Hardware Accelerators in Data Centers - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Hardware Accelerators in Data Centers write by Christoforos Kachris. This book was released on 2018-08-21. Hardware Accelerators in Data Centers available in PDF, EPUB and Kindle. This book provides readers with an overview of the architectures, programming frameworks, and hardware accelerators for typical cloud computing applications in data centers. The authors present the most recent and promising solutions, using hardware accelerators to provide high throughput, reduced latency and higher energy efficiency compared to current servers based on commodity processors. Readers will benefit from state-of-the-art information regarding application requirements in contemporary data centers, computational complexity of typical tasks in cloud computing, and a programming framework for the efficient utilization of the hardware accelerators.
The Datacenter as a Computer
The Datacenter as a Computer - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook The Datacenter as a Computer write by Luiz André Barroso. This book was released on 2022-06-01. The Datacenter as a Computer available in PDF, EPUB and Kindle. This book describes warehouse-scale computers (WSCs), the computing platforms that power cloud computing and all the great web services we use every day. It discusses how these new systems treat the datacenter itself as one massive computer designed at warehouse scale, with hardware and software working in concert to deliver good levels of internet service performance. The book details the architecture of WSCs and covers the main factors influencing their design, operation, and cost structure, and the characteristics of their software base. Each chapter contains multiple real-world examples, including detailed case studies and previously unpublished details of the infrastructure used to power Google's online services. Targeted at the architects and programmers of today's WSCs, this book provides a great foundation for those looking to innovate in this fascinating and important area, but the material will also be broadly interesting to those who just want to understand the infrastructure powering the internet. The third edition reflects four years of advancements since the previous edition and nearly doubles the number of pictures and figures. New topics range from additional workloads like video streaming, machine learning, and public cloud to specialized silicon accelerators, storage and network building blocks, and a revised discussion of data center power and cooling, and uptime. Further discussions of emerging trends and opportunities ensure that this revised edition will remain an essential resource for educators and professionals working on the next generation of WSCs.
Artificial Intelligence and Hardware Accelerators
Artificial Intelligence and Hardware Accelerators - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Artificial Intelligence and Hardware Accelerators write by Ashutosh Mishra. This book was released on 2023-03-15. Artificial Intelligence and Hardware Accelerators available in PDF, EPUB and Kindle. This book explores new methods, architectures, tools, and algorithms for Artificial Intelligence Hardware Accelerators. The authors have structured the material to simplify readers’ journey toward understanding the aspects of designing hardware accelerators, complex AI algorithms, and their computational requirements, along with the multifaceted applications. Coverage focuses broadly on the hardware aspects of training, inference, mobile devices, and autonomous vehicles (AVs) based AI accelerators
Reducing the Development Cost of Customized Hardware Acceleration for Cloud Infrastructure
Reducing the Development Cost of Customized Hardware Acceleration for Cloud Infrastructure - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Reducing the Development Cost of Customized Hardware Acceleration for Cloud Infrastructure write by Moein Khazraee. This book was released on 2020. Reducing the Development Cost of Customized Hardware Acceleration for Cloud Infrastructure available in PDF, EPUB and Kindle. Customized hardware accelerators have made it possible to meet increasing workload demands in cloud computing by customizing the hardware to a specific application. They are needed because the cost and energy efficiency of general-purpose processors has plateaued. However, creating a custom hardware accelerator for an application takes several months for development and requires upfront development costs in the order of millions of dollars. These constraints have limited their use to applications that have sufficient maturity and scale to justify a large upfront investment. For instance, Google uses customized hardware accelerators to process voice searches for half a billion Google Assistant customers, and Microsoft uses programmable customized hardware accelerators to answer queries for ~100 million Bing search users. Reducing development costs makes it possible to use hardware accelerators on applications that have moderate scale or change over time. In this dissertation, I demonstrate that it is feasible to reduce the development costs of custom hardware accelerators in cloud infrastructure. Specifically, the following three frameworks reduce development cost for the three main parts of the cloud infrastructure. For computation inside data centers, I built a bottom-up framework that considers different design parameters of fully customized chips and servers to find the optimal total cost solution. This solution balances operational, fixed and development costs. Counter-intuitively, I demonstrate that older silicon technology nodes can provide better cost efficiency for moderate applications. For in-network computations, I built a framework that reduces development cost by offloading the control portion of an application-specific hardware accelerator to modest processors inside programmable customized hardware. I demonstrate that this framework can achieve throughput of ~200 Gbps for the compute-intensive task of deep packet inspection. For base stations at the cloud edge, I built a flexible framework on top of software-defined radios which significantly reduces their required computation performance and bandwidth. I show that it is possible to backhaul the entire 100 MHz of the 2.4 GHz ISM band over only 224 Mbps instead of 3.2 Gbps; making it possible to decode BLE packets in software with requirement of a wimpy embedded processor.
The Datacenter as a Computer
The Datacenter as a Computer - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook The Datacenter as a Computer write by Luiz André Barroso. This book was released on 2019. The Datacenter as a Computer available in PDF, EPUB and Kindle. This book describes warehouse-scale computers (WSCs), the computing platforms that power cloud computing and all the great web services we use every day. It discusses how these new systems treat the datacenter itself as one massive computer designed at warehouse scale, with hardware and software working in concert to deliver good levels of internet service performance. The book details the architecture of WSCs and covers the main factors influencing their design, operation, and cost structure, and the characteristics of their software base. Each chapter contains multiple real-world examples, including detailed case studies and previously unpublished details of the infrastructure used to power Google's online services. Targeted at the architects and programmers of today's WSCs, this book provides a great foundation for those looking to innovate in this fascinating and important area, but the material will also be broadly interesting to those who just want to understand the infrastructure powering the internet. The third edition reflects four years of advancements since the previous edition and nearly doubles the number of pictures and figures. New topics range from additional workloads like video streaming, machine learning, and public cloud to specialized silicon accelerators, storage and network building blocks, and a revised discussion of data center power and cooling, and uptime. Further discussions of emerging trends and opportunities ensure that this revised edition will remain an essential resource for educators and professionals working on the next generation of WSCs.
