Introduction to the Cell Multiprocessor
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Wind Rose Data Comes in the Form >200,000 Wind Rose Images
Making Wind Speed and Direction Maps Rich Stromberg Alaska Energy Authority [email protected]/907-771-3053 6/30/2011 Wind Direction Maps 1 Wind rose data comes in the form of >200,000 wind rose images across Alaska 6/30/2011 Wind Direction Maps 2 Wind rose data is quantified in very large Excel™ spreadsheets for each region of the state • Fields: X Y X_1 Y_1 FILE FREQ1 FREQ2 FREQ3 FREQ4 FREQ5 FREQ6 FREQ7 FREQ8 FREQ9 FREQ10 FREQ11 FREQ12 FREQ13 FREQ14 FREQ15 FREQ16 SPEED1 SPEED2 SPEED3 SPEED4 SPEED5 SPEED6 SPEED7 SPEED8 SPEED9 SPEED10 SPEED11 SPEED12 SPEED13 SPEED14 SPEED15 SPEED16 POWER1 POWER2 POWER3 POWER4 POWER5 POWER6 POWER7 POWER8 POWER9 POWER10 POWER11 POWER12 POWER13 POWER14 POWER15 POWER16 WEIBC1 WEIBC2 WEIBC3 WEIBC4 WEIBC5 WEIBC6 WEIBC7 WEIBC8 WEIBC9 WEIBC10 WEIBC11 WEIBC12 WEIBC13 WEIBC14 WEIBC15 WEIBC16 WEIBK1 WEIBK2 WEIBK3 WEIBK4 WEIBK5 WEIBK6 WEIBK7 WEIBK8 WEIBK9 WEIBK10 WEIBK11 WEIBK12 WEIBK13 WEIBK14 WEIBK15 WEIBK16 6/30/2011 Wind Direction Maps 3 Data set is thinned down to wind power density • Fields: X Y • POWER1 POWER2 POWER3 POWER4 POWER5 POWER6 POWER7 POWER8 POWER9 POWER10 POWER11 POWER12 POWER13 POWER14 POWER15 POWER16 • Power1 is the wind power density coming from the north (0 degrees). Power 2 is wind power from 22.5 deg.,…Power 9 is south (180 deg.), etc… 6/30/2011 Wind Direction Maps 4 Spreadsheet calculations X Y POWER1 POWER2 POWER3 POWER4 POWER5 POWER6 POWER7 POWER8 POWER9 POWER10 POWER11 POWER12 POWER13 POWER14 POWER15 POWER16 Max Wind Dir Prim 2nd Wind Dir Sec -132.7365 54.4833 0.643 0.767 1.911 4.083 -
Ebook - Informations About Operating Systems Version: August 15, 2006 | Download
eBook - Informations about Operating Systems Version: August 15, 2006 | Download: www.operating-system.org AIX Internet: AIX AmigaOS Internet: AmigaOS AtheOS Internet: AtheOS BeIA Internet: BeIA BeOS Internet: BeOS BSDi Internet: BSDi CP/M Internet: CP/M Darwin Internet: Darwin EPOC Internet: EPOC FreeBSD Internet: FreeBSD HP-UX Internet: HP-UX Hurd Internet: Hurd Inferno Internet: Inferno IRIX Internet: IRIX JavaOS Internet: JavaOS LFS Internet: LFS Linspire Internet: Linspire Linux Internet: Linux MacOS Internet: MacOS Minix Internet: Minix MorphOS Internet: MorphOS MS-DOS Internet: MS-DOS MVS Internet: MVS NetBSD Internet: NetBSD NetWare Internet: NetWare Newdeal Internet: Newdeal NEXTSTEP Internet: NEXTSTEP OpenBSD Internet: OpenBSD OS/2 Internet: OS/2 Further operating systems Internet: Further operating systems PalmOS Internet: PalmOS Plan9 Internet: Plan9 QNX Internet: QNX RiscOS Internet: RiscOS Solaris Internet: Solaris SuSE Linux Internet: SuSE Linux Unicos Internet: Unicos Unix Internet: Unix Unixware Internet: Unixware Windows 2000 Internet: Windows 2000 Windows 3.11 Internet: Windows 3.11 Windows 95 Internet: Windows 95 Windows 98 Internet: Windows 98 Windows CE Internet: Windows CE Windows Family Internet: Windows Family Windows ME Internet: Windows ME Seite 1 von 138 eBook - Informations about Operating Systems Version: August 15, 2006 | Download: www.operating-system.org Windows NT 3.1 Internet: Windows NT 3.1 Windows NT 4.0 Internet: Windows NT 4.0 Windows Server 2003 Internet: Windows Server 2003 Windows Vista Internet: Windows Vista Windows XP Internet: Windows XP Apple - Company Internet: Apple - Company AT&T - Company Internet: AT&T - Company Be Inc. - Company Internet: Be Inc. - Company BSD Family Internet: BSD Family Cray Inc. -
Ray Tracing on the Cell Processor
