Data retrieval APIs for Amazon SageMaker
Amazon SageMaker provides the following APIs for data retrieval.
Actions | Description | Access level |
---|---|---|
BatchDescribeModelPackage | Describe one or more ModelPackages | Read |
BatchGetMetrics | Retrieve metrics associated with SageMaker Resources such as Training Jobs or Trial Components | Read |
BatchGetRecord | Get a batch of records from one or more feature groups | Read |
CreateHubContentPresignedUrls | Generate S3 presigned URLs with GetObject permission for accessing model artifacts | Read |
DescribeAction | Get information about an action | Read |
DescribeAlgorithm | Describe an algorithm | Read |
DescribeApp | Describe an App | Read |
DescribeAppImageConfig | Describe an AppImageConfig | Read |
DescribeArtifact | Get information about an artifact | Read |
DescribeAutoMLJob | Describe an AutoML job that was created via the CreateAutoMLJob API | Read |
DescribeAutoMLJobV2 | Describe an AutoML job that was created via the CreateAutoMLJobV2 API | Read |
DescribeCluster | Return information about a SageMaker HyperPod cluster | Read |
DescribeClusterEvent | Return information about an Event within a SageMaker HyperPod cluster | Read |
DescribeClusterInference | Get information about the inference operator for a SageMaker HyperPod cluster | Read |
DescribeClusterNode | Return information about a SageMaker HyperPod cluster node | Read |
DescribeClusterSchedulerConfig | Get information about a cluster scheduler config | Read |
DescribeCodeRepository | Describe a CodeRepository | Read |
DescribeCompilationJob | Return information about a compilation job | Read |
DescribeComputeQuota | Get information about a compute quota | Read |
DescribeContext | Get information about a context | Read |
DescribeDataQualityJobDefinition | Return information about a data quality job definition | Read |
DescribeDevice | Access information about a device | Read |
DescribeDeviceFleet | Access information about a device fleet | Read |
DescribeDomain | Describe a Domain | Read |
DescribeEdgeDeploymentPlan | Access information about an edge deployment plan | Read |
DescribeEdgePackagingJob | Access information about an edge packaging job | Read |
DescribeEndpoint | Return the description of an endpoint | Read |
DescribeEndpointConfig | Return the description of an endpoint configuration, which was created using the CreateEndpointConfig API | Read |
DescribeExperiment | Return information about an experiment | Read |
DescribeFeatureGroup | Return information about a feature group | Read |
DescribeFeatureMetadata | Return information about a feature metadata | Read |
DescribeFlowDefinition | Return information about the specified flow definition | Read |
DescribeHub | Describe hubs | Read |
DescribeHubContent | Describe hub content | Read |
DescribeHumanLoop | Return information about the specified human loop | Read |
DescribeHumanTaskUi | Return detailed information about the specified human review workflow user interface | Read |
DescribeHyperParameterTuningJob | Describe a hyper parameter tuning job that was created via the CreateHyperParameterTuningJob API | Read |
DescribeImage | Return information about a SageMaker Image | Read |
DescribeImageVersion | Return information about a SageMaker ImageVersion | Read |
DescribeInferenceComponent | Return the description of an inference component | Read |
DescribeInferenceExperiment | Get information about an inference experiment | Read |
DescribeInferenceRecommendationsJob | Get information about an inference recommendations job | Read |
DescribeLabelingJob | Return information about a labeling job | Read |
DescribeLineageGroup | Describe a lineage group | Read |
DescribeMlflowTrackingServer | Get information about an MLflow tracking server | Read |
DescribeModel | Describe a model that you created using the CreateModel API | Read |
DescribeModelBiasJobDefinition | Return information about a model bias job definition | Read |
DescribeModelCard | Get information about a model card | Read |
DescribeModelCardExportJob | Get information about a model card export job | Read |
DescribeModelExplainabilityJobDefinition | Return information about a model explainability job definition | Read |
DescribeModelPackage | Describe a ModelPackage | Read |
DescribeModelPackageGroup | Describe a ModelPackageGroup | Read |
DescribeModelQualityJobDefinition | Return information about a model quality job definition | Read |
DescribeMonitoringSchedule | Return information about a monitoring schedule | Read |
