Outline. Introduction. Multiprocessor Systems on Chip. A MPSoC Example: Nexperia DVP. A New Paradigm: Network on Chip

Size: px
Start display at page:

Download "Outline. Introduction. Multiprocessor Systems on Chip. A MPSoC Example: Nexperia DVP. A New Paradigm: Network on Chip"

Transcription

1 Outline Modeling, simulation and optimization of Multi-Processor SoCs (MPSoCs) Università of Verona Dipartimento di Informatica MPSoCs: Multi-Processor Systems on Chip A simulation platform for a MPSoC architecture Power modeling Operating system Cache coherence in MPSoCs 2 Introduction Multiprocessor Systems on Chip High level of integration Very complex systems: Systems-on-Chip Need for high performance AND low energy consumption Need for analysis and exploration tools Modeling and simulation accuracy is key for performance characterization Impact of low level architectural details The whole hardware and software architecture must be modelled Software can make the difference High level of integration Increasing delays on clock distribution Single clock-domain is no more feasible Use of third party predesigned sub-systems () High number of sub-systems which comunicate Today more than 100 processing elements on a chip Tomorrow more than A MPSoC Example: Nexperia DVP General-purpose Scalable RISC Processor 50 to 300+ MHz 32-bit or 64-bit Library of Device Blocks Image coprocessors DSPs UART 1394 USB and more MS D$ I$ MS CPU PRxxxx DVP SYSTEM SILICON PI SDRAM MMI DVP ORY PI TriMedia TriMedia CPU TM-xxxx D$ I$ Scalable VLIW Media Processor: 100 to 300+ MHz 32-bit or 64-bit Nexperia System Buses bit A New Paradigm: Network on Chip Communication become the key issue GALS: Globally Asynchronous Locally Synchronous Many types of interconnects Shared bus Crossbar Micro network 5 6 1

2 Traffic Modeling Multiprocessor Simulation Platform Stochastic traffic models Analytical distributions Easily parameterizable Trace-based models Higher accuracy Do not consider dynamic trafficdependent effects (eg inter-processor communication) Functional traffic Traffic directly generated by running applications May require OS support Need of simulation of functional traffic Complexity Accuracy 7 8 Interconnections Interconnections: Shared Bus Shared Bus Low cost Not scalable Capacitance grows quickly Energy consumption raises Crossbar Parallel interconnections High cost Micro Network Scalable Complex A single communication channel shared among all the devices Interconnections: Crossbar Interconnections: Micro Network Many communication channels: simultaneous tranfers are possible High flexibility in topology and routing policy

3 Power Models Power Models: Processing elements Cycle accurate simulations require cycle accurate power models Processing elements are modeled at Instruction-level Each module must have its power model ISS wrapped into a SystemC module Processing elements (Cores) RAMs Caches Interconnect Other specialized hardware Instruction level power models Energy consumption is evaluated at each cycle Black box approach Leverage on foundry data Power Models RAMs and Caches Power Models - Interconnection ories are arrays of transistors Interconnect is modeled at signal level Data from foundry is mandatory Extraction of a linear model by interpolation E = A + B Size E = A + B N row + C N bit Coefficients will depend on Access type (READ/WRITE/IDLE) ory type (high-speed, low-power, etc) Power modeling From foundry data Synthesizing and Characterizing Operating system Operating System - Architecture Protection Protect devices and critical memory areas from wrong usage Scheduling Handle multitasking on each processing element Hardware masquerading Offer a standard interface to the programmer APIs Sys Calls HAL Calls ory accesses Special instructions Applications Application Libraries Communication (MP), IO, Synch, Domain specific computation Kernel services process, communication, power management Device drivers Network interface, Coprocessor & Local ory Management Hardware

4 Operating System - RTEMS Cache coherence - 1 Includes POSIX APIs Heterogeneous multi-processor support Multi-tasking support Inter-processor synchronization and communication primitives rtems_message_queue_send rtems_message_queue_receive Exploits software locality Spatial locality Temporal locality Cache coherent architectures Type of interconnect Shared medium: snoop-based coherence Non-shared interconnect: directory-based coherence Cache policy Write-invalidate Write-update Cache coherence - 2 Snoop Device Handling shared data owned by more than a processor What if -1 modifies X? -2 read the data again -2 invalidates the cache line Other? 1 X 2 X X Invalidate/Update Address and Data SNOOP DEVICE INTERFACE Target platform 1 Target platform 2 Configurable platform: Up to N cores Shared and on-chip memories Dedicated synchronization hardware Different bus topologies Signal- and cycle-accurate simulations Real-Time OS (RTEMS) ported POSIX APIs Multiprocessor support Interprocessor syncronization and communication primitives SEM Shared INT

5 Target platform 3 Energy Characterization ARM7 Interrupt Controller Timer Local Bus I$,D$ MMU UART C++ Class (SWARM) SystemC Module (wrapper) bus master I- and D-cache are modelled Hardware blocks for OS support: timers, IntCntrl, ISS instantiated as a C++ class No inter-process communication overhead Wrapper synchronizes the ISS with the system The only core-specific block For deciding what optimization may be more effective, it essential to have quantitative data about the power breakdown over various components Accuracy affected by: Models Chosen workload Benchmarks vs synthetic The benchmarks 1 The benchmarks 2 in_sample 0 in_sample 2 in_sample 4 FFT ARM-0 FILTER FFT -1 ARM-3 out_sample 0 out_sample 2 out_sample 4 in_sample 0 in_sample 1 in_sample 2 FFT FILTER FFT -1 ARM-0 ARM-1 ARM-2 out_sample 0 out_sample 1 out_sample 2 ARM-2 in_sample 1 in_sample 3 in_sample 5 ARM-1 FFT ARM-4 FFT -1 out_sample 1 out_sample 3 out_sample 5 in_sample 0 in_sample 1 in_sample 2 ARM-3 out_sample 0 out_sample 1 out_sample 2 FFT + FILTER + FFT -1 FILT5: a 5 processors digital filter FILT3-1: a 3+1 processors digital filter Results: Power Breakdown 1 Results: Power Breakdown 2 1 Power Breakdown for FILT Power Breakdown for FILT ARM4-core ARM4-cache RAM

