð¸ÑÐ¼. Ð ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐµ Ð±ÑÐ»Ð¸ Ð¿ÑÐ¾Ð°Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ñ ÑÐ°Ð·Ð»Ð¸ÑÐ½ÑÐµ ÑÐ¿Ð¾ÑÐ¾Ð±Ñ ÑÐ¾Ð·Ð´Ð°Ð½Ð¸Ñ ÑÐ²Ð¾ÐµÐ³Ð¾ ÑÐµÑÐµÐ½Ð¸Ñ Ð¿Ð¾ÐºÑÑÑÐ¸Ñ Ð¸ Ð°Ð½Ð°Ð»Ð¸Ð·Ð° ÐºÐ¾Ð´Ð° Ð°Ð²ÑÐ¾ÑÐµÑÑÐ°Ð¼Ð¸. ÐÑÑÐ²Ð»ÐµÐ½ Ð¾Ð¿ÑÐ¸Ð¼Ð°Ð»ÑÐ½ÑÐ¹ ÑÐ¿Ð¾ÑÐ¾Ð± Ð°Ð½Ð°Ð»Ð¸Ð·Ð° Ð°Ð²ÑÐ¾ÑÐµÑÑÐ¾Ð² Ð¿Ð¾ÐºÑÑÐ²Ð°ÑÑÐ¸Ñ Ð¿ÑÐ¾ÐµÐºÑ Ð¸ ÑÐµÐ°Ð»Ð¸Ð·Ð¾Ð²Ð°Ð½Ð¾ Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ðµ, ÑÑÐ¸ÑÑÐ²Ð°ÑÑÐµÐµ Ð½ÐµÐ´Ð¾ÑÑÐ°ÑÐºÐ¸ Ð°Ð½Ð°Ð»Ð¾Ð³Ð¾Ð². Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð½ÑÐ¹ Ð¸Ð½ÑÑÑÑÐ¼ÐµÐ½Ñ Ð¿Ð¾Ð·Ð²Ð¾Ð»ÑÐµÑ Ð°Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°ÑÑ Ð¸ Ð³ÐµÐ½ÐµÑÐ¸ÑÐ¾Ð²Ð°ÑÑ Ð¿Ð¾ÐºÑÑÑÐ¸Ðµ ÐºÐ¾Ð´Ð°.
description: In this work, the objects of research are code analysis and coverage tools, oth algorithms at their core and the architecture of our own solutions using machine learning models. The goal of the work is to develop an optimal way to cover a project with an automated test using machine learning algorithms and test the full coverage. Scope of application of the results of the work: the area of development of applications that require thorough and rapid testing. The work was conducted by reviewing scientific literature on the development of code coverage and attraction tools, analytical methods and further development of a comparative characteristic for the presented solutions. As a result, various methods of creating your own solution for code coverage and analysis using autotests were analyzed. The optimal method for analyzing autotests covering the project was identified and an application was implemented that takes into account the shortcomings of analogs. The developed tool allows you to analyze and generate code coverage.