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Session details: Session order 8: programming systems session 14

Session details: Session order 8: programming systems sessio...

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proceedings of the 19th acm sigplan symposium on principles and practice of parallel programming

作者： Kunle Olukotun Stanford

No abstract available.

ISBN: (纸本)9781450326568

No abstract available.

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Teaching parallel Design Patterns to Undergraduates in Computer Science 14

Teaching Parallel Design Patterns to Undergraduates in Compu...

引用

45th acm SIGCSE Technical symposium on Computer Science Education (SIGCSE)

作者： Brown, Richard A. Adams, Joel C. Ferner, Clayton Shoop, Elizabeth Wilkinson, Barry St Olaf Coll Northfield MN 55057 USA Calvin Coll Grand Rapids MI 49506 USA UNC Wilmington Wilmington NC USA Macalester Coll St Paul MN 55105 USA UNC Charlotte Charlotte NC USA

ISBN: (纸本)9781450326056

The industry shift emerging forms of parallel and distributed computing (PDC), including multi-core CPUs, cloud computing, and general-purpose use of GPUs, have naturally led to increased presence of PDC elements undergraduate Computer Science curriculum recommendations, such as the new and substantial "PD" knowledge area in the joint acm/IEEE CS2013 recommendations[1]. How can undergraduate students grasp the extensive and complex range of PDC principles and practices, and apply that knowledge in problem solving, while PDC technologies continue to evolve rapidly? parallel design patterns are descriptions of effective solutions to recurring parallel programming problems in particular contexts and have emerged from long-standing industry practice. parallel patterns occur at all computational levels, ranging from low-level concurrent execution patterns (such as message passing or thread pool patterns) to high-level software design patterns suitable for organizing entire systems or their components (such as model-view-control or pipe and filter patterns). The sheer number of parallel patterns, which reflect the full breadth and complexity of PDC, can be quite daunting for a newcomer. However, the ubiquity of parallel patterns in all forms of parallel and distributed computation makes these patterns relevant and illuminating at all undergraduate levels. Knowledge of parallel patterns, being reusable elements of parallel design, guides problem-solving during the creation of parallel programs;and those enduring design patterns remain relevant and useful as new PDC infrastructure emerges in this rapidly evolving field. This panel presents four viewpoints representing various approaches for teaching parallel patterns to CS undergraduates at multiple academic levels. Moderator Dick Brown co-directs (with Adams and Shoop) the CSinparallel project (***), which produces and shares modular materials for incrementally adding parallelism to existing undergraduate comp

关键词： parallel computing parallelism distributed computing education parallel design patterns curriculum design patterns Seeds Paraguin patternlets exemplars

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Beyond parallel programming with domain specific languages 14

Beyond parallel programming with domain specific languages

引用

proceedings of the 19th acm sigplan symposium on principles and practice of parallel programming

作者： Kunle Olukotun Stanford University Stanford CA USA

ISBN: (纸本)9781450326568

Today, almost all computer architectures are parallel and heterogeneous; a combination of multiple CPUs, GPUs and specialized processors. This creates a challenging problem for application developers who want to develop high performance programs without the effort required to use low-level, architecture specific parallel programming models (e.g. OpenMP for CMPs, CUDA for GPUs, MPI for clusters). Domain-specific languages (DSLs) are a promising solution to this problem because they can provide an avenue for high-level application-specific abstractions with implicit parallelism to be mapped directly to low level architecture-specific programming models; providing both high programmer productivity and high execution *** this talk I will describe an approach to building high performance DSLs, which is based on DSL embedding in a general purpose programming language, metaprogramming and a DSL infrastructure called Delite. I will describe how we transform DSL programs into efficient first-order low-level code using domain specific optimization, parallelism and locality optimization with parallel patterns, and architecture-specific code generation. All optimizations and transformations are implemented in Delite: an extensible DSL compiler infrastucture that significantly reduces the effort required to develop new DSLs. Delite DSLs for machine learning, data querying, graph analysis, and scientific computing all achieve performance competitive with manually parallelized C++ code.

关键词： domain specific languages

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Reducing Contention Through Priority Updates 13

Reducing Contention Through Priority Updates

引用

18th acm sigplan symposium on principles and practice of parallel programming

作者： Shun, Julian Blelloch, Guy E. Fineman, Jeremy T. Gibbons, Phillip B. Carnegie Mellon Univ Pittsburgh PA 15213 USA Georgetown Univ Washington DC 20057 USA Intel Labs Pittsburgh PA USA

No abstract available.

ISBN: (纸本)9781450319225

No abstract available.

关键词： Experimentation Performance parallel programming Contention

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programming with Hardware Lock Elision 13

Programming with Hardware Lock Elision

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18th acm sigplan symposium on principles and practice of parallel programming

作者： Afek, Yehuda Levy, Amir Morrison, Adam Tel Aviv Univ Blavatnik Sch Comp Sci IL-69978 Tel Aviv Israel

We present a simple yet effective technique for improving performance of lock-based code using the hardware lock elision (HLE) feature in Intel's upcoming Haswell processor. We also describe how to extend Haswell&... 详细信息

ISBN: (纸本)9781450319225

关键词： Haswell hardware lock elision speculative execution

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Efficient pseudorecursive evaluation schemes for non-adaptive sparse grids 1

引用

2nd Workshop on Sparse Grids and Applications, SGA 2012

作者： Buse, Gerrit Pflüger, Dirk Jacob, Riko TU München München Germany Institute for Parallel and Distributed Systems Universität Stuttgart Stuttgart Germany ETH Zurich Zurich Switzerland

