HyperOffload: Graph-Driven Hierarchical Memory Management for Large Language Models on SuperNode Architectures

Fangxin Liu, Qinghua Zhang, Hanjing Shen +5

The rapid evolution of Large Language Models (LLMs) towards long-context reasoning and sparse architectures has pushed memory requirements far beyond the capacity of individual dev…