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What Is Model Service?

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最終更新日: 2026-10-09 16:14:47
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Model Service encapsulates a model version as a long-running online inference endpoint. A complete service chain includes:
Input: Select an existing model version from the models registered in Catalog for deployment.
Running: The platform provides computing power on a pay-as-you-go basis and automatically adjusts the number of replicas based on the scaling policy.
Invocation: The business system calls the service through the HTTP API with an authentication Token.
Persistence: Request and response payloads are automatically stored in the inference table in Catalog, and runtime metrics and alarms are connected to the notification channels of the workspace.

Key Concepts

To understand Model Service, you need to be familiar with the following core concepts:
Concept
Description
Service (Endpoint)
An externally exposed inference endpoint that corresponds to a stable service name and invocation address. Multiple versions can be mounted under a service.
Service Version (Served Entity)
A specific deployment under a service, corresponding to a model + a version + a set of resource configurations. Multiple versions can coexist within the same service, with requests distributed by traffic ratio.
Replica
A running instance of the same service version. More replicas deliver higher throughput and better availability, with support for manual / scheduled / automatic / combined scaling.
Compute resources
Computing power consumed by a service at runtime, with platform support for pay-as-you-go billing. Resource specifications determine the CPU / memory / GPU capacity of a single replica.
Traffic ratio
When multiple versions coexist, requests are distributed to different versions by ratio (for example, 80 / 20), facilitating canary releases and A/B testing.
Inference Table
A Delta table managed by Catalog that automatically collects request and response payloads, serving as the fact table for monitoring data drift, performance, and fairness.
Authentication Token
After authentication is enabled for a service, the caller must carry a Bearer Token in the request Header, which is generated and rotated by the platform.

References

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