2008 Annual Report on Form 10-K
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GPTPU: Accelerating Applications Using Edge Tensor Processing Units Kuan-Chieh Hsu and Hung-Wei Tseng University of California, Riverside {Khsu037, Htseng}@Ucr.Edu
GPTPU: Accelerating Applications using Edge Tensor Processing Units Kuan-Chieh Hsu and Hung-Wei Tseng University of California, Riverside {khsu037, htseng}@ucr.edu This paper is a pre-print of a paper in the 2021 SC, the Interna- Two decades ago, graphics processing units (GPUs) were just tional Conference for High Performance Computing, Networking, domain-specific accelerators used for shading and rendering. But Storage and Analysis. Please refer to the conference proceedings intensive research into high-performance algorithms, architectures, for the most complete version. systems, and compilers [3–12] and the availability of frameworks like CUDA [13] and OpenCL [14], have revolutionized GPUs and ABSTRACT transformed them into high-performance, general-purpose vector Neural network (NN) accelerators have been integrated into a wide- processors. We expect a similar revolution to take place with NN spectrum of computer systems to accommodate the rapidly growing accelerators—a revolution that will create general-purpose matrix demands for artificial intelligence (AI) and machine learning (ML) processors for a broader spectrum of applications. However, de- applications. NN accelerators share the idea of providing native mocratizing these NN accelerators for non-AI/ML workloads will hardware support for operations on multidimensional tensor data. require the system framework and the programmer to tackle the Therefore, NN accelerators are theoretically tensor processors that following issues: can improve system performance for any problem that uses ten- (1) The microarchitectures and instructions of NN accelerators sors as inputs/outputs. Unfortunately, commercially available NN are optimized for NN workloads, instead of general matrix/tensor accelerators only expose computation capabilities through AI/ML- algebra. -
Amd Filed: February 24, 2009 (Period: December 27, 2008)
FORM 10-K ADVANCED MICRO DEVICES INC - amd Filed: February 24, 2009 (period: December 27, 2008) Annual report which provides a comprehensive overview of the company for the past year Table of Contents 10-K - FORM 10-K PART I ITEM 1. 1 PART I ITEM 1. BUSINESS ITEM 1A. RISK FACTORS ITEM 1B. UNRESOLVED STAFF COMMENTS ITEM 2. PROPERTIES ITEM 3. LEGAL PROCEEDINGS ITEM 4. SUBMISSION OF MATTERS TO A VOTE OF SECURITY HOLDERS PART II ITEM 5. MARKET FOR REGISTRANT S COMMON EQUITY, RELATED STOCKHOLDER MATTERS AND ISSUER PURCHASES OF EQUITY SECURITIES ITEM 6. SELECTED FINANCIAL DATA ITEM 7. MANAGEMENT S DISCUSSION AND ANALYSIS OF FINANCIAL CONDITION AND RESULTS OF OPERATIONS ITEM 7A. QUANTITATIVE AND QUALITATIVE DISCLOSURE ABOUT MARKET RISK ITEM 8. FINANCIAL STATEMENTS AND SUPPLEMENTARY DATA ITEM 9. CHANGES IN AND DISAGREEMENTS WITH ACCOUNTANTS ON ACCOUNTING AND FINANCIAL DISCLOSURE ITEM 9A. CONTROLS AND PROCEDURES ITEM 9B. OTHER INFORMATION PART III ITEM 10. DIRECTORS, EXECUTIVE OFFICERS AND CORPORATE GOVERNANCE ITEM 11. EXECUTIVE COMPENSATION ITEM 12. SECURITY OWNERSHIP OF CERTAIN BENEFICIAL OWNERS AND MANAGEMENT AND RELATED STOCKHOLDER MATTERS ITEM 13. CERTAIN RELATIONSHIPS AND RELATED TRANSACTIONS AND DIRECTOR INDEPENDENCE ITEM 14. PRINCIPAL ACCOUNTANT FEES AND SERVICES PART IV ITEM 15. EXHIBITS, FINANCIAL STATEMENT SCHEDULES SIGNATURES EX-10.5(A) (OUTSIDE DIRECTOR EQUITY COMPENSATION POLICY) EX-10.19 (SEPARATION AGREEMENT AND GENERAL RELEASE) EX-21 (LIST OF AMD SUBSIDIARIES) EX-23.A (CONSENT OF ERNST YOUNG LLP - ADVANCED MICRO DEVICES) EX-23.B -
AMD Firepro™Professional Graphics for CAD & Engineering and Media & Entertainment
