Google16:00Guides & TipsOfficial Docs
GKE LLM Inference Optimization Quickstart
Drastically cut inference costs and boost speed.
Key Points
- 1Latency-targeted configs
- 2Auto token cost estimates
- 3vLLM server support
- 4Generate deployment manifests
GKE Inference Quickstart optimizes LLM serving with NTPOT/TTFT metrics, recommending hardware and HPA scaling. Achieves 96% lower latency, 25% token cost savings, 80% faster loading.