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Optimizing Optimizations, Declaratively: Optimizing the Higher-Order Functions in(…)

Talkat EGRAPHS 2026 · 2026-06-15..06-19· [machine-learning]
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Two concrete uses of egglog inside JijModeling 2: resugaring comprehensions reconstructs Python comprehension syntax from map/flat_map/filter and then applies a custom cost model to minimize temporary let rebindings, typically finishing within 100 ms; declarative constraint detection encodes parameterized constraints with Henkin-like constants, propagates side conditions inside egglog, and turns a previously slow/nonterminating detection case from minutes or nontermination down to a few seconds. Practical performance requires decomposing and optimizing egglog rule premises.

AI-written summary · about

  1. 0:00Introduction
  2. 1:46What is JuJu Modeling
  3. 4:15Desugaring comprehensions
  4. 8:57Resugaring comprehensions
  5. 9:19Constraint detection with Egglog
  6. 17:14Optimizing Egglog rules
  7. 19:00Conclusion
  8. 20:04Q&A
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