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Riposte: A Trace-Driven Compiler and Parallel VM for Vector Code in R 12

Riposte: A Trace-Driven Compiler and Parallel VM for Vector ...

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21st International conference on Parallel Architectures and Compilation Techniques (PACT)

作者： Talbot, Justin DeVito, Zachary Hanrahan, Pat Stanford Univ Stanford CA 94305 USA

ISBN: (纸本)9781450311823

There is a growing utilization gap between modern hardware and modern programming languages for data analysis. Due to power and other constraints, recent processor design has sought improved performance through increased SIMD and multi-core parallelism. At the same time, high-level, dynamically typed languages for data analysis have become popular. These languages emphasize ease of use and high productivity, but have, in general, low performance and limited support for exploiting hardware parallelism. In this paper, we describe Riposte, a new runtime for the R language, which bridges this gap. Riposte uses tracing, a technique commonly used to accelerate scalar code, to dynamically discover and extract sequences of vector operations from arbitrary R code. Once extracted, we can fuse traces to eliminate unnecessary memory traffic, compile them to use hardware SIMD units, and schedule them to run across multiple cores, allowing us to fully utilize the available parallelism on modern shared-memory machines. Our evaluation shows that Riposte can run vector R code near the speed of hand-optimized C, 5-50x faster than the open source implementation of R, and can also linearly scale to 32 cores for some tasks. Across 12 different workloads we achieve an overall average speed-up of over 150x without explicit programmer parallelization.

关键词： R language just-in-time compilation tracing data parallel

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Frenetic: A Network programming language 11

Frenetic: A Network Programming Language

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16th acm sigplan International conference on Functional programming (ICFP 11)

作者： Foster, Nate Harrison, Rob Freedman, Michael J. Monsanto, Christopher Rexford, Jennifer Story, Alec Walker, David Cornell Univ Ithaca NY 14853 USA Princeton Univ Princeton NJ 08544 USA

ISBN: (纸本)9781450308656

Modern networks provide a variety of interrelated services including routing, traffic monitoring, load balancing, and access control. Unfortunately, the languages used to program today's networks lack modern features-they are usually defined at the low level of abstraction supplied by the underlying hardware and they fail to provide even rudimentary support for modular programming. As a result, network programs tend to be complicated, error-prone, and difficult to maintain. This paper presents Frenetic, a high-level language for programming distributed collections of network switches. Frenetic provides a declarative query language for classifying and aggregating network traffic as well as a functional reactive combinator library for describing high-level packet-forwarding policies. Unlike prior work in this domain, these constructs are-by design-fully compositional, which facilitates modular reasoning and enables code reuse. This important property is enabled by Frenetic's novel run-time system which manages all of the details related to installing, uninstalling, and querying low-level packet-processing rules on physical switches. Overall, this paper makes three main contributions: (1) We analyze the state-of-the art in languages for programming networks and identify the key limitations;(2) We present a language design that addresses these limitations, using a series of examples to motivate and validate our choices;(3) We describe an implementation of the language and evaluate its performance on several benchmarks.

关键词： languages design Network programming languages domain-specific languages functional reactive programming OpenFlow

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Deriving an Efficient FPGA implementation of a Low Density Parity Check Forward Error Corrector 11

Deriving an Efficient FPGA Implementation of a Low Density P...

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16th acm sigplan International conference on Functional programming (ICFP 11)

作者： Gill, Andy Farmer, Andrew Univ Kansas Lawrence KS 66045 USA

ISBN: (纸本)9781450308656

Creating correct hardware is hard. Though there is much talk of using formal and semi-formal methods to develop designs and implementations, in practice most implementations are written without the support of any formal or semi-formal methodology. Having such a methodology brings many benefits, including improved likelihood of a correct implementation, lowering the cost of design exploration and lowering the cost of certification. In this paper, we introduce a semi-formal methodology for connecting executable specifications written in the functional language Haskell to efficient VHDL implementations. The connection is performed by manual edits, using semi-formal equational reasoning facilitated by the worker/wrapper transformation, and directed using commutable functors. We explain our methodology on a full-scale example, an efficient Low-Density Parity Check forward error correcting code, which has been implemented on a Virtex-5 FPGA.

关键词： design Performance Reliability Verification Lava DSL Error Correction LDPC

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Using Camlp4 for Presenting Dynamic Mathematics on the Web: DynaMoW, an OCaml language Extension for the Run-Time Generation of Mathematical Contents and their Presentation on the Web 11

Using Camlp4 for Presenting Dynamic Mathematics on the Web: ...

