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Showing 1 to 2 of 2 for “"SLO-Aware"”.

  1. SLO-aware optimization and stateful orchestration for LLM systems

    … application-specific Service Level Objectives (SLOs). Furthermore, as workloads evolve into multi-agent systems (MAS), the lack of robust state management and error recovery in current runtimes creates a bottleneck for reliable orchestration. This thesis addresses these challenges by proposing a …

    uiuc Repository record for SLO-aware optimization and stateful orchestration for LLM systems (opens in a new tab)

  2. Towards SLO-aware Resource Scheduling for Serverless Inference Workloads

    … batching, reactive autoscaling policies, and SLO monitoring, thus allowing Serverless Inference workloads to meet their SLO targets even during peak traffic. The proposed approach aims to optimize resource utilization, mitigate tail latency, and improve overall system performance.

    vt Repository record for Towards SLO-aware Resource Scheduling for Serverless Inference Workloads (opens in a new tab)