Machine Learning
================

These dataclasses are used in the SDK to represent API requests and responses for services in the ``databricks.sdk.service.ml`` module.

.. py:currentmodule:: databricks.sdk.service.ml
.. autoclass:: Activity
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.. py:class:: ActivityAction

   An action that a user (with sufficient permissions) could take on an activity or comment.
   For activities, valid values are: * `APPROVE_TRANSITION_REQUEST`: Approve a transition request
   * `REJECT_TRANSITION_REQUEST`: Reject a transition request
   * `CANCEL_TRANSITION_REQUEST`: Cancel (delete) a transition request
   For comments, valid values are: * `EDIT_COMMENT`: Edit the comment
   * `DELETE_COMMENT`: Delete the comment

   .. py:attribute:: APPROVE_TRANSITION_REQUEST
      :value: "APPROVE_TRANSITION_REQUEST"

   .. py:attribute:: CANCEL_TRANSITION_REQUEST
      :value: "CANCEL_TRANSITION_REQUEST"

   .. py:attribute:: DELETE_COMMENT
      :value: "DELETE_COMMENT"

   .. py:attribute:: EDIT_COMMENT
      :value: "EDIT_COMMENT"

   .. py:attribute:: REJECT_TRANSITION_REQUEST
      :value: "REJECT_TRANSITION_REQUEST"

.. py:class:: ActivityType

   Type of activity. Valid values are: * `APPLIED_TRANSITION`: User applied the corresponding stage transition.
   * `REQUESTED_TRANSITION`: User requested the corresponding stage transition.
   * `CANCELLED_REQUEST`: User cancelled an existing transition request.
   * `APPROVED_REQUEST`: User approved the corresponding stage transition.
   * `REJECTED_REQUEST`: User rejected the coressponding stage transition.
   * `SYSTEM_TRANSITION`: For events performed as a side effect, such as archiving existing model versions in a stage.

   .. py:attribute:: APPLIED_TRANSITION
      :value: "APPLIED_TRANSITION"

   .. py:attribute:: APPROVED_REQUEST
      :value: "APPROVED_REQUEST"

   .. py:attribute:: CANCELLED_REQUEST
      :value: "CANCELLED_REQUEST"

   .. py:attribute:: NEW_COMMENT
      :value: "NEW_COMMENT"

   .. py:attribute:: REJECTED_REQUEST
      :value: "REJECTED_REQUEST"

   .. py:attribute:: REQUESTED_TRANSITION
      :value: "REQUESTED_TRANSITION"

   .. py:attribute:: SYSTEM_TRANSITION
      :value: "SYSTEM_TRANSITION"

.. autoclass:: AggregationFunction
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.. autoclass:: ApproveTransitionRequestResponse
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.. autoclass:: ApproxCountDistinctFunction
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.. autoclass:: ApproxPercentileFunction
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.. autoclass:: AuthConfig
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.. autoclass:: AvgFunction
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.. autoclass:: BackfillSource
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.. autoclass:: BatchCreateMaterializedFeaturesResponse
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.. autoclass:: ColumnIdentifier
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.. autoclass:: ColumnSelection
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.. py:class:: CommentActivityAction

   An action that a user (with sufficient permissions) could take on an activity or comment.
   For activities, valid values are: * `APPROVE_TRANSITION_REQUEST`: Approve a transition request
   * `REJECT_TRANSITION_REQUEST`: Reject a transition request
   * `CANCEL_TRANSITION_REQUEST`: Cancel (delete) a transition request
   For comments, valid values are: * `EDIT_COMMENT`: Edit the comment
   * `DELETE_COMMENT`: Delete the comment

   .. py:attribute:: APPROVE_TRANSITION_REQUEST
      :value: "APPROVE_TRANSITION_REQUEST"

   .. py:attribute:: CANCEL_TRANSITION_REQUEST
      :value: "CANCEL_TRANSITION_REQUEST"

   .. py:attribute:: DELETE_COMMENT
      :value: "DELETE_COMMENT"

   .. py:attribute:: EDIT_COMMENT
      :value: "EDIT_COMMENT"

   .. py:attribute:: REJECT_TRANSITION_REQUEST
      :value: "REJECT_TRANSITION_REQUEST"

