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Transformer from Scratch · Optimizations and Modern Variants

FlashAttention and Attention Performance

Optimizations and Modern Variants

Introduction

You will see why classic attention is memory-expensive and how FlashAttention improves performance through tiled computation and fewer writes of the large attention matrix to GPU memory.