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CPU和DRAM加速任务划分方法:大数据处理中Hash Joins的加速实例 被引量:3
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作者 吴林阳 罗蓉 +1 位作者 郭雪婷 郭崎 《计算机研究与发展》 EI CSCD 北大核心 2018年第2期289-304,共16页
硬件加速器能够有效地提高当前计算机系统的能效.然而,传统的硬件加速器(如GPU,FPGA和定制的加速器)和内存是相互分离的,加速器和内存之间的数据移动难以避免,这使得如何降低加速器和内存之间数据移动的开销成为极具挑战性的问题.随着... 硬件加速器能够有效地提高当前计算机系统的能效.然而,传统的硬件加速器(如GPU,FPGA和定制的加速器)和内存是相互分离的,加速器和内存之间的数据移动难以避免,这使得如何降低加速器和内存之间数据移动的开销成为极具挑战性的问题.随着靠近数据的处理技术(near-dataprocessing)和3D堆叠DRAM的出现,我们能够将硬件加速器集成到3D堆叠DRAM中,使得数据移动的开销大大降低.然而,由于3D堆叠DRAM对面积、功耗和散热具有严格的限制,所以不可能将一个功能复杂的硬件加速器完整地集成到DRAM中.因此,在设计内存端的硬件加速器时,应该考虑将加速任务在CPU和加速器之间合理地进行划分.以加速大数据系统中的一个关键操作hash joins为例子,阐述了CPU和内存端加速任务划分的设计思想.以减少数据移动为出发点,设计了一个包含内存端定制加速器和处理器端SIMD加速单元的混合加速系统,并对应用进行分析,将加速任务划分到不同的加速器.其中,内存端的加速器用于加速数据移动受限的执行阶段,而处理器端SIMD加速单元则用于加速数据移动开销较低成本的执行阶段.实验结果表明:与英特尔的Haswell处理器和Xeon Phi相比,设计的混合加速系统的能效分别提升了47.52倍和19.81倍.此外,提出的以数据移动为驱动的方法很容易扩展于指导其他应用的加速设计. 展开更多
关键词 3D堆叠内存 加速器 大数据 HASH joins RADIX joins算法的优化版本 hash分区加速器
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ZTE Joins World's Top Three GSM Vendors
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作者 ZTE Corporation 《ZTE Communications》 2010年第1期F0003-F0003,共1页
ZTE Corporation, a leading global provider of telecommunications equipment and networking, has announced at the GSMA World Mobile Congress Barcelona 2010 that its global GSM sales continued to grow fast in 2009, with ... ZTE Corporation, a leading global provider of telecommunications equipment and networking, has announced at the GSMA World Mobile Congress Barcelona 2010 that its global GSM sales continued to grow fast in 2009, with a shipment of over 750,000 carrier frequencies in the past year. As its share in the global newly added market rose to almost 20%, ZTE is now one of the top 3 equipment vendors in the industry. In 2009, ZTE successfully sold its GSM products to world-class multinational operators such as Telenor, Teliasonera and Cell C, making large-scale advancements in European and emerging markets. 展开更多
关键词 GSM ZTE joins World’s Top Three GSM Vendors World
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ZTE Joins Global IT Leaders on Cloud Computing Standards Study Group
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作者 ZTE Corporation 《ZTE Communications》 2012年第1期F0003-F0003,共1页
ZTE Corporation announced on 1 March that it will join global information technology leaders in a cloud computing standards study group.