Ray Tracing on the Cell Processor Carsten Benthin† Ingo Wald Michael Scherbaum† Heiko Friedrich‡ †inTrace Realtime Ray Tracing GmbH SCI Institute, University of Utah ‡Saarland University {benthin, scherbaum}@intrace.com, [email protected], [email protected] Abstract band”) architectures1 to hide memory latencies, at exposing par- Over the last three decades, higher CPU performance has been allelism through SIMD units, and at multi-core architectures. At achieved almost exclusively by raising the CPU’s clock rate. Today, least for specialized tasks such as triangle rasterization, these con- the resulting power consumption and heat dissipation threaten to cepts have been proven as very powerful, and have made modern end this trend, and CPU designers are looking for alternative ways GPUs as fast as they are; for example, a Nvidia 7800 GTX offers of providing more compute power. In particular, they are looking 313 GFlops [16], 35 times more than a 2.2 GHz AMD Opteron towards three concepts: a streaming compute model, vector-like CPU. Today, there seems to be a convergence between CPUs and SIMD units, and multi-core architectures. One particular example GPUs, with GPUs—already using the streaming compute model, of such an architecture is the Cell Broadband Engine Architecture SIMD, and multi-core—become increasingly programmable, and (CBEA), a multi-core processor that offers a raw compute power CPUs are getting equipped with more and more cores and stream- of up to 200 GFlops per 3.2 GHz chip. The Cell bears a huge po- ing functionalities. Most commodity CPUs already offer 2–8 tential for compute-intensive applications like ray tracing, but also cores [1, 9, 10, 25], and desktop PCs with more cores can be built requires addressing the challenges caused by this processor’s un- by stacking and interconnecting smaller multi-core systems (mostly conventional architecture. -
IBM System P5 Quad-Core Module Based on POWER5+ Technology: Technical Overview and Introduction
Giuliano Anselmi Redpaper Bernard Filhol SahngShin Kim Gregor Linzmeier Ondrej Plachy Scott Vetter IBM System p5 Quad-Core Module Based on POWER5+ Technology: Technical Overview and Introduction The quad-core module (QCM) is based on the well-known POWER5™ dual-core module (DCM) technology. The dual-core POWER5 processor and the dual-core POWER5+™ processor are packaged with the L3 cache chip into a cost-effective DCM package. The QCM is a package that enables entry-level or midrange IBM® System p5™ servers to achieve additional processing density without increasing the footprint. Figure 1 shows the DCM and QCM physical views and the basic internal architecture. to I/O to I/O Core Core 1.5 GHz 1.5 GHz Enhanced Enhanced 1.9 MB MB 1.9 1.9 MB MB 1.9 L2 cache L2 L2 cache switch distributed switch distributed switch 1.9 GHz POWER5 Core Core core or CPU or core 1.5 GHz L3 Mem 1.5 GHz L3 Mem L2 cache L2 ctrl ctrl ctrl ctrl Enhanced distributed Enhanced 1.9 MB Shared Shared MB 1.9 Ctrl 1.9 GHz L3 Mem Ctrl POWER5 core or CPU or core 36 MB 36 MB 36 L3 cache L3 cache L3 DCM 36 MB QCM L3 cache L3 to memory to memory DIMMs DIMMs POWER5+ Dual-Core Module POWER5+ Quad-Core Module One Dual-Core-chip Two Dual-Core-chips plus two L3-cache-chips plus one L3-cache-chip Figure 1 DCM and QCM physical views and basic internal architecture © Copyright IBM Corp. 2006. -
Power4 Focuses on Memory Bandwidth IBM Confronts IA-64, Says ISA Not Important
VOLUME 13, NUMBER 13 OCTOBER 6,1999 MICROPROCESSOR REPORT THE INSIDERS’ GUIDE TO MICROPROCESSOR HARDWARE Power4 Focuses on Memory Bandwidth IBM Confronts IA-64, Says ISA Not Important by Keith Diefendorff company has decided to make a last-gasp effort to retain control of its high-end server silicon by throwing its consid- Not content to wrap sheet metal around erable financial and technical weight behind Power4. Intel microprocessors for its future server After investing this much effort in Power4, if IBM fails business, IBM is developing a processor it to deliver a server processor with compelling advantages hopes will fend off the IA-64 juggernaut. Speaking at this over the best IA-64 processors, it will be left with little alter- week’s Microprocessor Forum, chief architect Jim Kahle de- native but to capitulate. If Power4 fails, it will also be a clear scribed IBM’s monster 170-million-transistor Power4 chip, indication to Sun, Compaq, and others that are bucking which boasts two 64-bit 1-GHz five-issue superscalar cores, a IA-64, that the days of proprietary CPUs are numbered. But triple-level cache hierarchy, a 10-GByte/s main-memory IBM intends to resist mightily, and, based on what the com- interface, and a 45-GByte/s multiprocessor interface, as pany has disclosed about Power4 so far, it may just succeed. Figure 1 shows. Kahle said that IBM will see first silicon on Power4 in 1Q00, and systems will begin shipping in 2H01. Looking for Parallelism in All the Right Places With Power4, IBM is targeting the high-reliability servers No Holds Barred that will power future e-businesses. -
