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Quantum Abstract Interpretation 2021

Quantum Abstract Interpretation

引用

42nd acm sigplan International conference on programming language design and implementation (PLDI)

作者： Yu, Nengkun Palsberg, Jens Univ Technol Sydney CQSI FEIT Sydney NSW Australia Univ Calif Los Angeles UCLA Comp Sci Dept Los Angeles CA USA UCLA Challenge Inst Quantum Computat Los Angeles CA USA

ISBN: (纸本)9781450383912

In quantum computing, the basic unit of information is a qubit. Simulation of a general quantum program takes exponential time in the number of qubits, which makes simulation infeasible beyond 50 qubits on current supercomputers. So, for the understanding of larger programs, we turn to static techniques. In this paper, we present an abstract interpretation of quantum programs and we use it to automatically verify assertions in polynomial time. Our key insight is to let an abstract state be a tuple of projections. For such domains, we present abstraction and concretization functions that form a Galois connection and we use them to define abstract operations. Our experiments on a laptop have verified assertions about the Bernstein-Vazirani, GHZ, and Grover benchmarks with 300 qubits.

关键词： quantum programming scalability abstract interpretation

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Register allocation by puzzle solving 08

引用

2008 acm sigplan conference on programming language design and implementation 2008, PLDI'08

作者： Pereira, Fernando Magno Quintão Palsberg, Jens UCLA Computer Science Department University of California Los Angeles United States

ISBN: (纸本)9781595938602

We show that register allocation can be viewed as solving a collection of puzzles. We model the register file as a puzzle board and the program variables as puzzle pieces;pre-coloring and register aliasing fit in naturally. For architectures such as PowerPC, x86, and StrongARM, we can solve the puzzles in polynomial time, and we have augmented the puzzle solver with a simple heuristic for spilling. For SPEC CPU2000, the compilation time of our implementation is as fast as that of the extended version of linear scan used by LLVM, which is the JIT compiler in the openGL stack of Mac OS 10.5. Our implementation produces x86 code that is of similar quality to the code produced by the slower, state-of-the-art iterated register coalescing of George and Appel with the extensions proposed by Smith, Ramsey, and Holloway in 2004. Copyright © 2008 acm.

关键词： Application programming interfaces (API)

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Scalable Verification of Probabilistic Networks 2019

Scalable Verification of Probabilistic Networks

引用

40th acm sigplan conference on programming language design and implementation (PLDI) part of acm's Federated Computing Research conference (FCRC)

作者： Smolka, Steffen Kumar, Praveen Kahn, David M. Foster, Nate Hsu, Justin Kozen, Dexter Silva, Alexandra Cornell Univ Ithaca NY 14850 USA Carnegie Mellon Univ Pittsburgh PA 15213 USA Univ Wisconsin Madison WI USA UCL London England

ISBN: (纸本)9781450367127

This paper presents McNetKAT, a scalable tool for verifying probabilistic network programs. McNetKAT is based on a new semantics for the guarded and history-free fragment of Probabilistic NetKAT in terms of finite-state, absorbing Markov chains. This view allows the semantics of all programs to be computed exactly, enabling construction of an automatic verification tool. Domain-specific optimizations and a parallelizing backend enable McNetKAT to analyze networks with thousands of nodes, automatically reasoning about general properties such as probabilistic program equivalence and refinement, as well as networking properties such as resilience to failures. We evaluate McNetKAT's scalability using real-world topologies, compare its performance against state-of-the-art tools, and develop an extended case study on a recently proposed data center network design.

关键词： Network verification Probabilistic programming

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JavaGI in the Battlefield: Practical Experience with Generalized Interfaces 09

JavaGI in the Battlefield: Practical Experience with General...

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8th International conference on Generative programming and Component Engineering

作者： Wehr, Stefan Thiemann, Peter Univ Freiburg D-7800 Freiburg Germany

ISBN: (纸本)9781605584942

Generalized interfaces are an extension of the interface concept found in object-oriented languages such as Java or C#. The extension is inspired by Haskell's type classes. It supports retroactive and type-conditional interface implementations, binary methods, symmetric multimethods, interfaces over families of types, and static interface methods. This article reports practical experience with generalized interfaces as implemented in the JavaGI language. Several real-world case studies demonstrate how generalized interfaces provide solutions to extension and integration problems with components in binary form, how they make certain design patterns redundant, and how they eliminate various run-time errors. In each case study, the use of JavaGI results in elegant and highly readable code. Furthermore, the article discusses the implementation of a compiler and a run-time system for JavaGI. Benchmarks show that our implementation offers acceptable performance.

关键词： design Experimentation languages JavaGI retroactive interface implementation external methods multimethods case studies

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Efficient Synthesis of Probabilistic Programs 15

Efficient Synthesis of Probabilistic Programs

引用

36th acm sigplan conference on programming language design and implementation

作者： Nori, Aditya V. Ozair, Sherjil Rajamani, Sriram K. Vijaykeerthy, Deepak IIT Delhi Delhi India

ISBN: (纸本)9781450334686

We show how to automatically synthesize probabilistic programs from real-world datasets. Such a synthesis is feasible due to a combination of two techniques: (1) We borrow the idea of "sketching" from synthesis of deterministic programs, and allow the programmer to write a skeleton program with "holes". Sketches enable the programmer to communicate domain-specific intuition about the structure of the desired program and prune the search space, and (2) we design an efficient Markov Chain Monte Carlo (MCMC) based synthesis algorithm to instantiate the holes in the sketch with program fragments. Our algorithm efficiently synthesizes a probabilistic program that is most consistent with the data. A core difficulty in synthesizing probabilistic programs is computing the likelihood L (P vertical bar D) of a candidate program P generating data D. We propose an approximate method to compute likelihoods using mixtures of Gaussian distributions, thereby avoiding expensive computation of integrals. The use of such approximations enables us to speed up evaluation of the likelihood of candidate programs by a factor of 1000, and makes Markov Chain Monte Carlo based search feasible. We have implemented our algorithm in a tool called PSKETCH, and our results are encouraging-PSKETCH is able to automatically synthesize 16 non-trivial real-world probabilistic programs.

