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A Counterexample-Guided Debugger for Non-Recursive Datalog

Talkat SPLASH 2022 · 2022-12-05..12-10· [databases, developer-experience]
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Prototype debugs non-recursive Datalog by (1) a property language for pre/postconditions, (2) a counterexample generator that encodes rule evaluation symbolically and queries an SMT/symbolic solver, and (3) an interactive dialog-based debugger that uses stratified partitions and why/why-not provenance to ask a few targeted questions. Validation proves correctness first; failing cases yield concrete inputs. Implementation is a CLI prototype integrated with SMT backends; many benchmarks produce counterexamples in ≈1 minute while some larger cases time out.

AI-written summary · about

  1. 0:00Introduction
  2. 1:23Datalog view updates
  3. 4:09Debugging non-recursive Datalog
  4. 9:11Counterexample generation
  5. 14:48Debugger interface
  6. 19:56Implementation results
  7. 21:00Conclusion
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