6 Results: Power Breakdown 3 Results: Power Breakdown 4 Power in FILT5 varying memory latency 1k - 1cyc 1k - 4cyc ARM4-core ARM4-cache RAM5 Power in FILT5 varying cache size 1k - 1cyc 2k - 1cyc 4k - 1cyc ARM4-core ARM4-cache RAM Conclusions Caches are dominant High cache-hit ratio due to the software locality Caches are high speed memories Energy-aware applications Knowledge on power breakdown The energy consumption depends on: Application features and operating conditions System parameters Need a deep and accurate exploration Cycle-accurate simulations 33 6

Architectures and Platforms

Architectures and Platforms Hardware/Software Codesign Arch&Platf. - 1 Architectures and Platforms 1. Architecture Selection: The Basic Trade-Offs 2. General Purpose vs. Application-Specific Processors 3. Processor Specialisation

More information

7a. System-on-chip design and prototyping platforms

7a. System-on-chip design and prototyping platforms 7a. System-on-chip design and prototyping platforms Labros Bisdounis, Ph.D. Department of Computer and Communication Engineering 1 What is System-on-Chip (SoC)? System-on-chip is an integrated circuit

More information

Making Multicore Work and Measuring its Benefits. Markus Levy, president EEMBC and Multicore Association

Making Multicore Work and Measuring its Benefits. Markus Levy, president EEMBC and Multicore Association Making Multicore Work and Measuring its Benefits Markus Levy, president EEMBC and Multicore Association Agenda Why Multicore? Standards and issues in the multicore community What is Multicore Association?

More information

A Generic Network Interface Architecture for a Networked Processor Array (NePA)

A Generic Network Interface Architecture for a Networked Processor Array (NePA) A Generic Network Interface Architecture for a Networked Processor Array (NePA) Seung Eun Lee, Jun Ho Bahn, Yoon Seok Yang, and Nader Bagherzadeh EECS @ University of California, Irvine Outline Introduction

More information

ZigBee Technology Overview

ZigBee Technology Overview ZigBee Technology Overview Presented by Silicon Laboratories Shaoxian Luo 1 EM351 & EM357 introduction EM358x Family introduction 2 EM351 & EM357 3 Ember ZigBee Platform Complete, ready for certification

More information

Building Blocks for PRU Development

Building Blocks for PRU Development Building Blocks for PRU Development Module 1 PRU Hardware Overview This session covers a hardware overview of the PRU-ICSS Subsystem. Author: Texas Instruments, Sitara ARM Processors Oct 2014 2 ARM SoC

More information

Operating System Support for Multiprocessor Systems-on-Chip

Operating System Support for Multiprocessor Systems-on-Chip Operating System Support for Multiprocessor Systems-on-Chip Dr. Gabriel marchesan almeida Agenda. Introduction. Adaptive System + Shop Architecture. Preliminary Results. Perspectives & Conclusions Dr.

More information

Digitale Signalverarbeitung mit FPGA (DSF) Soft Core Prozessor NIOS II Stand Mai 2007. Jens Onno Krah

Digitale Signalverarbeitung mit FPGA (DSF) Soft Core Prozessor NIOS II Stand Mai 2007. Jens Onno Krah (DSF) Soft Core Prozessor NIOS II Stand Mai 2007 Jens Onno Krah Cologne University of Applied Sciences www.fh-koeln.de jens_onno.krah@fh-koeln.de NIOS II 1 1 What is Nios II? Altera s Second Generation

More information

PikeOS: Multi-Core RTOS for IMA. Dr. Sergey Tverdyshev SYSGO AG 29.10.2012, Moscow

PikeOS: Multi-Core RTOS for IMA. Dr. Sergey Tverdyshev SYSGO AG 29.10.2012, Moscow PikeOS: Multi-Core RTOS for IMA Dr. Sergey Tverdyshev SYSGO AG 29.10.2012, Moscow Contents Multi Core Overview Hardware Considerations Multi Core Software Design Certification Consideratins PikeOS Multi-Core

More information

Multiprocessor System-on-Chip

Multiprocessor System-on-Chip http://www.artistembedded.org/fp6/ ARTIST Workshop at DATE 06 W4: Design Issues in Distributed, CommunicationCentric Systems Modelling Networked Embedded Systems: From MPSoC to Sensor Networks Jan Madsen

More information

OpenSPARC T1 Processor

OpenSPARC T1 Processor OpenSPARC T1 Processor The OpenSPARC T1 processor is the first chip multiprocessor that fully implements the Sun Throughput Computing Initiative. Each of the eight SPARC processor cores has full hardware

More information

Real-Time Operating Systems for MPSoCs

Real-Time Operating Systems for MPSoCs Real-Time Operating Systems for MPSoCs Hiroyuki Tomiyama Graduate School of Information Science Nagoya University http://member.acm.org/~hiroyuki MPSoC 2009 1 Contributors Hiroaki Takada Director and Professor

