Power Aware Computing on GPUs

Power Aware Computing on GPUs PDF Author: Kiran Kumar Kasichayanula
Publisher:
ISBN:
Category :
Languages : en
Pages : 85

Book Description
Energy and power density concerns in modern processors have led to signicant computer architecture research efforts in power-aware and temperature-aware computing. With power dissipation becoming an increasingly vexing problem, power analysis of Graphical Processing Unit (GPU) and its components has become crucial for hardware and software system design. Here, we describe our technique for a coordinated measurement approach that combines real total power measurement and per-component power estimation. To identify power consumption accurately, we introduce the Activity-based Model for GPUs (AMG), from which we identify activity factors and power for microarchitectures on GPUs that will help in analyzing power tradeoffs of one component versus another using microbenchmarks. The key challenge addressed in this thesis is real-time power consumption, which can be accurately estimated using NVIDIA's Management Library (NVML) through Pthreads. We validated our model using Kill-A-Watt power meter and the results are accurate within 10%. The resulting Performance Application Programming Interface (PAPI) NVML component offers real-time total power measurements for GPUs. This thesis also compares a single NVIDIA C2075 GPU running MAGMA (Matrix Algebra on GPU and Multicore Architectures) kernels, to a 48 core AMD Istanbul CPU running LAPACK.

Power Aware Computing

Power Aware Computing PDF Author: Robert Graybill
Publisher: Springer Science & Business Media
ISBN: 1475762178
Category : Computers
Languages : en
Pages : 387

Book Description
With the advent of portable and autonomous computing systems, power con sumption has emerged as a focal point in many research projects, commercial systems and DoD platforms. One current research initiative, which drew much attention to this area, is the Power Aware Computing and Communications (PAC/C) program sponsored by DARPA. Many of the chapters in this book include results from work that have been supported by the PACIC program. The performance of computer systems has been tremendously improving while the size and weight of such systems has been constantly shrinking. The capacities of batteries relative to their sizes and weights has been also improv ing but at a rate which is much slower than the rate of improvement in computer performance and the rate of shrinking in computer sizes. The relation between the power consumption of a computer system and it performance and size is a complex one which is very much dependent on the specific system and the technology used to build that system. We do not need a complex argument, however, to be convinced that energy and power, which is the rate of energy consumption, are becoming critical components in computer systems in gen eral, and portable and autonomous systems, in particular. Most of the early research on power consumption in computer systems ad dressed the issue of minimizing power in a given platform, which usually translates into minimizing energy consumption, and thus, longer battery life.

Power-Aware Computer Systems

Power-Aware Computer Systems PDF Author: Babak Falsafi
Publisher: Springer
ISBN: 3540366121
Category : Technology & Engineering
Languages : en
Pages : 224

Book Description
This book constitutes the thoroughly refereed post-proceedings of the Second International Workshop on Power-Aware Computer Systems, PACS 2002, held in Cambridge, MA, USA, in February 2002. The 13 revised full papers presented were carefully selected for inclusion in the book during two rounds of reviewing and revision. The papers are organized in topical sections on power-aware architecture and microarchitecture, power-aware real-time systems, power modeling and monitoring, and power-aware operating systems and compilers.

Handbook of Energy-Aware and Green Computing - Two Volume Set

Handbook of Energy-Aware and Green Computing - Two Volume Set PDF Author: Ishfaq Ahmad
Publisher: CRC Press
ISBN: 1482254441
Category : Computers
Languages : en
Pages : 1284

Book Description
Implementing energy-efficient CPUs and peripherals as well as reducing resource consumption have become emerging trends in computing. As computers increase in speed and power, their energy issues become more and more prevalent. The need to develop and promote environmentally friendly computer technologies and systems has also come to the forefront

Power-Aware Computer Systems

Power-Aware Computer Systems PDF Author: Babak Falsafi
Publisher: Springer Science & Business Media
ISBN: 3540297901
Category : Computers
Languages : en
Pages : 191

Book Description
This book contributes the thoroughly refereed post-proceedings of the 4th International Workshop on Power-Aware Computer Systems, PACS 2004, held in Portland, OR, USA in December 2004. The 12 revised full papers presented were carefully reviewed, selected, and revised for inclusion in the book. The papers span a wide spectrum of topics in power-aware systems; they are organized in topical sections on microarchitecture- and circuit-level techniques, power-aware memory and interconnect systems, and frequency- and voltage-scaling techniques.

Handbook of Energy-Aware and Green Computing, Volume 2

Handbook of Energy-Aware and Green Computing, Volume 2 PDF Author: Ishfaq Ahmad
Publisher: CRC Press
ISBN: 1466501138
Category : Computers
Languages : en
Pages : 621

Book Description
This book provides basic and fundamental knowledge of various aspects of energy-aware computing at the component, software, and system level. It provides a broad range of topics dealing with power-, energy-, and temperature-related research areas for individuals from industry and academia.

Architecture of Computing Systems – ARCS 2019

Architecture of Computing Systems – ARCS 2019 PDF Author: Martin Schoeberl
Publisher: Springer
ISBN: 3030186563
Category : Computers
Languages : en
Pages : 335

Book Description
This book constitutes the proceedings of the 32nd International Conference on Architecture of Computing Systems, ARCS 2019, held in Copenhagen, Denmark, in May 2019. The 24 full papers presented in this volume were carefully reviewed and selected from 40 submissions. ARCS has always been a conference attracting leading-edge research outcomes in Computer Architecture and Operating Systems, including a wide spectrum of topics ranging from embedded and real-time systems all the way to large-scale and parallel systems. The selected papers are organized in the following topical sections: Dependable systems; real-time systems; special applications; architecture; memory hierarchy; FPGA; energy awareness; NoC/SoC. The chapter 'MEMPower: Data-Aware GPU Memory Power Model' is open access under a CC BY 4.0 license at link.springer.com.

Power-aware Computer Systems

Power-aware Computer Systems PDF Author:
Publisher:
ISBN:
Category : Electric batteries
Languages : en
Pages : 208

Book Description


Distributed Applications and Interoperable Systems

Distributed Applications and Interoperable Systems PDF Author: Márk Jelasity
Publisher: Springer
ISBN: 3319395777
Category : Computers
Languages : en
Pages : 224

Book Description
This book constitutes the proceedings of the 16th IFIP International Conference on Distributed Applications and Interoperable Systems, DAIS 2016, held in Heraklion, Crete, Greece, in June 2016. The 13 papers presented together with 3 short papers in this volume were carefully reviewed and selected from 34 submissions. They represent a compelling sample of the state-of-the-art in the area of distributed applications and interoperable systems. Cloud computing and services received a large emphasis this year.

GPU Gems 2

GPU Gems 2 PDF Author: Matt Pharr
Publisher: Addison-Wesley Professional
ISBN: 9780321335593
Category : Computers
Languages : en
Pages : 814

Book Description
More useful techniques, tips, and tricks for harnessing the power of the new generation of powerful GPUs.