.. autoclass:: CommentObject
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.. autoclass:: ContinuousWindow
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.. autoclass:: CountFunction
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.. autoclass:: CreateCommentResponse
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.. autoclass:: CreateExperimentResponse
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.. autoclass:: CreateForecastingExperimentResponse
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.. autoclass:: CreateLoggedModelResponse
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.. autoclass:: CreateMaterializedFeatureRequest
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.. autoclass:: CreateModelResponse
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.. autoclass:: CreateModelVersionResponse
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.. autoclass:: CreateRunResponse
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.. autoclass:: CreateTransitionRequestResponse
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.. autoclass:: CreateWebhookResponse
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.. autoclass:: CronSchedule
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.. autoclass:: DataSource
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.. autoclass:: Dataset
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.. autoclass:: DatasetInput
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.. autoclass:: DeleteCommentResponse
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.. autoclass:: DeleteExperimentResponse
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.. autoclass:: DeleteLoggedModelResponse
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.. autoclass:: DeleteLoggedModelTagResponse
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.. autoclass:: DeleteModelResponse
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.. autoclass:: DeleteModelTagResponse
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.. autoclass:: DeleteModelVersionResponse
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.. autoclass:: DeleteModelVersionTagResponse
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.. autoclass:: DeleteRunResponse
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.. autoclass:: DeleteRunsResponse
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.. autoclass:: DeleteTagResponse
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.. autoclass:: DeleteTransitionRequestResponse
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.. autoclass:: DeleteWebhookResponse
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.. autoclass:: DeltaTableSource
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.. autoclass:: DirectMtlsConfig
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.. autoclass:: DirectSchemas
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.. autoclass:: EntityColumn
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.. autoclass:: Experiment
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.. autoclass:: ExperimentAccessControlRequest
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.. autoclass:: ExperimentAccessControlResponse
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.. autoclass:: ExperimentPermission
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.. py:class:: ExperimentPermissionLevel

   Permission level

   .. py:attribute:: CAN_EDIT
      :value: "CAN_EDIT"

   .. py:attribute:: CAN_MANAGE
      :value: "CAN_MANAGE"

   .. py:attribute:: CAN_READ
      :value: "CAN_READ"

.. autoclass:: ExperimentPermissions
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.. autoclass:: ExperimentPermissionsDescription
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.. autoclass:: ExperimentTag
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.. autoclass:: Feature
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.. autoclass:: FeatureLineage
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.. autoclass:: FeatureLineageFeatureSpec
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.. autoclass:: FeatureLineageModel
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.. autoclass:: FeatureLineageOnlineFeature
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.. autoclass:: FeatureList
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.. autoclass:: FeatureTag
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.. autoclass:: FieldDefinition
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.. autoclass:: FileInfo
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.. autoclass:: FinalizeLoggedModelResponse
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.. autoclass:: FirstFunction
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.. autoclass:: FlatSchema
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.. autoclass:: ForecastingExperiment
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.. py:class:: ForecastingExperimentState

   .. py:attribute:: CANCELLED
      :value: "CANCELLED"

   .. py:attribute:: FAILED
      :value: "FAILED"

   .. py:attribute:: PENDING
      :value: "PENDING"

   .. py:attribute:: RUNNING
      :value: "RUNNING"

   .. py:attribute:: SUCCEEDED
      :value: "SUCCEEDED"

.. autoclass:: Function
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.. autoclass:: FunctionExtraParameter
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.. py:class:: FunctionFunctionType

   Deprecated: Use the function-specific messages in AggregationFunction.function_type oneof instead. Kept for backwards compatibility.

