Data retrieval APIs for Amazon SageMaker with MLflow
Amazon SageMaker with MLflow provides the following APIs for data retrieval.
| Actions | Description | Access level |
|---|---|---|
| AccessUI | Access the MLflow UI | Read |
| GetDownloadURIForModelVersionArtifacts | Get a URI to download model artifacts for a specific model version | Read |
| GetExperiment | Get metadata for an MLflow experiment | Read |
| GetExperimentByName | Get metadata for an MLflow experiment by name | Read |
| GetLatestModelVersions | Get the latest model versions | List |
| GetLoggedModel | Get a logged model in MLflow | Read |
| GetMetricHistory | Get a list of all values for the specified metric for a given run | Read |
| GetModelVersion | Get a model version by model name and version | Read |
| GetModelVersionByAlias | Get model version by alias in MLflow | Read |
| GetRegisteredModel | Get a registered model | Read |
| GetRun | Get metadata, metrics, parameters, and tags for a run | Read |
| GetTraceInfo | Get information about a trace in MLflow | Read |
| ListArtifacts | List artifacts for a run | List |
| ListLoggedModelArtifacts | List artifacts for a logged model in MLflow | List |
| SearchExperiments | Search for MLflow experiments | Read |
| SearchLoggedModels | Search for logged models in MLflow | Read |
| SearchModelVersions | Search for a model version | Read |
| SearchRegisteredModels | Search for registered models in MLflow | Read |
| SearchRuns | Search for runs that satisfy expressions | Read |
| SearchTraces | Search for traces in MLflow | Read |