关键词 ZTE joins Global IT Leaders on Cloud Computing Standards Study Group IT
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ZTE Joins Bridge Mobile Alliance as a New Alliance Member
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《ZTE Communications》 2005年第3期33-33,共1页
关键词 ZTE joins Bridge Mobile Alliance as a New Alliance Member BMA
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Efficient Processing of Multi-way Joins Using MapReduce
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作者 Linlin Ding Siping Liu +2 位作者 Yu Liu Aili Liu Baoyan Song 《国际计算机前沿大会会议论文集》 2015年第1期23-24,共2页
Multi-way join is critical for many big data applications such as data mining and knowledge discovery. Even though lots of research have been devoted to processing multi-way joins using MapReduce, there are still seve... Multi-way join is critical for many big data applications such as data mining and knowledge discovery. Even though lots of research have been devoted to processing multi-way joins using MapReduce, there are still several problems in general to be further improved, such as transferring numerous unpromising intermediate data and lacking of better coordination mechanisms. This work proposes an efficient multi-way joins processing model using MapReduce, named Sharing-Coordination-MapReduce (SC-MapReduce), which has the functions of sharing and coordination. Our SC-MapReduce model can filter the unpromising intermediatedata largely by using the sharing mechanism and optimize the multiple tasks coordination of multi-way joins. Extensive experiments show that the proposed model is efficient, robust and scalable. 展开更多
关键词 MAPREDUCE multi-way joins SHARING and COORDINATION
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China Joins the World
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《China Today》 2000年第12期4-4,共1页
关键词 China joins the World
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NARI joins in EEBUS as the first Chinese member
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《China Standardization》 2018年第3期11-11,共1页
The signing ceremony between the NARI Group Corporation and the EEBUS Initiative was held in Beijing on April 17,marking that NARI officially became the first Chinese member of the EEBUS.NARI Group has actively partic... The signing ceremony between the NARI Group Corporation and the EEBUS Initiative was held in Beijing on April 17,marking that NARI officially became the first Chinese member of the EEBUS.NARI Group has actively participated in activities of international standardization organizations such 展开更多
关键词 NARI joins in EEBUS as the first Chinese member
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China Joins Hunt for Cosmic Rays
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作者 XIN Ling 《Bulletin of the Chinese Academy of Sciences》 2016年第3期133-133,共1页
On the beautiful Haizi Mountain 4,410 m above sea level in southwest China's Sichuan Province,construction work has begun on one of the world’s biggest and most sensitive cosmic ray detection facilities.Upon comp... On the beautiful Haizi Mountain 4,410 m above sea level in southwest China's Sichuan Province,construction work has begun on one of the world’s biggest and most sensitive cosmic ray detection facilities.Upon completion in 2020,the 1.2 billion yuan(180 million dollar)Large High Altitude Air Shower Observatory(LHAASO)will not only search for the sources of different types of 展开更多
关键词 LHAASO China joins Hunt for Cosmic Rays
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China Joins Mekong Countries in Fighting Cross-Border Trafficking
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作者 MA GUIHUA 《The Journal of Human Rights》 2010年第1期20-21,共2页
Zhao Xianming, a narcotics control liaison officer for Mengla county in southwest China's Yunnan Province,clearly remembered the circumstances of that Saturday.
关键词 UNICEF China joins Mekong Countries in Fighting Cross-Border Trafficking
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SICA Joins the War against HIV/AIDS
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作者 WEN CHIHUA 《The Journal of Human Rights》 2008年第4期16-17,共2页
China's arduous war against the HIV/AIDS plague gained a powerful new warrior when the State Industry & Commerce Administration (SICA) integrated an HIV prevention message into its routine duties.
关键词 HIV SICA joins the War against HIV/AIDS
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Ethiopian Airlines Joins Hands with Union Pay International for Easy Online Payment
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《ChinAfrica》 2015年第6期44-44,共1页
Ethiopian Airlines and UnionPay Interna- tional have signed a cooperation agree- ment that allows customers to pay with UnionPay cards when buying Ethiopian Airlines tickets online. The purchases can be made at both E... Ethiopian Airlines and UnionPay Interna- tional have signed a cooperation agree- ment that allows customers to pay with UnionPay cards when buying Ethiopian Airlines tickets online. The purchases can be made at both Ethiopian Airlines' Chinese website (wwwoethiopianairlines. com.cn) and English website (www.ethio- pianairlines.com). The transactions can be made with UnionPay cards starting with 62. The two organizations announced this service jointly at the UnionPay In- ternational headquarters in Shanghai on May 12. 展开更多
