Coverage at a Crossroads
Coverage.py is evolving to reduce execution-time overhead by adopting SlipCover's low-overhead approach for code coverage. Python 3.12's sys.monitoring improves line coverage, but challenges remain for branch coverage. SlipCover's method shows promise, requiring adjustments for optimal results.
Read original articleCoverage.py is undergoing changes to reduce execution-time overhead by leveraging new Python features. The current method involves a trace function for each line of Python execution, leading to inefficiencies for statement coverage. SlipCover offers a low-overhead alternative by directly tracking code execution without a trace function. Python 3.12 introduced sys.monitoring for event-based line execution tracking, reducing overhead for line coverage but posing challenges for branch coverage due to event handling limitations. SlipCover's approach of using line events for branch coverage presents a promising solution, although it requires adjustments in data collection and analysis. Coverage.py is exploring ways to adapt SlipCover's techniques while addressing issues like multi-arc branches and static code analysis complexities. Collaboration and feedback are sought to enhance coverage.py's performance and efficiency.
Related
The Prototype's Language
The evolution of programming languages in payments technology sector is discussed, highlighting the shift from COBOL to Java and now to Python for its speed and adaptability. Language choice impacts developers and work quality.
Sloth search for Ruby Weekly – a 100 minute hack turned 20h open sauce project
Sloth Finder, a Ruby and Rails tool, curates niche articles on API and automation. It emphasizes simplicity, slow loading times, and plans to upgrade its tech stack for efficiency. Open source on GitHub.
Flambda2 Ep. 2: Loopifying Tail-Recursive Functions
Flambda2's Episode 2 explores Loopify, an optimization algorithm for tail-recursive functions in OCaml. It transforms recursion into loops, enhancing memory efficiency without compromising functional programming principles.
Getting 100% code coverage doesn't eliminate bugs
Achieving 100% code coverage doesn't ensure bug-free software. A blog post illustrates this with a critical bug missed despite full coverage, leading to a rocket explosion. It suggests alternative approaches and a 20% coverage minimum.
Copy-on-Write Performance and Debugging
The article discusses Copy-on-Write (CoW) linking in Dev Drive for Windows systems, enhancing performance during repo builds. CoW benefits C# projects, with upcoming Windows updates enabling CoW by default for faster builds.
edit: I should say for larger test suites rather than the project itself, but larger projects do tend to have larger test suites.
Related
The Prototype's Language
The evolution of programming languages in payments technology sector is discussed, highlighting the shift from COBOL to Java and now to Python for its speed and adaptability. Language choice impacts developers and work quality.
Sloth search for Ruby Weekly – a 100 minute hack turned 20h open sauce project
Sloth Finder, a Ruby and Rails tool, curates niche articles on API and automation. It emphasizes simplicity, slow loading times, and plans to upgrade its tech stack for efficiency. Open source on GitHub.
Flambda2 Ep. 2: Loopifying Tail-Recursive Functions
Flambda2's Episode 2 explores Loopify, an optimization algorithm for tail-recursive functions in OCaml. It transforms recursion into loops, enhancing memory efficiency without compromising functional programming principles.
Getting 100% code coverage doesn't eliminate bugs
Achieving 100% code coverage doesn't ensure bug-free software. A blog post illustrates this with a critical bug missed despite full coverage, leading to a rocket explosion. It suggests alternative approaches and a 20% coverage minimum.
Copy-on-Write Performance and Debugging
The article discusses Copy-on-Write (CoW) linking in Dev Drive for Windows systems, enhancing performance during repo builds. CoW benefits C# projects, with upcoming Windows updates enabling CoW by default for faster builds.