关键词： design Experimentation Performance Probabilistic programming Program Synthesis Markov Chain Monte Carlo

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DIY Assistant: A Multi-modal End-User Programmable Virtual Assistant 2021

DIY Assistant: A Multi-modal End-User Programmable Virtual A...

引用

42nd acm sigplan International conference on programming language design and implementation (PLDI)

作者： Fischer, Michael H. Campagna, Giovanni Choi, Euirim Lam, Monica S. Stanford Univ Stanford CA 94305 USA

ISBN: (纸本)9781450383912

While Alexa can perform over 100,000 skills, its capability covers only a fraction of what is possible on the web. Individuals need and want to automate a long tail of web-based tasks which often involve visiting different websites and require programming concepts such as function composition, conditional, and iterative evaluation. This paper presents diya (Do-It-Yourself Assistant), a new system that empowers users to create personalized web-based virtual assistant skills that require the full generality of composable control constructs, without having to learn a formal programming language. With DIYA, the user demonstrates their task of interest in the browser and issues a few simple voice commands, such as naming the skills and adding conditions on the action. diya turns these multi-modal specifications into voice-invocable skills written in the ThingTalk 2.0 programming language we designed for this purpose. diya is a prototype that works in the Chrome browser. Our user studies show that 81% of the proposed routines can be expressed using diya. diya is easy to learn, and 80% of users surveyed find diya useful.

关键词： end-user programming programming by demonstration web automation voice user interfaces virtual assistants

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Modular interprocedural pointer analysis using access paths: design, implementation, and evaluation

Modular interprocedural pointer analysis using access paths:...

引用

acm sigplan 2000 conference on programming language design and implementation (PLDI)

作者： Cheng, B.-C. Hwu, W.W. Sun Microsystems Palo Alto CA 94303 United States

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.

关键词： Algorithms

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NV: An Intermediate language for Verification of Network Control Planes 2020

NV: An Intermediate Language for Verification of Network Con...

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41st acm sigplan conference on programming language design and implementation (PLDI)

作者： Giannarakis, Nick Loehr, Devon Beckett, Ryan Walker, David Princeton Univ Princeton NJ 08544 USA Microsoft Res Redmond WA USA

ISBN: (纸本)9781450376136

Network misconfiguration has caused a raft of high-profile outages over the past decade, spurring researchers to develop a variety of network analysis and verification tools. Unfortunately, developing and maintaining such tools is an enormous challenge due to the complexity of network configuration languages. Inspired by work on intermediate languages for verification such as Boogie and Why3, we develop NV, an intermediate language for verification of network control planes. NV carefully walks the line between expressiveness and tractability, making it possible to build models for a practical subset of real protocols and their configurations, and also facilitate rapid development of tools that outperform state-of-the-art simulators (seconds vs minutes) and verifiers (often 10x faster). Furthermore, we show that it is possible to develop novel analyses just by writing new NV programs. In particular, we implement a new fault-tolerance analysis that scales to far larger networks than existing tools.

关键词： Network Verification Network Simulation Control Plane Analysis Router Configuration Analysis Intermediate Verification language

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Maintaining the consistency of class libraries during their evolution

Maintaining the consistency of class libraries during their ...

引用

1997 acm sigplan conference on Object-Oriented programming Systems, languages and Applications (OOPSLA 97)

作者： Mezini, M Univ of Siegen Siegen Germany

Two important problems of object-oriented reuse are the propagation of design and implementation specifics of the base software to the inheritors, and the protection of the inheritors against changes in the base software. In this paper, we argue that the simple inheritance rules of existing object-oriented languages are not sufficient for properly dealing with these problems. In the proposal presented in this paper, programmers are enabled to make metalevel declarations of the internal protocols and dependencies of their classes. Additionally, changes of the base module are automatically monitored to filter out information about the alterations that may invalidate already existing inheritors. Based on these informations, the subclassing semantics is adjusted such that the maintenance of the base module properties and the protection of the inheritor is ensured during their integration. In this way, language support is provided for keeping the behavior of reusable software consistent during its evolution.

关键词： Object oriented programming

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A pred-LL(*) Parsable Typed Higher-Order Macro System for Architecture Description languages 2023

A pred-LL(*) Parsable Typed Higher-Order Macro System for Ar...

引用

22nd acm sigplan International conference on Generative programming - Concepts and Experiences (GPCE)

作者： Hochrainer, Christoph Krall, Andreas TU Wien Vienna Austria

ISBN: (纸本)9798400704062

Macro systems are powerful language extension tools for Architecture Description languages (ADLs). Their generative power in combination with the simplicity of specification languages allows for a substantial reduction of repetitive specification sections. This paper explores how the introduction of function- and record types in a template-based macro system impacts the specification of ADLs. We present design and implementation of a pattern-based syntax macro system for the Vienna Architecture Description language (VADL). The macro system is directly integrated into the language and is analyzed at parse time using a context-sensitive predLL(*) parser. The usefulness of the macro system is illustrated by some typical macro application design patterns. The effectiveness is shown by a detailed evaluation of the Instruction Set Architecture (ISA) specification of five different processor architectures. The observed specification reduction can be up to 90 times, leading to improved maintainability, readability and runtime performance of the specifications.

关键词： macro system higher-order macros pattern-based generative programming architecture description language

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