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Spreadsheet Table Transformations from Examples 11

引用

32nd acm sigplan conference on programming language design and implementation (PLDI 11)

作者： Harris, William R. Gulwani, Sumit Univ Wisconsin Dept Comp Sci Madison WI 53706 USA

ISBN: (纸本)9781450306638

Every day, millions of computer end-users need to perform tasks over large, tabular data, yet lack the programming knowledge to do such tasks automatically. In this work, we present an automatic technique that takes from a user an example of how the user needs to transform a table of data, and provides to the user a program that implements the transformation described by the example. In particular, we present a language of programs TableProg that can describe transformations that real users require. We then present an algorithm ProgFrornEx that takes an example input and output table, and infers a program in TableProg that implements the transformation described by the example. When the program is applied to the example input, it reproduces the example output. When the program is applied to another, potentially larger, table with a "similar" layout as the example input table, then the program produces a corresponding table with a layout that is similar to the example output table. A user can apply ProgFrornEx interactively, providing multiple small examples to obtain a program that implements the transformation that the user desires. Moreover, ProgFromEx can help identify "noisy" examples that contain errors. To evaluate the practicality of TableProg and ProgFromEx, we implemented ProgFromEx as a module for the Microsoft Excel spreadsheet program. We applied the module to automatically implement over 50 table transformations specified by end-users through examples on online Excel help forums. In seconds, ProgFromEx found programs that satisfied the examples and could be applied to larger input tables. This experience demonstrates that TableProg and ProgFromEx can significantly automate the tasks over tabular data that users need to perform.

关键词： Program Synthesis End-user programming programming by Example Spreadsheet programming Table Manipulation User Intent

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The design and implementation of the Habanero-Java parallel programming language

The design and implementation of the Habanero-Java parallel ...

引用

acm International conference on Systems, programming, languages, and Applications: Software for Humanity, SPLASH'11

作者： Budimlić, Zoran Cavé, Vincent Raman, Raghavan Shirako, Jun Tasįrlar, Saǧnak Zhao, Jisheng Sarkar, Vivek Department of Computer Science Rice University United States

The Habanero-Java language extends sequential Java with a simple but powerful set of constructs for multicore parallelism. Its implementation includes a compiler that generates standard Java classfiles, a runtime syst... 详细信息

ISBN: (纸本)9781450309424

关键词： Parallel programming

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Garbage Collection for Monitoring Parametric Properties 11

引用

32nd acm sigplan conference on programming language design and implementation (PLDI 11)

作者： Jin, Dongyun Meredith, Patrick O'Neil Griffith, Dennis Rosu, Grigore Univ Illinois Dept Comp Sci Urbana IL USA

ISBN: (纸本)9781450306638

Parametric properties are behavioral properties over program events that depend on one or more parameters. Parameters are bound to concrete data or objects at runtime, which makes parametric properties particularly suitable for stating multi-object relationships or protocols. Monitoring parametric properties independently of the employed formalism involves slicing traces with respect to parameter instances and sending these slices to appropriate non-parametric monitor instances. The number of such instances is theoretically unbounded and tends to be enormous in practice, to an extent that how to efficiently manage monitor instances has become one of the most challenging problems in runtime verification. The previous formalism-independent approach was only able to do The obvious, namely to garbage collect monitor instances when all bound parameter objects were garbage collected. This led to pathological behaviors where unnecessary monitor instances were kept for the entire length of a program. This paper proposes a new approach to garbage collecting monitor instances. Unnecessary monitor instances are collected lazily to avoid creating undue overhead. This lazy collection, along with some careful engineering, has resulted in RV, the most efficient parametric monitoring system to date. Our evaluation shows that the average overhead of RV in the DaCapo benchmark is 15%, which is two times lower than that of Java MOP and orders of magnitude lower than that of Tracematches.