More information

Defining Platform-Based Design. System Definition. Platform Based Design What is it? Platform-Based Design Definitions: Three Perspectives

Defining Platform-Based Design. System Definition. Platform Based Design What is it? Platform-Based Design Definitions: Three Perspectives Based Design What is it? Question: How many definitions of Based Design are there? Defining -Based Design Answer: How many people to you ask? What does the confusion mean? It is a definition in transition

More information

All Programmable Logic. Hans-Joachim Gelke Institute of Embedded Systems. Zürcher Fachhochschule

All Programmable Logic. Hans-Joachim Gelke Institute of Embedded Systems. Zürcher Fachhochschule All Programmable Logic Hans-Joachim Gelke Institute of Embedded Systems Institute of Embedded Systems 31 Assistants 10 Professors 7 Technical Employees 2 Secretaries www.ines.zhaw.ch Research: Education:

More information

GEDAE TM - A Graphical Programming and Autocode Generation Tool for Signal Processor Applications

GEDAE TM - A Graphical Programming and Autocode Generation Tool for Signal Processor Applications GEDAE TM - A Graphical Programming and Autocode Generation Tool for Signal Processor Applications Harris Z. Zebrowitz Lockheed Martin Advanced Technology Laboratories 1 Federal Street Camden, NJ 08102

More information

Optimizing Configuration and Application Mapping for MPSoC Architectures

Optimizing Configuration and Application Mapping for MPSoC Architectures Optimizing Configuration and Application Mapping for MPSoC Architectures École Polytechnique de Montréal, Canada Email : Sebastien.Le-Beux@polymtl.ca 1 Multi-Processor Systems on Chip (MPSoC) Design Trends

More information

How to Perform Real-Time Processing on the Raspberry Pi. Steven Doran SCALE 13X

How to Perform Real-Time Processing on the Raspberry Pi. Steven Doran SCALE 13X How to Perform Real-Time Processing on the Raspberry Pi Steven Doran SCALE 13X Outline What is Real-Time? What is the Raspberry Pi? Can the Raspberry Pi handle Real-Time (And why would you want to? Why

More information

Lecture 23: Multiprocessors

Lecture 23: Multiprocessors Lecture 23: Multiprocessors Today s topics: RAID Multiprocessor taxonomy Snooping-based cache coherence protocol 1 RAID 0 and RAID 1 RAID 0 has no additional redundancy (misnomer) it uses an array of disks

More information

High Performance or Cycle Accuracy?

High Performance or Cycle Accuracy? CHIP DESIGN High Performance or Cycle Accuracy? You can have both! Bill Neifert, Carbon Design Systems Rob Kaye, ARM ATC-100 AGENDA Modelling 101 & Programmer s View (PV) Models Cycle Accurate Models Bringing

More information

Introduction to System-on-Chip

Introduction to System-on-Chip Introduction to System-on-Chip COE838: Systems-on-Chip Design http://www.ee.ryerson.ca/~courses/coe838/ Dr. Gul N. Khan http://www.ee.ryerson.ca/~gnkhan Electrical and Computer Engineering Ryerson University

More information

Interconnection Networks

Interconnection Networks Advanced Computer Architecture (0630561) Lecture 15 Interconnection Networks Prof. Kasim M. Al-Aubidy Computer Eng. Dept. Interconnection Networks: Multiprocessors INs can be classified based on: 1. Mode

More information

Operating Systems 4 th Class

Operating Systems 4 th Class Operating Systems 4 th Class Lecture 1 Operating Systems Operating systems are essential part of any computer system. Therefore, a course in operating systems is an essential part of any computer science

More information

Study Plan Masters of Science in Computer Engineering and Networks (Thesis Track)

Study Plan Masters of Science in Computer Engineering and Networks (Thesis Track) Plan Number 2009 Study Plan Masters of Science in Computer Engineering and Networks (Thesis Track) I. General Rules and Conditions 1. This plan conforms to the regulations of the general frame of programs

More information

MPSoC Virtual Platforms

MPSoC Virtual Platforms CASTNESS 2007 Workshop MPSoC Virtual Platforms Rainer Leupers Software for Systems on Silicon (SSS) RWTH Aachen University Institute for Integrated Signal Processing Systems Why focus on virtual platforms?

More information

Principles and characteristics of distributed systems and environments

Principles and characteristics of distributed systems and environments Principles and characteristics of distributed systems and environments Definition of a distributed system Distributed system is a collection of independent computers that appears to its users as a single

More information

Efficient Software Development Platforms for Multimedia Applications at Different Abstraction Levels

Efficient Software Development Platforms for Multimedia Applications at Different Abstraction Levels Efficient Software Development Platforms for Multimedia Applications at Different ion Levels Katalin Popovici 1 Xavier Guerin 1 1 TIMA Laboratory 46 Avenue Felix Viallet F38031, Grenoble, FRANCE {FirstName.LastName@imag.fr}

More information

Distributed Systems LEEC (2005/06 2º Sem.)

