SpecOffload: Unlocking Latent GPU Capacity for LLM Inference on Resource-Constrained Devices

Xiangwen Zhuge, Xu Shen, Zeyu Wang +6

Efficient LLM inference on resource-constrained devices presents significant challenges in compute and memory utilization. Due to limited GPU memory, existing systems offload model…