SGLang HiCache extends KV reuse across parallelism; iFLYTEK hit rate 30%→95%

ying11231 · x · 2026-11-03

LMSYS details how SGLang HiCache extends prefix KV reuse from GPU memory to host memory and external storage across context/pipeline parallelism, speculative decoding, and P/D disaggregation. In iFLYTEK's agentic CodingPlan workloads (GLM-5.1/5.2, inputs 30K–1M tokens), cache hit rate jumped from 30% to 95% and median TTFT dropped below 3 seconds.

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