PRESAGE: Uncertainty-Aware Predictive Elastic Scheduling for Cloud Analytics and GenAI Inference
Cloud data platforms increasingly co-locate hybrid analytical workloads (data-lake/warehouse queries, batch and stream engines) with generative-AI (GenAI) inference services, producing load traces that are strongly bursty, heavy-tailed, and multi-phase. Reactive threshold autoscalers and simple ARIMA/LSTM predictors re...