IBM POWER Microprocessors
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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 -
Copyrighted Material
CHAPTER 1 MULTI- AND MANY-CORES, ARCHITECTURAL OVERVIEW FOR PROGRAMMERS Lasse Natvig, Alexandru Iordan, Mujahed Eleyat, Magnus Jahre and Jorn Amundsen 1.1 INTRODUCTION 1.1.1 Fundamental Techniques Parallelism hasCOPYRIGHTED been used since the early days of computing MATERIAL to enhance performance. From the first computers to the most modern sequential processors (also called uni- processors), the main concepts introduced by von Neumann [20] are still in use. How- ever, the ever-increasing demand for computing performance has pushed computer architects toward implementing different techniques of parallelism. The von Neu- mann architecture was initially a sequential machine operating on scalar data with bit-serial operations [20]. Word-parallel operations were made possible by using more complex logic that could perform binary operations in parallel on all the bits in a computer word, and it was just the start of an adventure of innovations in parallel computer architectures. Programming Multicore and Many-core Computing Systems, 3 First Edition. Edited by Sabri Pllana and Fatos Xhafa. © 2017 John Wiley & Sons, Inc. Published 2017 by John Wiley & Sons, Inc. 4 MULTI- AND MANY-CORES, ARCHITECTURAL OVERVIEW FOR PROGRAMMERS Prefetching is a 'look-ahead technique' that was introduced quite early and is a way of parallelism that is used at several levels and in different components of a computer today. Both data and instructions are very often accessed sequentially. Therefore, when accessing an element (instruction or data) at address k, an auto- matic access to address k+1 will bring the element to where it is needed before it is accessed and thus eliminates or reduces waiting time. -
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. -
Robust Architectural Support for Transactional Memory in the Power Architecture
Robust Architectural Support for Transactional Memory in the Power Architecture Harold W. Cain∗ Brad Frey Derek Williams IBM Research IBM STG IBM STG Yorktown Heights, NY, USA Austin, TX, USA Austin, TX, USA [email protected] [email protected] [email protected] Maged M. Michael Cathy May Hung Le IBM Research IBM Research (retired) IBM STG Yorktown Heights, NY, USA Yorktown Heights, NY, USA Austin, TX, USA [email protected] [email protected] [email protected] ABSTRACT in current p795 systems, with 8 TB of DRAM), as well as On the twentieth anniversary of the original publication [10], strengths in RAS that differentiate it in the market, adding following ten years of intense activity in the research lit- TM must not compromise any of these virtues. A robust erature, hardware support for transactional memory (TM) system is one that is sturdy in construction, a trait that has finally become a commercial reality, with HTM-enabled does not usually come to mind in respect to HTM systems. chips currently or soon-to-be available from many hardware We structured TM to work in harmony with features that vendors. In this paper we describe architectural support for support the architecture's scalability. Our goal has been to TM provide a comprehensive programming environment includ- TM added to a future version of the Power ISA . Two im- ing support for simple system calls and debug aids, while peratives drove the development: the desire to complement providing a robust (in the sense of "no surprises") execu- our weakly-consistent memory model with a more friendly tion environment with reasonably consistent performance interface to simplify the development and porting of multi- and without unexpected transaction failures.2 TM must be threaded applications, and the need for robustness beyond usable throughout the system stack: in hypervisors, oper- that of some early implementations. -
POWER® Processor-Based Systems
