IAM을 사용한 Vertex AI 액세스 제어

이 페이지에서는 Identity and Access Management(IAM)를 사용하여 Vertex AI 리소스에 대한 액세스를 관리하는 방법을 설명합니다. Vertex AI Workbench 인스턴스에 대한 액세스를 관리하려면 Vertex AI Workbench 인스턴스 액세스 제어를 참조하세요.

Vertex AI는 IAM을 사용하여 리소스에 대한 액세스를 관리합니다. 프로젝트 수준 또는 리소스 수준에서 액세스를 관리할 수 있습니다. 프로젝트 수준에서 리소스에 대한 액세스 권한을 부여하려면 주 구성원(사용자, 그룹 또는 서비스 계정)에 역할을 하나 이상 할당합니다. 특정 리소스에 대한 액세스 권한을 부여하려면 해당 리소스에 IAM 정책을 설정합니다. 리소스는 리소스 수준 정책을 지원해야 합니다. 정책은 어떤 역할이 어떤 주 구성원에 할당되는지 정의합니다.

Vertex AI에서 사용할 수 있는 다양한 IAM 역할 유형이 있습니다.

• 사전 정의된 역할을 사용하면 프로젝트 수준에서 Vertex AI 리소스에 대한 관련 권한 집합을 부여할 수 있습니다.

• 기본 역할(소유자, 편집자, 뷰어)은 프로젝트 수준에서 Vertex AI 리소스에 대한 액세스 제어를 제공하며 모든 Google Cloud 서비스에 공통으로 적용됩니다.

• 커스텀 역할을 사용하면 특정 권한 집합을 선택하고, 해당 권한을 사용하여 고유한 역할을 만들고, 조직의 사용자에게 역할을 부여할 수 있습니다.

Vertex AI 프로젝트에서 이러한 역할을 추가, 업데이트 또는 삭제하려면 액세스 권한 부여, 변경, 취소에 대한 문서를 참조하세요.

