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362
Scaling Java points-to analysis using Spark
- IN COMPILER CONSTRUCTION, 12TH INTERNATIONAL CONFERENCE, VOLUME 2622 OF LNCS
, 2003
"... Most points-to analysis research has been done on different systems by different groups, making it difficult to compare results, and to understand interactions between individual factors each group studied. Furthermore, points-to analysis for Java has been studied much less thoroughly than for C, an ..."
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Cited by 105 (15 self)
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Most points-to analysis research has been done on different systems by different groups, making it difficult to compare results, and to understand interactions between individual factors each group studied. Furthermore, points-to analysis for Java has been studied much less thoroughly than for C, and the tradeoffs appear very different. We introduce Spark, a flexible framework for experimenting with points-to analyses for Java. Spark supports equality- and subset-based analyses, variations in field sensitivity, respect for declared types, variations in call graph construction, off-line simplification, and several solving algorithms. Spark is composed of building blocks on which new analyses can be based. We demonstrate Spark in a substantial study of factors affecting precision and efficiency of subsetbased points-to analyses, including interactions between these factors. Our results show that Spark is not only flexible and modular, but also offers superior time/space performance when compared to other points-to analysis implementations.
Ultra-fast aliasing analysis using CLA: a million lines of C code in a second
, 2001
"... We describe the design and implementation of a system for very fast points-to analysis. On code bases of about a million lines of unpreprocessed C code, our system performs eldbased Andersen-style points-to analysis in less than a second and uses less than 10MB of memory. Our tw o main contributions ..."
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Cited by 104 (0 self)
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We describe the design and implementation of a system for very fast points-to analysis. On code bases of about a million lines of unpreprocessed C code, our system performs eldbased Andersen-style points-to analysis in less than a second and uses less than 10MB of memory. Our tw o main contributions are a database-centric analysis architecture called compile-link-analyze (CLA), and a new algorithm for implementing dynamic transitive closure. Our points-to analysis system is built into a forward data-dependence analysis tool that is deployed within Lucent to help with consistent type modi cations to large legacy C code bases. 1.
Program Analysis via Graph Reachability
, 1997
"... This paper describes how a number of program-analysis problems can be solved by transforming them to graph-reachability problems. Some of the program-analysis problems that are amenable to this treatment include program slicing, certain dataflow-analysis problems, and the problem of approximating th ..."
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Cited by 103 (8 self)
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This paper describes how a number of program-analysis problems can be solved by transforming them to graph-reachability problems. Some of the program-analysis problems that are amenable to this treatment include program slicing, certain dataflow-analysis problems, and the problem of approximating the possible "shapes" that heap-allocated structures in a program can take on. Relationships between graph reachability and other approaches to program analysis are described. Some techniques that go beyond pure graph reachability are also discussed.
Relevant Context Inference
, 1999
"... Relevant context inference (RCI) is a modular technique for flow- and context-sensitive data-flow analysis of statically typed object-oriented programming languages such as C ++ and Java. RCI can be used to analyze complete programs as well as incomplete programs such as libraries; this approach do ..."
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Cited by 98 (18 self)
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Relevant context inference (RCI) is a modular technique for flow- and context-sensitive data-flow analysis of statically typed object-oriented programming languages such as C ++ and Java. RCI can be used to analyze complete programs as well as incomplete programs such as libraries; this approach does not require that the entire program be memoryresident during the analysis. RCI is presented in the context of points-to analysis for a realistic subset of C ++ . The empirical evidence obtained from a prototype implementation argues the effectiveness of RCI. 1 Introduction Points-to analysis [EGH94] for statically typed objectoriented programming languages (e.g., Java, C ++ ) determines, at each program point, the objects to which a pointer may point during execution. This information is crucial to many applications, including static resolution of dynamically dispatched calls, side-effect analysis, data-flow-based testing, program slicing and aggressive compiler optimizations. The s...
Putting Pointer Analysis to Work
, 1998
"... This paper addresses the problem of how to apply pointer analysis to a wide variety of compiler applications. We are not presenting a new pointer analysis. Rather, we focus on putting two existing pointer analyses, points-to analysis and connection analysis, to work. We demonstrate that the fundamen ..."
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Cited by 91 (8 self)
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This paper addresses the problem of how to apply pointer analysis to a wide variety of compiler applications. We are not presenting a new pointer analysis. Rather, we focus on putting two existing pointer analyses, points-to analysis and connection analysis, to work. We demonstrate that the fundamental problem is that one must be able to compare the memory locations read/written via pointer indirections, at different program points, and one must also be able to summarize the effect of pointer references over regions in the program. It is straightforward to compute read/write sets for indirections involving stack-directed pointers using points-to information. However, for heap-directed pointers we show that one needs to introduce the notion of anchor handles into the connection analysis and then express read/write sets to the heap with respect to these anchor handles. Based on the read/write sets we show how to extend traditional optimizations like common subexpression elimination, loop...