The Evolution of Ibm Research Looking Back at 50 Years of Scientific Achievements and Innovations
FEATURES THE EVOLUTION OF IBM RESEARCH LOOKING BACK AT 50 YEARS OF SCIENTIFIC ACHIEVEMENTS AND INNOVATIONS l Chris Sciacca and Christophe Rossel – IBM Research – Zurich, Switzerland – DOI: 10.1051/epn/2014201 By the mid-1950s IBM had established laboratories in New York City and in San Jose, California, with San Jose being the first one apart from headquarters. This provided considerable freedom to the scientists and with its success IBM executives gained the confidence they needed to look beyond the United States for a third lab. The choice wasn’t easy, but Switzerland was eventually selected based on the same blend of talent, skills and academia that IBM uses today — most recently for its decision to open new labs in Ireland, Brazil and Australia. 16 EPN 45/2 Article available at http://www.europhysicsnews.org or http://dx.doi.org/10.1051/epn/2014201 THE evolution OF IBM RESEARCH FEATURES he Computing-Tabulating-Recording Com- sorting and disseminating information was going to pany (C-T-R), the precursor to IBM, was be a big business, requiring investment in research founded on 16 June 1911. It was initially a and development. Tmerger of three manufacturing businesses, He began hiring the country’s top engineers, led which were eventually molded into the $100 billion in- by one of world’s most prolific inventors at the time: novator in technology, science, management and culture James Wares Bryce. Bryce was given the task to in- known as IBM. vent and build the best tabulating, sorting and key- With the success of C-T-R after World War I came punch machines. -
IBM Research AI Residency Program
IBM Research AI Residency Program The IBM Research™ AI Residency Program is a 13-month program Topics of focus include: that provides opportunity for scientists, engineers, domain experts – Trust in AI (Causal modeling, fairness, explainability, and entrepreneurs to conduct innovative research and development robustness, transparency, AI ethics) on important and emerging topics in Artificial Intelligence (AI). The program aims at creating and investigating novel approaches – Natural Language Processing and Understanding in AI that progress capabilities towards significant technical (Question and answering, reading comprehension, and real-world challenges. AI Residents work closely with IBM language embeddings, dialog, multi-lingual NLP) Research scientists and are expected to fully complete a project – Knowledge and Reasoning (Knowledge/graph embeddings, within the 13-month residency. The results of the project may neuro-symbolic reasoning) include publications in top AI conferences and journals, development of prototypes demonstrating important new AI functionality – AI Automation, Scaling, and Management (Automated data and fielding of working AI systems. science, neural architecture search, AutoML, transfer learning, few-shot/one-shot/meta learning, active learning, AI planning, As part of the selection process, candidates must submit parallel and distributed learning) a 500-word statement of research interest and goals. – AI and Software Engineering (Big code analysis and understanding, software life cycle including modernize, build, debug, test and manage, software synthesis including refactoring and automated programming) – Human-Centered AI (HCI of AI, human-AI collaboration, AI interaction models and modalities, conversational AI, novel AI experiences, visual AI and data visualization) Deadline to apply: January 31, 2021 Earliest start date: June 1, 2021 Duration: 13 months Locations: IBM Thomas J. -
Implementing Powerpc Linux on System I Platform
