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39
Dynamically discovering likely program invariants to support program evolution
- IEEE Transactions on Software Engineering
, 2001
"... Explicitly stated program invariants can help programmers by identifying program properties that must be preserved when modifying code. In practice, however, these invari-ants are usually implicit. An alternative to expecting pro-grammers to fully annotate code with invariants is to au-tomatically i ..."
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Cited by 467 (63 self)
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Explicitly stated program invariants can help programmers by identifying program properties that must be preserved when modifying code. In practice, however, these invari-ants are usually implicit. An alternative to expecting pro-grammers to fully annotate code with invariants is to au-tomatically infer invariants from the program itself. This research focuses on dynamic techniques for discovering in-variants from execution traces. This paper reports two results. First, it describes techniques for dynamically discovering invariants, along with an instru-menter and an inference engine that embody these tech-niques. Second, it reports on the application of the engine to two sets of target programs. In programs from Gries’s work on program derivation, we rediscovered predefined in-variants. In a C program lacking explicit invariants, we dis-covered invariants that assisted a software evolution task.
Automatically validating temporal safety properties of interfaces
, 2001
"... We present a process for validating temporal safety properties of software that uses a well-defined interface. The process requires only that the user state the property of interest. It then automatically creates abstractions of C code using iterative refinement, based on the given property. The pro ..."
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Cited by 348 (18 self)
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We present a process for validating temporal safety properties of software that uses a well-defined interface. The process requires only that the user state the property of interest. It then automatically creates abstractions of C code using iterative refinement, based on the given property. The process is realized in the SLAM toolkit, which consists of a model checker, predicate abstraction tool and predicate discovery tool. We have applied the SLAM toolkit to a number of Windows NT device drivers to validate critical safety properties such as correct locking behavior. We have found that the process converges on a set of predicates powerful enough to validate properties in just a few iterations. 1 Introduction Large-scale software has many components built by many programmers. Integration testing of these components is impossible or ineffective at best. Property checking of interface usage provides a way to partially validate such software. In this approach, an interface is augmented with a set of properties that all clients of the interface should respect. An automatic analysis of the client code then validates that it meets the properties, or provides examples of execution paths that violate the properties. The benefit of such an analysis is that errors can be caught early in the coding process. We are interested in checking that a program respects a set of temporal safety properties of the interfaces it uses. Safety properties are the class of properties that state that "something bad does not happen". An example is requiring that a lock is never released without first being acquired (see [24] for a formal definition). Given a program and a safety property, we wish to either validate that the code respects the property, or find an execution path that shows how the code violates the property.
Automatic predicate abstraction of C programs
- IN PROC. ACM PLDI
, 2001
"... Model checking has been widely successful in validating and debugging designs in the hardware and protocol domains. However, state-space explosion limits the applicability of model checking tools, so model checkers typically operate on abstractions of systems. Recently, there has been significant in ..."
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Cited by 348 (25 self)
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Model checking has been widely successful in validating and debugging designs in the hardware and protocol domains. However, state-space explosion limits the applicability of model checking tools, so model checkers typically operate on abstractions of systems. Recently, there has been significant interest in applying model checking to software. For infinite-state systems like software, abstraction is even more critical. Techniques for abstracting software are a prerequisite to making software model checking a reality. We present the first algorithm to automatically construct a predicate abstraction of programs written in an industrial programming language such as C, and its implementation in a tool-- C2bp. The C2bp tool is part of the SLAM toolkit, which uses a combination of predicate abstraction, model checking, symbolic reasoning, and iterative refinement to statically check temporal safety properties of programs. Predicate abstraction of software has many applications, including detecting program errors, synthesizing program invariants, and improving the precision of program analyses through predicate sensitivity. We discuss our experience applying the C2bp predicate abstraction tool to a variety of problems, ranging from checking that list-manipulating code preserves heap invariants to finding errors in Windows NT device drivers.
A First Step towards Automated Detection of Buffer Overrun Vulnerabilities
- In Network and Distributed System Security Symposium
, 2000
"... We describe a new technique for finding potential buffer overrun vulnerabilities in security-critical C code. The key to success is to use static analysis: we formulate detection of buffer overruns as an integer range analysis problem. One major advantage of static analysis is that security bugs can ..."
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Cited by 314 (9 self)
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We describe a new technique for finding potential buffer overrun vulnerabilities in security-critical C code. The key to success is to use static analysis: we formulate detection of buffer overruns as an integer range analysis problem. One major advantage of static analysis is that security bugs can be eliminated before code is deployed. We have implemented our design and used our prototype to find new remotely-exploitable vulnerabilities in a large, widely deployed software package. An earlier hand audit missed these bugs. 1.
Eliminating Array Bound Checking Through Dependent Types
- In Proceedings of ACM SIGPLAN Conference on Programming Language Design and Implementation
, 1998
"... We present a type-based approach to eliminating array bound checking and list tag checking by conservatively extending Standard ML with a restricted form of dependent types. This enables the programmer to capture more invariants through types while type-checking remains decidable in theory and can s ..."