ISBN: (数字)9783319045375

ISBN: (纸本)9783319045368

In this work we propose novel algorithms for storing and evaluating sparse grid functions, operating on regular (not spatially adaptive), yet potentially dimensionally adaptive grid types. Besides regular sparse grids our approach includes truncated grids, both with and without boundary grid points. Similar to the implicit data structures proposed in Feuersänger (Dünngitterverfahren für hochdimensionale elliptische partielle Differntialgleichungen. Diploma Thesis, Institut für Numerische Simulation, Universität Bonn, 2005) and Murarasu et al. (proceedings of the 16th acm symposium on principles and practice of parallel programming. Cambridge University Press, New York, 2011, pp. 25–34) we also define a bijective mapping from the multi-dimensional space of grid points to a contiguous index, such that the grid data can be stored in a simple array without overhead. Our approach is especially well-suited to exploit all levels of current commodity hardware, including cache-levels and vector extensions. Furthermore, this kind of data structure is extremely attractive for today’s real-time applications, as it gives direct access to the hierarchical structure of the grids, while outperforming other common sparse grid structures (hash maps, etc.) which do not match with modern compute platforms that well. For dimensionality d ≤10 we achieve good speedups on a 12 core Intel Westmere-EP NUMA platform compared to the results presented in Murarasu et al. (proceedings of the International Conference on Computational Science—ICCS 2012. Procedia Computer Science, 2012). As we show, this also holds for the results obtained on Nvidia Fermi GPUs, for which we observe speedups over our own CPU implementation of up to 4.5 when dealing with moderate dimensionality. In high-dimensional settings, in the order of tens to hundreds of dimensions, our sparse grid evaluation kernels on the CPU outperform any other known implementation. © Springer International Publishing Switzerland 2014.

关键词： parallel programming

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21st century computer architecture 14

21st century computer architecture

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proceedings of the 19th acm sigplan symposium on principles and practice of parallel programming

作者： Mark D. Hill University of Wisconsin - Madison Madison WI USA

ISBN: (纸本)9781450326568

This talk has two parts. The first part will discuss possible directions for computer architecture research, including architecture as infrastructure, energy first, impact of new technologies, and cross-layer opportunities. This part is based on a 2012 Computing Community Consortium (CCC) whitepaper effort led by Hill, as well as other recent National Academy and ISAT studies. See: http://***/ccc/docs/init/***. The second part of the talk will discuss one or more exam-ples of cross-layer research advocated in the first part. For example, our analysis shows that many "big-memory" server workloads, such as databases, in-memory caches, and graph analytics, pay a high cost for page-based virtual memory: up to 50% of execution time wasted. Via small changes to the operating system (Linux) and hardware (x86-64 MMU), this work reduces execution time these workloads waste to less than 0.5%. The key idea is to map part of a process's linear virtual address space with a new incarnation of segmentation, while providing compatibility by mapping the rest of the virtual address space with pag-ing.

关键词： computer systems performace architechture programming methods new technology energy

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Swift/T: Scalable Data Flow programming for Many-Task Applications 13

Swift/T: Scalable Data Flow Programming for Many-Task Applic...

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18th acm sigplan symposium on principles and practice of parallel programming

作者： Wozniak, Justin M. Armstrong, Timothy G. Wilde, Michael Katz, Daniel S. Lusk, Ewing Foster, Ian T. Argonne Natl Lab Argonne IL 60439 USA Univ Chicago Chicago IL 60637 USA

Swift/T, a novel programming language implementation for highly scalable data flow programs, is presented.

ISBN: (纸本)9781450319225

Swift/T, a novel programming language implementation for highly scalable data flow programs, is presented.

关键词： Languages MPI ADLB Swift Turbine exascale concurrency dataflow futures

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TigerQuoll: parallel Event-based JavaScript 13

TigerQuoll: Parallel Event-based JavaScript

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18th acm sigplan symposium on principles and practice of parallel programming

作者： Bonetta, Daniele Binder, Walter Pautasso, Cesare Univ Lugano USI Fac Informat Lugano Switzerland

ISBN: (纸本)9781450319225

JavaScript, the most popular language on the Web, is rapidly moving to the server-side, becoming even more pervasive. Still, JavaScript lacks support for shared memory parallelism, making it challenging for developers to exploit multicores present in both servers and clients. In this paper we present TigerQuoll, a novel API and runtime for parallel programming in JavaScript. TigerQuoll features an event-based API and a parallel runtime allowing applications to exploit a mutable shared memory space. The programming model of TigerQuoll features automatic consistency and concurrency management, such that developers do not have to deal with shared-data synchronization. TigerQuoll supports an innovative transaction model that allows for eventual consistency to speed up high-contention workloads. Experiments show that TigerQuoll applications scale well, allowing one to implement common parallelism patterns in JavaScript.

关键词： Languages Performance JavaScript Event-based programming parallelism Eventual Transactions

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Expressing Graph Algorithms Using Generalized Active Messages 13

Expressing Graph Algorithms Using Generalized Active Message...

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18th acm sigplan symposium on principles and practice of parallel programming

作者： Edmonds, Nick Willcock, Jeremiah Lumsdaine, Andrew Indiana Univ Bloomington IN 47405 USA

ISBN: (纸本)9781450319225

Recently, graph computation has emerged as an important class of high-performance computing application whose characteristics differ markedly from those of traditional, compute-bound, kernels. Libraries such as BLAS, LAPACK, and others have been successful in codifying best practices in numerical computing. The data-driven nature of graph applications necessitates a more complex application stack incorporating runtime optimization. In this paper, we present a method of phrasing graph algorithms as collections of asynchronous, concurrently executing, concise code fragments which may be invoked both locally and in remote address spaces. A runtime layer performs a number of dynamic optimizations, including message coalescing, message combining, and software routing. Practical implementations and performance results are provided for a number of representative algorithms.

关键词： parallel Graph Algorithms Active Messages parallel programming Models

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