   .. py:attribute:: APPROX_COUNT_DISTINCT
      :value: "APPROX_COUNT_DISTINCT"

   .. py:attribute:: APPROX_PERCENTILE
      :value: "APPROX_PERCENTILE"

   .. py:attribute:: AVG
      :value: "AVG"

   .. py:attribute:: COUNT
      :value: "COUNT"

   .. py:attribute:: FIRST
      :value: "FIRST"

   .. py:attribute:: LAST
      :value: "LAST"

   .. py:attribute:: MAX
      :value: "MAX"

   .. py:attribute:: MIN
      :value: "MIN"

   .. py:attribute:: STDDEV_POP
      :value: "STDDEV_POP"

   .. py:attribute:: STDDEV_SAMP
      :value: "STDDEV_SAMP"

   .. py:attribute:: SUM
      :value: "SUM"

   .. py:attribute:: VAR_POP
      :value: "VAR_POP"

   .. py:attribute:: VAR_SAMP
      :value: "VAR_SAMP"

.. autoclass:: GetExperimentByNameResponse
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.. autoclass:: GetExperimentPermissionLevelsResponse
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.. autoclass:: GetExperimentResponse
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.. autoclass:: GetLatestVersionsResponse
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.. autoclass:: GetLoggedModelResponse
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.. autoclass:: GetMetricHistoryResponse
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.. autoclass:: GetModelResponse
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.. autoclass:: GetModelVersionDownloadUriResponse
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.. autoclass:: GetModelVersionResponse
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.. autoclass:: GetRegisteredModelPermissionLevelsResponse
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.. autoclass:: GetRunResponse
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.. autoclass:: HttpUrlSpec
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.. autoclass:: HttpUrlSpecWithoutSecret
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.. autoclass:: IngestionConfig
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.. autoclass:: IngestionDestination
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.. autoclass:: InputTag
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.. autoclass:: JobContext
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.. autoclass:: JobSpec
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.. autoclass:: JobSpecWithoutSecret
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.. autoclass:: KafkaConfig
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.. autoclass:: KafkaSource
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.. autoclass:: KafkaStreamConfig
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.. autoclass:: KafkaSubscriptionMode
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.. autoclass:: LastFunction
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.. autoclass:: LineageContext
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.. autoclass:: LinkedFeature
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.. autoclass:: ListArtifactsResponse
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.. autoclass:: ListExperimentsResponse
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.. autoclass:: ListFeatureTagsResponse
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.. autoclass:: ListFeaturesResponse
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.. autoclass:: ListKafkaConfigsResponse
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.. autoclass:: ListMaterializedFeaturesResponse
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.. autoclass:: ListModelsResponse
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.. autoclass:: ListOnlineStoresResponse
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.. autoclass:: ListRegistryWebhooks
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.. autoclass:: ListStreamsResponse
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.. autoclass:: ListTransitionRequestsResponse
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.. autoclass:: LogBatchResponse
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.. autoclass:: LogInputsResponse
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.. autoclass:: LogLoggedModelParamsRequestResponse
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.. autoclass:: LogMetricResponse
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.. autoclass:: LogModelResponse
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.. autoclass:: LogOutputsResponse
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.. autoclass:: LogParamResponse
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.. autoclass:: LoggedModel
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.. autoclass:: LoggedModelData
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.. autoclass:: LoggedModelInfo
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.. autoclass:: LoggedModelParameter
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.. py:class:: LoggedModelStatus

   A LoggedModelStatus enum value represents the status of a logged model.

   .. py:attribute:: LOGGED_MODEL_PENDING
      :value: "LOGGED_MODEL_PENDING"

   .. py:attribute:: LOGGED_MODEL_READY
      :value: "LOGGED_MODEL_READY"

   .. py:attribute:: LOGGED_MODEL_UPLOAD_FAILED
      :value: "LOGGED_MODEL_UPLOAD_FAILED"

.. autoclass:: LoggedModelTag
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.. autoclass:: MaterializedFeature
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.. py:class:: MaterializedFeaturePipelineScheduleState

   .. py:attribute:: ACTIVE
      :value: "ACTIVE"

   .. py:attribute:: PAUSED
      :value: "PAUSED"

   .. py:attribute:: SNAPSHOT
      :value: "SNAPSHOT"

.. autoclass:: MaxFunction
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.. autoclass:: Metric
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.. autoclass:: MinFunction
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.. autoclass:: Model
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.. autoclass:: ModelDatabricks
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.. autoclass:: ModelInput
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.. autoclass:: ModelOutput
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.. autoclass:: ModelTag
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.. autoclass:: ModelVersion
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.. autoclass:: ModelVersionDatabricks
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.. py:class:: ModelVersionStatus

   The status of the model version. Valid values are: * `PENDING_REGISTRATION`: Request to register a new model version is pending as server performs background tasks.
   * `FAILED_REGISTRATION`: Request to register a new model version has failed.
   * `READY`: Model version is ready for use.

