Redis-Powered LLM Acceleration: LMCache Delivers 3-10x Speedup
2025-06-28
LMCache is an LLM serving engine extension designed to drastically reduce tail latency and boost throughput, particularly in long-context scenarios. By caching reusable text KV pairs across various locations (GPU, CPU DRAM, local disk), LMCache reuses these caches for any reused text (not just prefixes) in any serving instance. This saves valuable GPU cycles and minimizes user response delay. When combined with vLLM, LMCache achieves a 3-10x reduction in latency and GPU cycles across numerous LLM use cases, including multi-round QA and RAG. Try it out with pre-built vLLM Docker images!
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