Interprocedural Pointer Alias Analysis
- ACM Transactions on Programming Languages and Systems
, 1999
"... this article, we describe approximation methods for computing interprocedural aliases for a program written in a language that includes pointers, reference parameters, and recursion. We present the following contributions: ..."
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Cited by 89 (8 self)
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this article, we describe approximation methods for computing interprocedural aliases for a program written in a language that includes pointers, reference parameters, and recursion. We present the following contributions:
DyC: An Expressive Annotation-Directed Dynamic Compiler for C
"... We present the design of DyC, a dynamic-compilation system for C based on run-time specialization. Directed by a few declarative user annotations that specify the variables and code on which dynamic compilation should take place, a binding-time analysis computes the set of run-time constants at each ..."
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Cited by 88 (4 self)
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We present the design of DyC, a dynamic-compilation system for C based on run-time specialization. Directed by a few declarative user annotations that specify the variables and code on which dynamic compilation should take place, a binding-time analysis computes the set of run-time constants at each program point in the annotated procedure's control-flow graph; the analysis supports program-point-specific polyvariant division and specialization. The results of the analysis guide the construction of a run-time specializer for each dynamically compiled region; the specializer supports various caching strategies for managing dynamically generated code and mixes of speculative and demand-driven specialization of dynamic branch successors. Most of the key cost/benefit trade-offs in the binding-time analysis and the run-time specializer are open to user control through declarative policy annotations. DyC has
Modular Interprocedural Pointer Analysis Using Access Paths: Design, Implementation, and Evaluation
, 2000
"... In this paper we present a modular interprocedural pointer analysis algorithm based on access-paths for C programs. We argue that access paths can reduce the overhead of representing context-sensitive transfer functions and effectively distinguish non-recursive heap objects. And when the modular ana ..."
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Cited by 86 (6 self)
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In this paper we present a modular interprocedural pointer analysis algorithm based on access-paths for C programs. We argue that access paths can reduce the overhead of representing context-sensitive transfer functions and effectively distinguish non-recursive heap objects. And when the modular analysis paradigm is used together with other techniques to handle type casts and function pointers, we are able to handle significant programs like those in the SPECcint92 and SPECcint95 suites. We have implemented the algorithm and tested it on a Pentium II 450 PC running Linux. The observed resource consumption and performance improvement are very encouraging.
Points-to Analysis for Java Using Annotated Constraints
, 2001
"... The goal of points-to analysis for Java is to determine the set of objects pointed to by a reference variable or a reference object field. This information has a wide variety of client applications in optimizing compilers and software engineering tools. In this paper we present a points-to analysis ..."
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Cited by 84 (23 self)
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The goal of points-to analysis for Java is to determine the set of objects pointed to by a reference variable or a reference object field. This information has a wide variety of client applications in optimizing compilers and software engineering tools. In this paper we present a points-to analysis for Java based on Andersen's points-to analysis for C [5]. We implement the analysis by using a constraint-based approach which employs annotated inclusion constraints. Constraint annotations allow us to model precisely and efficiently the semantics of virtual calls and the flow of values through object fields. By solving systems of annotated inclusion constraints, we have been able to perform practical and precise points-to analysis for Java.
Efficient Points-To Analysis For Whole-Program Analysis
, 1999
"... To function on programs written in languages such as C that make extensive use of pointers, automated software engineering tools require safe alias information. Existing alias-analysis techniques that are sufficiently efficient for analysis on large software systems may provide alias information tha ..."
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Cited by 79 (16 self)
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To function on programs written in languages such as C that make extensive use of pointers, automated software engineering tools require safe alias information. Existing alias-analysis techniques that are sufficiently efficient for analysis on large software systems may provide alias information that is too imprecise for tools that use it: the imprecision of the alias information may (1) reduce the precision of the information provided by the tools and (2) increase the cost of the tools. This paper presents a flow-insensitive, context-sensitive points-to analysis algorithm that computes alias information that is almost as precise as that computed by Andersen's algorithm -- the most precise flow- and contextinsensitive algorithm -- and almost as efficient as Steensgaard's algorithm -- the most efficient flow- and context-insensitive algorithm. Our empirical studies show that our algorithm scales to large programs better than Andersen's algorithm and show that flow-insensitive alias an...