AMD FirePro™Professional Graphics for CAD & Engineering and Media & Entertainment Performance at every price point. AMD FirePro professional graphics offer breakthrough capabilities that can help maximize productivity and help lower cost and complexity — giving you the edge you need in your business. Outstanding graphics performance, compute power and ultrahigh-resolution multidisplay capabilities allows broadcast, design and engineering professionals to work at a whole new level of detail, speed, responsiveness and creativity. AMD FireProTM W9100 AMD FireProTM W8100 With 16GB GDDR5 memory and the ability to support up to six 4K The new AMD FirePro W8100 workstation graphics card is based on displays via six Mini DisplayPort outputs,1 the AMD FirePro W9100 the AMD Graphics Core Next (GCN) GPU architecture and packs up graphics card is the ideal single-GPU solution for the next generation to 4.2 TFLOPS of compute power to accelerate your projects beyond of ultrahigh-resolution visualization environments. just graphics. AMD FireProTM W7100 AMD FireProTM W5100 The new AMD FirePro W7100 graphics card delivers 8GB The new AMD FirePro™ W5100 graphics card delivers optimized of memory, application performance and special features application and multidisplay performance for midrange users. that media and entertainment and design and engineering With 4GB of ultra-fast GDDR5 memory, users can tackle moderately professionals need to take their projects to the next level. complex models, assemblies, data sets or advanced visual effects with ease. AMD FireProTM W4100 AMD FireProTM W2100 In a class of its own, the AMD FirePro Professional graphics starts with AMD W4100 graphics card is the best choice FirePro W2100 graphics, delivering for entry-level users who need a boost in optimized and certified professional graphics performance to better address application performance that similarly- their evolving workflows. -
AMD Codexl 1.7 GA Release Notes
AMD CodeXL 1.7 GA Release Notes Thank you for using CodeXL. We appreciate any feedback you have! Please use the CodeXL Forum to provide your feedback. You can also check out the Getting Started guide on the CodeXL Web Page and the latest CodeXL blog at AMD Developer Central - Blogs This version contains: For 64-bit Windows platforms o CodeXL Standalone application o CodeXL Microsoft® Visual Studio® 2010 extension o CodeXL Microsoft® Visual Studio® 2012 extension o CodeXL Microsoft® Visual Studio® 2013 extension o CodeXL Remote Agent For 64-bit Linux platforms o CodeXL Standalone application o CodeXL Remote Agent Note about installing CodeAnalyst after installing CodeXL for Windows AMD CodeAnalyst has reached End-of-Life status and has been replaced by AMD CodeXL. CodeXL installer will refuse to install on a Windows station where AMD CodeAnalyst is already installed. Nevertheless, if you would like to install CodeAnalyst, do not install it on a Windows station already installed with CodeXL. Uninstall CodeXL first, and then install CodeAnalyst. System Requirements CodeXL contains a host of development features with varying system requirements: GPU Profiling and OpenCL Kernel Debugging o An AMD GPU (Radeon HD 5000 series or newer, desktop or mobile version) or APU is required. o The AMD Catalyst Driver must be installed, release 13.11 or later. Catalyst 14.12 (driver 14.501) is the recommended version. See "Getting the latest Catalyst release" section below. For GPU API-Level Debugging, a working OpenCL/OpenGL configuration is required (AMD or other). CPU Profiling o Time-Based Profiling can be performed on any x86 or AMD64 (x86-64) CPU/APU. -
Opengl ES, XNA, Directx for WP8) Plan
Mobilne akceleratory grafiki Kamil Trzciński, 2013 O mnie Kamil Trzciński http://ayufan.eu / [email protected] ● Od 14 lat zajmuję się programowaniem (C/C++, Java, C#, Python, PHP, itd.) ● Od 10 lat zajmuję się programowaniem grafiki (OpenGL, DirectX 9/10/11, Ray-Tracing) ● Od 6 lat zajmuję się branżą mobilną (SymbianOS, Android, iOS) ● Od 2 lat zajmuję się mobilną grafiką (OpenGL ES, XNA, DirectX for WP8) Plan ● Bardzo krótko o historii ● Mobilne układy graficzne ● API ● Programowalne jednostki cieniowania ● Optymalizacja ● Silniki graficzne oraz silniki gier Wstęp Grafika komputerowa to dziedzina informatyki zajmująca się wykorzystaniem technik komputerowych do celów wizualizacji artystycznej oraz wizualizacji rzeczywistości. Bardzo często grafika komputerowa jest kojarzona z urządzeniem wspomagającym jej generowanie - kartą graficzną, odpowiedzialna za renderowanie grafiki oraz jej konwersję na sygnał zrozumiały dla wyświetlacza 1. Historia Historia Historia kart graficznych sięga wczesnych lat 80-tych ubiegłego wieku. Pierwsze karty graficzne potrafiły jedynie wyświetlać znaki alfabetu łacińskiego ze zdefiniowanego w pamięci generatora znaków, tzw. trybu tekstowego. W późniejszym okresie pojawiły