René's URL Explorer Experiment

{"@context":"https://schema.org","@type":"DiscussionForumPosting","headline":"Build Data-Driven Testing \u0026 Quality Assurance Infrastructure","articleBody":"## Overview\n\nThis issue proposes the development of a comprehensive, data-driven testing and quality assurance infrastructure for FEAScript-core, focused on scientific computing reliability, performance, and maintainability. \n\n### Goals\n- Implement automated performance benchmarking with systematic data collection\n- Establish regression testing pipelines with numerical result validation\n- Design and integrate memory usage monitoring and reporting systems\n- Develop continuous integration analytics for tracking code quality and test coverage\n\n## Proposed Tasks\n1. **Performance Benchmarking**\n   - Create benchmarks for solvers, mesh generators, and visualization routines\n   - Collect and store performance metrics (e.g., runtime, peak memory usage, result accuracy)\n   - Automate benchmark runs in CI\n\n2. **Regression Testing**\n   - Setup test suites for key algorithms (e.g., solvers, mesh importers)\n   - Validate numerical results against known benchmarks and previous releases\n   - Report and visualize regression trends in CI\n\n3. **Memory Usage Monitoring**\n   - Integrate lightweight memory profiling tools for both CPU and WebGPU workflows\n   - Store historical memory metrics for large mesh runs\n   - Alert on excessive memory growth or leaks\n\n4. **Continuous Integration Data Analytics**\n   - Collect and visualize code coverage, test pass rates, and performance trends\n   - Integrate analytics dashboards (e.g., with GitHub Actions, Codecov)\n   - Use data insights to guide future development and refactoring\n\n## Impact\nThis initiative will greatly improve the reliability, efficiency, and scalability of FEAScript-core, helping contributors maintain high scientific and technical standards as the project evolves.","author":{"url":"https://github.com/pizofreude","@type":"Person","name":"pizofreude"},"datePublished":"2025-10-13T17:17:29.000Z","interactionStatistic":{"@type":"InteractionCounter","interactionType":"https://schema.org/CommentAction","userInteractionCount":4},"url":"https://github.com/50/FEAScript-core/issues/50"}