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检索条件"任意字段=Proceedings of the 35th ACM SIGPLAN Conference on Programming Language Design and Implementation"

共 255 条记录，以下是141-150 订阅

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SEMCLUSTER: Clustering of Imperative programming Assignments Based on Quantitative Semantic Features 2019

SEMCLUSTER: Clustering of Imperative Programming Assignments...

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

作者： Perry, David M. Kim, Dohyeong Samanta, Roopsha Zhang, Xiangyu Purdue Univ W Lafayette IN 47907 USA

ISBN: (纸本)9781450367127

A fundamental challenge in automated reasoning about programming assignments at scale is clustering student submissions based on their underlying algorithms. State-of-the-art clustering techniques are sensitive to control structure variations, cannot cluster buggy solutions with similar correct solutions, and either require expensive pair-wise program analyses or training efforts. We propose a novel technique that can cluster small imperative programs based on their algorithmic essence: (A) how the input space is partitioned into equivalence classes and (B) how the problem is uniquely addressed within individual equivalence classes. We capture these algorithmic aspects as two quantitative semantic program features that are merged into a program's vector representation. Programs are then clustered using their vector representations. the computation of our first semantic feature leverages model counting to identify the number of inputs belonging to an input equivalence class. the computation of our second semantic feature abstracts the program's data flow by tracking the number of occurrences of a unique pair of consecutive values of a variable during its lifetime. the comprehensive evaluation of our tool SemCluster on benchmarks drawn from solutions to small programming assignments shows that SemCluster (1) generates far fewer clusters than other clustering techniques, (2) precisely identifies distinct solution strategies, and (3) boosts the performance of clustering-based program repair, all within a reasonable amount of time.

关键词： Program clustering Program analysis Quantitative reasoning

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Generating Safe Boundary APIs between Typed EDSLs and their Environments 2015

Generating Safe Boundary APIs between Typed EDSLs and Their ...

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14th acm sigplan International conference on Generative-programming - Concepts and Experiences (GPCE) co-located with SPLASH conference

作者： Reynders, Bob Devriese, Dominique Piessens, Frank Katholieke Univ Leuven iMinds Distrinet Leuven Belgium

ISBN: (纸本)9781450336871

Embedded domain specific languages (EDSLs) are used to represent special-purpose code in a general-purpose language and they are used for applications like vector calculations and run-time code generation. Often, code in an EDSL is compiled to a target (e.g. GPU languages, JVM bytecode, assembly, JavaScript) and needs to interface with other code that is available at that level but uses other data representations or calling conventions. We present an approach for safely making available such APIs in a typed EDSL, guaranteeing correct conversions between data representations and the respect for calling conventions. When the code being interfaced with is the result of static compilation of host language code, we propose a way to auto-generate the needed boilerplate using meta-programming. We instantiate our technique with JavaScript as the target language, JS-Scala as the EDSL, *** as the static compiler and Scala macros to generate the boilerplate, but our design is more generally applicable. We provide evidence of usefulness of our approach through a prototype implementation that we have applied in a non-trivial code base.

关键词： embedded domain specific languages Scala meta-programming

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Almost First-Class language Embedding Taming Staged Embedded DSLs 2015

Almost First-Class Language Embedding Taming Staged Embedded...

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14th acm sigplan International conference on Generative-programming - Concepts and Experiences (GPCE) co-located with SPLASH conference

作者： Scherr, Maximilian Chiba, Shigeru Univ Tokyo Tokyo Japan

ISBN: (纸本)9781450336871

Embedded domain-specific languages (EDSLs), inheriting a general-purpose language's features as well as look-and-feel, have traditionally been second-class or rather non-citizens in terms of host-language design. this makes sense when one regards them to be on the same level as traditional, non-EDSL library interfaces. However, this equivalence only applies to the simplest of EDSLs. In this paper we illustrate why this is detrimental when moving on to EDSLs that employ staging, i.e. program reification, by example of various issues that affect authors and users alike. We believe that if EDSLs are to be considered a reliable, language-like interface abstraction, they require exceptional attention and design scrutiny. Instead of unenforceable conventions, we advocate the acceptance of EDSLs as proper, i.e. almost first-class, citizens while retaining most advantages of pure embeddings. As a small step towards this goal, we present a pragmatic framework prototype for Java. It is based on annotations that explicate and document membership to explicit EDSL entities. In a nutshell, our framework identifies (annotated) method calls and field accesses as EDSL terms and dynamically constructs an abstract-syntax representation, which is eventually passed to a semantics-defining back end implemented by the EDSL author.

关键词： Java implementation embedded DSLs metaprogramming program transformation staging programming languages design

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proceedings of the acm sigplan International conference on Functional programming, ICFP

Proceedings of the ACM SIGPLAN International Conference on F...