Distributed Systems LEEC (2005/06 2º Sem.) Distributed Systems LEEC (2005/06 2º Sem.) Introduction João Paulo Carvalho Universidade Técnica de Lisboa / Instituto Superior Técnico Outline Definition of a Distributed System Goals Connecting Users

More information

EEM870 Embedded System and Experiment Lecture 1: SoC Design Overview

EEM870 Embedded System and Experiment Lecture 1: SoC Design Overview EEM870 Embedded System and Experiment Lecture 1: SoC Design Overview Wen-Yen Lin, Ph.D. Department of Electrical Engineering Chang Gung University Email: wylin@mail.cgu.edu.tw Feb. 2013 Course Overview

More information

Introduction to Exploration and Optimization of Multiprocessor Embedded Architectures based on Networks On-Chip

Introduction to Exploration and Optimization of Multiprocessor Embedded Architectures based on Networks On-Chip Introduction to Exploration and Optimization of Multiprocessor Embedded Architectures based on Networks On-Chip Cristina SILVANO silvano@elet.polimi.it Politecnico di Milano, Milano (Italy) Talk Outline

More information

CMSC 611: Advanced Computer Architecture

CMSC 611: Advanced Computer Architecture CMSC 611: Advanced Computer Architecture Parallel Computation Most slides adapted from David Patterson. Some from Mohomed Younis Parallel Computers Definition: A parallel computer is a collection of processing

More information

Multicore Programming with LabVIEW Technical Resource Guide

Multicore Programming with LabVIEW Technical Resource Guide Multicore Programming with LabVIEW Technical Resource Guide 2 INTRODUCTORY TOPICS UNDERSTANDING PARALLEL HARDWARE: MULTIPROCESSORS, HYPERTHREADING, DUAL- CORE, MULTICORE AND FPGAS... 5 DIFFERENCES BETWEEN

More information

Chapter 13. PIC Family Microcontroller

Chapter 13. PIC Family Microcontroller Chapter 13 PIC Family Microcontroller Lesson 01 PIC Characteristics and Examples PIC microcontroller characteristics Power-on reset Brown out reset Simplified instruction set High speed execution Up to

More information

System Interconnect Architectures. Goals and Analysis. Network Properties and Routing. Terminology - 2. Terminology - 1

System Interconnect Architectures. Goals and Analysis. Network Properties and Routing. Terminology - 2. Terminology - 1 System Interconnect Architectures CSCI 8150 Advanced Computer Architecture Hwang, Chapter 2 Program and Network Properties 2.4 System Interconnect Architectures Direct networks for static connections Indirect

More information

DS1104 R&D Controller Board

DS1104 R&D Controller Board DS1104 R&D Controller Board Cost-effective system for controller development Highlights Single-board system with real-time hardware and comprehensive I/O Cost-effective PCI hardware for use in PCs Application

More information

ADVANCED PROCESSOR ARCHITECTURES AND MEMORY ORGANISATION Lesson-12: ARM

ADVANCED PROCESSOR ARCHITECTURES AND MEMORY ORGANISATION Lesson-12: ARM ADVANCED PROCESSOR ARCHITECTURES AND MEMORY ORGANISATION Lesson-12: ARM 1 The ARM architecture processors popular in Mobile phone systems 2 ARM Features ARM has 32-bit architecture but supports 16 bit

More information

SOC architecture and design

SOC architecture and design SOC architecture and design system-on-chip (SOC) processors: become components in a system SOC covers many topics processor: pipelined, superscalar, VLIW, array, vector storage: cache, embedded and external

More information

Design and Implementation of an On-Chip timing based Permutation Network for Multiprocessor system on Chip

Design and Implementation of an On-Chip timing based Permutation Network for Multiprocessor system on Chip Design and Implementation of an On-Chip timing based Permutation Network for Multiprocessor system on Chip Ms Lavanya Thunuguntla 1, Saritha Sapa 2 1 Associate Professor, Department of ECE, HITAM, Telangana

More information

Multistage Interconnection Network for MPSoC: Performances study and prototyping on FPGA

Multistage Interconnection Network for MPSoC: Performances study and prototyping on FPGA Multistage Interconnection Network for MPSoC: Performances study and prototyping on FPGA B. Neji 1, Y. Aydi 2, R. Ben-atitallah 3,S. Meftaly 4, M. Abid 5, J-L. Dykeyser 6 1 CES, National engineering School

More information

System Software Integration: An Expansive View. Overview

System Software Integration: An Expansive View. Overview Software Integration: An Expansive View Steven P. Smith Design of Embedded s EE382V Fall, 2009 EE382 SoC Design Software Integration SPS-1 University of Texas at Austin Overview Some Definitions Introduction:

More information

Chapter 2 Heterogeneous Multicore Architecture

Chapter 2 Heterogeneous Multicore Architecture Chapter 2 Heterogeneous Multicore Architecture 2.1 Architecture Model In order to satisfy the high-performance and low-power requirements for advanced embedded systems with greater fl exibility, it is

More information

Design of a High Speed Communications Link Using Field Programmable Gate Arrays

Design of a High Speed Communications Link Using Field Programmable Gate Arrays Customer-Authored Application Note AC103 Design of a High Speed Communications Link Using Field Programmable Gate Arrays Amy Lovelace, Technical Staff Engineer Alcatel Network Systems Introduction A communication

More information

Computer Systems Structure Input/Output

Computer Systems Structure Input/Output Computer Systems Structure Input/Output Peripherals Computer Central Processing Unit Main Memory Computer Systems Interconnection Communication lines Input Output Ward 1 Ward 2 Examples of I/O Devices

More information

Am186ER/Am188ER AMD Continues 16-bit Innovation

Am186ER/Am188ER AMD Continues 16-bit Innovation Am186ER/Am188ER AMD Continues 16-bit Innovation 386-Class Performance, Enhanced System Integration, and Built-in SRAM Problem with External RAM All embedded systems require RAM Low density SRAM moving

