The Science of Computer Benchmarking 1st Edition by Roger W Hockney – Ebook PDF Instant Download/Delivery. 9780898719666
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ISBN 10:
ISBN 13: 9780898719666
Author: Roger W Hockney
This book provides an introduction to computer benchmarking. Hockney includes material concerned with the definition of performance parameters and metrics and defines a set of suitable metrics with which to measure performance and units with which to express them. He also presents new ideas resulting from the application of dimensional analysis to the field of computer benchmarking. This results in the definition of a dimensionless universal scaling diagram that completely describes the scaling properties of a class of computer benchmarks on a single diagram, for all problem sizes and all computers describable by a defined set of hardware parameters.
The principle of computational similarity, which states the requirements for two computer programs to have the same optimum self-speedup, optimum number of processors, and scaling is also described.
The Science of Computer Benchmarking 1st Table of contents:
Chapter 1: Introduction to Computer Benchmarking
1.1 What is Benchmarking?
1.2 Importance of Benchmarking in Computer Science
1.3 History and Evolution of Computer Benchmarking
1.4 Types of Benchmarks
1.5 Key Concepts and Terminologies in Benchmarking
Chapter 2: The Benchmarking Process
2.1 Defining the Scope of a Benchmark
2.2 Selecting Performance Metrics
2.3 Designing and Implementing Benchmarks
2.4 Running and Monitoring Benchmark Tests
2.5 Analyzing Benchmark Results
2.6 Best Practices in Benchmarking
Chapter 3: Benchmarking Hardware Performance
3.1 Central Processing Unit (CPU) Performance
3.2 Memory Hierarchies and Bandwidth
3.3 Disk and Storage System Performance
3.4 Graphics Processing Unit (GPU) Benchmarks
3.5 Networking and I/O Performance
3.6 Power Consumption and Efficiency Benchmarks
Chapter 4: Benchmarking Software Performance
4.1 Measuring Algorithmic Efficiency
4.2 Profiling Software for Performance Bottlenecks
4.3 Memory and Cache Optimization
4.4 Multithreading and Parallelism Benchmarks
4.5 Benchmarking Software for Scalability
4.6 Software Frameworks and Libraries for Benchmarking
Chapter 5: Synthetic vs. Real-World Benchmarks
5.1 Differences Between Synthetic and Real-World Benchmarks
5.2 The Role of Synthetic Benchmarks in Isolated Testing
5.3 How Real-World Benchmarks Reflect Practical Performance
5.4 Case Studies of Synthetic and Real-World Benchmarking
5.5 Advantages and Disadvantages of Each Approach
Chapter 6: Benchmarking Methodologies and Tools
6.1 Common Benchmarking Frameworks
6.2 Using Standardized Benchmarks (SPEC, Geekbench, etc.)
6.3 Developing Custom Benchmarks
6.4 Tools for Benchmarking CPU, Memory, and Disk Performance
6.5 Open-Source Benchmarking Tools
6.6 Commercial Benchmarking Software and Platforms
Chapter 7: Interpreting Benchmark Results
7.1 Statistical Analysis of Benchmark Results
7.2 Understanding Performance Metrics: Throughput, Latency, etc.
7.3 Dealing with Variability in Benchmarking Results
7.4 Common Pitfalls and Misinterpretations
7.5 Using Benchmark Results to Drive Decision-Making
Chapter 8: Benchmarking in Practice: Case Studies
8.1 Benchmarking for Consumer Computers and Laptops
8.2 Benchmarking in Data Centers and High-Performance Computing
8.3 Benchmarking for Cloud Computing and Virtualization
8.4 Benchmarking in Gaming and Graphics Systems
8.5 Case Study: Benchmarking for Scientific Applications
8.6 Case Study: Benchmarking in Mobile Computing
Chapter 9: The Ethics and Impact of Benchmarking
9.1 Ethical Considerations in Benchmark Reporting
9.2 The Role of Benchmarking in Competitive Markets
9.3 Benchmarking and Marketing: Risks of Misleading Results
9.4 Benchmarking and Open Standards
9.5 The Future of Benchmarking: Ensuring Fairness and Transparency
Chapter 10: Future Trends in Computer Benchmarking
10.1 The Rise of Artificial Intelligence in Benchmarking
10.2 Benchmarking for Quantum Computing
10.3 The Impact of Hardware and Software Innovations on Benchmarking
10.4 Benchmarking in the Age of Big Data and Cloud Computing
10.5 Predictions for the Future of Benchmarking
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