Triton Inference Server provides model metrics that offer valuable insights into the performance and behavior of the deployed models during inference. These metrics help monitor and optimize the inference process in production environments. Some of the key model metrics provided by Triton Inference Server include:
These metrics can be accessed and monitored through Triton's integrated monitoring endpoints, Prometheus, or other monitoring and visualization tools like Grafana. By analyzing these model metrics, developers and system administrators can gain a comprehensive understanding of the model's performance, resource use, and overall health, enabling them to optimize the deployment and ensure the model operates efficiently in production.