More information

Parallel Processing and Software Performance. Lukáš Marek

Parallel Processing and Software Performance. Lukáš Marek Parallel Processing and Software Performance Lukáš Marek DISTRIBUTED SYSTEMS RESEARCH GROUP http://dsrg.mff.cuni.cz CHARLES UNIVERSITY PRAGUE Faculty of Mathematics and Physics Benchmarking in parallel

More information

Von der Hardware zur Software in FPGAs mit Embedded Prozessoren. Alexander Hahn Senior Field Application Engineer Lattice Semiconductor

Von der Hardware zur Software in FPGAs mit Embedded Prozessoren. Alexander Hahn Senior Field Application Engineer Lattice Semiconductor Von der Hardware zur Software in FPGAs mit Embedded Prozessoren Alexander Hahn Senior Field Application Engineer Lattice Semiconductor AGENDA Overview Mico32 Embedded Processor Development Tool Chain HW/SW

More information

A New, High-Performance, Low-Power, Floating-Point Embedded Processor for Scientific Computing and DSP Applications

A New, High-Performance, Low-Power, Floating-Point Embedded Processor for Scientific Computing and DSP Applications 1 A New, High-Performance, Low-Power, Floating-Point Embedded Processor for Scientific Computing and DSP Applications Simon McIntosh-Smith Director of Architecture 2 Multi-Threaded Array Processing Architecture

More information

MPSoC Designs: Driving Memory and Storage Management IP to Critical Importance

MPSoC Designs: Driving Memory and Storage Management IP to Critical Importance MPSoC Designs: Driving Storage Management IP to Critical Importance Design IP has become an essential part of SoC realization it is a powerful resource multiplier that allows SoC design teams to focus

More information

Hybrid Platform Application in Software Debug

Hybrid Platform Application in Software Debug Hybrid Platform Application in Software Debug Jiao Feng July 15 2015.7.15 Software costs in SoC development 2 Early software adoption Previous Development Process IC Development RTL Design Physical Design

More information

CHAPTER 1: OPERATING SYSTEM FUNDAMENTALS

CHAPTER 1: OPERATING SYSTEM FUNDAMENTALS CHAPTER 1: OPERATING SYSTEM FUNDAMENTALS What is an operating? A collection of software modules to assist programmers in enhancing efficiency, flexibility, and robustness An Extended Machine from the users

More information

Palaparthi.Jagadeesh Chand. Associate Professor in ECE Department, Nimra Institute of Science & Technology, Vijayawada, A.P.

Palaparthi.Jagadeesh Chand. Associate Professor in ECE Department, Nimra Institute of Science & Technology, Vijayawada, A.P. Patient Monitoring Using Embedded Palaparthi.Jagadeesh Chand Associate Professor in ECE Department, Nimra Institute of Science & Technology, Vijayawada, A.P Abstract The aim of this project is to inform

More information

Mixed-Criticality: Integration of Different Models of Computation. University of Siegen, Roman Obermaisser

Mixed-Criticality: Integration of Different Models of Computation. University of Siegen, Roman Obermaisser Workshop on "Challenges in Mixed Criticality, Real-time, and Reliability in Networked Complex Embedded Systems" Mixed-Criticality: Integration of Different Models of Computation University of Siegen, Roman

More information

SBC8600B Single Board Computer

SBC8600B Single Board Computer SBC8600B Single Board Computer 720MHz TI s Sitara AM3359 ARM Cortex-A8 Microprocessor Onboard 512MByte DDR3 SDRAM and 512MByte NAND Flash UARTs, 2*USB Host and 1*OTG, 2*Ethernet, CAN, RS485, LCD/TSP, Audio,

More information

LS DYNA Performance Benchmarks and Profiling. January 2009

LS DYNA Performance Benchmarks and Profiling. January 2009 LS DYNA Performance Benchmarks and Profiling January 2009 Note The following research was performed under the HPC Advisory Council activities AMD, Dell, Mellanox HPC Advisory Council Cluster Center The

More information

Chapter 12: Multiprocessor Architectures. Lesson 01: Performance characteristics of Multiprocessor Architectures and Speedup

Chapter 12: Multiprocessor Architectures. Lesson 01: Performance characteristics of Multiprocessor Architectures and Speedup Chapter 12: Multiprocessor Architectures Lesson 01: Performance characteristics of Multiprocessor Architectures and Speedup Objective Be familiar with basic multiprocessor architectures and be able to

More information

AMD Opteron Quad-Core

AMD Opteron Quad-Core AMD Opteron Quad-Core a brief overview Daniele Magliozzi Politecnico di Milano Opteron Memory Architecture native quad-core design (four cores on a single die for more efficient data sharing) enhanced

More information

Memory Architecture and Management in a NoC Platform

Memory Architecture and Management in a NoC Platform Architecture and Management in a NoC Platform Axel Jantsch Xiaowen Chen Zhonghai Lu Chaochao Feng Abdul Nameed Yuang Zhang Ahmed Hemani DATE 2011 Overview Motivation State of the Art Data Management Engine

More information

Parallel Digital Signal Processing: An Emerging Market

Parallel Digital Signal Processing: An Emerging Market Parallel Digital Signal Processing: An Emerging Market Application Report Mitch Reifel and Daniel Chen Digital Signal Processing Products Semiconductor Group SPRA104 February 1994 Printed on Recycled Paper

More information

Synchronization. Todd C. Mowry CS 740 November 24, 1998. Topics. Locks Barriers

Synchronization. Todd C. Mowry CS 740 November 24, 1998. Topics. Locks Barriers Synchronization Todd C. Mowry CS 740 November 24, 1998 Topics Locks Barriers Types of Synchronization Mutual Exclusion Locks Event Synchronization Global or group-based (barriers) Point-to-point tightly

