Raymond Ops
Jul 2, 2026 · Operations
How to Monitor Large Model Applications: A Beginner‑Friendly Metric System
This guide walks you through building a production‑grade monitoring solution for large language model inference services using a three‑layer metric hierarchy, Prometheus, Grafana, DCGM Exporter, and custom Python metrics, with step‑by‑step deployment, alerting policies, and real‑world troubleshooting examples.
AI infrastructureGrafanaLarge Language Models
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