DescribeNotebookInstance | Return information about a notebook instance | Read |
DescribeNotebookInstanceLifecycleConfig | Describe a notebook instance lifecycle configuration that was created via the CreateNotebookInstanceLifecycleConfig API | Read |
DescribeOptimizationJob | Return information about an optimization job | Read |
DescribePartnerApp | Describe an Amazon SageMaker Partner AI App | Read |
DescribePipeline | Get information about a pipeline | Read |
DescribePipelineDefinitionForExecution | Get the pipeline definition for a pipeline execution | Read |
DescribePipelineExecution | Get information about a pipeline execution | Read |
DescribeProcessingJob | Return information about a processing job | Read |
DescribeProject | Describe a project | Read |
DescribeReservedCapacity | Return information about a specified Reserved Capacity | Read |
DescribeSharedModel | Describe a shared model in a SageMaker Studio application | Read |
DescribeSpace | Describe a Space | Read |
DescribeStudioLifecycleConfig | Describe a Studio Lifecycle Configuration | Read |
DescribeSubscribedWorkteam | Return information about a subscribed workteam | Read |
DescribeTrainingJob | Return information about a training job | Read |
DescribeTrainingPlan | Return information about a specified training plan | Read |
DescribeTransformJob | Return information about a transform job | Read |
DescribeTrial | Return information about a trial | Read |
DescribeTrialComponent | Return information about a trial component | Read |
DescribeUserProfile | Describe a UserProfile | Read |
DescribeWorkforce | Return information about a workforce | Read |
DescribeWorkteam | Return information about a workteam | Read |
GetDeployments | Get deployment plan for device | Read |
GetDeviceFleetReport | Access a summary of the devices in a device fleet | Read |
GetDeviceRegistration | Get device registration. After you deploy a model onto edge devices this api is used to get current device registration | Read |
GetLineageGroupPolicy | Retreive a lineage group policy | Read |
GetModelPackageGroupPolicy | Get a ModelPackageGroup policy | Read |
GetRecord | Get a record from a feature group | Read |
GetResourcePolicy | Grants AWS Resource Access Manager permission to retrieve a resource policy on a SageMaker resource that supports cross-account sharing | Read |
GetSagemakerServicecatalogPortfolioStatus | Get a SageMaker Service Catalog Portfolio | Read |
GetScalingConfigurationRecommendation | Get a scaling policy configuration recommendation | Read |
GetSearchSuggestions | Get search suggestions when provided with a keyword | Read |
InvokeEndpoint | Invoke an endpoint. After you deploy a model into production using Amazon SageMaker hosting services, your client applications use this API to get inferences from the model hosted at the specified endpoint | Read |
InvokeEndpointAsync | Get inferences from the hosted model at the specified endpoint in an asynchronous manner | Read |
InvokeEndpointWithResponseStream | Get the inference response as a stream from the specified endpoint | Read |
ListActions | List actions | List |
ListAlgorithms | List Algorithms | List |
ListAliases | List Aliases that belong to a SageMaker Image or Sagemaker ImageVersion | List |
ListAppImageConfigs | List the AppImageConfigs in your account | List |
ListApps | List the Apps in your account | List |
ListArtifacts | List artifacts | List |
ListAssociations | List associations | List |
ListAutoMLJobs | List AutoML jobs | List |
ListCandidatesForAutoMLJob | Lists candidates for an AutoML job | List |
ListClusterEvents | List events within a SageMaker HyperPod cluster | List |
ListClusterNodes | List nodes within a SageMaker HyperPod cluster | List |
ListClusterSchedulerConfigs | List cluster scheduler configs | List |
ListClusters | List SageMaker HyperPod clusters | List |
ListCodeRepositories | List code repositories | List |
ListCompilationJobs | List compilation jobs | List |
ListComputeQuotas | List compute quotas | List |
ListContexts | List contexts | List |
ListDataQualityJobDefinitions | List data quality job definitions | List |
ListDeviceFleets | List device fleets | List |
ListDevices | List devices | List |
ListDomains | List the Domains in your account | List |
ListEdgeDeploymentPlans | List edge deployment plans | List |
ListEdgePackagingJobs | List edge packaging jobs | List |
ListEndpointConfigs | List endpoint configurations | List |
ListEndpoints | List endpoints | List |
ListExperiments | List experiments | List |
ListFeatureGroups | List feature groups | List |
