Implementing Transformer Attention from Scratch
A practical guide to reproducing attention kernels and validating correctness.
2026-01-20
Attention is easiest to debug when each tensor transform is tested independently.
Outline
- Q/K/V projection construction
- Scaled dot-product mechanics
- Masking edge cases
- Numerical stability tests