Chapter 13: Performance Patterns and Memory Management

Learning Objectives

• Manage GPU memory allocation and avoid out-of-memory errors in large simulations
• Implement batched operations for throughput-optimal GPU utilization
• Use mixed precision (FP16/BF16) for 2x speedup with acceptable numerical error
• Design data loading pipelines that overlap CPU I/O with GPU computation