More information

theguard! ApplicationManager System Windows Data Collector

theguard! ApplicationManager System Windows Data Collector theguard! ApplicationManager System Windows Data Collector Status: 10/9/2008 Introduction... 3 The Performance Features of the ApplicationManager Data Collector for Microsoft Windows Server... 3 Overview

More information

Hardware accelerated Virtualization in the ARM Cortex Processors

Hardware accelerated Virtualization in the ARM Cortex Processors Hardware accelerated Virtualization in the ARM Cortex Processors John Goodacre Director, Program Management ARM Processor Division ARM Ltd. Cambridge UK 2nd November 2010 Sponsored by: & & New Capabilities

More information

SoCLib : Une plate-forme de prototypage virtuel pour systèmes multi-processeurs intégrés sur puce

SoCLib : Une plate-forme de prototypage virtuel pour systèmes multi-processeurs intégrés sur puce SoCLib : Une plate-forme de prototypage virtuel pour systèmes multi-processeurs intégrés sur puce FETCH 07 Outline SoCLib goals SystemC modeling principles The Mutek Real-Time Operating System The MWMR

More information

Architectural Level Power Consumption of Network on Chip. Presenter: YUAN Zheng

Architectural Level Power Consumption of Network on Chip. Presenter: YUAN Zheng Architectural Level Power Consumption of Network Presenter: YUAN Zheng Why Architectural Low Power Design? High-speed and large volume communication among different parts on a chip Problem: Power consumption

More information

Vorlesung Rechnerarchitektur 2 Seite 178 DASH

Vorlesung Rechnerarchitektur 2 Seite 178 DASH Vorlesung Rechnerarchitektur 2 Seite 178 Architecture for Shared () The -architecture is a cache coherent, NUMA multiprocessor system, developed at CSL-Stanford by John Hennessy, Daniel Lenoski, Monica

More information

Network connectivity controllers

Network connectivity controllers Network connectivity controllers High performance connectivity solutions Factory Automation The hostile environment of many factories can have a significant impact on the life expectancy of PCs, and industrially

More information

Advanced Core Operating System (ACOS): Experience the Performance

Advanced Core Operating System (ACOS): Experience the Performance WHITE PAPER Advanced Core Operating System (ACOS): Experience the Performance Table of Contents Trends Affecting Application Networking...3 The Era of Multicore...3 Multicore System Design Challenges...3

More information

An Implementation Of Multiprocessor Linux

An Implementation Of Multiprocessor Linux An Implementation Of Multiprocessor Linux This document describes the implementation of a simple SMP Linux kernel extension and how to use this to develop SMP Linux kernels for architectures other than

More information

Design and Implementation of the Heterogeneous Multikernel Operating System

Design and Implementation of the Heterogeneous Multikernel Operating System 223 Design and Implementation of the Heterogeneous Multikernel Operating System Yauhen KLIMIANKOU Department of Computer Systems and Networks, Belarusian State University of Informatics and Radioelectronics,

More information

Chapter 02: Computer Organization. Lesson 04: Functional units and components in a computer organization Part 3 Bus Structures

Chapter 02: Computer Organization. Lesson 04: Functional units and components in a computer organization Part 3 Bus Structures Chapter 02: Computer Organization Lesson 04: Functional units and components in a computer organization Part 3 Bus Structures Objective: Understand the IO Subsystem and Understand Bus Structures Understand

More information

TriMedia CPU64 Application Development Environment

TriMedia CPU64 Application Development Environment Published at ICCD 1999, International Conference on Computer Design, October 10-13, 1999, Austin Texas, pp. 593-598. TriMedia CPU64 Application Development Environment E.J.D. Pol, B.J.M. Aarts, J.T.J.

More information

LSI SAS inside 60% of servers. 21 million LSI SAS & MegaRAID solutions shipped over last 3 years. 9 out of 10 top server vendors use MegaRAID

LSI SAS inside 60% of servers. 21 million LSI SAS & MegaRAID solutions shipped over last 3 years. 9 out of 10 top server vendors use MegaRAID The vast majority of the world s servers count on LSI SAS & MegaRAID Trust us, build the LSI credibility in storage, SAS, RAID Server installed base = 36M LSI SAS inside 60% of servers 21 million LSI SAS

More information

Chapter 6. 6.1 Introduction. Storage and Other I/O Topics. p. 570( 頁 585) Fig. 6.1. I/O devices can be characterized by. I/O bus connections

Chapter 6. 6.1 Introduction. Storage and Other I/O Topics. p. 570( 頁 585) Fig. 6.1. I/O devices can be characterized by. I/O bus connections Chapter 6 Storage and Other I/O Topics 6.1 Introduction I/O devices can be characterized by Behavior: input, output, storage Partner: human or machine Data rate: bytes/sec, transfers/sec I/O bus connections

More information

Mobile Processors: Future Trends

Mobile Processors: Future Trends Mobile Processors: Future Trends Mário André Pinto Ferreira de Araújo Departamento de Informática, Universidade do Minho 4710-057 Braga, Portugal maaraujo@mail.pt Abstract. Mobile devices, such as handhelds,

More information

Performance Evaluation of 2D-Mesh, Ring, and Crossbar Interconnects for Chip Multi- Processors. NoCArc 09