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20th acm sigplan International conference on Functional programming, ICFP 2015

ISBN: (纸本)9781450336697

the proceedings contain 35 papers. the topics discussed include: functional pearl: a SQL to C compiler in 500 lines of code;an optimizing compiler for a purely functional web-application language;bounded refinement types;applicative bidirectional programming with lenses;hygienic resugaring of compositional desugaring;XQuery and static typing: tackling the problem of backward axes;noninterference for free;algebras and coalgebras in the light affine lambda calculus;structures for structural recursion;denotational cost semantics for functional languages with inductive types;analyzing the complexity of functional programs: higher-order meets first-order;functional programming and hardware design: still interesting after all these years;and pilsner: a compositionally verified compiler for a higher-order imperative language.

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Adding delimited and composable control to a production programming environment

Adding delimited and composable control to a production prog...

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12th acm sigplan International conference on Functional programming

作者： Flatt, Matthew Yu, Gang Findler, Robert Bruce Felleisen, Matthias Univ Utah Salt Lake City UT 84112 USA Chinese Acad Sci Inst Software Beijing 100864 Peoples R China Univ Chicago Chicago IL 60637 USA Northeastern Univ Boston MA 02115 USA

ISBN: (纸本)9781595938152

Operators for delimiting control and for capturing composable continuations litter the landscape of theoretical programming language research. Numerous papers explain their advantages, how the operators explain each other (or don't), and other aspects of the operators' existence. Production programming languages, however, do not support these operators, partly because their relationship to existing and demonstrably useful constructs-such as exceptions and dynamic binding-remains relatively unexplored. In this paper, we report on our effort of translating the theory of delimited and composable control into a viable implementation for a production system. the report shows how this effort involved a substantial design element, including work with a formal model, as well as significant practical exploration and engineering. the resulting version of PLT Scheme incorporates the expressive combination of delimited and composable control alongside dynamic-wind, dynamic binding, and exception handling. None of the additional operators subvert the intended benefits of existing control operators, so that programmers can freely mix and match control operators.

关键词： design languages

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Compiling KB-Sized Machine Learning Models to Tiny IoT Devices 2019

Compiling KB-Sized Machine Learning Models to Tiny IoT Devic...

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

作者： Gopinath, Sridhar Ghanathe, Nikhil Seshadri, Vivek Sharma, Rahul Microsoft Res Bengaluru India

ISBN: (纸本)9781450367127

Recent advances in machine learning (ML) have produced KiloByte-size models that can directly run on constrained IoT devices. this approach avoids expensive communication between IoT devices and the cloud, thereby enabling energy-efficient real-time analytics. However, ML models are expressed typically in floating-point, and IoT hardware typically does not support floating-point. therefore, running these models on IoT devices requires simulating IEEE-754 floating-point using software, which is very inefficient. We present SeeDot, a domain-specific language to express ML inference algorithms and a compiler that compiles SeeDot programs to fixed-point code that can efficiently run on constrained IoT devices. We propose 1) a novel compilation strategy that reduces the search space for some key parameters used in the fixed-point code, and 2) new efficient implementations of expensive operations. SeeDot compiles state-of-the-art KB-sized models to various microcontrollers and low-end FPGAs. We show that SeeDot outperforms 1) software emulation of floating-point (Arduino), 2) high-bitwidth fixed-point (MATLAB), 3) post-training quantization (TensorFlow-Lite), and 4) floating- and fixed-point FPGA implementations generated using high-level synthesis tools.

关键词： Machine Learning IoT device programming language Compiler Fixed-point Microcontroller FPGA

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Synthesizing Data Structure Transformations from Input-Output Examples 15

Synthesizing Data Structure Transformations from Input-Outpu...

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36th acm sigplan conference on programming language design and implementation

作者： Feser, John K. Chaudhuri, Swarat Dillig, Isil Rice Univ Houston TX 77251 USA UT Austin Austin TX 78712 USA

ISBN: (纸本)9781450334686

We present a method for example-guided synthesis of functional programs over recursive data structures. Given a set of input-output examples, our method synthesizes a program in a functional language with higher-order combinators like map and fold. the synthesized program is guaranteed to be the simplest program in the language to fit the examples. Our approach combines three technical ideas: inductive generalization, deduction, and enumerative search. First, we generalize the input-output examples into hypotheses about the structure of the target program. For each hypothesis, we use deduction to infer new input/output examples for the missing subexpressions. this leads to a new subproblem where the goal is to synthesize expressions within each hypothesis. Since not every hypothesis can be realized into a program that fits the examples, we use a combination of best-first enumeration and deduction to search for a hypothesis that meets our needs. We have implemented our method in a tool called lambda(2), and we evaluate this tool on a large set of synthesis problems involving lists, trees, and nested data structures. the experiments demonstrate the scalability and broad scope of lambda(2). A highlight is the synthesis of a program believed to be the world's earliest functional pearl.