关键词 Ethiopian Airlines joins Hands with Union Pay International for Easy Online Payment
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Load Shedding for Window Joins over Streams 被引量:4
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作者 韩东红 王国仁 +1 位作者 肖川 周锐 《Journal of Computer Science & Technology》 SCIE EI CSCD 2007年第2期182-189,共8页
We address several load shedding techniques over sliding window joins. We first construct a dual window architectural model including aux-windows and join-windows, and build statistics on aux-windows. With the statist... We address several load shedding techniques over sliding window joins. We first construct a dual window architectural model including aux-windows and join-windows, and build statistics on aux-windows. With the statistics, we develop an effective load shedding strategy producing maximum subset join outputs. In order to accelerate the load shedding process, binary indexed trees have been utilized to reduce the cost on shedding evaluation. When streams have high arrival rates, we propose an approach incorporating front-shedding and rear-shedding, and find an optimal trade-off between them. As for the scenarios of variable speed ratio, we develop a plan reallocating CPU resources and dynamically resizing the windows. In addition, we prove that load shedding is not affected during the process of reallocation. Both synthetic and real data are used in our experiments, and the results show the promise of our strategies. 展开更多
关键词 data stream window joins load shedding dual window model window resizing
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Tapping Into Rural Assets——Lebanon Joins AIIB
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《Beijing Review》 2018年第27期6-7,共2页
The Asian Infrastructure InvestmentBank's (AIIB) Board of Governorshas approved the membershipapplication of the Republic of Lebanon, bringing AIIB's totalapproved membership to 87,according to the bank's officia... The Asian Infrastructure InvestmentBank's (AIIB) Board of Governorshas approved the membershipapplication of the Republic of Lebanon, bringing AIIB's totalapproved membership to 87,according to the bank's official.website on June 26. 展开更多
关键词 TAPPING Into RURAL ASSETS Lebanon joins AIIB
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Study on Key Joining Technology and Test Method of Steel/Al Hybrid Structure Body-in-White
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作者 Lijun Han Fuyang Liu Changhua Liu 《Journal of Materials Science and Chemical Engineering》 2024年第4期104-118,共15页
Green and low carbon promote the application and development of light-weight materials in body-in-white. Large-scale die-casting Al alloy (DCAA) and high-strength thermo-formed steel sheet (TFSS) have put forward high... Green and low carbon promote the application and development of light-weight materials in body-in-white. Large-scale die-casting Al alloy (DCAA) and high-strength thermo-formed steel sheet (TFSS) have put forward higher requirements for the application of joining technology of high-strength steel/Al dissimilar materials. Taking the new die-casting Al alloy body as an example, this paper systematically studies the progress of the latest joining methods of steel/Al dissimilar material with combination of two-layer plate and three-layer plate. By analyzing the joining technologies such as FSPR, RES, FDS and SPR, the technology and process characteristics of steel/Al dissimilar material joining are studied, and the joining technical feasibility and realization means of different material combination of the body are analyzed. The conditions of material combination, material thickness, material strength, flange height, preformed holes and joint spacing for achieving high-quality joining are given. The FSPR joining technology is developed and tested in order to meet with the joining of parts with DCAA and TFSS, especially for the joining of three-layer plates with them. It finds the method and technical basis for the realization of high quality joining of dissimilar materials, provides the early conditions for the application of large DCAA and TFSS parts in body-in-white, and meets the design requirements of new energy body. . 展开更多
关键词 BODY-IN-WHITE LIGHTWEIGHT Die-Casting Al Alloy Thermo-Formed Steel Joining
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Chinese Nation Joins in Jubilation for Hong Kong's Return
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《Women of China》 1997年第10期27-29,共3页
On July 1, 1997, Hong Kong finally returns to the motherland. July 1 was a day of Chinese national pride. Looking back, Hong Kong experienced great changes and the Chinese nation was subjected to humiliation during th... On July 1, 1997, Hong Kong finally returns to the motherland. July 1 was a day of Chinese national pride. Looking back, Hong Kong experienced great changes and the Chinese nation was subjected to humiliation during the 156 years. The Chinese nation had expected and made unremitting efforts to become stronger for more than 100 years. After resuming sovereignty over Hong Kong, the Chinese government will bring a brighter future to Hong Kong under the policies of "one country, two systems," and "Hong Kong people governing Hong Kong, with a high degree of autonomy." Hong Kong and the mainland will conduct more economic and cultural exchanges and create a more splendid future for the motherland. 展开更多