Performance Evaluation of 2D-Mesh, Ring, and Crossbar Interconnects for Chip Multi- Processors. NoCArc 09 Performance Evaluation of 2D-Mesh, Ring, and Crossbar Interconnects for Chip Multi- Processors NoCArc 09 Jesús Camacho Villanueva, José Flich, José Duato Universidad Politécnica de Valencia December 12,

More information

big.little Technology Moves Towards Fully Heterogeneous Global Task Scheduling Improving Energy Efficiency and Performance in Mobile Devices

big.little Technology Moves Towards Fully Heterogeneous Global Task Scheduling Improving Energy Efficiency and Performance in Mobile Devices big.little Technology Moves Towards Fully Heterogeneous Global Task Scheduling Improving Energy Efficiency and Performance in Mobile Devices Brian Jeff November, 2013 Abstract ARM big.little processing

More information

Parallel Firewalls on General-Purpose Graphics Processing Units

Parallel Firewalls on General-Purpose Graphics Processing Units Parallel Firewalls on General-Purpose Graphics Processing Units Manoj Singh Gaur and Vijay Laxmi Kamal Chandra Reddy, Ankit Tharwani, Ch.Vamshi Krishna, Lakshminarayanan.V Department of Computer Engineering

More information

Motivation: Smartphone Market

Motivation: Smartphone Market Motivation: Smartphone Market Smartphone Systems External Display Device Display Smartphone Systems Smartphone-like system Main Camera Front-facing Camera Central Processing Unit Device Display Graphics

More information

Reconfigurable Architecture Requirements for Co-Designed Virtual Machines

Reconfigurable Architecture Requirements for Co-Designed Virtual Machines Reconfigurable Architecture Requirements for Co-Designed Virtual Machines Kenneth B. Kent University of New Brunswick Faculty of Computer Science Fredericton, New Brunswick, Canada ken@unb.ca Micaela Serra

More information

Operating Systems. Lecture 03. February 11, 2013

Operating Systems. Lecture 03. February 11, 2013 Operating Systems Lecture 03 February 11, 2013 Goals for Today Interrupts, traps and signals Hardware Protection System Calls Interrupts, Traps, and Signals The occurrence of an event is usually signaled

More information

Tensilica Software Development Toolkit (SDK)

Tensilica Software Development Toolkit (SDK) Tensilica Datasheet Tensilica Software Development Toolkit (SDK) Quickly develop application code Features Cadence Tensilica Xtensa Xplorer Integrated Development Environment (IDE) with full graphical

More information

Chapter 3 Operating-System Structures

Chapter 3 Operating-System Structures Contents 1. Introduction 2. Computer-System Structures 3. Operating-System Structures 4. Processes 5. Threads 6. CPU Scheduling 7. Process Synchronization 8. Deadlocks 9. Memory Management 10. Virtual

More information

Operating System for the K computer

Operating System for the K computer Operating System for the K computer Jun Moroo Masahiko Yamada Takeharu Kato For the K computer to achieve the world s highest performance, Fujitsu has worked on the following three performance improvements

More information

TCP Servers: Offloading TCP Processing in Internet Servers. Design, Implementation, and Performance

TCP Servers: Offloading TCP Processing in Internet Servers. Design, Implementation, and Performance TCP Servers: Offloading TCP Processing in Internet Servers. Design, Implementation, and Performance M. Rangarajan, A. Bohra, K. Banerjee, E.V. Carrera, R. Bianchini, L. Iftode, W. Zwaenepoel. Presented

More information

RAID. RAID 0 No redundancy ( AID?) Just stripe data over multiple disks But it does improve performance. Chapter 6 Storage and Other I/O Topics 29

RAID. RAID 0 No redundancy ( AID?) Just stripe data over multiple disks But it does improve performance. Chapter 6 Storage and Other I/O Topics 29 RAID Redundant Array of Inexpensive (Independent) Disks Use multiple smaller disks (c.f. one large disk) Parallelism improves performance Plus extra disk(s) for redundant data storage Provides fault tolerant

More information

Packetization and routing analysis of on-chip multiprocessor networks

Packetization and routing analysis of on-chip multiprocessor networks Journal of Systems Architecture 50 (2004) 81 104 www.elsevier.com/locate/sysarc Packetization and routing analysis of on-chip multiprocessor networks Terry Tao Ye a, *, Luca Benini b, Giovanni De Micheli

More information

Architekturen und Einsatz von FPGAs mit integrierten Prozessor Kernen. Hans-Joachim Gelke Institute of Embedded Systems Professur für Mikroelektronik

Architekturen und Einsatz von FPGAs mit integrierten Prozessor Kernen. Hans-Joachim Gelke Institute of Embedded Systems Professur für Mikroelektronik Architekturen und Einsatz von FPGAs mit integrierten Prozessor Kernen Hans-Joachim Gelke Institute of Embedded Systems Professur für Mikroelektronik Contents Überblick: Aufbau moderner FPGA Einblick: Eigenschaften

More information

How To Write A Windows Operating System (Windows) (For Linux) (Windows 2) (Programming) (Operating System) (Permanent) (Powerbook) (Unix) (Amd64) (Win2) (X

How To Write A Windows Operating System (Windows) (For Linux) (Windows 2) (Programming) (Operating System) (Permanent) (Powerbook) (Unix) (Amd64) (Win2) (X (Advanced Topics in) Operating Systems Winter Term 2009 / 2010 Jun.-Prof. Dr.-Ing. André Brinkmann brinkman@upb.de Universität Paderborn PC 1 Overview Overview of chapter 3: Case Studies 3.1 Windows Architecture.....3