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16th acm sigplan International conference on Functional programming (ICFP 11)

作者： Chyzak, Frederic Darrasse, Alexis INRIA Rocquencourt France

ISBN: (纸本)9781450308656

We report on the design and implementation of a programming tool, DynaMoW, to control interactive and incremental mathematical calculations to be presented on the web. This tool is implemented as a language extension of OCaml using Cam1p4. Fragments of mathematical code written for a computer-algebra system as well as fragments of mathematical web documents are embedded directly and naturally inside OCaml code. A DynaMoW-based application is made of independent web services, whose parameter types are checked by the OCaml extension. The approach is illustrated by two implementations of online mathematical encyclopedias on top of DynaMoW.

关键词： mathematical encyclopedias quotations antiquotations metaprogramming web services

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Mostly-Automated Verification of Low-Level Programs in Computational Separation Logic 11

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

作者： Chlipala, Adam Harvard Univ Cambridge MA 02138 USA

ISBN: (纸本)9781450306638

Several recent projects have shown the feasibility of verifying low-level systems software. Verifications based on automated theorem-proving have omitted reasoning about first-class code pointers, which is critical for tasks like certifying implementations of threads and processes. Conversely, verifications that deal with first-class code pointers have featured long, complex, manual proofs. In this paper, we introduce the Bedrock framework, which supports mostly-automated proofs about programs with the full range of features needed to implement, e.g., language runtime systems. The heart of our approach is in mostly-automated discharge of verification conditions inspired by separation logic. Our take on separation logic is computational, in the sense that function specifications are usually written in terms of reference implementations in a purely functional language. Logical quantifiers are the most challenging feature for most automated verifiers;by relying on functional programs (written in the expressive language of the Coq proof assistant), we are able to avoid quantifiers almost entirely. This leads to some dramatic improvements compared to both past work in classical verification, which we compare against with implementations of data structures like binary search trees and hash tables;and past work in verified programming with code pointers, which we compare against with examples like function memoization and a cooperative threading library.

关键词： interactive proof assistants separation logic low-level programming languages functional programming

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Caisson: A Hardware Description language for Secure Information Flow 11

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

作者： Li, Xun Tiwari, Mohit Oberg, Jason K. Kashyap, Vineeth Chong, Frederic T. Sherwood, Timothy Hardekopf, Ben Univ Calif Santa Barbara Dept Comp Sci Santa Barbara CA 93106 USA

ISBN: (纸本)9781450306638

Information flow is an important security property that must be incorporated from the ground up, including at hardware design time, to provide a formal basis for a system's root of trust. We incorporate insights and techniques from designing information-flow secure programming languages to provide a new perspective on designing secure hardware. We describe a new hardware description language, Caisson, that combines domain-specific abstractions common to hardware design with insights from type-based techniques used in secure programming languages. The proper combination of these elements allows for an expressive, provably-secure HDL that operates at a familiar level of abstraction to the target audience of the language, hardware architects. We have implemented a compiler for Caisson that translates designs into Verilog and then synthesizes the designs using existing tools. As an example of Caisson's usefulness we have addressed an open problem in secure hardware by creating the first-ever provably information-flow secure processor with micro-architectural features including pipelining and cache. We synthesize the secure processor and empirically compare it in terms of chip area, power consumption, and clock frequency with both a standard (insecure) commercial processor and also a processor augmented at the gate level to dynamically track information flow. Our processor is competitive with the insecure processor and significantly better than dynamic tracking.

关键词： Hardware Description language Non-interference State Machine

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Commutative Set: A language Extension for Implicit Parallel programming 11

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

作者： Prabhu, Prakash Ghosh, Soumyadeep Zhang, Yun Johnson, Nick P. August, David I. Princeton Univ Princeton NJ 08544 USA

ISBN: (纸本)9781450306638

Sequential programming models express a total program order, of which a partial order must be respected. This inhibits parallelizing tools from extracting scalable performance. Programmer written semantic commutativity assertions provide a natural way of relaxing this partial order, thereby exposing parallelism implicitly in a program. Existing implicit parallel programming models based on semantic commutativity either require additional programming extensions, or have limited expressiveness. This paper presents a generalized semantic commutativity based programming extension, called Commutative Set (COMMSET), and associated compiler technology that enables multiple forms of parallelism. COMMSET expressions are syntactically succinct and enable the programmer to specify commutativity relations between groups of arbitrary structured code blocks. Using only this construct, serializing constraints that inhibit parallelization can be relaxed, independent of any particular parallelization strategy or concurrency control mechanism. COMMSET enables well performing parallelizations in cases where they were inapplicable or non-performing before. By extending eight sequential programs with only 8 annotations per program on average, Comm S ET and the associated compiler technology produced a geomean speedup of 5.7x on eight cores compared to 1.5x for the best non-COMMSET parallelization.

