Book contents
- Frontmatter
- Dedication
- Contents
- Preface
- Acknowledgements
- 1 Introduction
- 2 Data Storage: Physical Allocation and Logical Format
- 3 Main Memory: The Physical Space
- 4 Buffer Replacement Algorithms
- 5 In-Memory Data Processing in Large Data Centers
- 6 GPU Computing: A New Algorithm-to-Architecture Interaction
- 7 GPU for Structured Data
- 8 GPU for Spatial Data: A Case Study in Pathology Imaging Applications
- 9 Ray Tracing Hardware in GPUs for Accelerated Computation
- 10 The Future of Computing: Synergies in Data Management and System Architecture
- References
- Index
2 - Data Storage: Physical Allocation and Logical Format
Published online by Cambridge University Press: 21 November 2024
- Frontmatter
- Dedication
- Contents
- Preface
- Acknowledgements
- 1 Introduction
- 2 Data Storage: Physical Allocation and Logical Format
- 3 Main Memory: The Physical Space
- 4 Buffer Replacement Algorithms
- 5 In-Memory Data Processing in Large Data Centers
- 6 GPU Computing: A New Algorithm-to-Architecture Interaction
- 7 GPU for Structured Data
- 8 GPU for Spatial Data: A Case Study in Pathology Imaging Applications
- 9 Ray Tracing Hardware in GPUs for Accelerated Computation
- 10 The Future of Computing: Synergies in Data Management and System Architecture
- References
- Index
Summary
Delving into the foundational aspects of data management, this chapter explores the relationship between logical data formats and physical storage in computing systems. It discusses how logical abstractions in system software for data management interact with the physical placement of data. The chapter emphasizes the significance of designing storage data formats effectively to minimize unnecessary I/O traffic and network communications. By optimizing these formats, readers learn how to achieve efficient utilization of resources, leading to improved performance in data processing tasks. This sets a crucial foundation for understanding the broader concepts of data management throughout the book.
- Type
- Chapter
- Information
- Data ManagementInteractions with Computer Architecture and Systems, pp. 17 - 40Publisher: Cambridge University PressPrint publication year: 2024