   .. py:attribute:: FAILED_REGISTRATION
      :value: "FAILED_REGISTRATION"

   .. py:attribute:: PENDING_REGISTRATION
      :value: "PENDING_REGISTRATION"

   .. py:attribute:: READY
      :value: "READY"

.. autoclass:: ModelVersionTag
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.. autoclass:: MtlsConfig
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.. autoclass:: OfflineStoreConfig
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.. autoclass:: OnlineStore
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.. autoclass:: OnlineStoreConfig
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.. py:class:: OnlineStoreState

   .. py:attribute:: AVAILABLE
      :value: "AVAILABLE"

   .. py:attribute:: DELETING
      :value: "DELETING"

   .. py:attribute:: FAILING_OVER
      :value: "FAILING_OVER"

   .. py:attribute:: STARTING
      :value: "STARTING"

   .. py:attribute:: STOPPED
      :value: "STOPPED"

   .. py:attribute:: UPDATING
      :value: "UPDATING"

.. autoclass:: Param
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.. py:class:: PermissionLevel

   Permission level of the requesting user on the object. For what is allowed at each level, see [MLflow Model permissions](..).

   .. py:attribute:: CAN_CREATE_REGISTERED_MODEL
      :value: "CAN_CREATE_REGISTERED_MODEL"

   .. py:attribute:: CAN_EDIT
      :value: "CAN_EDIT"

   .. py:attribute:: CAN_MANAGE
      :value: "CAN_MANAGE"

   .. py:attribute:: CAN_MANAGE_PRODUCTION_VERSIONS
      :value: "CAN_MANAGE_PRODUCTION_VERSIONS"

   .. py:attribute:: CAN_MANAGE_STAGING_VERSIONS
      :value: "CAN_MANAGE_STAGING_VERSIONS"

   .. py:attribute:: CAN_READ
      :value: "CAN_READ"

.. autoclass:: PublishSpec
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.. py:class:: PublishSpecPublishMode

   .. py:attribute:: CONTINUOUS
      :value: "CONTINUOUS"

   .. py:attribute:: SNAPSHOT
      :value: "SNAPSHOT"

   .. py:attribute:: TRIGGERED
      :value: "TRIGGERED"

.. autoclass:: PublishTableResponse
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.. autoclass:: RegisteredModelAccessControlRequest
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.. autoclass:: RegisteredModelAccessControlResponse
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.. autoclass:: RegisteredModelPermission
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.. py:class:: RegisteredModelPermissionLevel

   Permission level

   .. py:attribute:: CAN_EDIT
      :value: "CAN_EDIT"

   .. py:attribute:: CAN_MANAGE
      :value: "CAN_MANAGE"

   .. py:attribute:: CAN_MANAGE_PRODUCTION_VERSIONS
      :value: "CAN_MANAGE_PRODUCTION_VERSIONS"

   .. py:attribute:: CAN_MANAGE_STAGING_VERSIONS
      :value: "CAN_MANAGE_STAGING_VERSIONS"

   .. py:attribute:: CAN_READ
      :value: "CAN_READ"

.. autoclass:: RegisteredModelPermissions
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.. autoclass:: RegisteredModelPermissionsDescription
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.. py:class:: RegistryEmailSubscriptionType

   .. note:: Experimental: This entity may change or be removed in a future release without warning. Email subscription types for registry notifications: - `ALL_EVENTS`: Subscribed to all events. - `DEFAULT`: Default subscription type. - `SUBSCRIBED`: Subscribed to notifications. - `UNSUBSCRIBED`: Not subscribed to notifications.

