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Comparative Analysis of OpenACC Compilers 16th

Comparative Analysis of OpenACC Compilers

引用

16th international conference on algorithms and architectures for parallel processing (ICA3PP)

作者： Barba, Daniel Gonzalez-Escribano, Arturo Llanos, Diego R. Univ Valladolid Dept Informat Valladolid Spain

ISBN: (纸本)9783319499567;9783319499550

OpenACC has been on development for a few years now. the OpenACC 2.5 specification was recently made public and there are some initiatives for developing full implementations of the standard to make use of accelerator capabilities. there is much to be done yet, but currently, OpenACC for GPUs is reaching a good maturity level in various implementations of the standard, using CUDA and OpenCL as backends. Nvidia is investing in this project and they have released an OpenACC Toolkit, including the PGI Compiler. there are, however, more developments out there. In this work, we analyze different available OpenACC compilers that have been developed by companies or universities during the last years. We check their performance and maturity, keeping in mind that OpenACC is designed to be used without extensive knowledge about parallel programming. Our results show that the compilers are on their way to a reasonable maturity, presenting different strengths and weaknesses.

关键词： parallel programming

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On a parallel Algorithm for the Determination of Multiple Optimal Solutions for the LCSS Problem 16th

On a Parallel Algorithm for the Determination of Multiple Op...

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16th international conference on algorithms and architectures for parallel processing (ICA3PP)

作者： Ben Mabrouk, Bchira Hasni, Hamadi Mahjoub, Zaher Univ Tunis El Manar Fac Sci Tunis Univ CampusManar 2 Tunis 2092 Tunisia Higher Sch Technol & Comp Sci Charguia 2 Tunis 2035 Tunisia

ISBN: (纸本)9783319495835;9783319495828

For particular real world combinatorial optimization problems e.g. the longest common subsequence problem (LCSSP) from Bioinformatics, determining multiple optimal solutions (DMOS) is quite useful for experts. However, for large size problems, this may be too time consuming, thus the resort to parallel computing. We address here the parallelization of an algorithm for DMOS for the LCSSP. Considering the dynamic programming algorithm solving it, we derive a generic algorithm for DMOS (A-DMOS). Since the latter is a non perfect DO-loop nest, we adopt a three-step approach. the first consists in transforming the A-DMOS into a perfect nest. the second consists in choosing the granularity and the third carries out a dependency analysis in order to determine the type of each loop i.e. either parallel or serial. the practical performances of our approach are evaluated through experimentations achieved on input benchmarks and random DNA sequences and targeting a parallel multicore machine.

关键词： Bioinformatics Combinatorial optimization problem Dependency analysis Dynamic programming Longest common subsequence Loop nest Multiple optimal solutions Multicore machine parallelization Polyhedral algorithm

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OPTIMIZING INTERCONNECTION COMPLEXITY FOR REALIZING FIXED PERMUTATION IN DATA AND SIGNAL processing algorithms 26

OPTIMIZING INTERCONNECTION COMPLEXITY FOR REALIZING FIXED PE...

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26th international conference on Field-Programmable Logic and Applications (FPL)

作者： Chen, Ren Prasanna, Viktor K. Univ Southern Calif Ming Hsieh Dept Elect Engn Los Angeles CA 90089 USA

ISBN: (纸本)9782839918442

In hardware implementation of several widely used data and signal processing algorithms, data permutations need to be performed between the consecutive computation stages consisting of parallel computational units. Recently, some highly data parallel streaming architectures for data permutation have been proposed to achieve high throughput. However, the interconnection complexity of these designs increases dramatically with the problem size and data parallelism. In this paper, we develop a hardware structure to perform data permutation with optimized interconnection complexity, defined as the interconnection area per throughput. We propose a novel design technique such that the required interconnection logic is highly reduced for realizing a fixed permutation on streaming data. Our experimental results show that the proposed design technique reduces interconnection complexity by 27.3% to 75.8%, and improves the throughput by 5.3%similar to 129% and the energy efficiency by 1.2x similar to 3.5x compared with the state-of-the-art.