się układy, wykonujące tzw. operacje BitBLT, pozwalające na nałożenie na siebie 2 różnych bitmap w postaci rastrowej. Historia Historia #2 ● Wraz z nadejściem systemu operacyjnego Microsoft Windows 3.0 wzrosło zapotrzebowanie na przetwarzanie grafiki rastrowej dużej rozdzielczości. ● Powstaje interfejs GDI odpowiedzialny za programowanie operacji związanych z grafiką. ● Krótko po tym powstały pierwsze akceleratory 2D wyprodukowane przez firmę S3. Wydarzenie to zapoczątkowało erę graficznych akceleratorów grafiki. Historia #3 ● 1996 – wprowadzenie chipsetu Voodoo Graphics przez firmę 3dfx, dodatkowej karty rozszerzeń pełniącej funkcję akceleratora grafiki 3D. ● Powstają biblioteki umożliwiające tworzenie trójwymiarowych wizualizacji: Direct3D oraz OpenGL. Historia #3 Historia #4 ● 1999/2000 – DirectX 7.0 dodaje obsługę: T&L (ang. -
Quad-Core Catamount and R&D in Multi-Core Lightweight Kernels
Quad-core Catamount and R&D in Multi-core Lightweight Kernels Salishan Conference on High-Speed Computing Gleneden Beach, Oregon April 21-24, 2008 Kevin Pedretti Senior Member of Technical Staff Scalable System Software, Dept. 1423 [email protected] SAND Number: 2008-1725A Sandia is a multiprogram laboratory operated by Sandia Corporation, a Lockheed Martin Company, for the United States Department of Energy's National Nuclear Security Administration under contract DE-AC04-94AL85000. Outline • Introduction • Quad-core Catamount LWK results • Open-source LWK • Research directions • Conclusion Going on Four Decades of UNIX Operating System = Collection of software and APIs Users care about environment, not implementation details LWK is about getting details right for scalability LWK Overview Basic Architecture Memory Management … … Policy n 1 n N tio tio Page 3 Page 3 Maker ca ca i l Libc.a Libc.a (PCT) pp ppli Page 2 Page 2 A libmpi.a A libmpi.a Page 1 Page 1 Policy Enforcer/HAL (QK) Page 0 Page 0 Privileged Hardware Physical Application Memory Virtual • POSIX-like environment Memory • Inverted resource management • Very low noise OS noise/jitter • Straight-forward network stack (e.g., no pinning) • Simplicity leads to reliability Nov 2007 Top500 Top 10 System Lightweight Kernel Compute Processors: Timeline 82% run a LWK 1990 – Sandia/UNM OS (SUNMOS), nCube-2 1991 – Linux 0.02 1993 – SUNMOS ported to Intel Paragon (1800 nodes) 1993 – SUNMOS experience used to design Puma First implementation of Portals communication architecture 1994 -
ADVANCED MICRO DEVICES, INC. (Exact Name of Registrant As Specified in Its Charter)
UNITED STATES SECURITIES AND EXCHANGE COMMISSION Washington, D.C. 20549 FORM 8-K CURRENT REPORT Pursuant to Section 13 or 15(d) of the Securities Exchange Act of 1934 July 19, 2007 Date of Report (Date of earliest event reported) ADVANCED MICRO DEVICES, INC. (Exact name of registrant as specified in its charter) Delaware 001-07882 94-1692300 (State of Incorporation) (Commission File Number) (IRS Employer Identification Number) One AMD Place P.O. Box 3453 Sunnyvale, California 94088-3453 (Address of principal executive offices) (Zip Code) (408) 749-4000 (Registrant’s telephone number, including area code) N/A (Former Name or Former Address, if Changed Since Last Report) Check the appropriate box below if the Form 8-K filing is intended to simultaneously satisfy the filing obligation of the registrant under any of the following provisions: ¨ Written communications pursuant to Rule 425 under the Securities Act (17 CFR 230.425) ¨ Soliciting material pursuant to Rule 14a-12 under the Exchange Act (17 CFR 240.14a-12) ¨ Pre-commencement communications pursuant to Rule 14d-2(b) under the Exchange Act (17 CFR 240.14d-2(b)) ¨ Pre-commencement communications pursuant to Rule 13e-4(c) under the Exchange Act (17 CFR 240.13e-4(c)) Item 2.02 Results of Operations and Financial Condition. Item 7.01 Regulation FD Disclosure. The information in this Report, including the Exhibit 99.1 attached hereto, is furnished pursuant to Item 2.02 and Item 7.01 of this Form 8-K. Consequently, it is not deemed “filed” for the purposes of Section 18 of the Securities and Exchange Act of 1934, as amended, or otherwise subject to the liabilities of that section. -
Catalyst™ Software Suite Version 9.5 Release Notes
