Multi-configuration Simulation Algorithms for the Evaluation of Computer Architecture Designs

Multi-configuration Simulation Algorithms for the Evaluation of Computer Architecture Designs PDF Author: Rabin Andrew Sugumar
Publisher:
ISBN:
Category : Computer-aided design
Languages : en
Pages : 384

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Book Description
Abstract: "In computer architecture design, a number of candidate design are simulated on representative workloads, and the most satisfactory design in terms of cost and performance is chosen. This simulation process is time-consuming, especially memory hierarchy simulation, and is a bottleneck in architectural design. In this thesis the multi-configuration simulation approach is adopted for speeding up the simulation process. This approach is based on the observation that the behavior of adjacent design configurations is largely similar, and that the similarity may be exploited to reduce simulation work; significant reductions in simulation time are obtained by a synergistic simulation of many design configurations. A suite of multi-configuration simulation algorithms is developed for memory hierarchy simulation. The suite includes 1. An algorithm for set-associative cache simulation based on a new data structure (the generalized binomial tree) which runs about two times faster than earlier algorithms. 2. An algorithm for direct mapped cache simulation based on a novel tag inclusion property which also gives a factor of two improvement over an earlier algorithm. 3. An innovative limited lookahead algorithm with stack repair for simulating the OPT replacement strategy in caches. 4. Novel multi-configuration simulation algorithms for write-buffers. A simulation package, Cheetah, based on these algorithms has been developed and used in the following modeling and optimization studies. First, a new model, the OPT model, is introduced for classifying cache misses. Unlike earlier models, the OPT model accounts for misses resulting from sub-optimal replacement policies used in practical caches. Experimental characterizations based on the OPT model of the cache misses occurring in the SPEC benchmarks are then presented. The results demonstrate that the replacement policy contributes to a significant fraction of cache misses. Second, the hit-miss and reuse behavior of individual load/store instructions of the SPEC benchmarks are profiled. The profiles show that a small number of instructions contribute to a large percentage of the misses. By scheduling the instructions that miss to hide latency, a factor of three improvement is demonstrated for loop-dominated code. By partially controlling cache replacement using the profile information on data reuse up to a 20% reduction in miss ratio is demonstrated."

Multi-configuration Simulation Algorithms for the Evaluation of Computer Architecture Designs

Multi-configuration Simulation Algorithms for the Evaluation of Computer Architecture Designs PDF Author: Rabin Andrew Sugumar
Publisher:
ISBN:
Category : Computer-aided design
Languages : en
Pages : 384

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Book Description
Abstract: "In computer architecture design, a number of candidate design are simulated on representative workloads, and the most satisfactory design in terms of cost and performance is chosen. This simulation process is time-consuming, especially memory hierarchy simulation, and is a bottleneck in architectural design. In this thesis the multi-configuration simulation approach is adopted for speeding up the simulation process. This approach is based on the observation that the behavior of adjacent design configurations is largely similar, and that the similarity may be exploited to reduce simulation work; significant reductions in simulation time are obtained by a synergistic simulation of many design configurations. A suite of multi-configuration simulation algorithms is developed for memory hierarchy simulation. The suite includes 1. An algorithm for set-associative cache simulation based on a new data structure (the generalized binomial tree) which runs about two times faster than earlier algorithms. 2. An algorithm for direct mapped cache simulation based on a novel tag inclusion property which also gives a factor of two improvement over an earlier algorithm. 3. An innovative limited lookahead algorithm with stack repair for simulating the OPT replacement strategy in caches. 4. Novel multi-configuration simulation algorithms for write-buffers. A simulation package, Cheetah, based on these algorithms has been developed and used in the following modeling and optimization studies. First, a new model, the OPT model, is introduced for classifying cache misses. Unlike earlier models, the OPT model accounts for misses resulting from sub-optimal replacement policies used in practical caches. Experimental characterizations based on the OPT model of the cache misses occurring in the SPEC benchmarks are then presented. The results demonstrate that the replacement policy contributes to a significant fraction of cache misses. Second, the hit-miss and reuse behavior of individual load/store instructions of the SPEC benchmarks are profiled. The profiles show that a small number of instructions contribute to a large percentage of the misses. By scheduling the instructions that miss to hide latency, a factor of three improvement is demonstrated for loop-dominated code. By partially controlling cache replacement using the profile information on data reuse up to a 20% reduction in miss ratio is demonstrated."