关键词： runtime verification runtime monitoring testing debugging aspect-oriented programming garbage collection

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Synchronization via scheduling: Techniques for efficiently managing shared state 11

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32nd acm conference on programming language design and implementation, PLDI 2011

作者： Best, Micah J. Mottishaw, Shane Mustard, Craig Roth, Mark Fedorova, Alexandra Brownsword, Andrew University of British Columbia Canada Simon Fraser University Canada Electronic Arts Inc. Canada

ISBN: (纸本)9781450306638

Shared state access conflicts are one of the greatest sources of error for fine grained parallelism in any domain. Notoriously hard to debug, these conflicts reduce reliability and increase development time. The standard task graph model dictates that tasks with potential conflicting accesses to shared state must be linked by a dependency, even if there is no explicit logical ordering on their execution. In cases where it is difficult to understand if such implicit dependencies exist, the programmer often creates more dependencies than needed, which results in constrained graphs with large monolithic tasks and limited parallelism. We propose a new technique, Synchronization via Scheduling (SvS), that uses the results of static and dynamic code analysis to manage potential shared state conflicts by exposing the data accesses of each task to the scheduler. We present an in-depth performance analysis of SvS via examples from video games, our target domain, and show that SvS performs well in comparison to software transactional memory (TM) and fine grained mutexes. © 2011 acm.

关键词： Parallel programming

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Reactive Imperative programming with Dataflow Constraints 11

Reactive Imperative Programming with Dataflow Constraints

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2th acm International conference on Systems, programming, languages, and Applications: Software for Humanity (SPLASH)

作者： Demetrescu, Camil Finocchi, Irene Ribichini, Andrea Univ Roma La Sapienza Dept Comp & Syst Sci Rome Italy

ISBN: (纸本)9781450309400

Dataflow languages provide natural support for specifying constraints between objects in dynamic applications, where programs need to react efficiently to changes of their environment. Researchers have long investigated how to take advantage of dataflow constraints by embedding them into procedural languages. Previous mixed imperative/dataflow systems, however, require syntactic extensions or libraries of ad hoc data types for binding the imperative program to the dataflow solver. In this paper we propose a novel approach that smoothly combines the two paradigms without placing undue burden on the programmer. In our framework, programmers can define ordinary statements of the imperative host language that enforce constraints between objects stored in special memory locations designated as "reactive". Differently from previous approaches, reactive objects can be of any legal type in the host language, including primitive data types, pointers, arrays, and structures. Statements defining constraints are automatically re-executed every time their input memory locations change, letting a program behave like a spreadsheet where the values of some variables depend upon the values of other variables. The constraint solving mechanism is handled transparently by altering the semantics of elementary operations of the host language for reading and modifying objects. We provide a formal semantics and describe a concrete embodiment of our technique into C/C++, showing how to implement it efficiently in conventional platforms using off-the-shelf compilers. We discuss common coding idioms and relevant applications to reactive scenarios, including incremental computation, observer design pattern, and data structure repair. The performance of our implementation is compared to ad hoc problem-specific change propagation algorithms, as well as to language-centric approaches such as self-adjusting computation and subject/observer communication mechanisms, showing that the proposed approa

关键词： Reactive programming dataflow programming imperative programming constraint solving incremental computation observer design pattern data structure repair

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Implicit Invocation Meets Safe, Implicit Concurrency 10

Implicit Invocation Meets Safe, Implicit Concurrency

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9th International conference on Generative programming and Component Engineering

作者： Long, Yuheng Mooney, Sean L. Sondag, Tyler Rajan, Hridesh Iowa State Univ Dept Comp Sci Ames IA 50011 USA

ISBN: (纸本)9781450301541

Writing correct and efficient concurrent programs still remains a challenge. Explicit concurrency is difficult, error prone, and creates code which is hard to maintain and debug. This type of concurrency also treats modular program design and concurrency as separate goals, where modularity often suffers. To solve these problems, we are designing a new language that we call Panini. In this paper, we focus on Panini's asynchronous, typed events which reconcile the modularity goal promoted by the implicit invocation design style with the concurrency goal of exposing potential concurrency between the execution of subjects and observers. Since modularity is improved and concurrency is implicit in Panini, programs are easier to reason about and maintain. The language incorporates a static analysis to determine potential conflicts between handlers and a dynamic analysis which uses the conflict information to determine a safe order for handler invocation. This mechanism avoids races and deadlocks entirely, yielding programs with a guaranteed deterministic semantics. To evaluate our language design and implementation we show several examples of its usage as well as an empirical study of program performance. We found that not only is developing and understanding Panini programs significantly easier compared to standard concurrent object-oriented programs, but also performance of Panini programs is comparable to their equivalent hand-tuned versions written using Java's fork-join framework.

