The paper develops fluid-guided online scheduling algorithms (WAIT and Nested WAIT) for LLM inference that handle endogenous KV-cache memory growth and improve stability and latency over baselines in simulations.
At stage 0 and stage 1, both types appear identical to the scheduler
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Optimizing LLM Inference: Fluid-Guided Online Scheduling with Memory Constraints
The paper develops fluid-guided online scheduling algorithms (WAIT and Nested WAIT) for LLM inference that handle endogenous KV-cache memory growth and improve stability and latency over baselines in simulations.