Vertex AI의 사전 정의된 역할

Role	Permissions
Vertex AI Administrator (roles/aiplatform.admin) Grants full access to all resources in Vertex AI	aiplatform.* aiplatform.agentExamples.create aiplatform.agentExamples.delete aiplatform.agentExamples.get aiplatform.agentExamples.list aiplatform.agentExamples.update aiplatform.agents.create aiplatform.agents.delete aiplatform.agents.get aiplatform.agents.list aiplatform.agents.update aiplatform.annotationSpecs.create aiplatform.annotationSpecs.delete aiplatform.annotationSpecs.get aiplatform.annotationSpecs.list aiplatform.annotationSpecs.update aiplatform.annotations.create aiplatform.annotations.delete aiplatform.annotations.get aiplatform.annotations.list aiplatform.annotations.update aiplatform.apps.create aiplatform.apps.delete aiplatform.apps.get aiplatform.apps.list aiplatform.apps.update aiplatform.artifacts.create aiplatform.artifacts.delete aiplatform.artifacts.get aiplatform.artifacts.list aiplatform.artifacts.update aiplatform.batchPredictionJobs.cancel aiplatform.batchPredictionJobs.create aiplatform.batchPredictionJobs.delete aiplatform.batchPredictionJobs.get aiplatform.batchPredictionJobs.list aiplatform.cacheConfigs.get aiplatform.cacheConfigs.update aiplatform.cachedContents.create aiplatform.cachedContents.delete aiplatform.cachedContents.get aiplatform.cachedContents.list aiplatform.cachedContents.update aiplatform.consents.get aiplatform.consents.update aiplatform.contexts.addContextArtifactsAndExecutions aiplatform.contexts.addContextChildren aiplatform.contexts.create aiplatform.contexts.delete aiplatform.contexts.get aiplatform.contexts.list aiplatform.contexts.queryContextLineageSubgraph aiplatform.contexts.update aiplatform.customJobs.cancel aiplatform.customJobs.create aiplatform.customJobs.delete aiplatform.customJobs.get aiplatform.customJobs.list aiplatform.dataItems.create aiplatform.dataItems.delete aiplatform.dataItems.get aiplatform.dataItems.list aiplatform.dataItems.update aiplatform.dataLabelingJobs.cancel aiplatform.dataLabelingJobs.create aiplatform.dataLabelingJobs.delete aiplatform.dataLabelingJobs.get aiplatform.dataLabelingJobs.list aiplatform.datasetVersions.create aiplatform.datasetVersions.delete aiplatform.datasetVersions.get aiplatform.datasetVersions.list aiplatform.datasetVersions.restore aiplatform.datasets.create aiplatform.datasets.delete aiplatform.datasets.export aiplatform.datasets.get aiplatform.datasets.import aiplatform.datasets.list aiplatform.datasets.update aiplatform.deploymentResourcePools.create aiplatform.deploymentResourcePools.delete aiplatform.deploymentResourcePools.get aiplatform.deploymentResourcePools.list aiplatform.deploymentResourcePools.queryDeployedModels aiplatform.deploymentResourcePools.update aiplatform.edgeDeploymentJobs.create aiplatform.edgeDeploymentJobs.delete aiplatform.edgeDeploymentJobs.get aiplatform.edgeDeploymentJobs.list aiplatform.edgeDeviceDebugInfo.get aiplatform.edgeDevices.create aiplatform.edgeDevices.delete aiplatform.edgeDevices.get aiplatform.edgeDevices.list aiplatform.edgeDevices.update aiplatform.endpoints.create aiplatform.endpoints.delete aiplatform.endpoints.deploy aiplatform.endpoints.explain aiplatform.endpoints.get aiplatform.endpoints.getIamPolicy aiplatform.endpoints.list aiplatform.endpoints.predict aiplatform.endpoints.setIamPolicy aiplatform.endpoints.undeploy aiplatform.endpoints.update aiplatform.entityTypes.create aiplatform.entityTypes.delete aiplatform.entityTypes.deleteFeatureValues aiplatform.entityTypes.exportFeatureValues aiplatform.entityTypes.get aiplatform.entityTypes.getIamPolicy aiplatform.entityTypes.importFeatureValues aiplatform.entityTypes.list aiplatform.entityTypes.readFeatureValues aiplatform.entityTypes.setIamPolicy aiplatform.entityTypes.streamingReadFeatureValues aiplatform.entityTypes.update aiplatform.entityTypes.writeFeatureValues aiplatform.executions.addExecutionEvents aiplatform.executions.create aiplatform.executions.delete aiplatform.executions.get aiplatform.executions.list aiplatform.executions.queryExecutionInputsAndOutputs aiplatform.executions.update aiplatform.extensions.delete aiplatform.extensions.execute aiplatform.extensions.get aiplatform.extensions.import aiplatform.extensions.list aiplatform.extensions.update aiplatform.featureGroups.create aiplatform.featureGroups.delete aiplatform.featureGroups.get aiplatform.featureGroups.list aiplatform.featureGroups.update aiplatform.featureOnlineStores.create aiplatform.featureOnlineStores.delete aiplatform.featureOnlineStores.get aiplatform.featureOnlineStores.getIamPolicy aiplatform.featureOnlineStores.list aiplatform.featureOnlineStores.setIamPolicy aiplatform.featureOnlineStores.update aiplatform.featureViewSyncs.get aiplatform.featureViewSyncs.list aiplatform.featureViews.create aiplatform.featureViews.delete aiplatform.featureViews.fetchFeatureValues aiplatform.featureViews.get aiplatform.featureViews.getIamPolicy aiplatform.featureViews.list aiplatform.featureViews.searchNearestEntities aiplatform.featureViews.setIamPolicy aiplatform.featureViews.sync aiplatform.featureViews.update aiplatform.features.create aiplatform.features.delete aiplatform.features.get aiplatform.features.list aiplatform.features.update aiplatform.featurestores.batchReadFeatureValues aiplatform.featurestores.create aiplatform.featurestores.delete aiplatform.featurestores.exportFeatures aiplatform.featurestores.get aiplatform.featurestores.getIamPolicy aiplatform.featurestores.importFeatures aiplatform.featurestores.list aiplatform.featurestores.readFeatures aiplatform.featurestores.setIamPolicy aiplatform.featurestores.update aiplatform.featurestores.writeFeatures aiplatform.humanInTheLoops.cancel aiplatform.humanInTheLoops.create aiplatform.humanInTheLoops.delete aiplatform.humanInTheLoops.get aiplatform.humanInTheLoops.list aiplatform.humanInTheLoops.queryAnnotationStats aiplatform.humanInTheLoops.send aiplatform.humanInTheLoops.update aiplatform.hyperparameterTuningJobs.cancel aiplatform.hyperparameterTuningJobs.create aiplatform.hyperparameterTuningJobs.delete aiplatform.hyperparameterTuningJobs.get aiplatform.hyperparameterTuningJobs.list aiplatform.indexEndpoints.create aiplatform.indexEndpoints.delete aiplatform.indexEndpoints.deploy aiplatform.indexEndpoints.get aiplatform.indexEndpoints.list aiplatform.indexEndpoints.queryVectors aiplatform.indexEndpoints.undeploy aiplatform.indexEndpoints.update aiplatform.indexes.create aiplatform.indexes.delete aiplatform.indexes.get aiplatform.indexes.list aiplatform.indexes.update aiplatform.locations.get aiplatform.locations.list aiplatform.metadataSchemas.create aiplatform.metadataSchemas.delete aiplatform.metadataSchemas.get aiplatform.metadataSchemas.list aiplatform.metadataStores.create aiplatform.metadataStores.delete aiplatform.metadataStores.get aiplatform.metadataStores.list aiplatform.migratableResources.migrate aiplatform.migratableResources.search aiplatform.modelDeploymentMonitoringJobs.create aiplatform.modelDeploymentMonitoringJobs.delete aiplatform.modelDeploymentMonitoringJobs.get aiplatform.modelDeploymentMonitoringJobs.list aiplatform.modelDeploymentMonitoringJobs.pause aiplatform.modelDeploymentMonitoringJobs.resume aiplatform.modelDeploymentMonitoringJobs.searchStatsAnomalies aiplatform.modelDeploymentMonitoringJobs.update aiplatform.modelEvaluationSlices.get aiplatform.modelEvaluationSlices.import aiplatform.modelEvaluationSlices.list aiplatform.modelEvaluations.exportEvaluatedDataItems aiplatform.modelEvaluations.get aiplatform.modelEvaluations.import aiplatform.modelEvaluations.list aiplatform.modelMonitoringJobs.create aiplatform.modelMonitoringJobs.delete aiplatform.modelMonitoringJobs.get aiplatform.modelMonitoringJobs.list aiplatform.modelMonitors.create aiplatform.modelMonitors.delete aiplatform.modelMonitors.get aiplatform.modelMonitors.list aiplatform.modelMonitors.searchModelMonitoringAlerts aiplatform.modelMonitors.searchModelMonitoringStats aiplatform.modelMonitors.update aiplatform.models.delete aiplatform.models.export aiplatform.models.get aiplatform.models.list aiplatform.models.update aiplatform.models.upload aiplatform.nasJobs.cancel aiplatform.nasJobs.create aiplatform.nasJobs.delete aiplatform.nasJobs.get aiplatform.nasJobs.list aiplatform.nasTrialDetails.get aiplatform.nasTrialDetails.list aiplatform.notebookExecutionJobs.create aiplatform.notebookExecutionJobs.delete aiplatform.notebookExecutionJobs.get aiplatform.notebookExecutionJobs.list aiplatform.notebookRuntimeTemplates.apply aiplatform.notebookRuntimeTemplates.create aiplatform.notebookRuntimeTemplates.delete aiplatform.notebookRuntimeTemplates.get aiplatform.notebookRuntimeTemplates.getIamPolicy aiplatform.notebookRuntimeTemplates.list aiplatform.notebookRuntimeTemplates.setIamPolicy aiplatform.notebookRuntimeTemplates.update aiplatform.notebookRuntimes.assign aiplatform.notebookRuntimes.delete aiplatform.notebookRuntimes.get aiplatform.notebookRuntimes.list aiplatform.notebookRuntimes.start aiplatform.notebookRuntimes.update aiplatform.notebookRuntimes.upgrade aiplatform.operations.list aiplatform.persistentResources.create aiplatform.persistentResources.delete aiplatform.persistentResources.get aiplatform.persistentResources.list aiplatform.pipelineJobs.cancel aiplatform.pipelineJobs.create aiplatform.pipelineJobs.delete aiplatform.pipelineJobs.get aiplatform.pipelineJobs.list aiplatform.reasoningEngines.create aiplatform.reasoningEngines.delete aiplatform.reasoningEngines.get aiplatform.reasoningEngines.list aiplatform.reasoningEngines.query aiplatform.reasoningEngines.update aiplatform.schedules.create aiplatform.schedules.delete aiplatform.schedules.get aiplatform.schedules.list aiplatform.schedules.update aiplatform.sessions.get aiplatform.sessions.list aiplatform.sessions.run aiplatform.specialistPools.create aiplatform.specialistPools.delete aiplatform.specialistPools.get aiplatform.specialistPools.list aiplatform.specialistPools.update aiplatform.studies.create aiplatform.studies.delete aiplatform.studies.get aiplatform.studies.list aiplatform.studies.update aiplatform.tensorboardExperiments.create aiplatform.tensorboardExperiments.delete aiplatform.tensorboardExperiments.get aiplatform.tensorboardExperiments.list aiplatform.tensorboardExperiments.update aiplatform.tensorboardExperiments.write aiplatform.tensorboardRuns.batchCreate aiplatform.tensorboardRuns.create aiplatform.tensorboardRuns.delete aiplatform.tensorboardRuns.get aiplatform.tensorboardRuns.list aiplatform.tensorboardRuns.update aiplatform.tensorboardRuns.write aiplatform.tensorboardTimeSeries.batchCreate aiplatform.tensorboardTimeSeries.batchRead aiplatform.tensorboardTimeSeries.create aiplatform.tensorboardTimeSeries.delete aiplatform.tensorboardTimeSeries.get aiplatform.tensorboardTimeSeries.list aiplatform.tensorboardTimeSeries.read aiplatform.tensorboardTimeSeries.update aiplatform.tensorboards.create aiplatform.tensorboards.delete aiplatform.tensorboards.get aiplatform.tensorboards.list aiplatform.tensorboards.recordAccess aiplatform.tensorboards.update aiplatform.trainingPipelines.cancel aiplatform.trainingPipelines.create aiplatform.trainingPipelines.delete aiplatform.trainingPipelines.get aiplatform.trainingPipelines.list aiplatform.trials.create aiplatform.trials.delete aiplatform.trials.get aiplatform.trials.list aiplatform.trials.update aiplatform.tuningJobs.cancel aiplatform.tuningJobs.create aiplatform.tuningJobs.delete aiplatform.tuningJobs.get aiplatform.tuningJobs.list aiplatform.tuningJobs.vertexTune resourcemanager.projects.get resourcemanager.projects.list
Colab Enterprise Admin (roles/aiplatform.colabEnterpriseAdmin) Admin role of using colab enterprise.	aiplatform.notebookExecutionJobs.* aiplatform.notebookExecutionJobs.create aiplatform.notebookExecutionJobs.delete aiplatform.notebookExecutionJobs.get aiplatform.notebookExecutionJobs.list aiplatform.notebookRuntimeTemplates.* aiplatform.notebookRuntimeTemplates.apply aiplatform.notebookRuntimeTemplates.create aiplatform.notebookRuntimeTemplates.delete aiplatform.notebookRuntimeTemplates.get aiplatform.notebookRuntimeTemplates.getIamPolicy aiplatform.notebookRuntimeTemplates.list aiplatform.notebookRuntimeTemplates.setIamPolicy aiplatform.notebookRuntimeTemplates.update aiplatform.notebookRuntimes.* aiplatform.notebookRuntimes.assign aiplatform.notebookRuntimes.delete aiplatform.notebookRuntimes.get aiplatform.notebookRuntimes.list aiplatform.notebookRuntimes.start aiplatform.notebookRuntimes.update aiplatform.notebookRuntimes.upgrade aiplatform.operations.list aiplatform.pipelineJobs.create aiplatform.schedules.* aiplatform.schedules.create aiplatform.schedules.delete aiplatform.schedules.get aiplatform.schedules.list aiplatform.schedules.update compute.reservations.get compute.reservations.list dataform.* dataform.compilationResults.create dataform.compilationResults.get dataform.compilationResults.list dataform.compilationResults.query dataform.config.get dataform.config.update dataform.locations.get dataform.locations.list dataform.releaseConfigs.create dataform.releaseConfigs.delete dataform.releaseConfigs.get dataform.releaseConfigs.list dataform.releaseConfigs.update dataform.repositories.commit dataform.repositories.computeAccessTokenStatus dataform.repositories.create dataform.repositories.delete dataform.repositories.fetchHistory dataform.repositories.fetchRemoteBranches dataform.repositories.get dataform.repositories.getIamPolicy dataform.repositories.list dataform.repositories.queryDirectoryContents dataform.repositories.readFile dataform.repositories.setIamPolicy dataform.repositories.update dataform.workflowConfigs.create dataform.workflowConfigs.delete dataform.workflowConfigs.get dataform.workflowConfigs.list dataform.workflowConfigs.update dataform.workflowInvocations.cancel dataform.workflowInvocations.create dataform.workflowInvocations.delete dataform.workflowInvocations.get dataform.workflowInvocations.list dataform.workflowInvocations.query dataform.workspaces.commit dataform.workspaces.create dataform.workspaces.delete dataform.workspaces.fetchFileDiff dataform.workspaces.fetchFileGitStatuses dataform.workspaces.fetchGitAheadBehind dataform.workspaces.get dataform.workspaces.getIamPolicy dataform.workspaces.installNpmPackages dataform.workspaces.list dataform.workspaces.makeDirectory dataform.workspaces.moveDirectory dataform.workspaces.moveFile dataform.workspaces.pull dataform.workspaces.push dataform.workspaces.queryDirectoryContents dataform.workspaces.readFile dataform.workspaces.removeDirectory dataform.workspaces.removeFile dataform.workspaces.reset dataform.workspaces.searchFiles dataform.workspaces.setIamPolicy dataform.workspaces.writeFile resourcemanager.projects.get resourcemanager.projects.list