Front cover Implementing POWER Linux on IBM System i Platform Planning and configuring Linux servers on IBM System i platform Linux distribution on IBM System i Platform installation guide Tips to run Linux servers on IBM System i platform Yessong Johng Erwin Earley Rico Franke Vlatko Kosturjak ibm.com/redbooks International Technical Support Organization Implementing POWER Linux on IBM System i Platform February 2007 SG24-6388-01 Note: Before using this information and the product it supports, read the information in “Notices” on page vii. Second Edition (February 2007) This edition applies to i5/OS V5R4, SLES10 and RHEL4. © Copyright International Business Machines Corporation 2005, 2007. All rights reserved. Note to U.S. Government Users Restricted Rights -- Use, duplication or disclosure restricted by GSA ADP Schedule Contract with IBM Corp. Contents Notices . vii Trademarks . viii Preface . ix The team that wrote this redbook. ix Become a published author . xi Comments welcome. xi Chapter 1. Introduction to Linux on System i platform . 1 1.1 Concepts and terminology . 2 1.1.1 System i platform . 2 1.1.2 Hardware management console . 4 1.1.3 Virtual Partition Manager (VPM) . 10 1.2 Brief introduction to Linux and Linux on System i platform . 12 1.2.1 Linux on System i platform . 12 1.3 Differences between existing Power5-based System i and previous System i models 13 1.3.1 Linux enhancements on Power5 / Power5+ . 14 1.4 Where to go for more information . 15 Chapter 2. Configuration planning . 17 2.1 Concepts and terminology . 18 2.1.1 Processor concepts . -
A Developer's Guide to the POWER Architecture
http://www.ibm.com/developerworks/linux/library/l-powarch/ 7/26/2011 10:53 AM English Sign in (or register) Technical topics Evaluation software Community Events A developer's guide to the POWER architecture POWER programming by the book Brett Olsson , Processor architect, IBM Anthony Marsala , Software engineer, IBM Summary: POWER® processors are found in everything from supercomputers to game consoles and from servers to cell phones -- and they all share a common architecture. This introduction to the PowerPC application-level programming model will give you an overview of the instruction set, important registers, and other details necessary for developing reliable, high performing POWER applications and maintaining code compatibility among processors. Date: 30 Mar 2004 Level: Intermediate Also available in: Japanese Activity: 22383 views Comments: The POWER architecture and the application-level programming model are common across all branches of the POWER architecture family tree. For detailed information, see the product user's manuals available in the IBM® POWER Web site technical library (see Resources for a link). The POWER architecture is a Reduced Instruction Set Computer (RISC) architecture, with over two hundred defined instructions. POWER is RISC in that most instructions execute in a single cycle and typically perform a single operation (such as loading storage to a register, or storing a register to memory). The POWER architecture is broken up into three levels, or "books." By segmenting the architecture in this way, code compatibility can be maintained across implementations while leaving room for implementations to choose levels of complexity for price/performances trade-offs. The levels are: Book I. -
From Blue Gene to Cell Power.Org Moscow, JSCC Technical Day November 30, 2005
IBM eServer pSeries™ From Blue Gene to Cell Power.org Moscow, JSCC Technical Day November 30, 2005 Dr. Luigi Brochard IBM Distinguished Engineer Deep Computing Architect [email protected] © 2004 IBM Corporation IBM eServer pSeries™ Technology Trends As frequency increase is limited due to power limitation Dual core is a way to : 2 x Peak Performance per chip (and per cycle) But at the expense of frequency (around 20% down) Another way is to increase Flop/cycle © 2004 IBM Corporation IBM eServer pSeries™ IBM innovations POWER : FMA in 1990 with POWER: 2 Flop/cycle/chip Double FMA in 1992 with POWER2 : 4 Flop/cycle/chip Dual core in 2001 with POWER4: 8 Flop/cycle/chip Quadruple core modules in Oct 2005 with POWER5: 16 Flop/cycle/module PowerPC: VMX in 2003 with ppc970FX : 8 Flops/cycle/core, 32bit only Dual VMX+ FMA with pp970MP in 1Q06 Blue Gene: Low frequency , system on a