Abstract: With the ever-growing size of deep learning models, GPU memory is prone to be insufficient during training. A prominent approach is ZeRO-Offload which moves the optimizer states to CPU ...
Online LLM inference powers many exciting applications such as intelligent chatbots and autonomous agents. Modern LLM inference engines widely rely on request batching to improve inference throughput, ...
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