Colab Enterprise User (roles/aiplatform.colabEnterpriseUser) User role of using colab enterprise.	aiplatform.notebookExecutionJobs.* aiplatform.notebookExecutionJobs.create aiplatform.notebookExecutionJobs.delete aiplatform.notebookExecutionJobs.get aiplatform.notebookExecutionJobs.list aiplatform.notebookRuntimeTemplates.apply aiplatform.notebookRuntimeTemplates.get aiplatform.notebookRuntimeTemplates.getIamPolicy aiplatform.notebookRuntimeTemplates.list aiplatform.notebookRuntimes.assign aiplatform.notebookRuntimes.get aiplatform.notebookRuntimes.list aiplatform.operations.list aiplatform.pipelineJobs.create aiplatform.schedules.* aiplatform.schedules.create aiplatform.schedules.delete aiplatform.schedules.get aiplatform.schedules.list aiplatform.schedules.update dataform.locations.* dataform.locations.get dataform.locations.list dataform.repositories.create dataform.repositories.list resourcemanager.projects.get resourcemanager.projects.list
Vertex AI Feature Store EntityType owner (roles/aiplatform.entityTypeOwner) Provides full access to all permissions for a particular entity type resource. Lowest-level resources where you can grant this role: Entity type	aiplatform.entityTypes.delete aiplatform.entityTypes.deleteFeatureValues aiplatform.entityTypes.exportFeatureValues aiplatform.entityTypes.get aiplatform.entityTypes.getIamPolicy aiplatform.entityTypes.importFeatureValues aiplatform.entityTypes.readFeatureValues aiplatform.entityTypes.setIamPolicy aiplatform.entityTypes.streamingReadFeatureValues aiplatform.entityTypes.update aiplatform.entityTypes.writeFeatureValues aiplatform.featureGroups.get aiplatform.featureGroups.list aiplatform.featureOnlineStores.get aiplatform.featureOnlineStores.list aiplatform.featureViewSyncs.* aiplatform.featureViewSyncs.get aiplatform.featureViewSyncs.list aiplatform.featureViews.fetchFeatureValues aiplatform.featureViews.get aiplatform.featureViews.list aiplatform.featureViews.searchNearestEntities aiplatform.features.* aiplatform.features.create aiplatform.features.delete aiplatform.features.get aiplatform.features.list aiplatform.features.update aiplatform.featurestores.batchReadFeatureValues resourcemanager.projects.get resourcemanager.projects.list
Vertex AI Platform Express Admin ^Beta (roles/aiplatform.expressAdmin) Grants admin access to Vertex AI Express	aiplatform.datasetVersions.* aiplatform.datasetVersions.create aiplatform.datasetVersions.delete aiplatform.datasetVersions.get aiplatform.datasetVersions.list aiplatform.datasetVersions.restore aiplatform.datasets.create aiplatform.datasets.delete aiplatform.datasets.get aiplatform.datasets.list aiplatform.datasets.update aiplatform.endpoints.predict
Vertex AI Platform Express User ^Beta (roles/aiplatform.expressUser) Grants user access to Vertex AI Express	aiplatform.endpoints.predict
Vertex AI Feature Store Admin (roles/aiplatform.featurestoreAdmin) Grants full access to all resources in Vertex AI Feature Store Lowest-level resources where you can grant this role: Entity type	aiplatform.entityTypes.* aiplatform.entityTypes.create aiplatform.entityTypes.delete aiplatform.entityTypes.deleteFeatureValues aiplatform.entityTypes.exportFeatureValues aiplatform.entityTypes.get aiplatform.entityTypes.getIamPolicy aiplatform.entityTypes.importFeatureValues aiplatform.entityTypes.list aiplatform.entityTypes.readFeatureValues aiplatform.entityTypes.setIamPolicy aiplatform.entityTypes.streamingReadFeatureValues aiplatform.entityTypes.update aiplatform.entityTypes.writeFeatureValues aiplatform.featureGroups.* aiplatform.featureGroups.create aiplatform.featureGroups.delete aiplatform.featureGroups.get aiplatform.featureGroups.list aiplatform.featureGroups.update aiplatform.featureOnlineStores.* aiplatform.featureOnlineStores.create aiplatform.featureOnlineStores.delete aiplatform.featureOnlineStores.get aiplatform.featureOnlineStores.getIamPolicy aiplatform.featureOnlineStores.list aiplatform.featureOnlineStores.setIamPolicy aiplatform.featureOnlineStores.update aiplatform.featureViewSyncs.* aiplatform.featureViewSyncs.get aiplatform.featureViewSyncs.list aiplatform.featureViews.* aiplatform.featureViews.create aiplatform.featureViews.delete aiplatform.featureViews.fetchFeatureValues aiplatform.featureViews.get aiplatform.featureViews.getIamPolicy aiplatform.featureViews.list aiplatform.featureViews.searchNearestEntities aiplatform.featureViews.setIamPolicy aiplatform.featureViews.sync aiplatform.featureViews.update aiplatform.features.* aiplatform.features.create aiplatform.features.delete aiplatform.features.get aiplatform.features.list aiplatform.features.update aiplatform.featurestores.* aiplatform.featurestores.batchReadFeatureValues aiplatform.featurestores.create aiplatform.featurestores.delete aiplatform.featurestores.exportFeatures aiplatform.featurestores.get aiplatform.featurestores.getIamPolicy aiplatform.featurestores.importFeatures aiplatform.featurestores.list aiplatform.featurestores.readFeatures aiplatform.featurestores.setIamPolicy aiplatform.featurestores.update aiplatform.featurestores.writeFeatures aiplatform.operations.list resourcemanager.projects.get resourcemanager.projects.list
Vertex AI Feature Store Data Viewer (roles/aiplatform.featurestoreDataViewer) This role provides permissions to read Feature data. Lowest-level resources where you can grant this role: Entity type	aiplatform.entityTypes.exportFeatureValues aiplatform.entityTypes.get aiplatform.entityTypes.readFeatureValues aiplatform.entityTypes.streamingReadFeatureValues aiplatform.featureGroups.get aiplatform.featureGroups.list aiplatform.featureOnlineStores.get aiplatform.featureOnlineStores.list aiplatform.featureViewSyncs.* aiplatform.featureViewSyncs.get aiplatform.featureViewSyncs.list aiplatform.featureViews.fetchFeatureValues aiplatform.featureViews.get aiplatform.featureViews.list aiplatform.featureViews.searchNearestEntities aiplatform.features.get aiplatform.features.list aiplatform.featurestores.batchReadFeatureValues resourcemanager.projects.get resourcemanager.projects.list
Vertex AI Feature Store Data Writer (roles/aiplatform.featurestoreDataWriter) This role provides permissions to read and write Feature data. Lowest-level resources where you can grant this role: Entity type	aiplatform.entityTypes.deleteFeatureValues aiplatform.entityTypes.exportFeatureValues aiplatform.entityTypes.get aiplatform.entityTypes.importFeatureValues aiplatform.entityTypes.readFeatureValues aiplatform.entityTypes.streamingReadFeatureValues aiplatform.entityTypes.writeFeatureValues aiplatform.featureGroups.get aiplatform.featureGroups.list aiplatform.featureOnlineStores.get aiplatform.featureOnlineStores.list aiplatform.featureViewSyncs.* aiplatform.featureViewSyncs.get aiplatform.featureViewSyncs.list aiplatform.featureViews.fetchFeatureValues aiplatform.featureViews.get aiplatform.featureViews.list aiplatform.featureViews.searchNearestEntities aiplatform.features.get aiplatform.features.list aiplatform.featurestores.batchReadFeatureValues resourcemanager.projects.get resourcemanager.projects.list
Vertex AI Feature Store Instance Creator (roles/aiplatform.featurestoreInstanceCreator) Administrator of Featurestore resources, but not the child resources under Featurestores. Lowest-level resources where you can grant this role: Featurestore	aiplatform.featurestores.create aiplatform.featurestores.delete aiplatform.featurestores.get aiplatform.featurestores.list aiplatform.featurestores.update
Vertex AI Feature Store Resource Viewer (roles/aiplatform.featurestoreResourceViewer) Viewer of all resources in Vertex AI Feature Store but cannot make changes. Lowest-level resources where you can grant this role: Entity type	aiplatform.entityTypes.get aiplatform.entityTypes.list aiplatform.featureGroups.get aiplatform.featureGroups.list aiplatform.featureOnlineStores.get aiplatform.featureOnlineStores.list aiplatform.featureViewSyncs.* aiplatform.featureViewSyncs.get aiplatform.featureViewSyncs.list aiplatform.featureViews.get aiplatform.featureViews.list aiplatform.features.get aiplatform.features.list aiplatform.featurestores.get aiplatform.featurestores.list aiplatform.operations.list resourcemanager.projects.get resourcemanager.projects.list
Vertex AI Feature Store User ^Beta (roles/aiplatform.featurestoreUser) Deprecated. Use featurestoreAdmin instead.	aiplatform.entityTypes.* aiplatform.entityTypes.create aiplatform.entityTypes.delete aiplatform.entityTypes.deleteFeatureValues aiplatform.entityTypes.exportFeatureValues aiplatform.entityTypes.get aiplatform.entityTypes.getIamPolicy aiplatform.entityTypes.importFeatureValues aiplatform.entityTypes.list aiplatform.entityTypes.readFeatureValues aiplatform.entityTypes.setIamPolicy aiplatform.entityTypes.streamingReadFeatureValues aiplatform.entityTypes.update aiplatform.entityTypes.writeFeatureValues aiplatform.features.* aiplatform.features.create aiplatform.features.delete aiplatform.features.get aiplatform.features.list aiplatform.features.update aiplatform.featurestores.* aiplatform.featurestores.batchReadFeatureValues aiplatform.featurestores.create aiplatform.featurestores.delete aiplatform.featurestores.exportFeatures aiplatform.featurestores.get aiplatform.featurestores.getIamPolicy aiplatform.featurestores.importFeatures aiplatform.featurestores.list aiplatform.featurestores.readFeatures aiplatform.featurestores.setIamPolicy aiplatform.featurestores.update aiplatform.featurestores.writeFeatures aiplatform.operations.list resourcemanager.projects.get resourcemanager.projects.list
Vertex AI Migration Service User (roles/aiplatform.migrator) Grants access to use migration service in Vertex AI	aiplatform.migratableResources.* aiplatform.migratableResources.migrate aiplatform.migratableResources.search
Notebook Executor User ^Beta (roles/aiplatform.notebookExecutorUser) Grants users full access to schedules and notebook execution jobs.	aiplatform.notebookExecutionJobs.* aiplatform.notebookExecutionJobs.create aiplatform.notebookExecutionJobs.delete aiplatform.notebookExecutionJobs.get aiplatform.notebookExecutionJobs.list aiplatform.operations.list aiplatform.pipelineJobs.create aiplatform.schedules.* aiplatform.schedules.create aiplatform.schedules.delete aiplatform.schedules.get aiplatform.schedules.list aiplatform.schedules.update
Notebook Runtime Admin (roles/aiplatform.notebookRuntimeAdmin) Grants full access to all runtime templates and runtimes in Notebook Service.	aiplatform.notebookRuntimeTemplates.* aiplatform.notebookRuntimeTemplates.apply aiplatform.notebookRuntimeTemplates.create aiplatform.notebookRuntimeTemplates.delete aiplatform.notebookRuntimeTemplates.get aiplatform.notebookRuntimeTemplates.getIamPolicy aiplatform.notebookRuntimeTemplates.list aiplatform.notebookRuntimeTemplates.setIamPolicy aiplatform.notebookRuntimeTemplates.update aiplatform.notebookRuntimes.* aiplatform.notebookRuntimes.assign aiplatform.notebookRuntimes.delete aiplatform.notebookRuntimes.get aiplatform.notebookRuntimes.list aiplatform.notebookRuntimes.start aiplatform.notebookRuntimes.update aiplatform.notebookRuntimes.upgrade aiplatform.operations.list compute.reservations.get compute.reservations.list
Notebook Runtime User (roles/aiplatform.notebookRuntimeUser) Grants users permissions to create runtime resources using a runtime template and manage the runtime resources they created.	aiplatform.notebookRuntimeTemplates.apply aiplatform.notebookRuntimeTemplates.get aiplatform.notebookRuntimeTemplates.getIamPolicy aiplatform.notebookRuntimeTemplates.list aiplatform.notebookRuntimes.assign aiplatform.notebookRuntimes.get aiplatform.notebookRuntimes.list aiplatform.operations.list
Vertex AI Tensorboard Web App User ^Beta (roles/aiplatform.tensorboardWebAppUser) Grants access to the Vertex AI TensorBoard web app.	aiplatform.tensorboards.recordAccess
Vertex AI User (roles/aiplatform.user) Grants access to use all resource in Vertex AI	aiplatform.agentExamples.* aiplatform.agentExamples.create aiplatform.agentExamples.delete aiplatform.agentExamples.get aiplatform.agentExamples.list aiplatform.agentExamples.update aiplatform.agents.* aiplatform.agents.create aiplatform.agents.delete aiplatform.agents.get aiplatform.agents.list aiplatform.agents.update aiplatform.annotationSpecs.* aiplatform.annotationSpecs.create aiplatform.annotationSpecs.delete aiplatform.annotationSpecs.get aiplatform.annotationSpecs.list aiplatform.annotationSpecs.update aiplatform.annotations.* aiplatform.annotations.create aiplatform.annotations.delete aiplatform.annotations.get aiplatform.annotations.list aiplatform.annotations.update aiplatform.apps.* aiplatform.apps.create aiplatform.apps.delete aiplatform.apps.get aiplatform.apps.list aiplatform.apps.update aiplatform.artifacts.* aiplatform.artifacts.create aiplatform.artifacts.delete aiplatform.artifacts.get aiplatform.artifacts.list aiplatform.artifacts.update aiplatform.batchPredictionJobs.* aiplatform.batchPredictionJobs.cancel aiplatform.batchPredictionJobs.create aiplatform.batchPredictionJobs.delete aiplatform.batchPredictionJobs.get aiplatform.batchPredictionJobs.list aiplatform.cacheConfigs.get aiplatform.cachedContents.* aiplatform.cachedContents.create aiplatform.cachedContents.delete aiplatform.cachedContents.get aiplatform.cachedContents.list aiplatform.cachedContents.update aiplatform.consents.get aiplatform.contexts.* aiplatform.contexts.addContextArtifactsAndExecutions aiplatform.contexts.addContextChildren aiplatform.contexts.create aiplatform.contexts.delete aiplatform.contexts.get aiplatform.contexts.list aiplatform.contexts.queryContextLineageSubgraph aiplatform.contexts.update aiplatform.customJobs.* aiplatform.customJobs.cancel aiplatform.customJobs.create aiplatform.customJobs.delete aiplatform.customJobs.get aiplatform.customJobs.list aiplatform.dataItems.* aiplatform.dataItems.create aiplatform.dataItems.delete aiplatform.dataItems.get aiplatform.dataItems.list aiplatform.dataItems.update aiplatform.dataLabelingJobs.* aiplatform.dataLabelingJobs.cancel aiplatform.dataLabelingJobs.create aiplatform.dataLabelingJobs.delete aiplatform.dataLabelingJobs.get aiplatform.dataLabelingJobs.list aiplatform.datasetVersions.