Artificial Intelligence, Thesequence, Llm, Machine Learning.
have limitations in their context-dependent memory due to their attention mechanisms. The attention mechanism in Transformers has a quadratic complexity in both memory usage and computation time. For instance, attention Key-Value (KV) states require 3TB of memory for a 500B model with a batch size