关键词 NATION Chinese Nation joins in Jubilation for Hong Kong’s Return
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Nasal Solution Joins SARS Race
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作者 Laura Nelson 秦艳艳 《当代外语研究》 2004年第8期2-3,共2页
SARS如今已引起人们的普遍关注。我们不会忘记在过去两年中,SARS给我们带来的巨大损失和灾难。如今SARS暂时得到了有效的控制,但谁也不能保证它不会再次卷土重来。现在科学家们正致力于研制SARS疫苗,以求从根本意义上解决问题。本文对... SARS如今已引起人们的普遍关注。我们不会忘记在过去两年中,SARS给我们带来的巨大损失和灾难。如今SARS暂时得到了有效的控制,但谁也不能保证它不会再次卷土重来。现在科学家们正致力于研制SARS疫苗,以求从根本意义上解决问题。本文对研究过程中的尝试及新发现做了介绍。 展开更多
关键词 Nasal Solution joins SARS Race
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Some Classes of Disconnected Antimagic Graphs and Their Joins 被引量:3
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作者 WANG Tao LIU Mingju LI Deming 《Wuhan University Journal of Natural Sciences》 CAS 2012年第3期195-199,共5页
A labeling of a graph G is a bijection from E(G) to the set {1,2,…,|E (G)| }.A labeling is antimagic if for any distinct vertices x and y,the sum of the labels on edges incident to x is different from the sum o... A labeling of a graph G is a bijection from E(G) to the set {1,2,…,|E (G)| }.A labeling is antimagic if for any distinct vertices x and y,the sum of the labels on edges incident to x is different from the sum of the labels on edges incident to y.We say that a graph is antimagic if it has an antimagic labeling.Hartsfield and Ringel conjectured in 1990 that every graph other than 2 K is antimagic.In this paper,we show that the antimagic conjecture is false for the case of disconnected graphs.Furthermore,we find some classes of disconnected graphs that are antimagic and some classes of graphs whose complement are disconnected are antimagic. 展开更多
关键词 antimagic LABELING UNION JOIN PATH
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Celanese Joins U.S.-China Energy Cooperation Program as Founding Management Board Member
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《China Chemical Reporter》 2010年第1期11-11,共1页
Celanese Corporation has become a foundingcorporate member of the U.S.-China EnergyCooperation Program (ECP) and joined theentity’s founding management board.Celaneseannounced on December 23rd,2009.This reaffirms the... Celanese Corporation has become a foundingcorporate member of the U.S.-China EnergyCooperation Program (ECP) and joined theentity’s founding management board.Celaneseannounced on December 23rd,2009.This reaffirms the company’s commitmentto environmentally sustainable growth inChina,the company’s fastest-growingregion.The mission of ECP,a private-sectorinitiated,managed and financedorganization,is to facilitate the adoption 展开更多
关键词 ECP Celanese joins U.S China Energy Cooperation Program as Founding Management Board Member
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Joins of 1-Planar Graphs
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作者 Július CZAP Dvid HUDK Tom MADARAS 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2014年第11期1867-1876,共10页
A graph is called 1-planar if it admits a drawing in the plane such that each edge is crossed at most once.In this paper,we study 1-planar graph joins.We prove that the join G + H is 1-planar if and only if the pair ... A graph is called 1-planar if it admits a drawing in the plane such that each edge is crossed at most once.In this paper,we study 1-planar graph joins.We prove that the join G + H is 1-planar if and only if the pair [G,H] is subgraph-majorized by one of pairs [C3 ∪ C3,C3],[C4,C4],[C4,C3],[K2,1,1,P3] in the case when both elements of the graph join have at least three vertices.If one element has at most two vertices,then we give several necessary/sufficient conditions for the bigger element. 展开更多
关键词 1-Planar graph join product
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RIDING THE RELOCATION EXPRESS An ethnic group in southwest China joins the national drive for progress
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作者 Wen Qing 《Beijing Review》 2020年第39期12-15,共4页
A Sunday in early fall is a good time for those living in the Mu'endi community to enjoy their new life after their busy relocation here recently.At the Central Square,the community elders can be seen chatting and... A Sunday in early fall is a good time for those living in the Mu'endi community to enjoy their new life after their busy relocation here recently.At the Central Square,the community elders can be seen chatting and laughing in the warm sun.Young women sit on the lush green lawns,keeping an eye on their toddlers while embellishing their homemade clothes with the unique embroidery of their community.The only store in the community bustles with boisterous children scrambling to buy lollipops. 展开更多
关键词 JOIN SOUTHWEST EXPRESS
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