* aiplatform.datasetVersions.create aiplatform.datasetVersions.delete aiplatform.datasetVersions.get aiplatform.datasetVersions.list aiplatform.datasetVersions.restore aiplatform.datasets.* aiplatform.datasets.create aiplatform.datasets.delete aiplatform.datasets.export aiplatform.datasets.get aiplatform.datasets.import aiplatform.datasets.list aiplatform.datasets.update aiplatform.deploymentResourcePools.* aiplatform.deploymentResourcePools.create aiplatform.deploymentResourcePools.delete aiplatform.deploymentResourcePools.get aiplatform.deploymentResourcePools.list aiplatform.deploymentResourcePools.queryDeployedModels aiplatform.deploymentResourcePools.update aiplatform.edgeDeploymentJobs.* aiplatform.edgeDeploymentJobs.create aiplatform.edgeDeploymentJobs.delete aiplatform.edgeDeploymentJobs.get aiplatform.edgeDeploymentJobs.list aiplatform.edgeDeviceDebugInfo.get aiplatform.edgeDevices.* aiplatform.edgeDevices.create aiplatform.edgeDevices.delete aiplatform.edgeDevices.get aiplatform.edgeDevices.list aiplatform.edgeDevices.update aiplatform.endpoints.create aiplatform.endpoints.delete aiplatform.endpoints.deploy aiplatform.endpoints.explain aiplatform.endpoints.get aiplatform.endpoints.list aiplatform.endpoints.predict aiplatform.endpoints.undeploy aiplatform.endpoints.update aiplatform.entityTypes.create aiplatform.entityTypes.delete aiplatform.entityTypes.deleteFeatureValues aiplatform.entityTypes.exportFeatureValues aiplatform.entityTypes.get aiplatform.entityTypes.importFeatureValues aiplatform.entityTypes.list aiplatform.entityTypes.readFeatureValues aiplatform.entityTypes.streamingReadFeatureValues aiplatform.entityTypes.update aiplatform.entityTypes.writeFeatureValues aiplatform.executions.* aiplatform.executions.addExecutionEvents aiplatform.executions.create aiplatform.executions.delete aiplatform.executions.get aiplatform.executions.list aiplatform.executions.queryExecutionInputsAndOutputs aiplatform.executions.update aiplatform.extensions.* aiplatform.extensions.delete aiplatform.extensions.execute aiplatform.extensions.get aiplatform.extensions.import aiplatform.extensions.list aiplatform.extensions.update aiplatform.featureGroups.* aiplatform.featureGroups.create aiplatform.featureGroups.delete aiplatform.featureGroups.get aiplatform.featureGroups.list aiplatform.featureGroups.update aiplatform.featureOnlineStores.create aiplatform.featureOnlineStores.delete aiplatform.featureOnlineStores.get aiplatform.featureOnlineStores.list aiplatform.featureOnlineStores.update aiplatform.featureViewSyncs.* aiplatform.featureViewSyncs.get aiplatform.featureViewSyncs.list aiplatform.featureViews.create aiplatform.featureViews.delete aiplatform.featureViews.fetchFeatureValues aiplatform.featureViews.get aiplatform.featureViews.list aiplatform.featureViews.searchNearestEntities aiplatform.featureViews.sync aiplatform.featureViews.update aiplatform.features.* aiplatform.features.create aiplatform.features.delete aiplatform.features.get aiplatform.features.list aiplatform.features.update aiplatform.featurestores.batchReadFeatureValues aiplatform.featurestores.create aiplatform.featurestores.delete aiplatform.featurestores.exportFeatures aiplatform.featurestores.get aiplatform.featurestores.importFeatures aiplatform.featurestores.list aiplatform.featurestores.readFeatures aiplatform.featurestores.update aiplatform.featurestores.writeFeatures aiplatform.humanInTheLoops.* aiplatform.humanInTheLoops.cancel aiplatform.humanInTheLoops.create aiplatform.humanInTheLoops.delete aiplatform.humanInTheLoops.get aiplatform.humanInTheLoops.list aiplatform.humanInTheLoops.queryAnnotationStats aiplatform.humanInTheLoops.send aiplatform.humanInTheLoops.update aiplatform.hyperparameterTuningJobs.* aiplatform.hyperparameterTuningJobs.cancel aiplatform.hyperparameterTuningJobs.create aiplatform.hyperparameterTuningJobs.delete aiplatform.hyperparameterTuningJobs.get aiplatform.hyperparameterTuningJobs.list aiplatform.indexEndpoints.* aiplatform.indexEndpoints.create aiplatform.indexEndpoints.delete aiplatform.indexEndpoints.deploy aiplatform.indexEndpoints.get aiplatform.indexEndpoints.list aiplatform.indexEndpoints.queryVectors aiplatform.indexEndpoints.undeploy aiplatform.indexEndpoints.update aiplatform.indexes.* aiplatform.indexes.create aiplatform.indexes.delete aiplatform.indexes.get aiplatform.indexes.list aiplatform.indexes.update aiplatform.locations.* aiplatform.locations.get aiplatform.locations.list aiplatform.metadataSchemas.* aiplatform.metadataSchemas.create aiplatform.metadataSchemas.delete aiplatform.metadataSchemas.get aiplatform.metadataSchemas.list aiplatform.metadataStores.* aiplatform.metadataStores.create aiplatform.metadataStores.delete aiplatform.metadataStores.get aiplatform.metadataStores.list aiplatform.modelDeploymentMonitoringJobs.* aiplatform.modelDeploymentMonitoringJobs.create aiplatform.modelDeploymentMonitoringJobs.delete aiplatform.modelDeploymentMonitoringJobs.get aiplatform.modelDeploymentMonitoringJobs.list aiplatform.modelDeploymentMonitoringJobs.pause aiplatform.modelDeploymentMonitoringJobs.resume aiplatform.modelDeploymentMonitoringJobs.searchStatsAnomalies aiplatform.modelDeploymentMonitoringJobs.update aiplatform.modelEvaluationSlices.* aiplatform.modelEvaluationSlices.get aiplatform.modelEvaluationSlices.import aiplatform.modelEvaluationSlices.list aiplatform.modelEvaluations.* aiplatform.modelEvaluations.exportEvaluatedDataItems aiplatform.modelEvaluations.get aiplatform.modelEvaluations.import aiplatform.modelEvaluations.list aiplatform.modelMonitoringJobs.* aiplatform.modelMonitoringJobs.create aiplatform.modelMonitoringJobs.delete aiplatform.modelMonitoringJobs.get aiplatform.modelMonitoringJobs.list aiplatform.modelMonitors.* aiplatform.modelMonitors.create aiplatform.modelMonitors.delete aiplatform.modelMonitors.get aiplatform.modelMonitors.list aiplatform.modelMonitors.searchModelMonitoringAlerts aiplatform.modelMonitors.searchModelMonitoringStats aiplatform.modelMonitors.update aiplatform.models.* aiplatform.models.delete aiplatform.models.export aiplatform.models.get aiplatform.models.list aiplatform.models.update aiplatform.models.upload aiplatform.nasJobs.* aiplatform.nasJobs.cancel aiplatform.nasJobs.create aiplatform.nasJobs.delete aiplatform.nasJobs.get aiplatform.nasJobs.list aiplatform.nasTrialDetails.* aiplatform.nasTrialDetails.get aiplatform.nasTrialDetails.list aiplatform.notebookExecutionJobs.* aiplatform.notebookExecutionJobs.create aiplatform.notebookExecutionJobs.delete aiplatform.notebookExecutionJobs.get aiplatform.notebookExecutionJobs.list aiplatform.notebookRuntimeTemplates.apply aiplatform.notebookRuntimeTemplates.create aiplatform.notebookRuntimeTemplates.delete aiplatform.notebookRuntimeTemplates.get aiplatform.notebookRuntimeTemplates.list aiplatform.notebookRuntimeTemplates.update aiplatform.notebookRuntimes.* aiplatform.notebookRuntimes.assign aiplatform.notebookRuntimes.delete aiplatform.notebookRuntimes.get aiplatform.notebookRuntimes.list aiplatform.notebookRuntimes.start aiplatform.notebookRuntimes.update aiplatform.notebookRuntimes.upgrade aiplatform.operations.list aiplatform.persistentResources.get aiplatform.persistentResources.list aiplatform.pipelineJobs.* aiplatform.pipelineJobs.cancel aiplatform.pipelineJobs.create aiplatform.pipelineJobs.delete aiplatform.pipelineJobs.get aiplatform.pipelineJobs.list aiplatform.reasoningEngines.* aiplatform.reasoningEngines.create aiplatform.reasoningEngines.delete aiplatform.reasoningEngines.get aiplatform.reasoningEngines.list aiplatform.reasoningEngines.query aiplatform.reasoningEngines.update aiplatform.schedules.* aiplatform.schedules.create aiplatform.schedules.delete aiplatform.schedules.get aiplatform.schedules.list aiplatform.schedules.update aiplatform.sessions.* aiplatform.sessions.get aiplatform.sessions.list aiplatform.sessions.run aiplatform.specialistPools.* aiplatform.specialistPools.create aiplatform.specialistPools.delete aiplatform.specialistPools.get aiplatform.specialistPools.list aiplatform.specialistPools.update aiplatform.studies.* aiplatform.studies.create aiplatform.studies.delete aiplatform.studies.get aiplatform.studies.list aiplatform.studies.update aiplatform.tensorboardExperiments.* aiplatform.tensorboardExperiments.create aiplatform.tensorboardExperiments.delete aiplatform.tensorboardExperiments.get aiplatform.tensorboardExperiments.list aiplatform.tensorboardExperiments.update aiplatform.tensorboardExperiments.write aiplatform.tensorboardRuns.* aiplatform.tensorboardRuns.batchCreate aiplatform.tensorboardRuns.create aiplatform.tensorboardRuns.delete aiplatform.tensorboardRuns.get aiplatform.tensorboardRuns.list aiplatform.tensorboardRuns.update aiplatform.tensorboardRuns.write aiplatform.tensorboardTimeSeries.* aiplatform.tensorboardTimeSeries.batchCreate aiplatform.tensorboardTimeSeries.batchRead aiplatform.tensorboardTimeSeries.create aiplatform.tensorboardTimeSeries.delete aiplatform.tensorboardTimeSeries.get aiplatform.tensorboardTimeSeries.list aiplatform.tensorboardTimeSeries.read aiplatform.tensorboardTimeSeries.update aiplatform.tensorboards.create aiplatform.tensorboards.delete aiplatform.tensorboards.get aiplatform.tensorboards.list aiplatform.tensorboards.update aiplatform.trainingPipelines.* aiplatform.trainingPipelines.cancel aiplatform.trainingPipelines.create aiplatform.trainingPipelines.delete aiplatform.trainingPipelines.get aiplatform.trainingPipelines.list aiplatform.trials.* aiplatform.trials.create aiplatform.trials.delete aiplatform.trials.get aiplatform.trials.list aiplatform.trials.update aiplatform.tuningJobs.* aiplatform.tuningJobs.cancel aiplatform.tuningJobs.create aiplatform.tuningJobs.delete aiplatform.tuningJobs.get aiplatform.tuningJobs.list aiplatform.tuningJobs.vertexTune resourcemanager.projects.get resourcemanager.projects.list
Vertex AI Viewer (roles/aiplatform.viewer) Grants access to view all resource in Vertex AI	aiplatform.agentExamples.get aiplatform.agentExamples.list aiplatform.agents.get aiplatform.agents.list aiplatform.annotationSpecs.get aiplatform.annotationSpecs.list aiplatform.annotations.get aiplatform.annotations.list aiplatform.apps.get aiplatform.apps.list aiplatform.artifacts.get aiplatform.artifacts.list aiplatform.batchPredictionJobs.get aiplatform.batchPredictionJobs.list aiplatform.cacheConfigs.get aiplatform.cachedContents.get aiplatform.cachedContents.list aiplatform.consents.get aiplatform.contexts.get aiplatform.contexts.list aiplatform.contexts.queryContextLineageSubgraph aiplatform.customJobs.get aiplatform.customJobs.list aiplatform.dataItems.get aiplatform.dataItems.list aiplatform.dataLabelingJobs.get aiplatform.dataLabelingJobs.list aiplatform.datasetVersions.get aiplatform.datasetVersions.list aiplatform.datasets.get aiplatform.datasets.list aiplatform.deploymentResourcePools.get aiplatform.deploymentResourcePools.list aiplatform.deploymentResourcePools.queryDeployedModels aiplatform.edgeDeploymentJobs.get aiplatform.edgeDeploymentJobs.list aiplatform.edgeDeviceDebugInfo.get aiplatform.edgeDevices.get aiplatform.edgeDevices.list aiplatform.endpoints.get aiplatform.endpoints.list aiplatform.entityTypes.get aiplatform.entityTypes.list aiplatform.executions.get aiplatform.executions.list aiplatform.executions.queryExecutionInputsAndOutputs aiplatform.extensions.get aiplatform.extensions.list aiplatform.featureGroups.get aiplatform.featureGroups.list aiplatform.featureOnlineStores.get aiplatform.featureOnlineStores.list aiplatform.featureViewSyncs.* aiplatform.featureViewSyncs.get aiplatform.featureViewSyncs.list aiplatform.featureViews.fetchFeatureValues aiplatform.featureViews.get aiplatform.featureViews.list aiplatform.featureViews.searchNearestEntities aiplatform.features.get aiplatform.features.list aiplatform.featurestores.get aiplatform.featurestores.list aiplatform.humanInTheLoops.get aiplatform.humanInTheLoops.list aiplatform.hyperparameterTuningJobs.get aiplatform.hyperparameterTuningJobs.list aiplatform.indexEndpoints.get aiplatform.indexEndpoints.list aiplatform.indexEndpoints.queryVectors aiplatform.indexes.get aiplatform.indexes.list aiplatform.locations.* aiplatform.locations.get aiplatform.locations.list aiplatform.metadataSchemas.get aiplatform.metadataSchemas.list aiplatform.metadataStores.get aiplatform.metadataStores.list aiplatform.modelDeploymentMonitoringJobs.get aiplatform.modelDeploymentMonitoringJobs.list aiplatform.modelDeploymentMonitoringJobs.searchStatsAnomalies aiplatform.modelEvaluationSlices.get aiplatform.modelEvaluationSlices.list aiplatform.modelEvaluations.get aiplatform.modelEvaluations.list aiplatform.modelMonitoringJobs.get aiplatform.modelMonitoringJobs.list aiplatform.modelMonitors.get aiplatform.modelMonitors.list aiplatform.modelMonitors.searchModelMonitoringAlerts aiplatform.modelMonitors.searchModelMonitoringStats aiplatform.models.get aiplatform.models.list aiplatform.nasJobs.get aiplatform.nasJobs.list aiplatform.nasTrialDetails.* aiplatform.nasTrialDetails.get aiplatform.nasTrialDetails.list aiplatform.notebookExecutionJobs.get aiplatform.notebookExecutionJobs.list aiplatform.notebookRuntimeTemplates.get aiplatform.notebookRuntimeTemplates.list aiplatform.notebookRuntimes.get aiplatform.notebookRuntimes.list aiplatform.operations.list aiplatform.persistentResources.get aiplatform.persistentResources.list aiplatform.pipelineJobs.get aiplatform.pipelineJobs.list aiplatform.reasoningEngines.get aiplatform.reasoningEngines.list aiplatform.reasoningEngines.query aiplatform.schedules.get aiplatform.schedules.list aiplatform.sessions.get aiplatform.sessions.list aiplatform.specialistPools.get aiplatform.specialistPools.list aiplatform.specialistPools.update aiplatform.studies.get aiplatform.studies.list aiplatform.tensorboardExperiments.get aiplatform.tensorboardExperiments.list aiplatform.tensorboardRuns.get aiplatform.tensorboardRuns.list aiplatform.tensorboardTimeSeries.batchRead aiplatform.tensorboardTimeSeries.get aiplatform.tensorboardTimeSeries.list aiplatform.tensorboardTimeSeries.read aiplatform.tensorboards.get aiplatform.tensorboards.list aiplatform.trainingPipelines.get aiplatform.trainingPipelines.list aiplatform.trials.get aiplatform.trials.list aiplatform.tuningJobs.get aiplatform.tuningJobs.list resourcemanager.projects.get resourcemanager.projects.list

