AI023
Introduction to Triton Programming
Matrix Multiplication and LLM Operator Fusion
Learning Objectives
- Analyze the arithmetic intensity and roofline limits of GEMM in Transformers
- Identify memory-bound vs. compute-bound operations within transformer blocks
- Evaluate operator fusion strategies for reducing global memory access overhead
- Examine implementation patterns for fusing activation, normalization, and attention layers