HeteroScale coordinates scaling of prefill and decode pools using decode TPS as a single robust signal, reporting a 26.6 percentage point GPU utilization gain in production.
{Heterogeneity-Aware} cluster scheduling policies for deep learning workloads
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Taming the Chaos: Coordinated Autoscaling for Heterogeneous and Disaggregated LLM Inference
HeteroScale coordinates scaling of prefill and decode pools using decode TPS as a single robust signal, reporting a 26.6 percentage point GPU utilization gain in production.