기본 역할

이전의 Google Cloud 기본 역할은 모든 Google Cloud 서비스에 공통적으로 적용됩니다. 이러한 역할은 소유자, 편집자, 뷰어입니다.

기본 역할은 Vertex AI뿐만 아니라 Google Cloud 전반에 대한 권한을 제공합니다. 이러한 이유로 가능하면 Vertex AI 역할을 사용해야 합니다.

커스텀 역할

Vertex AI의 사전 정의된 IAM 역할이 필요에 맞지 않는 경우 커스텀 역할을 정의할 수 있습니다. 커스텀 역할을 사용하면 특정 권한 집합을 선택하고, 해당 권한을 사용하여 고유한 역할을 만들고, 조직의 사용자에게 역할을 부여할 수 있습니다. 자세한 내용은 IAM 커스텀 역할 이해를 참조하세요.

프로젝트 수준 리소스와 리소스 수준 정책 비교

리소스 수준에서 정책을 설정해도 프로젝트 수준 정책에는 영향을 미치지 않습니다. 리소스는 상위 항목에서 모든 정책을 상속합니다. 이 두 가지 세부사항 수준을 사용하여 권한을 맞춤설정할 수 있습니다. 예를 들어 프로젝트의 모든 리소스를 읽을 수 있도록 프로젝트 수준에서 사용자에게 읽기 권한을 부여한 다음 리소스 수준에서 리소스별로 쓰기 권한을 부여할 수 있습니다.

모든 Vertex AI 사전 정의된 역할 및 리소스가 리소스 수준 정책을 지원하는 것은 아닙니다. 어떤 리소스에서 어떤 역할을 사용할 수 있는지 확인하려면 각 역할의 설명을 확인하세요.

지원되는 리소스

Vertex AI는 Vertex AI Feature Store 피처스토어 및 항목 유형 리소스를 지원합니다. 자세한 내용은 Vertex AI Feature Store 리소스에 대한 액세스 제어를 참조하세요.

리소스에 대한 액세스 권한을 부여하거나 취소한 후 변경사항이 전파되려면 시간이 걸립니다. 자세한 내용은 액세스 변경 전파를 참조하세요.

서비스 계정 및 서비스 에이전트 정보

서비스 계정

서비스 계정은 사용자가 아닌 애플리케이션 또는 가상 머신(VM) 인스턴스에서 사용하는 특별 계정입니다. 서비스 계정에 권한을 만들고 할당하여 리소스 또는 애플리케이션에 대한 특정 권한을 제공할 수 있습니다.

서비스 계정을 사용하여 커스텀 학습 컨테이너 또는 커스텀 학습 모델에 대한 온라인 예측을 제공하는 컨테이너에 사용할 수 있는 권한을 맞춤설정하는 방법은 커스텀 서비스 계정 사용을 읽어보세요.

서비스 계정은 이메일 주소로 식별됩니다.

서비스 에이전트

서비스 에이전트는 자동으로 관리되는 Google 관리 서비스 계정입니다. 서비스가 사용자를 대신하여 리소스에 액세스할 수 있도록 합니다.

참고: 확실히 불필요한 것이 아니면 기본 서비스 계정의 기본 역할과 권한을 삭제하지 마세요.

서비스 에이전트가 생성되면 서비스 에이전트에 프로젝트에 대해 사전 정의된 역할이 부여됩니다. 다음 표에는 Vertex AI 서비스 에이전트, 이메일 주소, 해당 역할이 나와 있습니다.

이름	연결 대상:	이메일 주소	역할
Vertex AI 서비스 에이전트	Vertex AI 기능	[e-mail]	roles/aiplatform.serviceAgent
Vertex AI 커스텀 코드 서비스 에이전트	커스텀 학습 코드	[e-mail]	roles/aiplatform.customCodeServiceAgent
Vertex AI 확장 프로그램 서비스 에이전트	Vertex 확장 프로그램	[e-mail]	roles/aiplatform.extensionServiceAgent
Cloud AI Platform Notebooks 서비스 계정	Vertex AI Workbench 기능	[e-mail]	roles/notebooks.serviceAgent

커스텀 학습 코드를 실행하여 커스텀 학습 모델을 학습시키는 경우에만 Vertex AI 커스텀 코드 서비스 에이전트가 생성됩니다.

서비스 에이전트 역할 및 권한

Vertex AI 서비스 에이전트에 부여된 다음 역할 및 권한을 참조하세요.