ListFlowDefinitions | Return summary information about flow definitions, given the specified parameters | List |
ListHubContentVersions | List all versions of hub content | List |
ListHubContents | List newest versions of hub content | List |
ListHubs | List hubs | List |
ListHumanLoops | Return summary information about human loops, given the specified parameters | List |
ListHumanTaskUis | Return summary information about human review workflow user interfaces, given the specified parameters | List |
ListHyperParameterTuningJobs | List hyper parameter tuning jobs | List |
ListImageVersions | List ImageVersions that belong to a SageMaker Image | List |
ListImages | List SageMaker Images in your account | List |
ListInferenceComponents | List inference components | List |
ListInferenceExperiments | List inference experiments | List |
ListInferenceRecommendationsJobSteps | List inference recommendations job steps | List |
ListInferenceRecommendationsJobs | List inference recommendations jobs | List |
ListLabelingJobs | List labeling jobs | List |
ListLabelingJobsForWorkteam | List labeling jobs for workteam | List |
ListLineageGroups | List lineage groups | List |
ListMlflowTrackingServers | List MLflow tracking servers | List |
ListModelBiasJobDefinitions | List model bias job definitions | List |
ListModelCardExportJobs | List export jobs for a model card | List |
ListModelCardVersions | List versions of a model card | List |
ListModelCards | List model cards | List |
ListModelExplainabilityJobDefinitions | List model explainability job definitions | List |
ListModelMetadata | List model metadata for inference recommendations jobs | List |
ListModelPackageGroups | List ModelPackageGroups | List |
ListModelPackages | List ModelPackages | List |
ListModelQualityJobDefinitions | List model quality job definitions | List |
ListModels | List the models created with the CreateModel API | List |
ListMonitoringAlertHistory | List the history of a monitoring alert | List |
ListMonitoringAlerts | List monitoring alerts | List |
ListMonitoringExecutions | List monitoring executions | List |
ListMonitoringSchedules | List monitoring schedules | List |
ListNotebookInstanceLifecycleConfigs | List the notebook instance lifecycle configurations that can be deployed using Amazon SageMaker | List |
ListNotebookInstances | List the Amazon SageMaker notebook instances in the requester's account in an AWS Region | List |
ListOptimizationJobs | List optimization jobs | List |
ListPartnerApps | List the Amazon SageMaker Partner AI Apps in your account | List |
ListPipelineExecutionSteps | List steps for a pipeline execution | List |
ListPipelineExecutions | List executions for a pipeline | List |
ListPipelineParametersForExecution | List parameters for a pipeline execution | List |
ListPipelineVersions | List versions of a pipeline | List |
ListPipelines | List pipelines | List |
ListProcessingJobs | List processing jobs | List |
ListProjects | List Projects | List |
ListResourceCatalogs | List resource catalogs | List |
ListSharedModelEvents | List shared model events | List |
ListSharedModelVersions | List shared model versions | List |
ListSharedModels | List shared models | List |
ListSpaces | List the Spaces in your account | List |
ListStageDevices | List stage devices | List |
ListStudioLifecycleConfigs | List the Studio Lifecycle Configurations that can be deployed using Amazon SageMaker | List |
ListSubscribedWorkteams | List subscribed workteams | List |
ListTags | List the tag set associated with the specified resource | List |
ListTrainingJobs | List training jobs | List |
ListTrainingJobsForHyperParameterTuningJob | List training jobs for a hyper parameter tuning job | List |
ListTrainingPlans | List all the training plans that have been created in a specified account | List |
ListTransformJobs | List transform jobs | List |
ListTrialComponents | List trial components | List |
ListTrials | List trials | List |
ListUltraServersByReservedCapacity | List all UltraServers in a specified Reserved Capacity | List |
ListUserProfiles | List the UserProfiles in your account | List |
ListWorkforces | List workforces | List |
ListWorkteams | List workteams | List |
QueryLineage | Explore the lineage graph | List |
RenderUiTemplate | Render a UI template used for a human annotation task | Read |
Search | Search for SageMaker objects | Read |
SearchTrainingPlanOfferings | Grants permissions to search for the available training plan offerings that best match specified capacity requirements | Read |