   .. py:attribute:: ALL_EVENTS
      :value: "ALL_EVENTS"

   .. py:attribute:: DEFAULT
      :value: "DEFAULT"

   .. py:attribute:: SUBSCRIBED
      :value: "SUBSCRIBED"

   .. py:attribute:: UNSUBSCRIBED
      :value: "UNSUBSCRIBED"

.. autoclass:: RegistryWebhook
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.. py:class:: RegistryWebhookEvent

   .. py:attribute:: COMMENT_CREATED
      :value: "COMMENT_CREATED"

   .. py:attribute:: MODEL_VERSION_CREATED
      :value: "MODEL_VERSION_CREATED"

   .. py:attribute:: MODEL_VERSION_TAG_SET
      :value: "MODEL_VERSION_TAG_SET"

   .. py:attribute:: MODEL_VERSION_TRANSITIONED_STAGE
      :value: "MODEL_VERSION_TRANSITIONED_STAGE"

   .. py:attribute:: MODEL_VERSION_TRANSITIONED_TO_ARCHIVED
      :value: "MODEL_VERSION_TRANSITIONED_TO_ARCHIVED"

   .. py:attribute:: MODEL_VERSION_TRANSITIONED_TO_PRODUCTION
      :value: "MODEL_VERSION_TRANSITIONED_TO_PRODUCTION"

   .. py:attribute:: MODEL_VERSION_TRANSITIONED_TO_STAGING
      :value: "MODEL_VERSION_TRANSITIONED_TO_STAGING"

   .. py:attribute:: REGISTERED_MODEL_CREATED
      :value: "REGISTERED_MODEL_CREATED"

   .. py:attribute:: TRANSITION_REQUEST_CREATED
      :value: "TRANSITION_REQUEST_CREATED"

   .. py:attribute:: TRANSITION_REQUEST_TO_ARCHIVED_CREATED
      :value: "TRANSITION_REQUEST_TO_ARCHIVED_CREATED"

   .. py:attribute:: TRANSITION_REQUEST_TO_PRODUCTION_CREATED
      :value: "TRANSITION_REQUEST_TO_PRODUCTION_CREATED"

   .. py:attribute:: TRANSITION_REQUEST_TO_STAGING_CREATED
      :value: "TRANSITION_REQUEST_TO_STAGING_CREATED"

.. py:class:: RegistryWebhookStatus

   Enable or disable triggering the webhook, or put the webhook into test mode. The default is `ACTIVE`: * `ACTIVE`: Webhook is triggered when an associated event happens.
   * `DISABLED`: Webhook is not triggered.
   * `TEST_MODE`: Webhook can be triggered through the test endpoint, but is not triggered on a real event.

   .. py:attribute:: ACTIVE
      :value: "ACTIVE"

   .. py:attribute:: DISABLED
      :value: "DISABLED"

   .. py:attribute:: TEST_MODE
      :value: "TEST_MODE"

.. autoclass:: RejectTransitionRequestResponse
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.. autoclass:: RenameModelResponse
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.. autoclass:: RequestSource
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.. autoclass:: RestoreExperimentResponse
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.. autoclass:: RestoreRunResponse
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.. autoclass:: RestoreRunsResponse
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.. autoclass:: RollingWindow
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.. autoclass:: Run
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.. autoclass:: RunData
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.. autoclass:: RunInfo
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.. py:class:: RunInfoStatus

   Status of a run.

   .. py:attribute:: FAILED
      :value: "FAILED"

   .. py:attribute:: FINISHED
      :value: "FINISHED"

   .. py:attribute:: KILLED
      :value: "KILLED"

   .. py:attribute:: RUNNING
      :value: "RUNNING"

   .. py:attribute:: SCHEDULED
      :value: "SCHEDULED"

.. autoclass:: RunInputs
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.. autoclass:: RunTag
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.. py:class:: ScalarDataType

   Scalar data types for request-time field definitions. Only flat (non-nested) types are supported.

   .. py:attribute:: BINARY
      :value: "BINARY"

   .. py:attribute:: BOOLEAN
      :value: "BOOLEAN"

   .. py:attribute:: DATE
      :value: "DATE"

   .. py:attribute:: DECIMAL
      :value: "DECIMAL"

   .. py:attribute:: DOUBLE
      :value: "DOUBLE"

   .. py:attribute:: FLOAT
      :value: "FLOAT"

   .. py:attribute:: INTEGER
      :value: "INTEGER"

   .. py:attribute:: LONG
      :value: "LONG"

   .. py:attribute:: SHORT
      :value: "SHORT"