역할	권한
Vertex AI 서비스 에이전트 (roles/aiplatform.serviceAgent) 작동하는 데 필요한 권한을 Vertex AI에 부여합니다. 경고: 서비스 에이전트를 제외하고 주 구성원에 서비스 에이전트 역할을 부여하지 마세요.	aiplatform.annotationSpecs.* aiplatform.annotationSpecs.create aiplatform.annotationSpecs.delete aiplatform.annotationSpecs.get aiplatform.annotationSpecs.list aiplatform.annotationSpecs.update aiplatform.annotations.* aiplatform.annotations.create aiplatform.annotations.delete aiplatform.annotations.get aiplatform.annotations.list aiplatform.annotations.update aiplatform.artifacts.* aiplatform.artifacts.create aiplatform.artifacts.delete aiplatform.artifacts.get aiplatform.artifacts.list aiplatform.artifacts.update aiplatform.batchPredictionJobs.* aiplatform.batchPredictionJobs.cancel aiplatform.batchPredictionJobs.create aiplatform.batchPredictionJobs.delete aiplatform.batchPredictionJobs.get aiplatform.batchPredictionJobs.list aiplatform.consents.get aiplatform.contexts.* aiplatform.contexts.addContextArtifactsAndExecutions aiplatform.contexts.addContextChildren aiplatform.contexts.create aiplatform.contexts.delete aiplatform.contexts.get aiplatform.contexts.list aiplatform.contexts.queryContextLineageSubgraph aiplatform.contexts.update aiplatform.customJobs.* aiplatform.customJobs.cancel aiplatform.customJobs.create aiplatform.customJobs.delete aiplatform.customJobs.get aiplatform.customJobs.list aiplatform.dataItems.* aiplatform.dataItems.create aiplatform.dataItems.delete aiplatform.dataItems.get aiplatform.dataItems.list aiplatform.dataItems.update aiplatform.dataLabelingJobs.* aiplatform.dataLabelingJobs.cancel aiplatform.dataLabelingJobs.create aiplatform.dataLabelingJobs.delete aiplatform.dataLabelingJobs.get aiplatform.dataLabelingJobs.list aiplatform.datasetVersions.* aiplatform.datasetVersions.create aiplatform.datasetVersions.delete aiplatform.datasetVersions.get aiplatform.datasetVersions.list aiplatform.datasetVersions.restore aiplatform.datasets.* aiplatform.datasets.create aiplatform.datasets.delete aiplatform.datasets.export aiplatform.datasets.get aiplatform.datasets.import aiplatform.datasets.list aiplatform.datasets.update aiplatform.deploymentResourcePools.* aiplatform.deploymentResourcePools.create aiplatform.deploymentResourcePools.delete aiplatform.deploymentResourcePools.get aiplatform.deploymentResourcePools.list aiplatform.deploymentResourcePools.queryDeployedModels aiplatform.deploymentResourcePools.update aiplatform.edgeDeploymentJobs.* aiplatform.edgeDeploymentJobs.create aiplatform.edgeDeploymentJobs.delete aiplatform.edgeDeploymentJobs.get aiplatform.edgeDeploymentJobs.list aiplatform.edgeDeviceDebugInfo.get aiplatform.edgeDevices.* aiplatform.edgeDevices.create aiplatform.edgeDevices.delete aiplatform.edgeDevices.get aiplatform.edgeDevices.list aiplatform.edgeDevices.update aiplatform.endpoints.create aiplatform.endpoints.delete aiplatform.endpoints.deploy aiplatform.endpoints.explain aiplatform.endpoints.get aiplatform.endpoints.list aiplatform.endpoints.predict aiplatform.endpoints.undeploy aiplatform.endpoints.update aiplatform.entityTypes.create aiplatform.entityTypes.delete aiplatform.entityTypes.deleteFeatureValues aiplatform.entityTypes.exportFeatureValues aiplatform.entityTypes.get aiplatform.entityTypes.importFeatureValues aiplatform.entityTypes.list aiplatform.entityTypes.readFeatureValues aiplatform.entityTypes.streamingReadFeatureValues aiplatform.entityTypes.update aiplatform.entityTypes.writeFeatureValues aiplatform.executions.* aiplatform.executions.addExecutionEvents aiplatform.executions.create aiplatform.executions.delete aiplatform.executions.get aiplatform.executions.list aiplatform.executions.queryExecutionInputsAndOutputs aiplatform.executions.update aiplatform.extensions.* aiplatform.extensions.delete aiplatform.extensions.execute aiplatform.extensions.get aiplatform.extensions.import aiplatform.extensions.list aiplatform.extensions.update aiplatform.featureGroups.* aiplatform.featureGroups.create aiplatform.featureGroups.delete aiplatform.featureGroups.get aiplatform.featureGroups.list aiplatform.featureGroups.update aiplatform.featureOnlineStores.* aiplatform.featureOnlineStores.create aiplatform.featureOnlineStores.delete aiplatform.featureOnlineStores.get aiplatform.featureOnlineStores.list aiplatform.featureOnlineStores.update aiplatform.featureViewSyncs.* aiplatform.featureViewSyncs.get aiplatform.featureViewSyncs.list aiplatform.featureViews.* aiplatform.featureViews.create aiplatform.featureViews.delete aiplatform.featureViews.fetchFeatureValues aiplatform.featureViews.get aiplatform.featureViews.list aiplatform.featureViews.searchNearestEntities aiplatform.featureViews.sync aiplatform.featureViews.update aiplatform.features.* aiplatform.features.create aiplatform.features.delete aiplatform.features.get aiplatform.features.list aiplatform.features.update aiplatform.featurestores.batchReadFeatureValues aiplatform.featurestores.create aiplatform.featurestores.delete aiplatform.featurestores.exportFeatures aiplatform.featurestores.get aiplatform.featurestores.importFeatures aiplatform.featurestores.list aiplatform.featurestores.readFeatures aiplatform.featurestores.update aiplatform.featurestores.writeFeatures aiplatform.humanInTheLoops.* aiplatform.humanInTheLoops.cancel aiplatform.humanInTheLoops.create aiplatform.humanInTheLoops.delete aiplatform.humanInTheLoops.get aiplatform.humanInTheLoops.list aiplatform.humanInTheLoops.queryAnnotationStats aiplatform.humanInTheLoops.send aiplatform.humanInTheLoops.update aiplatform.hyperparameterTuningJobs.* aiplatform.hyperparameterTuningJobs.cancel aiplatform.hyperparameterTuningJobs.create aiplatform.hyperparameterTuningJobs.delete aiplatform.hyperparameterTuningJobs.get aiplatform.hyperparameterTuningJobs.list aiplatform.indexEndpoints.* aiplatform.indexEndpoints.create aiplatform.indexEndpoints.delete aiplatform.indexEndpoints.deploy aiplatform.indexEndpoints.get aiplatform.indexEndpoints.list aiplatform.indexEndpoints.queryVectors aiplatform.indexEndpoints.undeploy aiplatform.indexEndpoints.update aiplatform.indexes.* aiplatform.indexes.create aiplatform.indexes.delete aiplatform.indexes.get aiplatform.indexes.list aiplatform.indexes.update aiplatform.locations.* aiplatform.locations.get aiplatform.locations.list aiplatform.metadataSchemas.* aiplatform.metadataSchemas.create aiplatform.metadataSchemas.delete aiplatform.metadataSchemas.get aiplatform.metadataSchemas.list aiplatform.metadataStores.* aiplatform.metadataStores.create aiplatform.metadataStores.delete aiplatform.metadataStores.get aiplatform.metadataStores.list aiplatform.modelDeploymentMonitoringJobs.* aiplatform.modelDeploymentMonitoringJobs.create aiplatform.modelDeploymentMonitoringJobs.delete aiplatform.modelDeploymentMonitoringJobs.get aiplatform.modelDeploymentMonitoringJobs.list aiplatform.modelDeploymentMonitoringJobs.pause aiplatform.modelDeploymentMonitoringJobs.resume aiplatform.modelDeploymentMonitoringJobs.searchStatsAnomalies aiplatform.modelDeploymentMonitoringJobs.update aiplatform.modelEvaluationSlices.* aiplatform.modelEvaluationSlices.get aiplatform.modelEvaluationSlices.import aiplatform.modelEvaluationSlices.list aiplatform.modelEvaluations.* aiplatform.modelEvaluations.exportEvaluatedDataItems aiplatform.modelEvaluations.get aiplatform.modelEvaluations.import aiplatform.modelEvaluations.list aiplatform.models.* aiplatform.models.delete aiplatform.models.export aiplatform.models.get aiplatform.models.list aiplatform.models.update aiplatform.models.upload aiplatform.nasJobs.* aiplatform.nasJobs.cancel aiplatform.nasJobs.create aiplatform.nasJobs.delete aiplatform.nasJobs.get aiplatform.nasJobs.list aiplatform.nasTrialDetails.* aiplatform.nasTrialDetails.get aiplatform.nasTrialDetails.list aiplatform.notebookExecutionJobs.* aiplatform.notebookExecutionJobs.create aiplatform.notebookExecutionJobs.delete aiplatform.notebookExecutionJobs.get aiplatform.notebookExecutionJobs.list aiplatform.notebookRuntimeTemplates.apply aiplatform.notebookRuntimeTemplates.create aiplatform.notebookRuntimeTemplates.delete aiplatform.notebookRuntimeTemplates.get aiplatform.notebookRuntimeTemplates.list aiplatform.notebookRuntimeTemplates.update aiplatform.notebookRuntimes.* aiplatform.notebookRuntimes.assign aiplatform.notebookRuntimes.delete aiplatform.notebookRuntimes.get aiplatform.notebookRuntimes.list aiplatform.notebookRuntimes.start aiplatform.notebookRuntimes.update aiplatform.notebookRuntimes.upgrade aiplatform.operations.list aiplatform.persistentResources.get aiplatform.persistentResources.list aiplatform.pipelineJobs.* aiplatform.pipelineJobs.cancel aiplatform.pipelineJobs.create aiplatform.pipelineJobs.delete aiplatform.pipelineJobs.get aiplatform.pipelineJobs.list aiplatform.reasoningEngines.* aiplatform.reasoningEngines.create aiplatform.reasoningEngines.delete aiplatform.reasoningEngines.get aiplatform.reasoningEngines.list aiplatform.reasoningEngines.query aiplatform.reasoningEngines.update aiplatform.schedules.* aiplatform.schedules.create aiplatform.schedules.delete aiplatform.schedules.get aiplatform.schedules.list aiplatform.schedules.update aiplatform.specialistPools.* aiplatform.specialistPools.create aiplatform.specialistPools.delete aiplatform.specialistPools.get aiplatform.specialistPools.list aiplatform.specialistPools.update aiplatform.studies.* aiplatform.studies.create aiplatform.studies.delete aiplatform.studies.get aiplatform.studies.list aiplatform.studies.update aiplatform.tensorboardExperiments.* aiplatform.tensorboardExperiments.create aiplatform.tensorboardExperiments.delete aiplatform.tensorboardExperiments.get aiplatform.tensorboardExperiments.list aiplatform.tensorboardExperiments.update aiplatform.tensorboardExperiments.write aiplatform.tensorboardRuns.* aiplatform.tensorboardRuns.batchCreate aiplatform.tensorboardRuns.create aiplatform.tensorboardRuns.delete aiplatform.tensorboardRuns.get aiplatform.tensorboardRuns.list aiplatform.tensorboardRuns.update aiplatform.tensorboardRuns.write aiplatform.tensorboardTimeSeries.* aiplatform.tensorboardTimeSeries.batchCreate aiplatform.tensorboardTimeSeries.batchRead aiplatform.tensorboardTimeSeries.create aiplatform.tensorboardTimeSeries.delete aiplatform.tensorboardTimeSeries.get aiplatform.tensorboardTimeSeries.list aiplatform.tensorboardTimeSeries.read aiplatform.tensorboardTimeSeries.update aiplatform.tensorboards.create aiplatform.tensorboards.delete aiplatform.tensorboards.get aiplatform.tensorboards.list aiplatform.tensorboards.update aiplatform.trainingPipelines.* aiplatform.trainingPipelines.cancel aiplatform.trainingPipelines.create aiplatform.trainingPipelines.delete aiplatform.trainingPipelines.get aiplatform.trainingPipelines.list aiplatform.trials.* aiplatform.trials.create aiplatform.trials.delete aiplatform.trials.get aiplatform.trials.list aiplatform.trials.update aiplatform.tuningJobs.cancel aiplatform.tuningJobs.create aiplatform.tuningJobs.delete aiplatform.tuningJobs.get aiplatform.tuningJobs.list artifactregistry.repositories.create artifactregistry.repositories.downloadArtifacts artifactregistry.repositories.get artifactregistry.repositories.list artifactregistry.repositories.uploadArtifacts artifactregistry.tags.get artifactregistry.versions.get automl.datasets.export automl.datasets.get automl.datasets.list automl.modelEvaluations.list automl.models.get automl.models.list automl.operations.get automl.tableSpecs.get bigquery.datasets.create bigquery.datasets.get bigquery.jobs.create bigquery.jobs.get bigquery.models.create bigquery.models.export bigquery.models.getData bigquery.readsessions.create bigquery.readsessions.getData bigquery.tables.create bigquery.tables.export bigquery.tables.get bigquery.tables.getData bigquery.tables.update bigquery.tables.updateData bigtable.tables.get bigtable.tables.list bigtable.tables.readRows compute.addresses.get compute.addresses.list compute.addresses.use compute.addresses.useInternal compute.disks.create compute.disks.createSnapshot compute.disks.createTagBinding compute.disks.delete compute.disks.get compute.disks.setLabels compute.disks.use compute.disks.useReadOnly compute.globalOperations.get compute.instances.attachDisk compute.instances.create compute.instances.createTagBinding compute.instances.delete compute.instances.detachDisk compute.instances.get compute.instances.setLabels compute.instances.setMetadata compute.instances.setServiceAccount compute.instances.setTags compute.instances.start compute.instances.stop compute.instances.useReadOnly compute.machineTypes.get compute.networks.get compute.networks.use compute.networks.useExternalIp compute.snapshots.create compute.snapshots.delete compute.snapshots.useReadOnly compute.subnetworks.get compute.subnetworks.list compute.subnetworks.use compute.subnetworks.useExternalIp compute.zoneOperations.get dataflow.jobs.* dataflow.jobs.cancel dataflow.jobs.create dataflow.jobs.get dataflow.jobs.list dataflow.jobs.snapshot dataflow.jobs.updateContents dataflow.messages.list dataflow.metrics.get dataflow.snapshots.* dataflow.snapshots.delete dataflow.snapshots.get dataflow.snapshots.list datalabeling.annotateddatasets.get datalabeling.datasets.export datalabeling.datasets.get datalabeling.datasets.list datalabeling.operations.get iam.serviceAccounts.actAs iam.serviceAccounts.getAccessToken logging.logEntries.create logging.logEntries.route ml.models.list ml.operations.get ml.versions.get ml.versions.list monitoring.notificationChannels.get notebooks.instances.create notebooks.instances.delete notebooks.instances.get resourcemanager.projects.get resourcemanager.projects.list run.executions.delete run.executions.get run.jobs.create run.jobs.delete run.jobs.get run.jobs.run run.jobs.update run.operations.delete run.operations.get run.routes.invoke run.services.create run.services.delete run.services.get serviceusage.services.use storage.buckets.create storage.buckets.delete storage.buckets.get storage.buckets.list storage.objects.create storage.objects.delete storage.objects.get storage.objects.list storage.objects.update