chip, tight integration of thousands of cpus Cell : 8 SIMD units and a ppc970 core on a chip : 64 Flop/cycle/chip © 2004 IBM Corporation IBM eServer pSeries™ Technology Trends As needs diversify, systems are heterogeneous and distributed GRID technologies are an essential part to create cooperative environments based on standards © 2004 IBM Corporation IBM eServer pSeries™ IBM innovations IBM is : a sponsor of Globus Alliances contributing to Globus Tool Kit open souce a founding member of Globus Consortium IBM is extending its products Global file systems : – Multi platform and multi cluster GPFS Meta schedulers : – Multi platform -
IBM Powerpc 970 (A.K.A. G5)
IBM PowerPC 970 (a.k.a. G5) Ref 1 David Benham and Yu-Chung Chen UIC – Department of Computer Science CS 466 PPC 970FX overview ● 64-bit RISC ● 58 million transistors ● 512 KB of L2 cache and 96KB of L1 cache ● 90um process with a die size of 65 sq. mm ● Native 32 bit compatibility ● Maximum clock speed of 2.7 Ghz ● SIMD instruction set (Altivec) ● 42 watts @ 1.8 Ghz (1.3 volts) ● Peak data bandwidth of 6.4 GB per second A picture is worth a 2^10 words (approx.) Ref 2 A little history ● PowerPC processor line is a product of the AIM alliance formed in 1991. (Apple, IBM, and Motorola) ● PPC 601 (G1) - 1993 ● PPC 603 (G2) - 1995 ● PPC 750 (G3) - 1997 ● PPC 7400 (G4) - 1999 ● PPC 970 (G5) - 2002 ● AIM alliance dissolved in 2005 Processor Ref 3 Ref 3 Core details ● 16(int)-25(vector) stage pipeline ● Large number of 'in flight' instructions (various stages of execution) - theoretical limit of 215 instructions ● 512 KB L2 cache ● 96 KB L1 cache – 64 KB I-Cache – 32 KB D-Cache Core details continued ● 10 execution units – 2 load/store operations – 2 fixed-point register-register operations – 2 floating-point operations – 1 branch operation – 1 condition register operation – 1 vector permute operation – 1 vector ALU operation ● 32 64 bit general purpose registers, 32 64 bit floating point registers, 32 128 vector registers Pipeline Ref 4 Benchmarks ● SPEC2000 ● BLAST – Bioinformatics ● Amber / jac - Structure biology ● CFD lab code SPEC CPU2000 ● IBM eServer BladeCenter JS20 ● PPC 970 2.2Ghz ● SPECint2000 ● Base: 986 Peak: 1040 ● SPECfp2000 ● Base: 1178 Peak: 1241 ● Dell PowerEdge 1750 Xeon 3.06Ghz ● SPECint2000 ● Base: 1031 Peak: 1067 Apple’s SPEC Results*2 ● SPECfp2000 ● Base: 1030 Peak: 1044 BLAST Ref. -
Treatment and Differential Diagnosis Insights for the Physician's
Treatment and differential diagnosis insights for the physician’s consideration in the moments that matter most The role of medical imaging in global health systems is literally fundamental. Like labs, medical images are used at one point or another in almost every high cost, high value episode of care. Echocardiograms, CT scans, mammograms, and x-rays, for example, “atlas” the body and help chart a course forward for a patient’s care team. Imaging precision has improved as a result of technological advancements and breakthroughs in related medical research. Those advancements also bring with them exponential growth in medical imaging data. The capabilities referenced throughout this document are in the research and development phase and are not available for any use, commercial or non-commercial. Any statements and claims related to the capabilities referenced are aspirational only. There were roughly 800 million multi-slice exams performed in the United States in 2015 alone. Those studies generated approximately 60 billion medical images. At those volumes, each of the roughly 31,000 radiologists in the U.S. would have to view an image every two seconds of every working day for an entire year in order to extract potentially life-saving information from a handful of images hidden in a sea of data. 31K 800MM 60B radiologists exams medical images What’s worse, medical images remain largely disconnected from the rest of the relevant data (lab results, patient-similar cases, medical research) inside medical records (and beyond them), making it difficult for physicians to place medical imaging in the context of patient histories that may unlock clues to previously unconsidered treatment pathways.