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Cited by 162 (24 self)
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We present a type-based approach to eliminating array bound checking and list tag checking by conservatively extending Standard ML with a restricted form of dependent types. This enables the programmer to capture more invariants through types while type-checking remains decidable in theory and can still be performed efficiently in practice. We illustrate our approach through concrete examples and present the result of our preliminary experiments which support support the feasibility and effectiveness of our approach. 1 Introduction The absence of run-time array bound checks is an infamous source of fatal errors for programs in languages such as C. Nonetheless, compilers offer the option to omit array bound checks, since they can turn out to be expensive in practice (Chow 1983; Gupta 1994). In statically typed languages such as ML, one would like to provide strong guarantees about the safety of all operations, so array bound checks cannot be omitted in general. The same is true for Ja...
Symbolic Bounds Analysis of Pointers, Array Indices, and Accessed Memory Regions
- PLDI 2000
, 2000
"... This paper presents a novel framework for the symbolic bounds analysis of pointers, array indices, and accessed memory regions. Our framework formulates each analysis problem as a system of inequality constraints between symbolic bound polynomials. It then reduces the constraint system to a linear p ..."
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Cited by 100 (14 self)
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This paper presents a novel framework for the symbolic bounds analysis of pointers, array indices, and accessed memory regions. Our framework formulates each analysis problem as a system of inequality constraints between symbolic bound polynomials. It then reduces the constraint system to a linear program. The solution to the linear program provides symbolic lower and upper bounds for the values of pointer and array index variables and for the regions of memory that each statement and procedure accesses. This approach eliminates fundamental problems associated with applying standard xed-point approaches to symbolic analysis problems. Experimental results from our implemented compiler show that the analysis can solve several important problems, including static race detection, automatic parallelization, static detection of array bounds violations, elimination of array bounds checks, and reduction of the number of bits used to store computed values.
Analyzing Memory Accesses in x86 Executables
- In CC
, 2004
"... This paper concerns static-analysis algorithms for analyzing x86 executables. ..."
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Cited by 90 (22 self)
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This paper concerns static-analysis algorithms for analyzing x86 executables.
Putting static analysis to work for verification: A case study
- In Int. Symp. on Softw. Testing and Analysis
, 2000
"... Abstract We study how program analysis can be used to:* Automatically prove partial correctness of correct programs.* Discover, locate, and diagnose bugs in incorrect programs. Specifically, we present an algorithm that analyzes sorting programs that manipulate linked lists. A prototype of the algor ..."
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Cited by 77 (17 self)
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Abstract We study how program analysis can be used to:* Automatically prove partial correctness of correct programs.* Discover, locate, and diagnose bugs in incorrect programs. Specifically, we present an algorithm that analyzes sorting programs that manipulate linked lists. A prototype of the algorithm has been implemented. We show that the algorithm is sufficiently precise to discover that (correct versions) of bubble-sort and insertion-sort procedures do, in fact, produce correctly sorted lists as outputs, and that the invariant "is-sorted " is maintained by listmanipulation operations such as element-insertion, elementdeletion, and even destructive list reversal and merging of two sorted lists. When we run the algorithm on erroneous versions of bubble-sort and insertion-sort procedures, it is able to discover and sometimes even locate and diagnose the error. 1 Introduction This paper shows that static analysis can be employed to* Automatically prove partial correctness of correct programs.*
Optimizing array bound checks using flow analysis
- ACM Letters on Programming Languages and Systems
, 1993
"... Bound checks are introduced in programs for the run-time detection of array bound violations. Compile-time optimizations are employed to reduce the execution-time overhead due to bound checks. The optimizations reduce the program execution time through elimination of checks and propagation of checks ..."
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Cited by 70 (4 self)
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Bound checks are introduced in programs for the run-time detection of array bound violations. Compile-time optimizations are employed to reduce the execution-time overhead due to bound checks. The optimizations reduce the program execution time through elimination of checks and propagation of checks out of loops. An execution of the optimized program terminates with an array bound violation if and only if the same outcome would have resulted during the execution of the program containing all array bound checks. However, the point at which the array bound violation occurs may not be the same. Experimental results indicate that the number of bound checks performed during the execution of a program is greatly reduced using these techniques. Categories and Subject Descriptors: D.2.5 [Software Engineering]: Testing and Debugging—error handling and recouery; D.3.4 [Programming Languages]: Processors—compilers, optimization
Elimination of Redundant Array Subscript Range Checks
, 1995
"... This paper presents a compiler optimization algorithm to reduce the run time overhead of array subscript range checks in programs without compromising safety. The algorithm is based on partial redundancy elimination and it incorporates previously developed algorithms for range check optimization. We ..."
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Cited by 62 (0 self)
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This paper presents a compiler optimization algorithm to reduce the run time overhead of array subscript range checks in programs without compromising safety. The algorithm is based on partial redundancy elimination and it incorporates previously developed algorithms for range check optimization. We implemented the algorithm in our research compiler, Nascent, and conducted experiments on a suite of 10 benchmark programs to obtain four results: (1) the execution overhead of naive range checking is high enough to merit optimization, (2) there are substantial differences between various optimizations, (3) loop-based optimizations that hoist checks out of loops are effective in eliminating about 98% of the range checks, and (4) more sophisticated analysis and optimization algorithms produce very marginal benefits. 1 Introduction Program statements that access elements of an array outside the declared array ranges introduce errors which can be difficult to detect. Since compile-time check...

