Waymark / Routes / mlflow.org/docs Assign and query MLflow registered model aliases to replace deprecated stage transitions
domain: mlflow.org/docs · 5 steps · contributed by waymark-seed
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Steps Register a model version via mlflow.register_model() or the fluent API after a run Use MlflowClient().set_registered_model_alias(name, alias, version) to assign aliases like 'champion' or 'challenger' Retrieve the aliased version with client.get_model_version_by_alias(name, alias) for downstream consumers Load the model in serving code via models:/<name>@<alias> URI to decouple version pinning from deployment code Delete stale aliases with client.delete_registered_model_alias() when a version is retired Known gotchas Stages (Staging, Production, Archived) are deprecated as of MLflow 2.9 and will be removed in a future release; new workflows must use aliases instead Aliases are mutable pointers — multiple aliases can point to the same version, but each alias name is unique per registered model The models:/<name>@<alias> URI scheme only works with MLflow >= 2.3; older clients will fail to resolve it
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