Demystifying Git
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Git is a version control system that records changes to files over time, allowing users to recall specific versions. It is a distributed system where each local repository has a full copy of the project files and history, allowing offline work. Users can clone repositories locally or remotely. Files are added and committed with messages to save snapshots, and commits can be visualized. Changes are pushed to remote repositories to share work, and branches allow independent lines of development that can be merged together. Tags mark important commits, and errors can be fixed by resetting files or the repository state.
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Enter mutation testing – by intentionally injecting harmful mutations into our code and seeing if they are caught by the tests, we can evaluate the quality of the safety net they provide. By watching the watchmen, we can make sure our tests really protect us, and we aren’t just green-washing our IDEs to a false sense of security.
Talk from SciFiDevCon 2025
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Exceptional Behaviors: How Frequently Are They Tested? (AST 2025)
Exceptional Behaviors: How Frequently Are They Tested? (AST 2025)Andre Hora Exceptions allow developers to handle error cases expected to occur infrequently. Ideally, good test suites should test both normal and exceptional behaviors to catch more bugs and avoid regressions. While current research analyzes exceptions that propagate to tests, it does not explore other exceptions that do not reach the tests. In this paper, we provide an empirical study to explore how frequently exceptional behaviors are tested in real-world systems. We consider both exceptions that propagate to tests and the ones that do not reach the tests. For this purpose, we run an instrumented version of test suites, monitor their execution, and collect information about the exceptions raised at runtime. We analyze the test suites of 25 Python systems, covering 5,372 executed methods, 17.9M calls, and 1.4M raised exceptions. We find that 21.4% of the executed methods do raise exceptions at runtime. In methods that raise exceptions, on the median, 1 in 10 calls exercise exceptional behaviors. Close to 80% of the methods that raise exceptions do so infrequently, but about 20% raise exceptions more frequently. Finally, we provide implications for researchers and practitioners. We suggest developing novel tools to support exercising exceptional behaviors and refactoring expensive try/except blocks. We also call attention to the fact that exception-raising behaviors are not necessarily “abnormal” or rare.
What Do Contribution Guidelines Say About Software Testing? (MSR 2025)
What Do Contribution Guidelines Say About Software Testing? (MSR 2025)Andre Hora Software testing plays a crucial role in the contribution process of open-source projects. For example, contributions introducing new features are expected to include tests, and contributions with tests are more likely to be accepted. Although most real-world projects require contributors to write tests, the specific testing practices communicated to contributors remain unclear. In this paper, we present an empirical study to understand better how software testing is approached in contribution guidelines. We analyze the guidelines of 200 Python and JavaScript open-source software projects. We find that 78% of the projects include some form of test documentation for contributors. Test documentation is located in multiple sources, including CONTRIBUTING files (58%), external documentation (24%), and README files (8%). Furthermore, test documentation commonly explains how to run tests (83.5%), but less often provides guidance on how to write tests (37%). It frequently covers unit tests (71%), but rarely addresses integration (20.5%) and end-to-end tests (15.5%). Other key testing aspects are also less frequently discussed: test coverage (25.5%) and mocking (9.5%). We conclude by discussing implications and future research.
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Demystifying Git
- 2. What is version control?? System that records change to file or set a files over time so that you can recall specific versions later.
- 3. GIT • Distributed Version Control • Thinks about its data • Thinks of its data more like snapshots of a miniature of filesystem • Only need local files and resources to operate.
- 4. How to clone a repository? • To create a copy of a local repository: git clone /local/repository • To create a copy of a remote repository: git clone user@server:/server/repository
- 5. How to add and confirm files • To add changes in files: git add <file> ( for only file) git add * ( all changed files – untracked) • To confirm all changes , it is necessary to create a commit: git commit -m “comments about the commit” git commit -a -m “comments about the commit” (git add + git commit –m)
- 6. How to visualize your commit • To show all commits in your branch: git log
- 7. How to send changes to a remote repository • When you have your project at a point that you want to share, you have to push it upstream. git push origin master PS: This command works only if you cloned from a server to which you have write access
- 8. Working with branches • To visualize local branches: git branch • To visualize local/remote branches: git branch –all
- 9. Working with branches • To create a branch: git checkout –b “new_branch” • To switch between branches: git checkout <branch_name> • To remove a branch: git checkout –d new_branch
- 10. Working with branches • To update the local repository git pull git pull –rebase (update and put your commits in the HEAD) • To merge all changes between branches: (I didn’t understand this…) don’t known what write git checkout master git merge <branch>
- 11. Creating Tags • To create a tag: git tag <tagversion> <hash> • To view all tags: git tag
- 12. Fixing errors • To correct all changes in local files: git checkout -- <file> • To remove all changes and return to a stable commit: git reset – hard git reset –hard <hash> hash with stable commit Or git fetch origin git reset –hard origin/master
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