关键词： throughput

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parallel Computing Technologies : 5th international conference, Pact-99, St. Petersburg, Russia, September 6-10, 1999 : Proceedings

引用

2016年

作者： v. ė. malyshkin

parallel Computing Technologies : 5th international conference, Pact-99, St. Petersburg, Russia, September 6-10, 1999 : Proceedings by international conference on parallel Computing Technologies (5th : 1999 : Saint Pe... 详细信息

关键词： computing conference, international pact-99, parallel processing (electronic computers)

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parallel clustering by fast search and find of density peaks 5

Parallel clustering by fast search and find of density peaks

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5th international conference on Audio, Language and Image processing, ICALIP 2016

作者： Chengheng, Ji Yongmei, Lei School of Computer Engineering and Science Shanghai University Shanghai China

ISBN: (纸本)9781509006533

the algorithm clustering by fast search and find of density peaks shows good efficiency and accuracy, but the space complexity of the algorithm is too high since it has to keep a global distance matrix in memory, so it can hardly process big dataset clustering. To solve this problem, this paper designed a new strategy for the algorithm to search the important quantity δ, by using the new strategy, the space complexity of the algorithm is greatly reduced. And based on that reduction, a corresponding load balanced parallel clustering algorithm was presented in this paper, experimental results show that the parallel algorithm is efficient and scalable. © 2016 IEEE.

关键词： Clustering algorithms

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processing Partially Ordered Requests in Distributed Stream processing Systems 16th

Processing Partially Ordered Requests in Distributed Stream ...

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16th international conference on algorithms and architectures for parallel processing (ICA3PP)

作者： Cai, Rijun Wu, Weigang Huang, Ning Wu, Lihui Sun Yat Sen Univ Sch Data & Comp Sci Guangzhou Guangdong Peoples R China Guangdong Prov Key Lab Big Data Anal & Proc Guangzhou Guangdong Peoples R China

ISBN: (纸本)9783319495835;9783319495828

In many application scenarios of distributed stream processing, there might be partial order relations among the requests. However, existing stream processing systems can not directly handle partially ordered requests, while indirect mechanisms are usually strongly coupled with business logic, which lack flexibility and have limited performance. We propose Pork, a novel distributed stream processing system targeting at partially ordered requests. In the experiments, the new system has achieved a parallelism and request throughput larger than the traditional mechanism in the presented example, and the performance overhead due to parallelism is considerably small. then the scalability characteristic of the new system is discussed. What's more, the experiment results also show that the new system has a more flexible load balancing ability.

关键词： Distributed parameter control systems

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the Impact of Panel Factorization on the Gauss-Huard Algorithm for the Solution of Linear Systems on Modern architectures 16th

The Impact of Panel Factorization on the Gauss-Huard Algorit...

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16th international conference on algorithms and architectures for parallel processing (ICA3PP)

作者： Catalan, Sandra Ezzatti, Pablo Quintana-Orti, Enrique S. Remon, Alfredo Univ Jaime I Dep Ingn & Ciencia Compuatc Castellon de La Plana 12701 Spain Univ Republica Inst Computat Montevideo 11300 Uruguay Max Planck Inst Dynam Complex Tech Syst D-30106 Magdeburg Germany

ISBN: (纸本)9783319495835;9783319495828

the Gauss-Huard algorithm (the GHA) is a specialized version of Gauss-Jordan elimination for the solution of linear systems that, enhanced with column pivoting, exhibits numerical stability and computational cost close to those of the conventional solver based on the LU factorization with row pivoting. Furthermore, the GHA can be formulated as a procedure rich in matrix multiplications, so that high performance can be expected on current architectures with multi-layered memories. Unfortunately, in principle the GHA does not admit the introduction of look-ahead, a technique that has been demonstrated to be rather useful to improve the performance of the LU factorization on multi-threaded platforms with high levels of hardware concurrency. In this paper we analyze the effect of this drawback on the implementation of the GHA on systems accelerated with graphics processing units (GPUs), exposing the roles of the CPU-to-GPU and single precision-to-double precision performance ratios, as well as the contribution from the operations in the algorithm's critical path.

关键词： Linear systems of equations Gauss-Huard algorithm LU factorization Multicore processors Graphics processing units (GPUs) Mixed precision High performance

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Cellular ANTomata as Engines for Highly parallel Pattern processing 16th

Cellular ANTomata as Engines for Highly Parallel Pattern Pro...