Vertex AI 커스텀 코드 서비스 에이전트 (roles/aiplatform.customCodeServiceAgent) Vertex AI 커스텀 코드에 적절한 권한을 부여합니다. 경고: 서비스 에이전트를 제외하고 주 구성원에 서비스 에이전트 역할을 부여하지 마세요.	aiplatform.annotationSpecs.* aiplatform.annotationSpecs.create aiplatform.annotationSpecs.delete aiplatform.annotationSpecs.get aiplatform.annotationSpecs.list aiplatform.annotationSpecs.update aiplatform.annotations.* aiplatform.annotations.create aiplatform.annotations.delete aiplatform.annotations.get aiplatform.annotations.list aiplatform.annotations.update aiplatform.artifacts.* aiplatform.artifacts.create aiplatform.artifacts.delete aiplatform.artifacts.get aiplatform.artifacts.list aiplatform.artifacts.update aiplatform.batchPredictionJobs.* aiplatform.batchPredictionJobs.cancel aiplatform.batchPredictionJobs.create aiplatform.batchPredictionJobs.delete aiplatform.batchPredictionJobs.get aiplatform.batchPredictionJobs.list aiplatform.consents.get aiplatform.contexts.* aiplatform.contexts.addContextArtifactsAndExecutions aiplatform.contexts.addContextChildren aiplatform.contexts.create aiplatform.contexts.delete aiplatform.contexts.get aiplatform.contexts.list aiplatform.contexts.queryContextLineageSubgraph aiplatform.contexts.update aiplatform.customJobs.* aiplatform.customJobs.cancel aiplatform.customJobs.create aiplatform.customJobs.delete aiplatform.customJobs.get aiplatform.customJobs.list aiplatform.dataItems.* aiplatform.dataItems.create aiplatform.dataItems.delete aiplatform.dataItems.get aiplatform.dataItems.list aiplatform.dataItems.update aiplatform.dataLabelingJobs.* aiplatform.dataLabelingJobs.cancel aiplatform.dataLabelingJobs.create aiplatform.dataLabelingJobs.delete aiplatform.dataLabelingJobs.get aiplatform.dataLabelingJobs.list aiplatform.datasetVersions.* aiplatform.datasetVersions.create aiplatform.datasetVersions.delete aiplatform.datasetVersions.get aiplatform.datasetVersions.list aiplatform.datasetVersions.restore aiplatform.datasets.* aiplatform.datasets.create aiplatform.datasets.delete aiplatform.datasets.export aiplatform.datasets.get aiplatform.datasets.import aiplatform.datasets.list aiplatform.datasets.update aiplatform.deploymentResourcePools.* aiplatform.deploymentResourcePools.create aiplatform.deploymentResourcePools.delete aiplatform.deploymentResourcePools.get aiplatform.deploymentResourcePools.list aiplatform.deploymentResourcePools.queryDeployedModels aiplatform.deploymentResourcePools.update aiplatform.edgeDeploymentJobs.* aiplatform.edgeDeploymentJobs.create aiplatform.edgeDeploymentJobs.delete aiplatform.edgeDeploymentJobs.get aiplatform.edgeDeploymentJobs.list aiplatform.edgeDeviceDebugInfo.get aiplatform.edgeDevices.* aiplatform.edgeDevices.create aiplatform.edgeDevices.delete aiplatform.edgeDevices.get aiplatform.edgeDevices.list aiplatform.edgeDevices.update aiplatform.endpoints.create aiplatform.endpoints.delete aiplatform.endpoints.deploy aiplatform.endpoints.explain aiplatform.endpoints.get aiplatform.endpoints.list aiplatform.endpoints.predict aiplatform.endpoints.undeploy aiplatform.endpoints.update aiplatform.entityTypes.create aiplatform.entityTypes.delete aiplatform.entityTypes.deleteFeatureValues aiplatform.entityTypes.exportFeatureValues aiplatform.entityTypes.get aiplatform.entityTypes.importFeatureValues aiplatform.entityTypes.list aiplatform.entityTypes.readFeatureValues aiplatform.entityTypes.streamingReadFeatureValues aiplatform.entityTypes.update aiplatform.entityTypes.writeFeatureValues aiplatform.executions.* aiplatform.executions.addExecutionEvents aiplatform.executions.create aiplatform.executions.delete aiplatform.executions.get aiplatform.executions.list aiplatform.executions.queryExecutionInputsAndOutputs aiplatform.executions.update aiplatform.extensions.* aiplatform.extensions.delete aiplatform.extensions.execute aiplatform.extensions.get aiplatform.extensions.import aiplatform.extensions.list aiplatform.extensions.update aiplatform.featureGroups.* aiplatform.featureGroups.create aiplatform.featureGroups.delete aiplatform.featureGroups.get aiplatform.featureGroups.list aiplatform.featureGroups.update aiplatform.featureOnlineStores.* aiplatform.featureOnlineStores.create aiplatform.featureOnlineStores.delete aiplatform.featureOnlineStores.get aiplatform.featureOnlineStores.list aiplatform.featureOnlineStores.update aiplatform.featureViewSyncs.* aiplatform.featureViewSyncs.get aiplatform.featureViewSyncs.list aiplatform.featureViews.* aiplatform.featureViews.create aiplatform.featureViews.delete aiplatform.featureViews.fetchFeatureValues aiplatform.featureViews.get aiplatform.featureViews.list aiplatform.featureViews.searchNearestEntities aiplatform.featureViews.sync aiplatform.featureViews.update aiplatform.features.* aiplatform.features.create aiplatform.features.delete aiplatform.features.get aiplatform.features.list aiplatform.features.update aiplatform.featurestores.batchReadFeatureValues aiplatform.featurestores.create aiplatform.featurestores.delete aiplatform.featurestores.exportFeatures aiplatform.featurestores.get aiplatform.featurestores.importFeatures aiplatform.featurestores.list aiplatform.featurestores.readFeatures aiplatform.featurestores.update aiplatform.featurestores.writeFeatures aiplatform.humanInTheLoops.* aiplatform.humanInTheLoops.cancel aiplatform.humanInTheLoops.create aiplatform.humanInTheLoops.delete aiplatform.humanInTheLoops.get aiplatform.humanInTheLoops.list aiplatform.humanInTheLoops.queryAnnotationStats aiplatform.humanInTheLoops.send aiplatform.humanInTheLoops.update aiplatform.hyperparameterTuningJobs.* aiplatform.hyperparameterTuningJobs.cancel aiplatform.hyperparameterTuningJobs.create aiplatform.hyperparameterTuningJobs.delete aiplatform.hyperparameterTuningJobs.get aiplatform.hyperparameterTuningJobs.list aiplatform.indexEndpoints.* aiplatform.indexEndpoints.create aiplatform.indexEndpoints.delete aiplatform.indexEndpoints.deploy aiplatform.indexEndpoints.get aiplatform.indexEndpoints.list aiplatform.indexEndpoints.queryVectors aiplatform.indexEndpoints.undeploy aiplatform.indexEndpoints.update aiplatform.indexes.* aiplatform.indexes.create aiplatform.indexes.delete aiplatform.indexes.get aiplatform.indexes.list aiplatform.indexes.update aiplatform.locations.* aiplatform.locations.get aiplatform.locations.list aiplatform.metadataSchemas.* aiplatform.metadataSchemas.create aiplatform.metadataSchemas.delete aiplatform.metadataSchemas.get aiplatform.metadataSchemas.list aiplatform.metadataStores.* aiplatform.metadataStores.create aiplatform.metadataStores.delete aiplatform.metadataStores.get aiplatform.metadataStores.list aiplatform.modelDeploymentMonitoringJobs.* aiplatform.modelDeploymentMonitoringJobs.create aiplatform.modelDeploymentMonitoringJobs.delete aiplatform.modelDeploymentMonitoringJobs.get aiplatform.modelDeploymentMonitoringJobs.list aiplatform.modelDeploymentMonitoringJobs.pause aiplatform.modelDeploymentMonitoringJobs.resume aiplatform.modelDeploymentMonitoringJobs.searchStatsAnomalies aiplatform.modelDeploymentMonitoringJobs.update aiplatform.modelEvaluationSlices.* aiplatform.modelEvaluationSlices.get aiplatform.modelEvaluationSlices.import aiplatform.modelEvaluationSlices.list aiplatform.modelEvaluations.* aiplatform.modelEvaluations.exportEvaluatedDataItems aiplatform.modelEvaluations.get aiplatform.modelEvaluations.import aiplatform.modelEvaluations.list aiplatform.models.* aiplatform.models.delete aiplatform.models.export aiplatform.models.get aiplatform.models.list aiplatform.models.update aiplatform.models.upload aiplatform.nasJobs.* aiplatform.nasJobs.cancel aiplatform.nasJobs.create aiplatform.nasJobs.delete aiplatform.nasJobs.get aiplatform.nasJobs.list aiplatform.nasTrialDetails.* aiplatform.nasTrialDetails.get aiplatform.nasTrialDetails.list aiplatform.notebookExecutionJobs.* aiplatform.notebookExecutionJobs.create aiplatform.notebookExecutionJobs.delete aiplatform.notebookExecutionJobs.get aiplatform.notebookExecutionJobs.list aiplatform.notebookRuntimeTemplates.apply aiplatform.notebookRuntimeTemplates.create aiplatform.notebookRuntimeTemplates.delete aiplatform.notebookRuntimeTemplates.get aiplatform.notebookRuntimeTemplates.list aiplatform.notebookRuntimeTemplates.update aiplatform.notebookRuntimes.* aiplatform.notebookRuntimes.assign aiplatform.notebookRuntimes.delete aiplatform.notebookRuntimes.get aiplatform.notebookRuntimes.list aiplatform.notebookRuntimes.start aiplatform.notebookRuntimes.update aiplatform.notebookRuntimes.upgrade aiplatform.operations.list aiplatform.persistentResources.get aiplatform.persistentResources.list aiplatform.pipelineJobs.* aiplatform.pipelineJobs.cancel aiplatform.pipelineJobs.create aiplatform.pipelineJobs.delete aiplatform.pipelineJobs.get aiplatform.pipelineJobs.list aiplatform.reasoningEngines.* aiplatform.reasoningEngines.create aiplatform.reasoningEngines.delete aiplatform.reasoningEngines.get aiplatform.reasoningEngines.list aiplatform.reasoningEngines.query aiplatform.reasoningEngines.update aiplatform.schedules.* aiplatform.schedules.create aiplatform.schedules.delete aiplatform.schedules.get aiplatform.schedules.list aiplatform.schedules.update aiplatform.specialistPools.* aiplatform.specialistPools.create aiplatform.specialistPools.delete aiplatform.specialistPools.get aiplatform.specialistPools.list aiplatform.specialistPools.update aiplatform.studies.* aiplatform.studies.create aiplatform.studies.delete aiplatform.studies.get aiplatform.studies.list aiplatform.studies.update aiplatform.tensorboardExperiments.* aiplatform.tensorboardExperiments.create aiplatform.tensorboardExperiments.delete aiplatform.tensorboardExperiments.get aiplatform.tensorboardExperiments.list aiplatform.tensorboardExperiments.update aiplatform.tensorboardExperiments.write aiplatform.tensorboardRuns.* aiplatform.tensorboardRuns.batchCreate aiplatform.tensorboardRuns.create aiplatform.tensorboardRuns.delete aiplatform.tensorboardRuns.get aiplatform.tensorboardRuns.list aiplatform.tensorboardRuns.update aiplatform.tensorboardRuns.write aiplatform.tensorboardTimeSeries.* aiplatform.tensorboardTimeSeries.batchCreate aiplatform.tensorboardTimeSeries.batchRead aiplatform.tensorboardTimeSeries.create aiplatform.tensorboardTimeSeries.delete aiplatform.tensorboardTimeSeries.get aiplatform.tensorboardTimeSeries.list aiplatform.tensorboardTimeSeries.read aiplatform.tensorboardTimeSeries.update aiplatform.tensorboards.create aiplatform.tensorboards.delete aiplatform.tensorboards.get aiplatform.tensorboards.list aiplatform.tensorboards.update aiplatform.trainingPipelines.* aiplatform.trainingPipelines.cancel aiplatform.trainingPipelines.create aiplatform.trainingPipelines.delete aiplatform.trainingPipelines.get aiplatform.trainingPipelines.list aiplatform.trials.* aiplatform.trials.create aiplatform.trials.delete aiplatform.trials.get aiplatform.trials.list aiplatform.trials.update aiplatform.tuningJobs.cancel aiplatform.tuningJobs.create aiplatform.tuningJobs.delete aiplatform.tuningJobs.get aiplatform.tuningJobs.list artifactregistry.repositories.downloadArtifacts artifactregistry.repositories.get artifactregistry.repositories.list artifactregistry.tags.get artifactregistry.versions.get bigquery.datasets.create bigquery.datasets.get bigquery.jobs.create bigquery.jobs.get bigquery.readsessions.create bigquery.readsessions.getData bigquery.tables.create bigquery.tables.export bigquery.tables.get bigquery.tables.getData bigquery.tables.update bigquery.tables.updateData iam.serviceAccounts.get iam.serviceAccounts.getAccessToken iam.serviceAccounts.getOpenIdToken iam.serviceAccounts.implicitDelegation iam.serviceAccounts.list iam.serviceAccounts.signBlob iam.serviceAccounts.signJwt logging.logEntries.create logging.logEntries.route monitoring.metricDescriptors.create monitoring.metricDescriptors.get monitoring.metricDescriptors.list monitoring.monitoredResourceDescriptors.* monitoring.monitoredResourceDescriptors.get monitoring.monitoredResourceDescriptors.list monitoring.timeSeries.create resourcemanager.projects.get resourcemanager.projects.list serviceusage.services.use storage.buckets.create storage.buckets.delete storage.buckets.get storage.buckets.list storage.objects.create storage.objects.delete storage.objects.get storage.objects.list storage.objects.update
AI Platform Notebooks 서비스 에이전트 (roles/notebooks.serviceAgent) 사용자 프로젝트의 메모장 인스턴스를 관리할 수 있도록 메모장 서비스 에이전트에 대한 액세스 권한을 제공합니다. 경고: 서비스 에이전트를 제외하고 주 구성원에 서비스 에이전트 역할을 부여하지 마세요.	aiplatform.customJobs.cancel aiplatform.customJobs.create aiplatform.customJobs.get aiplatform.customJobs.list compute.acceleratorTypes.* compute.acceleratorTypes.get compute.acceleratorTypes.list compute.addresses.createInternal compute.addresses.deleteInternal compute.addresses.get compute.addresses.list compute.addresses.use compute.addresses.useInternal compute.autoscalers.* compute.autoscalers.create compute.autoscalers.delete compute.autoscalers.get compute.autoscalers.list compute.autoscalers.update compute.backendBuckets.get compute.backendBuckets.getIamPolicy compute.backendBuckets.list compute.backendBuckets.listEffectiveTags compute.backendBuckets.listTagBindings compute.backendServices.get compute.backendServices.getIamPolicy compute.backendServices.list compute.backendServices.listEffectiveTags 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compute.regionSecurityPolicies.listTagBindings compute.regionSslCertificates.get compute.regionSslCertificates.list compute.regionSslCertificates.listEffectiveTags compute.regionSslCertificates.listTagBindings compute.regionSslPolicies.get compute.regionSslPolicies.list compute.regionSslPolicies.listAvailableFeatures compute.regionTargetHttpProxies.get compute.regionTargetHttpProxies.list compute.regionTargetHttpProxies.listEffectiveTags compute.regionTargetHttpProxies.listTagBindings compute.regionTargetHttpsProxies.get compute.regionTargetHttpsProxies.list compute.regionTargetHttpsProxies.listEffectiveTags compute.regionTargetHttpsProxies.listTagBindings compute.regionTargetTcpProxies.get compute.regionTargetTcpProxies.list compute.regionUrlMaps.get compute.regionUrlMaps.list compute.regionUrlMaps.listEffectiveTags compute.regionUrlMaps.listTagBindings compute.regionUrlMaps.validate compute.regions.* compute.regions.get compute.regions.list compute.reservations.get 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Vertex AI 서비스 에이전트에 다른 리소스에 대한 액세스 권한 부여

