Computer Performance Evaluation —— Overview

1. Benchmarks

1.1 Standard Benchmarks Suits (Desktop)

• SPEC 2017
• PARSEC

1.2 Types of Workloads¹

根据 Resource Requirements 进行分类

• General Compute
• CPU Intensive
• Memory Intensive
• GPU Acclerated COmputation
• Storage Optimized Database WOrkloads

根据 Traffic Patterns

• Periodic workloads
• Unpredictable workloads
• Hybrid Workloads

此外，从国内相关的资料中，还可以分为²

• 计算密集型 (CPU-bound)
• 数据密集型 (Data-intensive)
• I/O 密集型 (I/O-bound)

2 性能测量相关因素³

• Types of Workloads
• Popular Benchmarks
• The Art of Workload Selection
• Workload Characterization Techniques
• Monitors
• Accounting Logs
• Monitoring Distributed Systems
• Load Drivers
• Capacity Planning
• The Art of Data Presentation
• Ratio Games

Reference

1. A Super Helpful Guide to Understanding Workload & It’s Types in Cloud
2. 负载类型
3. CSE 567M
4. COMP 528