Languages and Compilers for Parallel Computing

Languages and Compilers for Parallel Computing PDF Author: Lawrence Rauchwerger
Publisher: Springer Nature
ISBN: 3030352250
Category : Computers
Languages : en
Pages : 313

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Book Description
This book constitutes the proceedings of the 30th International Workshop on Languages and Compilers for Parallel Computing, LCPC 2017, held in College Station, TX, USA, in October 2017. The 17 full papers presented together with abstracts of 5 keynote talks, 11 invited speakers and 4 poster papers in this volume were carefully reviewed and selected from 26 submissions. LCPC encourages submissions that go outside its original scope of scientific computing to diverse areas that are enable or enhanced by the power of parallel systems such as mobile computing, big data, relevant aspects of machine learning, data centers, cognitive computing, etc. LCPC strongly encourages personal interaction and technical discussions along the initial material.

Network and Parallel Computing

Network and Parallel Computing PDF Author: Chen Ding
Publisher: Springer
ISBN: 364215672X
Category : Computers
Languages : en
Pages : 504

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Book Description
This book constitutes the refereed proceedings of the IFIP International Conference, NPC 2010, held in Zhengzhou, China, in September 2010. The 39 papers presented were carefully selected from 89 submissions. The papers are organized in topical sections on Parallelization and Optimization, Parallel Algorithms, Network, CPU and Multicore, Cloud and Grid Infrastructure, Network on Chip.

Fast Simulation of Computer Architectures

Fast Simulation of Computer Architectures PDF Author: Thomas M. Conte
Publisher: Springer Science & Business Media
ISBN: 1461523613
Category : Computers
Languages : en
Pages : 249

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Book Description
Chapters in Fast Simulation of Computer Architectures cover topics such as how to collect traces, emulate instruction sets, simulate microprocessors using execution-driven techniques, evaluate memory hierarchies, apply statistical sampling to simulation, and how to augment simulation with performance bound models. The chapters have been written by many of the leading researchers in the area, in a collaboration that ensures that the material is both coherent and cohesive. Audience: Of tremendous interest to practising computer architect designers seeking timely solutions to tough evaluation problems, and to advanced upper division undergraduate and graduate students of the field. Useful study aids are provided by the problems at the end of Chapters 2 through 8.

Performance Evaluation: Origins and Directions

Performance Evaluation: Origins and Directions PDF Author: Günter Haring
Publisher: Springer
ISBN: 3540465065
Category : Computers
Languages : en
Pages : 523

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Book Description
This monograph-like state-of-the-art survey presents the history, the key ideas, the success stories, and future challenges of performance evaluation and demonstrates the impact of performance evaluation on a variety of different areas through case studies in a coherent and comprehensive way. Leading researchers in the field have contributed 19 cross-reviewed topical chapters competently covering the whole range of performance evaluation, from theoretical and methodological issues to applications in numerous other fields. Additionally, the book contains one contribution on the role of performance evaluation in industry and personal accounts of four pioneering researchers describing the genesis of breakthrough results. The book will become a valuable source of reference and indispensable reading for anybody active or interested in performance evaluation.

ACM SIGPLAN Notices

ACM SIGPLAN Notices PDF Author:
Publisher:
ISBN:
Category : Programming languages (Electronic computers)
Languages : en
Pages : 530

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ACM Transactions on Computer Systems

ACM Transactions on Computer Systems PDF Author:
Publisher:
ISBN:
Category : Computer architecture
Languages : en
Pages : 432

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Research in Interactive Design (Vol. 4)

Research in Interactive Design (Vol. 4) PDF Author: Xavier Fischer
Publisher: Springer
ISBN: 3319261215
Category : Technology & Engineering
Languages : en
Pages : 637

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Book Description
Covering key topics in the field such as technological innovation, human-centered sustainable engineering and manufacturing, and manufacture at a global scale in a virtual world, this book addresses both advanced techniques and industrial applications of key research in interactive design and manufacturing. Featuring the full papers presented at the 2014 Joint Conference on Mechanical Design Engineering and Advanced Manufacturing, which took place in June 2014 in Toulouse, France, it presents recent research and industrial success stories related to implementing interactive design and manufacturing solutions.

ACM Transactions on Modeling and Computer Simulation

ACM Transactions on Modeling and Computer Simulation PDF Author:
Publisher:
ISBN:
Category : Computer simulation
Languages : en
Pages : 552

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On the Mathematics of Caching

On the Mathematics of Caching PDF Author: Mark W. Brehob
Publisher:
ISBN:
Category : Cache memory
Languages : en
Pages : 296

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Book Description