More information

Seeking Opportunities for Hardware Acceleration in Big Data Analytics

Seeking Opportunities for Hardware Acceleration in Big Data Analytics Seeking Opportunities for Hardware Acceleration in Big Data Analytics Paul Chow High-Performance Reconfigurable Computing Group Department of Electrical and Computer Engineering University of Toronto Who

More information

Chapter 2. Multiprocessors Interconnection Networks

Chapter 2. Multiprocessors Interconnection Networks Chapter 2 Multiprocessors Interconnection Networks 2.1 Taxonomy Interconnection Network Static Dynamic 1-D 2-D HC Bus-based Switch-based Single Multiple SS MS Crossbar 2.2 Bus-Based Dynamic Single Bus

More information

How To Design A Single Chip System Bus (Amba) For A Single Threaded Microprocessor (Mma) (I386) (Mmb) (Microprocessor) (Ai) (Bower) (Dmi) (Dual

How To Design A Single Chip System Bus (Amba) For A Single Threaded Microprocessor (Mma) (I386) (Mmb) (Microprocessor) (Ai) (Bower) (Dmi) (Dual Architetture di bus per System-On On-Chip Massimo Bocchi Corso di Architettura dei Sistemi Integrati A.A. 2002/2003 System-on on-chip motivations 400 300 200 100 0 19971999 2001 2003 2005 2007 2009 Transistors

More information

Achieving Nanosecond Latency Between Applications with IPC Shared Memory Messaging

Achieving Nanosecond Latency Between Applications with IPC Shared Memory Messaging Achieving Nanosecond Latency Between Applications with IPC Shared Memory Messaging In some markets and scenarios where competitive advantage is all about speed, speed is measured in micro- and even nano-seconds.

More information

Microcontrollers in Practice

Microcontrollers in Practice M. Mitescu I. Susnea Microcontrollers in Practice With 117 Figures, 34 Tables and CD-Rom 4y Springer Contents Resources of Microcontrollers, 1 1.1 In this Chapter 1 1.2 Microcontroller Architectures 1

More information

Computer Architecture

Computer Architecture Computer Architecture Random Access Memory Technologies 2015. április 2. Budapest Gábor Horváth associate professor BUTE Dept. Of Networked Systems and Services ghorvath@hit.bme.hu 2 Storing data Possible

More information

ARM Cortex-A9 MPCore Multicore Processor Hierarchical Implementation with IC Compiler

ARM Cortex-A9 MPCore Multicore Processor Hierarchical Implementation with IC Compiler ARM Cortex-A9 MPCore Multicore Processor Hierarchical Implementation with IC Compiler DAC 2008 Philip Watson Philip Watson Implementation Environment Program Manager ARM Ltd Background - Who Are We? Processor

More information

Deeply Embedded Real-Time Hypervisors for the Automotive Domain Dr. Gary Morgan, ETAS/ESC

Deeply Embedded Real-Time Hypervisors for the Automotive Domain Dr. Gary Morgan, ETAS/ESC Deeply Embedded Real-Time Hypervisors for the Automotive Domain Dr. Gary Morgan, ETAS/ESC 1 Public ETAS/ESC 2014-02-20 ETAS GmbH 2014. All rights reserved, also regarding any disposal, exploitation, reproduction,

More information

Low Power AMD Athlon 64 and AMD Opteron Processors

Low Power AMD Athlon 64 and AMD Opteron Processors Low Power AMD Athlon 64 and AMD Opteron Processors Hot Chips 2004 Presenter: Marius Evers Block Diagram of AMD Athlon 64 and AMD Opteron Based on AMD s 8 th generation architecture AMD Athlon 64 and AMD

More information

Run-Time Scheduling Support for Hybrid CPU/FPGA SoCs

Run-Time Scheduling Support for Hybrid CPU/FPGA SoCs Run-Time Scheduling Support for Hybrid CPU/FPGA SoCs Jason Agron jagron@ittc.ku.edu Acknowledgements I would like to thank Dr. Andrews, Dr. Alexander, and Dr. Sass for assistance and advice in both research

More information

ECLIPSE Performance Benchmarks and Profiling. January 2009

ECLIPSE Performance Benchmarks and Profiling. January 2009 ECLIPSE Performance Benchmarks and Profiling January 2009 Note The following research was performed under the HPC Advisory Council activities AMD, Dell, Mellanox, Schlumberger HPC Advisory Council Cluster

More information

High Performance Computing. Course Notes 2007-2008. HPC Fundamentals

High Performance Computing. Course Notes 2007-2008. HPC Fundamentals High Performance Computing Course Notes 2007-2008 2008 HPC Fundamentals Introduction What is High Performance Computing (HPC)? Difficult to define - it s a moving target. Later 1980s, a supercomputer performs

More information

Software Stacks for Mixed-critical Applications: Consolidating IEEE 802.1 AVB and Time-triggered Ethernet in Next-generation Automotive Electronics

Software Stacks for Mixed-critical Applications: Consolidating IEEE 802.1 AVB and Time-triggered Ethernet in Next-generation Automotive Electronics Software : Consolidating IEEE 802.1 AVB and Time-triggered Ethernet in Next-generation Automotive Electronics Soeren Rumpf Till Steinbach Franz Korf Thomas C. Schmidt till.steinbach@haw-hamburg.de September

More information

Networking Virtualization Using FPGAs

Networking Virtualization Using FPGAs Networking Virtualization Using FPGAs Russell Tessier, Deepak Unnikrishnan, Dong Yin, and Lixin Gao Reconfigurable Computing Group Department of Electrical and Computer Engineering University of Massachusetts,

More information