Model Architecture
21 min
From 4K to a Million Tokens: How RoPE Scaling, YaRN, and Ring Attention Stretch the Context Window
A model trained on 4,096 tokens can be coaxed into reading a quarter-million without retraining from scratch. The trick is not bigger attention; it is lying to the model about position, and splitting the sequence across a ring of GPUs.