Catalyst™ Software Suite Version 9.5 Release Notes This release note provides information on the latest posting of AMD’s industry leading software suite, Catalyst™. This particular software suite updates both the AMD Display Driver, and the Catalyst™ Control Center. This unified driver has been further enhanced to provide the highest level of power, performance, and reliability. The AMD Catalyst™ software suite is the ultimate in performance and stability. For exclusive Catalyst™ updates follow Catalyst Maker on Twitter. This release note provides information on the following: z Web Content z AMD Product Support z Operating Systems Supported z New Features z Performance Improvements z Resolved Issues for the Windows Vista Operating System z Resolved Issues for the Windows XP Operating System z Resolved Issues for the Windows 7 Operating System z Known Issues Under the Windows Vista Operating System z Known Issues Under the Windows XP Operating System z Known Issues Under the Windows 7 Operating System z Installing the Catalyst™ Vista Software Driver z Catalyst™ Crew Driver Feedback ATI Catalyst™ Release Note Version 9.5 1 Web Content The Catalyst™ Software Suite 9.5 contains the following: z Radeon™ display driver 8.612 z HydraVision™ for both Windows XP and Vista z HydraVision™ Basic Edition (Windows XP only) z WDM Driver Install Bundle z Southbridge/IXP Driver z Catalyst™ Control Center Version 8.612 Caution: The Catalyst™ software driver and the Catalyst™ Control Center can be downloaded independently of each other. However, for maximum stability and performance AMD recommends that both components be updated from the same Catalyst™ release. -
PC-Grade Parallel Processing and Hardware Acceleration for Large-Scale Data Analysis
University of Huddersfield Repository Yang, Su PC-Grade Parallel Processing and Hardware Acceleration for Large-Scale Data Analysis Original Citation Yang, Su (2009) PC-Grade Parallel Processing and Hardware Acceleration for Large-Scale Data Analysis. Doctoral thesis, University of Huddersfield. This version is available at http://eprints.hud.ac.uk/id/eprint/8754/ The University Repository is a digital collection of the research output of the University, available on Open Access. Copyright and Moral Rights for the items on this site are retained by the individual author and/or other copyright owners. Users may access full items free of charge; copies of full text items generally can be reproduced, displayed or performed and given to third parties in any format or medium for personal research or study, educational or not-for-profit purposes without prior permission or charge, provided: • The authors, title and full bibliographic details is credited in any copy; • A hyperlink and/or URL is included for the original metadata page; and • The content is not changed in any way. For more information, including our policy and submission procedure, please contact the Repository Team at: [email protected]. http://eprints.hud.ac.uk/ PC-Grade Parallel Processing and Hardware Acceleration for Large-Scale Data Analysis Yang Su A thesis submitted to the University of Huddersfield in partial fulfilment of the requirements for the degree of Doctor of Philosophy School of Computing and Engineering University of Huddersfield October 2009 Acknowledgments I would like to thank the School of Computing and Engineering at the University of Huddersfield for providing this great opportunity of study and facilitating me throughout this project. -
Catalyst™ Software Suite Version 8.12 Release Notes
Catalyst™ Software Suite Version 8.12 Release Notes This release note provides information on the latest posting of AMD’s industry leading software suite, Catalyst™. This particular software suite updates both the AMD Display Driver, and the Catalyst™ Control Center. This unified driver has been further enhanced to provide the highest level of power, performance, and reliability. The AMD Catalyst™ software suite is the ultimate in performance and stability. This release note provides information on the following: • Web Content • AMD Product Support • Operating Systems Supported • New Features • Resolved Issues for the Windows Vista Operating System • Resolved Issues for the Windows XP Operating System • Known Issues Under the Windows Vista Operating System • Known Issues Under the Windows XP Operating System • Installing the Catalyst™ Vista Software Driver • Catalyst™ Crew Driver Feedback ATI Catalyst™ Release Note 1 Web Content The Catalyst™ Software Suite 8.12 contains the following: • Radeon™ display driver 8.561 • HydraVision™ for both Windows XP and Vista • HydraVision™ Basic Edition (Windows XP only) • WDM Driver Install Bundle • Southbridge/IXP Driver • Catalyst™ Control Center Version 8.561 Caution: The Catalyst™ software driver and the Catalyst™ Control Center can be downloaded independently of each other. However, for maximum stability and performance AMD recommends that both com- ponents be updated from the same Catalyst™ release Caution: The Catalyst™ Control Center requires that the Microsoft .NET Framework version 2.0 be installed. Without .NET version 2.0 installed, the Catalyst™ Control Center will not launch properly and the user will see an error message. Note: These release notes provide information on the Radeon™ dis- play driver only. -
AMD's Early Processor Lines, up to the Hammer Family (Families K8
AMD’s early processor lines, up to the Hammer Family (Families K8 - K10.5h) Dezső Sima October 2018 (Ver. 1.1) Sima Dezső, 2018 AMD’s early processor lines, up to the Hammer Family (Families K8 - K10.5h) • 1. Introduction to AMD’s processor families • 2. AMD’s 32-bit x86 families • 3. Migration of 32-bit ISAs and microarchitectures to 64-bit • 4. Overview of AMD’s K8 – K10.5 (Hammer-based) families • 5. The K8 (Hammer) family • 6. The K10 Barcelona family • 7. The K10.5 Shanghai family • 8. The K10.5 Istambul family • 9. The K10.5-based Magny-Course/Lisbon family • 10. References 1. Introduction to AMD’s processor families 1. Introduction to AMD’s processor families (1) 1. Introduction to AMD’s processor families AMD’s early x86 processor history [1] AMD’s own processors Second sourced processors 1. Introduction to AMD’s processor families (2) Evolution of AMD’s early processors [2] 1. Introduction to AMD’s processor families (3) Historical remarks 1) Beyond x86 processors AMD also designed and marketed two embedded processor families; • the 2900 family of bipolar, 4-bit slice microprocessors (1975-?) used in a number of processors, such as particular DEC 11 family models, and • the 29000 family (29K family) of CMOS, 32-bit embedded microcontrollers (1987-95). In late 1995 AMD cancelled their 29K family development and transferred the related design team to the firm’s K5 effort, in order to focus on x86 processors [3]. 2) Initially, AMD designed the Am386/486 processors that were clones of Intel’s processors. -
AMD Catalyst™ 13.4 Windows® Release Notes • Back
Page 1 of 4 AMD Catalyst™ 13.4 Windows® Release Notes • Back Last Updated 7/9/2013 Article Number RN-WIN-C13.4 AMD Catalyst™ Software Suite Version 13.4 This article provides information on the latest posting of AMD’s Catalyst™ Software Suite, AMD Catalyst™ 13.4. This particular software suite updates the AMD Catalyst Display Driver and the AMD Catalyst Control Center / AMD Vision Engine Control Center. This unified driver has been updated, and is designed to provide enhanced performance and reliability. Package Contents The AMD Catalyst™ Software Suite, AMD Catalyst™ 13.4 contains the following: • AMD Catalyst™ Display Driver version 12.104 • HydraVision™ for Windows Vista® and Windows® 7 • Southbridge/IXP Driver • AMD Catalyst™ Control Center / AMD Vision Engine Control Center CAUTION! • The AMD Catalyst Control Center / AMD Vision Engine Control Center requires that the Microsoft® .NET Framework SP1 be installed for Windows Vista. Without .NET SP1 installed, the AMD Catalyst Control Center / AMD Vision Engine Control Center will not launch properly and the user will see an error message NOTES! • When installing the AMD Catalyst Driver for Windows operating system, the user must be logged on as Administrator, or have Administrator rights to complete the installation of the AMD Catalyst Driver • The AMD Catalyst 13.4 requires Windows 7 Service Pack 1 to be installed • These release notes provide information on the AMD Catalyst Display Driver only. For information on the AMD Multimedia Center™, HydraVision, HydraVision Basic Edition, Remote Wonder™, or the Southbridge/IXP driver, please refer to their respective release notes found at: http://support.amd.com/ • AMD Eyefinity technology is designed to give gamers access to high display resolutions.