IBM® Power® Systems RAS Introduction to IBM® Power® Reliability, Availability, and Serviceability for POWER9® processor-based systems using IBM PowerVM™ With Updates covering the latest 4+ Socket Power10 processor-based systems IBM Systems Group Daniel Henderson, Irving Baysah Trademarks, Copyrights, Notices and Acknowledgements Trademarks IBM, the IBM logo, and ibm.com are trademarks or registered trademarks of International Business Machines Corporation in the United States, other countries, or both. These and other IBM trademarked terms are marked on their first occurrence in this information with the appropriate symbol (® or ™), indicating US registered or common law trademarks owned by IBM at the time this information was published. Such trademarks may also be registered or common law trademarks in other countries. A current list of IBM trademarks is available on the Web at http://www.ibm.com/legal/copytrade.shtml The following terms are trademarks of the International Business Machines Corporation in the United States, other countries, or both: Active AIX® POWER® POWER Power Power Systems Memory™ Hypervisor™ Systems™ Software™ Power® POWER POWER7 POWER8™ POWER® PowerLinux™ 7® +™ POWER® PowerHA® POWER6 ® PowerVM System System PowerVC™ POWER Power Architecture™ ® x® z® Hypervisor™ Additional Trademarks may be identified in the body of this document. Other company, product, or service names may be trademarks or service marks of others. Notices The last page of this document contains copyright information, important notices, and other information. Acknowledgements While this whitepaper has two principal authors/editors it is the culmination of the work of a number of different subject matter experts within IBM who contributed ideas, detailed technical information, and the occasional photograph and section of description. -
Openpower AI CERN V1.Pdf
Moore’s Law Processor Technology Firmware / OS Linux Accelerator sSoftware OpenStack Storage Network ... Price/Performance POWER8 2000 2020 DRAM Memory Chips Buffer Power8: Up to 12 Cores, up to 96 Threads L1, L2, L3 + L4 Caches Up to 1 TB per socket https://www.ibm.com/blogs/syst Up to 230 GB/s sustained memory ems/power-systems- openpower-enable- bandwidth acceleration/ System System Memory Memory 115 GB/s 115 GB/s POWER8 POWER8 CPU CPU NVLink NVLink 80 GB/s 80 GB/s P100 P100 P100 P100 GPU GPU GPU GPU GPU GPU GPU GPU Memory Memory Memory Memory GPU PCIe CPU 16 GB/s System bottleneck Graphics System Memory Memory IBM aDVantage: data communication and GPU performance POWER8 + 78 ms Tesla P100+NVLink x86 baseD 170 ms GPU system ImageNet / Alexnet: Minibatch size = 128 ADD: Coherent Accelerator Processor Interface (CAPI) FPGA CAPP PCIe POWER8 Processor ...FPGAs, networking, memory... Typical I/O MoDel Flow Copy or Pin MMIO Notify Poll / Int Copy or Unpin Ret. From DD DD Call Acceleration Source Data Accelerator Completion Result Data Completion Flow with a Coherent MoDel ShareD Mem. ShareD Memory Acceleration Notify Accelerator Completion Focus on Enterprise Scale-Up Focus on Scale-Out and Enterprise Future Technology and Performance DriVen Cost and Acceleration DriVen Partner Chip POWER6 Architecture POWER7 Architecture POWER8 Architecture POWER9 Architecture POWER10 POWER8/9 2007 2008 2010 2012 2014 2016 2017 TBD 2018 - 20 2020+ POWER6 POWER6+ POWER7 POWER7+ POWER8 POWER8 P9 SO P9 SU P9 SO 2 cores 2 cores 8 cores 8 cores 12 cores w/ NVLink -
18-741 Advanced Computer Architecture Lecture 1: Intro And
18-742 Fall 2012 Parallel Computer Architecture Lecture 10: Multithreading II Prof. Onur Mutlu Carnegie Mellon University 9/28/2012 Reminder: Review Assignments Due: Sunday, September 30, 11:59pm. Mutlu, “Some Ideas and Principles for Achieving Higher System Energy Efficiency,” NSF Position Paper and Presentation 2012. Ebrahimi et al., “Parallel Application Memory Scheduling,” MICRO 2011. Seshadri et al., “The Evicted-Address Filter: A Unified Mechanism to Address Both Cache Pollution and Thrashing,” PACT 2012. Pekhimenko et al., “Linearly Compressed Pages: A Main Memory Compression Framework with Low Complexity and Low Latency,” CMU SAFARI Technical Report 2012. 2 Feedback on Project Proposals In your email General feedback points Concrete mechanisms, even if not fully right, is a good place to start testing your ideas 3 Last Lecture Asymmetry in Memory Scheduling Wrap up Asymmetry Multithreading Fine-grained Coarse-grained 4 Today More Multithreading 5 More Multithreading 6 Readings: Multithreading Required Spracklen and Abraham, “Chip Multithreading: Opportunities and Challenges,” HPCA Industrial Session, 2005. Kalla et al., “IBM Power5 Chip: A Dual-Core Multithreaded Processor,” IEEE Micro 2004. Tullsen et al., “Exploiting choice: instruction fetch and issue on an implementable simultaneous multithreading processor,” ISCA 1996. Eyerman and Eeckhout, “A Memory-Level Parallelism Aware Fetch Policy for SMT Processors,” HPCA 2007. Recommended Hirata et al., “An Elementary Processor Architecture with Simultaneous Instruction Issuing from Multiple Threads,” ISCA 1992 Smith, “A pipelined, shared resource MIMD computer,” ICPP 1978. Gabor et al., “Fairness and Throughput in Switch on Event Multithreading,” MICRO 2006. Agarwal et al., “APRIL: A Processor Architecture for Multiprocessing,” ISCA 1990. 7 Review: Fine-grained vs. -