关键词： Implicit parallelism semantic commutativity programming model automatic parallelization static analysis

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Backstage Java Making a Difference in Metaprogramming 11

Backstage Java Making a Difference in Metaprogramming

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2011 acm International conference on Object Oriented programming Systems languages and Applications

作者： Palmer, Zachary Smith, Scott F. Johns Hopkins Univ Baltimore MD 21218 USA

ISBN: (纸本)9781450309400

We propose Backstage Java (BSJ), a Java language extension which allows algorithmic, contextually-aware generation and transformation of code. BSJ explicitly and concisely represents design patterns and other encodings by employing compile-time metaprogramming: a practice in which the programmer writes instructions which are executed over the program's AST during compilation. While compile-time metaprogramming has been successfully used in functional languages such as Template Haskell, a number of language properties (scope, syntactic structure, mutation, etc.) have thus far prevented this theory from translating to the imperative world. BSJ uses the novel approach of difference-based metaprogramming to provide an imperative programming style amenable to the Java community and to enforce that metaprograms are consistent and semantically unambiguous. To make the feasibility of BSJ metaprogramming evident, we have developed a compiler implementation and numerous working code examples.

关键词： languages design Java metaprogramming macros design patterns software merging difference-based metaprogramming

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Integrated language Definition Testing Enabling Test-Driven language Development 11

Integrated Language Definition Testing Enabling Test-Driven ...

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2011 acm International conference on Object Oriented programming Systems languages and Applications

作者： Kats, Lennart C. L. Vermaas, Rob Visser, Eelco Delft Univ Technol NL-2600 AA Delft Netherlands

ISBN: (纸本)9781450309400

The reliability of compilers, interpreters, and development environments for programming languages is essential for effective software development and maintenance. They are often tested only as an afterthought. languages with a smaller scope, such as domain-specific languages, often remain untested. General-purpose testing techniques and test case generation methods fall short in providing a low-threshold solution for test-driven language development. In this paper we introduce the notion of a language-parametric testing language (LPTL) that provides a reusable, generic basis for declaratively specifying language definition tests. We integrate the syntax, semantics, and editor services of a language under test into the LPTL for writing test inputs. This paper describes the design of an LPTL and the tool support provided for it, shows use cases using examples, and describes our implementation in the form of the Spoofax testing language.

关键词： languages Reliability Testing Test-Driven Development language Engineering Grammarware language Workbench Domain-Specific language language Embedding Compilers Parsers

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Flexible Object Layouts Enabling Lightweight language Extensions by Intercepting Slot Access 11

Flexible Object Layouts Enabling Lightweight Language Extens...

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2011 acm International conference on Object Oriented programming Systems languages and Applications

作者： Verwaest, Toon Lungu, Mircea Nierstrasz, Oscar Bruni, Camillo Univ Bern Software Composit Grp CH-3012 Bern Switzerland INRIA Lille Nord Europe RMoD Lille France

ISBN: (纸本)9781450309400

programming idioms, design patterns and application libraries often introduce cumbersome and repetitive boilerplate code to a software system. language extensions and external DSLs (domain specific languages) are sometimes introduced to reduce the need for boilerplate code, but they also complicate the system by introducing the need for language dialects and inter-language mediation. To address this, we propose to extend the structural reflective model of the language with object layouts, layout scopes and slots. Based on the new reflective language model we can 1) provide behavioral hooks to object layouts that are triggered when the fields of an object are accessed and 2) simplify the implementation of state-related language extensions such as stateful traits. By doing this we show how many idiomatic use cases that normally require boilerplate code can be more effectively supported. We present an implementation in Smalltalk, and illustrate its usage through a series of extended examples.

关键词： Reflection Smalltalk Structural Reflection Metaobject Protocol Traits

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