LotusAA — Lotus AA Engine
Overview
LotusAA is the native alias analysis framework of Lotus. It provides a modular engine with interprocedural, flow-sensitive, and field-sensitive reasoning, designed to integrate tightly with other Lotus analyses.
Location:
include/Alias/InclusionBased/LotusAA/
Components
Engine/ – Inter/intra-procedural analysis engines
MemoryModel/ – Points-to graph and memory modeling
Support/ – Configuration and utility functions
Features: Modular design for extensible pointer analysis.
Design
LotusAA organizes pointer information into a points-to graph:
Nodes represent memory objects and SSA values.
Edges represent points-to, load, store, and field relations.
The graph is updated by a worklist-based solver that processes IR instructions according to a set of transfer functions.
The engine can operate in several modes (e.g., whole-program vs. module local) and is designed to interoperate with higher-level analyses such as dependence and verification passes.
Path-Sensitive Strong Updates
LotusAA implements the staged load/store matching algorithm from Efficient Strong Updates for Path Sensitive Data Dependence Analysis (Guo and Zhang, ICSE 2026). The algorithm prunes overwritten stores before guarded heap histories are expanded, so loads only see stores that can still define them.
The matching proceeds in stages:
getAliasConditionintersects guarded points-to targets directly to obtain the may-alias condition of a load/store pair.areMustAliasesfingerprints canonical guarded points-to sets and confirms hash matches structurally, avoiding collision-based unsoundness.Each load reuses the kill forest of its immediate dominating must-alias load (its anchor) and considers only stores between the anchor and itself.
A store kills an older store when their pointers must alias and removing the newer store disconnects every older-store-to-load CFG path.
Only forest roots are expanded by the existing guarded heap walker. This retains LotusAA’s summary, undef, and confidence handling while avoiding conditions for stores already proven dead.
The optimization is controlled by the -lotus-enable-must-kill flag
(default: true). It follows LotusAA’s existing treatment of cyclic CFG
regions: only instructions numbered by the framework’s acyclic topological
traversal participate in a must-kill forest.
Usage
LotusAA is typically not run as a standalone tool. Instead, it is selected via configuration:
Clam / Lotus front-ends can choose LotusAA as the primary AA engine.
YAML configurations under
yaml-configurations/and command-line flags control whether LotusAA is enabled and how aggressively it runs.
When enabled, LotusAA registers itself with the AA wrapper so that all AA queries issued by other passes go through its results.