Inference

Model serving

Model serving exposes a trained model through a reliable runtime interface.

ClientGatewayModel serverrequestqueue + batchtokensstream
Model serving exposes a trained model through a reliable runtime interface. Values shown in the worked visual are illustrative unless the labels state otherwise.

How it works

A serving system handles request validation, scheduling, execution, observability, and failure recovery. Model quality alone does not provide these operational guarantees.

A concrete example

Illustrative: 4 replicas each sustain an illustrative 25 requests per second, giving 100 requests per second before coordination overhead.

Do not confuse it with Deployment

deployment installs a release; serving is the runtime system answering requests.

Study the full lesson