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 -
Professor Won Woo Ro, School of Electrical and Electronic Engineering Yonsei University the Intel® 4004 Microprocessor, Introdu
Professor Won Woo Ro, School of Electrical and Electronic Engineering Yonsei University The 1st Microprocessor The Intel® 4004 microprocessor, introduced in November 1971 An electronics revolution that changed our world. There were no customer‐ programmable microprocessors on the market before the 4004. It propelled software into the limelight as a key player in the world of digital electronics design. 4004 Microprocessor Display at New Intel Museum A Japanese calculator maker (Busicom) asked to design: A set of 12 custom logic chips for a line of programmable calculators. Marcian E. "Ted" Hoff Recognized the integrated circuit technology (of the day) had advanced enough to build a single chip, general purpose computer. Federico Faggin to turn Hoff's vision into a silicon reality. (In less than one year, Faggin and his team delivered the 4004, which was introduced in November, 1971.) The world's first microprocessor application was this Busicom calculator. (sold about 100,000 calculators.) Measuring 1/8 inch wide by 1/6 inch long, consisting of 2,300 transistors, Intel’s 4004 microprocessor had as much computing power as the first electronic computer, ENIAC. 2 inch 4004 and 12 inch Core™2 Duo wafer ENIAC, built in 1946, filled 3000‐cubic‐ feet of space and contained 18,000 vacuum tubes. The 4004 microprocessor could execute 60,000 operations per second Running frequency: 108 KHz Founders wanted to name their new company Moore Noyce. However the name sounds very much similar to “more noise”. "Only the paranoid survive". Moore received a B.S. degree in Chemistry from the University of California, Berkeley in 1950 and a Ph.D. -
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. -
Hard Real-Time Performances in Multiprocessor-Embedded Systems Using ASMP-Linux
Hindawi Publishing Corporation EURASIP Journal on Embedded Systems Volume 2008, Article ID 582648, 16 pages doi:10.1155/2008/582648 Research Article Hard Real-Time Performances in Multiprocessor-Embedded Systems Using ASMP-Linux Emiliano Betti,1 Daniel Pierre Bovet,1 Marco Cesati,1 and Roberto Gioiosa1, 2 1 System Programming Research Group, Department of Computer Science, Systems, and Production, University of Rome “Tor Vergata”, Via del Politecnico 1, 00133 Rome, Italy 2 Computer Architecture Group, Computer Science Division, Barcelona Supercomputing Center (BSC), c/ Jordi Girona 31, 08034 Barcelona, Spain Correspondence should be addressed to Roberto Gioiosa, [email protected] Received 30 March 2007; Accepted 15 August 2007 Recommended by Ismael Ripoll Multiprocessor systems, especially those based on multicore or multithreaded processors, and new operating system architectures can satisfy the ever increasing computational requirements of embedded systems. ASMP-LINUX is a modified, high responsive- ness, open-source hard real-time operating system for multiprocessor systems capable of providing high real-time performance while maintaining the code simple and not impacting on the performances of the rest of the system. Moreover, ASMP-LINUX does not require code changing or application recompiling/relinking. In order to assess the performances of ASMP-LINUX, benchmarks have been performed on several hardware platforms and configurations. Copyright © 2008 Emiliano Betti et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. 1. INTRODUCTION nificantly higher than that of single-core processors, we can expect that in a near future many embedded systems will This article describes a modified Linux kernel called ASMP- make use of multicore processors.