ORBITFLOW: Supercharging Long-Context LLMs for Blazing-Fast Performance!
Analysis
Key Takeaways
- •ORBITFLOW uses a smart ILP solver to optimize KV cache placement on GPUs, dynamically adapting to changing memory needs.
- •The system dramatically improves SLO attainment and reduces latency spikes in long-context LLM serving.
- •ORBITFLOW offers significant performance gains compared to existing offloading methods, increasing throughput substantially.
“ORBITFLOW improves SLO attainment for TPOT and TBT by up to 66% and 48%, respectively, while reducing the 95th percentile latency by 38% and achieving up to 3.3x higher throughput compared to existing offloading methods.”