关键词： languages design Performance Safe Implicit Concurrency Modularity

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Taming the Wildcards: Combining Definition- and Use-Site Variance 11

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32nd acm sigplan conference on programming language design and implementation (PLDI 11)

作者： Altidor, John Huang, Shan Shan Smaragdakis, Yannis Univ Massachusetts Dept Comp Sci Amherst MA 01003 USA

ISBN: (纸本)9781450306638

Variance allows the safe integration of parametric and subtype polymorphism. Two flavors of variance, definition-site versus use-site variance, have been studied and have had their merits hotly debated. Definition-site variance (as in Scala and C#) offers simple type-instantiation rules, but causes fractured definitions of naturally invariant classes;Use-site variance (as in Java) offers simplicity in class definitions, yet complex type-instantiation rules that elude most programmers. We present a unifying framework for reasoning about variance. Our framework is quite simple and entirely denotational, that is, it evokes directly the definition of variance with a small core calculus that does not depend on specific type systems. This general framework can have multiple applications to combine the best of both worlds: for instance, it can be used to add use-site variance annotations to the Scala type system. We show one such application in detail: we extend the Java type system with a mechanism that modularly infers the definition-site variance of type parameters, while allowing use-site variance annotations on any type-instantiation. Applying our technique to six Java generic libraries (including the Java core library) shows that 20-58% (depending on the library) of generic definitions are inferred to have single-variance;8-63% of method signatures can be relaxed through this inference, and up to 91% of existing wildcard annotations are unnecessary and can be elided.

关键词： variance definition-site variance use-site variance wildcards language extensions

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AARTS: Low overhead online adaptive auto-tuning 11

AARTS: Low overhead online adaptive auto-tuning

引用

1st acm sigplan International Workshop on Adaptive Self-Tuning Computing Systems for the Exaflop Era, Exadapt 2011 - Co-located with 32nd acm sigplan conference on programming language design and implementation, PLDI 2011 at FCRC 2011

作者： Teodoro, George Sussman, Alan Department of Computer Science University of Maryland College Park MD 20742 United States

ISBN: (纸本)9781450307086

We present an online lightweight auto-tuning system for shared-memory parallel programs. We employ an online adaptive tuning algorithm that is based on performance measurements, to adapt to performance variability that arises during program execution. We address the impact of synchronous vs. asynchronous interactions between the application and the tuning system, and describe an adaptive approach that benefits from the improvements provided by both options. We presented a performance study of the online tuning system, and compared it to synchronous tuning systems. Finally, AARTS is evaluated under different scenarios, showing the potential benefits of using online tuning and the ability of AARTS to exploit those benefits. © 2011 acm.

关键词： Computer programming

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Pattern matching for object-like structures in the Go programning language

Pattern matching for object-like structures in the Go progra...

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6th Workshop on the implementation, Compilation, Optimization of Object-Oriented languages, Programs and Systems, ICOOOLPS 2011 - In Conjunction with the 25th European conference on Object-Oriented programming, ECOOP 2011

作者： Kaewkasi, Chanwit Kaewkasi, Pitchaya School of Computer Engineering Suranaree University of Technology Nakhon Ratchasima Thailand

ISBN: (纸本)9781450308946

This paper explores the feasibility of implementing pattern matching for the Go programming language. The design of pattern matching is taken from Scala, and reimplemented using Go's constructs and new language extensions, namely casestruct and trait. The evaluations show that pattern matching allows expressing decomposition for struct in concise forms. The concepts of casestruct and trait are suggested to add to the Go language in order to make it properly supports pattern matching. However, the performance of the current implementation is still slower than hand-written struct decompositions. The evaluations also suggest that performance penalty of the type embedding feature proposed by Go for inheritance-like relationship is found in the GCCGO implementation, but not in another implementation, namely 8g. © 2011 acm.

关键词： Pattern matching

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KonohaScript: Static scripting for practical use

KonohaScript: Static scripting for practical use

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acm International conference on Systems, programming, languages, and Applications: Software for Humanity, SPLASH'11

作者： Kuramitsu, Kimio JST/CREST/DEOS Project Yokohama National University Japan

ISBN: (纸本)9781450309424

This demonstration presents the language design of Konoha-Script, a statically typed object-oriented scripting language. KonohaScript provides the very similar scripting experiences compared to dynamic languages. In addition, it also preserves useful programming supports by static typing, such as automated verification of careless mistakes, improved readability of source code, better opportunity of optimized code generation. This demonstration will show how KonohaScript improved scripting experiences with static typing, using our open source implementation fully written in C.

关键词： Object oriented programming

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