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Extend existing unit tests using Cover-Agent #2331

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merged 2 commits into from
Nov 12, 2024
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@mrT23 mrT23 commented Nov 10, 2024

The PR content was generated automatically using cover-agent

Methodology

Cover-agent automatically scans a repository to detect existing unit test files. It gathers relevant context for each file, then triggers an AI-based workflow to enhance these tests by adding new cases that increase code coverage.

Reliability

But it's AI-generated code. How can we know it's reliable ? How can we know it's effective ?

Answer:

All AI-generated tests have met these four essential criteria:

  1. Execute successfully
  2. Pass all assertions
  3. Increase overall code coverage
  4. Test previously uncovered behaviors (as specified in the LLM prompt)

Increased coverage

Code coverage comparison of the relevant source files before and after these changes:
image

In total, 168 new lines were covered with the tests added in this PR

Appendix - unit tests: what are they good for ?

Answer:

Personal opinion - writing unit testing is not fun. It becomes even less appealing as your codebase grows and maintaining tests becomes a time-consuming chore.

However, the benefits of comprehensive unit tests are real:

  • Reliability: They create a more reliable codebase where developers can make changes confidently

  • Speed: Teams can move quickly without fear of breaking existing functionality

  • Safe Refactoring: Code improvements and restructuring become significantly safer when backed by thorough tests

  • Living Documentation: Tests serve as clear documentation of your code's behavior:

    • They show exactly what happens for each input
    • They present changes in a human-readable format: "for this input → expect this output"
    • They run quickly and are easy to execute
    • This immediate feedback loop is beneficial during development

@mrT23 mrT23 changed the title Extend existing unit tests Extend existing unit tests using cover-agent Nov 10, 2024
@mrT23 mrT23 changed the title Extend existing unit tests using cover-agent Extend existing unit tests using Cover-Agent Nov 10, 2024
@HuggingFaceDocBuilderDev

The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

@rwightman rwightman merged commit e31e5d2 into huggingface:main Nov 12, 2024
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very cool~

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4 participants