   .. py:attribute:: STRING
      :value: "STRING"

   .. py:attribute:: TIMESTAMP
      :value: "TIMESTAMP"

.. autoclass:: SchemaConfig
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.. autoclass:: SearchExperimentsResponse
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.. autoclass:: SearchLoggedModelsDataset
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.. autoclass:: SearchLoggedModelsOrderBy
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.. autoclass:: SearchLoggedModelsResponse
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.. autoclass:: SearchModelVersionsResponse
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.. autoclass:: SearchModelsResponse
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.. autoclass:: SearchRunsResponse
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.. autoclass:: SecretScopeReference
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.. autoclass:: SetExperimentTagResponse
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.. autoclass:: SetLoggedModelTagsResponse
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.. autoclass:: SetModelTagResponse
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.. autoclass:: SetModelVersionTagResponse
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.. autoclass:: SetTagResponse
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.. autoclass:: SlidingWindow
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.. py:class:: Status

   The status of the model version. Valid values are: * `PENDING_REGISTRATION`: Request to register a new model version is pending as server performs background tasks.
   * `FAILED_REGISTRATION`: Request to register a new model version has failed.
   * `READY`: Model version is ready for use.

   .. py:attribute:: FAILED_REGISTRATION
      :value: "FAILED_REGISTRATION"

   .. py:attribute:: PENDING_REGISTRATION
      :value: "PENDING_REGISTRATION"

   .. py:attribute:: READY
      :value: "READY"

.. autoclass:: StddevPopFunction
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.. autoclass:: StddevSampFunction
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.. autoclass:: Stream
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.. autoclass:: StreamConnectionConfig
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.. autoclass:: StreamSchemaConfig
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.. autoclass:: StreamSourceConfig
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.. autoclass:: StreamingMode
   :members:
   :undoc-members:

.. py:class:: StreamingModeStreamingModeType

   .. py:attribute:: STREAMING_MODE_TYPE_MBM
      :value: "STREAMING_MODE_TYPE_MBM"

   .. py:attribute:: STREAMING_MODE_TYPE_RTM
      :value: "STREAMING_MODE_TYPE_RTM"

.. autoclass:: SubscriptionMode
   :members:
   :undoc-members:

.. autoclass:: SumFunction
   :members:
   :undoc-members:

.. autoclass:: TableTrigger
   :members:
   :undoc-members:

.. autoclass:: TestRegistryWebhookResponse
   :members:
   :undoc-members:

.. autoclass:: TimeWindow
   :members:
   :undoc-members:

.. autoclass:: TimeseriesColumn
   :members:
   :undoc-members:

.. autoclass:: TransitionRequest
   :members:
   :undoc-members:

.. autoclass:: TransitionStageResponse
   :members:
   :undoc-members:

.. autoclass:: TumblingWindow
   :members:
   :undoc-members:

.. autoclass:: UpdateCommentResponse
   :members:
   :undoc-members:

.. autoclass:: UpdateExperimentResponse
   :members:
   :undoc-members:

.. autoclass:: UpdateModelResponse
   :members:
   :undoc-members:

.. autoclass:: UpdateModelVersionResponse
   :members:
   :undoc-members:

.. autoclass:: UpdateRunResponse
   :members:
   :undoc-members:

.. py:class:: UpdateRunStatus

   Status of a run.

   .. py:attribute:: FAILED
      :value: "FAILED"

   .. py:attribute:: FINISHED
      :value: "FINISHED"

   .. py:attribute:: KILLED
      :value: "KILLED"

   .. py:attribute:: RUNNING
      :value: "RUNNING"

   .. py:attribute:: SCHEDULED
      :value: "SCHEDULED"

.. autoclass:: UpdateWebhookResponse
   :members:
   :undoc-members:

.. autoclass:: VarPopFunction
   :members:
   :undoc-members:

.. autoclass:: VarSampFunction
   :members:
   :undoc-members:

.. py:class:: ViewType

   Qualifier for the view type.

   .. py:attribute:: ACTIVE_ONLY
      :value: "ACTIVE_ONLY"

   .. py:attribute:: ALL
      :value: "ALL"

   .. py:attribute:: DELETED_ONLY
      :value: "DELETED_ONLY"