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API-driven Program Synthesis for Testing Static Typing Implementations

Talkat POPL 2024 · 2024-01-14..01-20· [testing]
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Thalia synthesizes small, type‑intensive client programs from real libraries by building an API graph and enumerating typing sequences that drive component-based synthesis; it supports parametric polymorphism, overloading and higher‑order functions, offers fault‑injection and semantics‑preserving modes, and fills holes with API-derived expressions and constants. The tool finds 84 typing bugs (61 unexpected rejects, six soundness errors, 15 crashes, two performance regressions), produces tests of 11–30 lines, scales to API graphs >25k edges, and synthesizes programs in milliseconds.

AI-written summary · about

  1. 0:00Introduction
  2. 0:23Type checker bug examples
  3. 3:40Thalia system design
  4. 8:42Typing sequences for methods
  5. 10:27Concretizing test programs
  6. 11:10Evaluation results
  7. 13:19Comparison with tools
  8. 14:42Key insights
  9. 15:05Conclusion
  10. 15:28Q&A
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