간혹 Vertex AI 서비스 에이전트에 추가 역할을 부여해야 하는 경우가 있습니다. 예를 들어 Vertex AI가 다른 프로젝트의 Cloud Storage 버킷에 액세스해야 하는 경우 서비스 에이전트에 하나 이상의 추가 역할을 부여해야 합니다.

참고: 커스텀 학습 코드에서 https://www.googleapis.com/auth/cloud-platform 범위의 OAuth 2.0 액세스 토큰을 가져오도록 하려면 학습에 커스텀 서비스 계정을 사용해야 합니다. Vertex AI 커스텀 코드 서비스 에이전트에 이 수준의 액세스 권한을 부여할 수 없습니다.

BigQuery의 역할 추가 요구사항

다음 표에서는 BigQuery 테이블용 Vertex AI 서비스 에이전트 또는 다른 프로젝트의 뷰 또는 외부 데이터 소스가 지원하는 데 필요한 추가 역할을 설명합니다.

홈 프로젝트라는 용어는 Vertex AI 데이터 세트 또는 모델이 있는 프로젝트를 의미합니다. 다른 프로젝트라는 용어는 다른 모든 프로젝트를 의미합니다.

테이블 유형	테이블 프로젝트	데이터 소스 프로젝트	추가할 역할
기본 BigQuery 테이블	홈 프로젝트	해당 사항 없음	없음
기본 BigQuery 테이블	다른 프로젝트	해당 사항 없음	다른 프로젝트의 경우 BigQuery Data Viewer. 자세히 알아보기
BigQuery 뷰	홈 프로젝트	해당 사항 없음	없음
BigQuery 뷰	다른 프로젝트	해당 사항 없음	다른 프로젝트의 경우 BigQuery Data Viewer. 자세히 알아보기
Bigtable 기반의 외부 BigQuery 데이터 소스	홈 프로젝트	홈 프로젝트	홈 프로젝트의 경우 Bigtable Reader. 자세히 알아보기
Bigtable 기반의 외부 BigQuery 데이터 소스	홈 프로젝트	다른 프로젝트	다른 프로젝트의 경우 Bigtable Reader. 자세히 알아보기
Bigtable 기반의 외부 BigQuery 데이터 소스	다른 프로젝트	다른 프로젝트	다른 프로젝트의 경우 BigQuery Reader 및 Bigtable Reader. 자세히 알아보기
Cloud Storage 기반의 외부 BigQuery 데이터 소스	홈 프로젝트	홈 프로젝트	없음
Cloud Storage 기반의 외부 BigQuery 데이터 소스	홈 프로젝트	다른 프로젝트	다른 프로젝트의 경우 Storage Object Viewer. 자세히 알아보기
Cloud Storage 기반의 외부 BigQuery 데이터 소스	다른 프로젝트	다른 프로젝트	다른 프로젝트의 경우 Storage Object Viewer 및 BigQuery Data Viewer. 자세히 알아보기
Google 스프레드시트 기반의 외부 BigQuery 데이터 소스	홈 프로젝트	해당 사항 없음	스프레드시트 파일을 Vertex AI 서비스 계정과 공유합니다. 자세히 알아보기
Google 스프레드시트 기반의 외부 BigQuery 데이터 소스	다른 프로젝트	해당 사항 없음	다른 프로젝트의 경우 BigQuery Reader. 스프레드시트 파일을 Vertex AI 서비스 계정과 공유합니다.

Cloud Storage의 역할 추가 요구사항

다른 프로젝트의 Cloud Storage 버킷 데이터에 액세스하는 경우 해당 프로젝트의 Vertex AI에 Storage > Storage Object Viewer 역할을 부여해야 합니다. 자세히 알아보기

가져오기 작업을 위해 로컬 컴퓨터에서 데이터를 수신하기 위해 Cloud Storage 버킷을 사용할 때 버킷이 Google Cloud 프로젝트와 다른 프로젝트에 있으면 Storage > Storage Object Creator 역할을 해당 프로젝트의 Vertex AI에 부여해야 합니다. 자세히 알아보기

홈 프로젝트의 리소스에 Vertex AI에 대한 액세스 권한 부여

홈 프로젝트에서 Vertex AI의 서비스 에이전트에 추가 역할을 부여하려면 다음 안내를 따르세요.

1. 홈 프로젝트에서 Google Cloud Console의 IAM 페이지로 이동합니다.

   IAM 페이지로 이동

2. Google 제공 역할 부여 포함 체크박스를 선택합니다.

3. 권한을 부여할 서비스 에이전트를 결정하고 연필 아이콘을 클릭합니다.

   Principal:@gcp-sa-aiplatform-cc.iam.gserviceaccount.com을 필터링하여 Vertex AI 서비스 에이전트를 찾을 수 있습니다.

4. 서비스 계정에 필수 역할을 부여하고 변경사항을 저장합니다.

다른 프로젝트의 리소스에 Vertex AI에 대한 액세스 권한 부여

다른 프로젝트에서 데이터 소스나 대상을 사용할 때는 해당 프로젝트에 Vertex AI 서비스 계정 권한을 부여해야 합니다. 첫 번째 비동기 작업 (예: 엔드포인트 만들기)을 시작하면 Vertex AI 서비스 계정이 생성됩니다. 이 안내에 따라 gcloud CLI를 사용하여 Vertex AI 서비스 계정을 명시적으로 만들 수도 있습니다. 이 gcloud 명령어는 기본 서비스 계정과 커스텀 코드 서비스 계정을 모두 만들지만 응답에는 기본 서비스 계정만 반환됩니다.

다른 프로젝트의 Vertex AI에 권한을 추가하려면 다음 안내를 따르세요.

1. 홈 프로젝트(Vertex AI를 사용 중인 프로젝트)에서 Google Cloud Console의 IAM 페이지로 이동합니다.

   IAM 페이지로 이동

2. Google 제공 역할 부여 포함 체크박스를 선택합니다.

3. 권한을 부여할 서비스 에이전트를 확인하고 이메일 주소(주 구성원 아래에 나열)를 복사합니다.

   Principal:@gcp-sa-aiplatform-cc.iam.gserviceaccount.com을 필터링하여 Vertex AI 서비스 에이전트를 찾을 수 있습니다.

4. 프로젝트를 권한을 부여해야 하는 프로젝트로 변경합니다.

5. 추가를 클릭하고 새 주 구성원에 이메일 주소를 입력합니다.

6. 모든 필수 역할을 추가하고 저장을 클릭합니다.

Google Sheets에 대한 액세스 권한 제공

Google 스프레드시트 기반의 외부 BigQuery 데이터 소스를 사용하는 경우 스프레드시트를 Vertex AI 서비스 계정과 공유해야 합니다. 첫 번째 비동기 작업 (예: 엔드포인트 만들기)을 시작하면 Vertex AI 서비스 계정이 생성됩니다. 이 안내에 따라 gcloud CLI를 사용하여 Vertex AI 서비스 계정을 명시적으로 만들 수도 있습니다.

Vertex AI가 스프레드시트 파일에 액세스하도록 승인하려면 다음 안내를 따르세요.

1. Google Cloud Console의 IAM 페이지로 이동합니다.

   IAM 페이지로 이동

2. 이름이 Vertex AI Service Agent인 서비스 계정을 찾고 주 구성원 아래에 나열된 이메일 주소를 복사합니다.

3. 스프레드시트 파일을 열고 이 이메일 주소와 공유합니다.

다음 단계

• IAM 자세히 알아보기
• 특정 IAM 권한 및 해당 권한이 지원하는 작업 알아보기
• Vertex AI 개요 보기