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Memory-Efficient Fixpoint Computation

Talkat SAS 2020 · 2020-11-18..11-20· [software-architecture]
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A technique interleaves assertion checks with Bourdoncle-style recursive fixpoint iteration to free abstract values early, implemented as MIKOS extends IKOS and applied to 784 SV-COMP and 426 Arch Linux package benchmarks. The algorithm computes optimal deallocation and assertion-evaluation points in almost-linear time, preserves precision, and keeps time similar (geometric speedups 1.3x and 1.08x). Memory falls dramatically: geometric mean 25x improvement (min 1.11x, max 1000x), examples cut 46 GB→56 MB and 64 GB→21 GB.

AI-written summary · about

  1. 0:00Introduction
  2. 0:20Abstract Interpretation
  3. 10:23Theoretical Results
  4. 11:00Empirical Results
  5. 15:28Summary
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