PUS: A Fast and Highly Efficient Solver for Inclusion-based Pointer Analysis
Peiming Liu, Yanze Li, Bradley Swain, Jeff Huang
摘要
A crucial performance bottleneck in most interprocedural static analyses is solving pointer analysis constraints. We present Pus, a highly efficient solver for inclusion-based pointer analysis. At the heart of Pus is a new constraint solving algorithm that significantly advances the state-of-the-art. Unlike the existing algorithms (i.e., wave and deep propagation) which construct a holistic constraint graph, at each stage Pus only considers partial constraints that causally affect the final fixed-point computation. In each iteration Pus extracts a small causality subgraph and it guarantees that only processing the causality subgraph is sufficient to reach the same global fixed point. Our extensive evaluation of Pus on a wide range of real-world large complex programs yields highly promising results. Pus is able to analyze millions of lines of code such as PostgreSQL in 10 minutes on a commodity laptop. On average, Pus is more than 7× faster in solving context-sensitive constraints, and more than 2× faster in solving context-insensitive constraints compared to the state of the art wave and deep propagation algorithms. Moreover, Pus has been used to find tens of previous unknown bugs in high-profile codebases including Linux, Redis, and Memcached.
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引用它的顶会 Paper2
- Kaleidoscope: Precise Invariant-Guided Pointer AnalysisTapti Palit, Pedro FonsecaASPLOS 2024 · 被引用 3 次
- TIPS: Tracking Integer-Pointer Value Flows for C++ Member Function PointersChangwei Zou, Dongjie He, Yulei Sui, Jingling XueFSE 2024 · 被引用 1 次
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- Temporal System Call Specialization for Attack Surface ReductionSeyedhamed Ghavamnia, Tapti Palit, Shachee Mishra, Michalis PolychronakisUSENIX Security 2020
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