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16th international conference on algorithms and architectures for parallel processing (ICA3PP)

作者： Rosenberg, Arnold L. Northeastern Univ Comp & Informat Sci Boston MA 02115 USA

ISBN: (纸本)9783319499567;9783319499550

One important approach to high-performance computing has a (relatively) simple physical computer architecture emulate virtual algorithmic architectures (VAAs) that are highly optimized for important application domains. We expose the Cellular ANTomaton (CAnt) computing model-cellular automata enhanced with mobile FSMs (Ants)-as a highly efficient VAA for a variety of pattern-processing problems that are inspired by biocomputing applications. We illustrate the CAnt model via a scalable design for an n x n CAnt that solves the following bio-inspired problem in linear time. the Pattern-Assembly Problem. Inputs: a length-n master pattern II and r test patterns pi(0), . . . , pi(r-1), of respective lengths m(0) >= . . . >= m(r-1). the problem: Find every sequence of pi(k)'s, possibly with repetitions, that "assemble" (i.e., concatenate) to produce II;i.e., pi(j0) . . . pi(js-1) = II. Timing: m(1) + . . . + m(r) + O(n) steps, with a quite-small big-O constant.

关键词： HPC via emulation Cellular ANTomata Pattern assembly

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A Modular Approach for Smart Home System architectures Based on Android Applications

A Modular Approach for Smart Home System Architectures Based...

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IEEE international conference on Mobile Cloud Computing, Services, and Engineering (MobileCloud)

作者： Markus Schinle Johannes Schneider Timon Blöcher Jochen Zimmermann Sebastian Chiriac Wilhelm Stork FZI Research Center for Information Technology Karlsruhe Germany Easierlife GmbH Karlsruhe Germany Institute of Information Processing Technologies Karlsruhe Institute of Technology KIT Karlsruhe Germany

European market size for smart home systems is expected to grow by 20% to over 4.3 billion USD by 2017. this growth is mainly due to the development of luxury and premium markets towards a mass market. In 2014, more than one billion mobile devices with Google's operating system Android were sold, which resulted in a market share of more than 80%. thus, mobile devices have already reached the mass market. the main idea behind this work is the reuse of mobile devices as smart home systems to reduce market entry barrier for end users and to contribute to a more holistic use of mobile devices. therefore, we developed a modular architecture concept for smart home systems based on Android devices. In order to ensure the usefulness of this concept, the characteristics of existing systems and the potential of mobile devices were taken into account. Our primary goal was the development of a generic software architecture for various smart home applications. therefore, we present a plugin framework concept that allows modular system design. Our framework is implemented by using components without modifying the Android operating system itself.

关键词： Smart homes Androids Humanoid robots Mobile handsets Sensors Hardware Systems architecture

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Artificial Intelligence Applications and Innovations 1st ed. 2016

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丛书名： IFIP Advances in Information and Communication Technology

2016年

作者： Lazaros Iliadis Ilias Maglogiannis

ISBN: (数字)9783319449449

ISBN: (纸本)9783319449432

this book constitutes the refereed proceedings of the 12th IFIP WG 12.5 international conference on Artificial Intelligence Applications and Innovations, AIAI 2016, and three parallel workshops, held in thessaloniki, Greece, in September 2016. the workshops are the third Workshop on New Methods and Tools for Big Data, MT4BD 2016, the 5th Mining Humanistic Data Workshop, MHDW 2016, and the First Workshop on 5G - Putting Intelligence to the Network Edge, 5G-PINE 2016. the 30 revised full papers and 8 short papers presented at the main conference were carefully reviewed and selected from 65 submissions. the 17 revised full papers and 7 short papers presented at the 3 parallel workshops were selected from 33 submissions. the papers cover a broad range of topics such as artificial neural networks, classification, clustering, control systems - robotics, data mining, engineering application of AI, environmental applications of AI, feature reduction, filtering, financial-economics modeling, fuzzy logic, genetic algorithms, hybrid systems, image and video processing, medical AI applications, multi-agent systems, ontology, optimization, pattern recognition, support vector machines, text mining, and Web-social media data AI modeling.

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