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Most emerging applications in imaging and machine learning must perform immense amounts of computation while holding to strict limits on energy and power. To meet these goals, architects are building increasingly specialized compute engines tailored for these specific tasks. The resulting computer systems are heterogeneous, containing multiple processing cores with wildly different execution models. Unfortunately, the cost of producing this specialized hardware--and the software to control it--is astronomical. Moreover, the task of porting algorithms to these heterogeneous machines typically requires that the algorithm be partitioned across the machine and rewritten for each specific architecture, which is time consuming and prone to error.
Over the last several years, the authors have approached this problem using domain-specific languages (DSLs): high-level programming languages customized for specific domains, such as database manipulation, machine learning, or image processing. By giving up generality, these languages are able to provide high-level abstractions to the developer while producing high-performance output. The purpose of this book is to spur the adoption and the creation of domain-specific languages, especially for the task of creating hardware designs.
In the first chapter, a short historical journey explains the forces driving computer architecture today. Chapter 2 describes the various methods for producing designs for accelerators, outlining the push for more abstraction and the tools that enable designers to work at a higher conceptual level. From there, Chapter 3 provides a brief introduction to image processing algorithms and hardware design patterns for implementing them. Chapters 4 and 5 describe and compare Darkroom and Halide, two domain-specific languages created for image processing that produce high-performance designs for both FPGAs and CPUs from the same source code, enabling rapid design cycles and quick porting of algorithms. The final section describes how the DSL approach also simplifies the problem of interfacing between application code and the accelerator by generating the driver stack in addition to the accelerator configuration.
This book should serve as a useful introduction to domain-specialized computing for computer architecture students and as a primer on domain-specific languages and image processing hardware for those with more experience in the field.
From Triumph to Tragedy is the glorious, uplifting but ultimately tragic story of Chapecoense, the small-town Brazilian football club that made worldwide news following their meteoric rise from non-league to continental sensation.
Yet the headlines that will be remembered centre on the air disaster en route to what should have been their greatest ever match.
Less than ten years after the local mayor had intervened to save the club from liquidation, Associacao Chapecoense de Futebol had become champions of the Santa Catarina State Championship.
At the summit of the Brazilian national league structure, they also qualified sensationally for the final of the Copa Sul Americana.
The team of rejects and journeymen became heroes not just in their own city, but also to the whole nation.
But the final was never to take place, as tragedy struck to render all those triumphant nights insignificant.
Could the club now stage one more incredible recovery to allow Era Chape to continue, rather than to accept their fate as the tragic team beloved in fans' memories?
Your customers want innovation and value, and they want it now. How can you apply Lean principles and practices throughout your enterprise to drive operational excellence, reduce costs while improving quality, enable efficient growth, and accelerate idea-to-value innovation?
Shingo Prize-winning author Steve Bell and other thought leaders show you how guiding you to more effectively align people and purpose, promote enterprise agility, and leverage transformative IT capabilities to create market-differentiating value for your customers. Combining research and insight with practical examples and in-depth case studies that can be put to immediate use, Run Grow Transform: Integrating Business and Lean IT is a must read for leaders and senior managers from all disciplines, showing you how to:
Drive enterprise outcomes and strategy through adaptive Business/IT learning
Maximize collaboration, leverage the knowledge and skills of your teams
Overcome enterprise-wise obstacles commonly encountered by Agile development teams
Improve infrastructure reliability and cost, learn how to get the best results from operations frameworks including ITIL, COBIT and ISO 20000
Apply Lean principles to Enterprise Architecture and Business Process Management disciplines
Make informed, value-based choices about outsourcing
Tap into big data and social media to listen to and interact with the virtual voice of your customers
Streamline management, collaboration, and communication systems
Identify and measure the right things that lead to customer value
What readers are saying:
This book focuses on the most critical and challenging issue for any aspect of the development or use of IT: creating a collaborative learning culture.Jeffrey K. Liker, Shingo Prize-winning Author of The