关键词： Program synthesis programming by example data transformations search-based synthesis automated deduction

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Lem: Reusable Engineering of Real-world Semantics 14

Lem: Reusable Engineering of Real-world Semantics

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19th acm sigplan International conference on Functional programming (ICFP)

作者： Mulligan, Dominic P. Owens, Scott Gray, Kathryn E. Ridge, Tom Sewell, Peter Univ Cambridge Cambridge England Univ Kent Canterbury CT2 7NZ Kent England Univ Leicester Leicester Leics England

ISBN: (纸本)9781450328739

Recent years have seen remarkable successes in rigorous engineering: using mathematically rigorous semantic models (not just idealised calculi) of real-world processors, programming languages, protocols, and security mechanisms, for testing, proof, analysis, and design. Building these models is challenging, requiring experimentation, dialogue with vendors or standards bodies, and validation;their scale adds engineering issues akin to those of programming to the task of writing clear and usable mathematics. But language and tool support for specification is lacking. Proof assistants can be used but bring their own difficulties, and a model produced in one, perhaps requiring many person-years effort and maintained over an extended period, cannot be used by those familiar with another. We introduce Lem, a language for engineering reusable largescale semantic models. the Lem design takes inspiration both from functional programming languages and from proof assistants, and Lem definitions are translatable into OCaml for testing, Coq, HOL4, and Isabelle/ HOL for proof, and LaTeX and HTML for presentation. this requires a delicate balance of expressiveness, careful library design, and implementation of transformations - akin to compilation, but subject to the constraint of producing usable and human-readable code for each target. Lem's effectiveness is demonstrated by its use in practice.

关键词： Lem real-world semantics specification language proof assistants

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DSLs in Racket: YouWant It How, Now? 17

DSLs in Racket: YouWant It How, Now?

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17th acm sigplan International conference on Software language Engineering (SLE)

作者： Lee, Yunjeong Gopinathan, Kiran Yang, Ziyi Flatt, Matthew Sergey, Ilya Natl Univ Singapore Singapore Singapore Univ Utah Salt Lake City UT USA

ISBN: (纸本)9798400711800

Domain-Specific languages (DSLs) are a popular way to simplify and streamline programmatic solutions of commonly occurring yet specialized tasks. While the design of frameworks for implementing DSLs has been a popular topic of study in the research community, significantly less attention has been given to studying how those frameworks end up being used by practitioners and assessing utility of their features for building DSLs "in the wild". In this paper, we conduct such a study focusing on a particular framework for DSL construction: the Racket programming language. We provide (a) a novel taxonomy of language design intents enabled by Racket-embedded DSLs, and (b) a classification of ways to utilize Racket's mechanisms that make the implementation of those intents possible. We substantiate our taxonomy with an analysis of 30 popular Racket-based DSLs, discussing how they make use of the available mechanisms and accordingly achieve their design intents. the taxonomy serves as a reusable measure that can help language designers to systematically develop, compare, and analyze DSLs in Racket as well as other frameworks.

关键词： domain-specific languages meta-programming

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Light: Replay via Tightly Bounded Recording 15

Light: Replay via Tightly Bounded Recording

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36th acm sigplan conference on programming language design and implementation

作者： Liu, Peng Zhang, Xiangyu Tripp, Omer Zheng, Yunhui Purdue Univ W Lafayette IN 47907 USA

ISBN: (纸本)9781450334686

Reproducing concurrency bugs is a prominent challenge. Existing techniques either rely on recording very fine grained execution information and hence have high runtime overhead, or strive to log as little information as possible but provide no guarantee in reproducing a bug. We present Light, a technique that features much lower overhead compared to techniques based on fine grained recording, and that guarantees to reproduce concurrent bugs. We leverage and formally prove that recording flow dependences is the necessary and sufficient condition to reproduce a concurrent bug. the flow dependences, together with the thread local orders that can be automatically inferred (and hence not logged), are encoded as scheduling constraints. An SMT solver is used to derive a replay schedule, which is guaranteed to exist even though it may be different from the original schedule. Our experiments show that Light has only 44% logging overhead, almost one order of magnitude lower than the state of the art techniques relying on logging memory accesses. Its space overhead is only 10% of those techniques. Light can also reproduce all the bugs we have collected whereas existing techniques miss some of them.

关键词： design Performance Reliability Concurrency Replay thread Determinism Tight Bound Local Recording

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