982 lines
43 KiB
TypeScript
982 lines
43 KiB
TypeScript
import * as cdk from "../../core/lib";
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import * as constructs from "constructs";
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import * as cfn_parse from "../../core/lib/helpers-internal";
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import { DatasetGroupReference, DatasetReference, IDatasetGroupRef, IDatasetRef, ISchemaRef, ISolutionRef, SchemaReference, SolutionReference } from "../../interfaces/generated/aws-personalize-interfaces.generated";
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/**
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* Creates an empty dataset and adds it to the specified dataset group.
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*
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* Use [CreateDatasetImportJob](https://docs.aws.amazon.com/personalize/latest/dg/API_CreateDatasetImportJob.html) to import your training data to a dataset.
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*
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* There are 5 types of datasets:
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*
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* - Item interactions
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* - Items
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* - Users
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* - Action interactions (you can't use CloudFormation to create an Action interactions dataset)
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* - Actions (you can't use CloudFormation to create an Actions dataset)
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*
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* Each dataset type has an associated schema with required field types. Only the `Item interactions` dataset is required in order to train a model (also referred to as creating a solution).
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*
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* A dataset can be in one of the following states:
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*
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* - CREATE PENDING > CREATE IN_PROGRESS > ACTIVE -or- CREATE FAILED
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* - DELETE PENDING > DELETE IN_PROGRESS
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*
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* To get the status of the dataset, call [DescribeDataset](https://docs.aws.amazon.com/personalize/latest/dg/API_DescribeDataset.html) .
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*
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* **Related APIs** - [CreateDatasetGroup](https://docs.aws.amazon.com/personalize/latest/dg/API_CreateDatasetGroup.html)
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* - [ListDatasets](https://docs.aws.amazon.com/personalize/latest/dg/API_ListDatasets.html)
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* - [DescribeDataset](https://docs.aws.amazon.com/personalize/latest/dg/API_DescribeDataset.html)
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* - [DeleteDataset](https://docs.aws.amazon.com/personalize/latest/dg/API_DeleteDataset.html)
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*
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* @cloudformationResource AWS::Personalize::Dataset
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* @stability external
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* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-dataset.html
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*/
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export declare class CfnDataset extends cdk.CfnResource implements cdk.IInspectable, IDatasetRef {
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/**
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* The CloudFormation resource type name for this resource class.
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*/
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static readonly CFN_RESOURCE_TYPE_NAME: string;
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/**
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* Build a CfnDataset from CloudFormation properties
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*
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* A factory method that creates a new instance of this class from an object
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* containing the CloudFormation properties of this resource.
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* Used in the @aws-cdk/cloudformation-include module.
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*
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* @internal
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*/
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static _fromCloudFormation(scope: constructs.Construct, id: string, resourceAttributes: any, options: cfn_parse.FromCloudFormationOptions): CfnDataset;
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/**
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* Checks whether the given object is a CfnDataset
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*/
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static isCfnDataset(x: any): x is CfnDataset;
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static arnForDataset(resource: IDatasetRef): string;
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/**
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* The Amazon Resource Name (ARN) of the dataset group.
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*/
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private _datasetGroupArn;
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/**
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* Describes a job that imports training data from a data source (Amazon S3 bucket) to an Amazon Personalize dataset.
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*/
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private _datasetImportJob?;
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/**
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* One of the following values:.
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*/
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private _datasetType;
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/**
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* The name of the dataset.
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*/
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private _name;
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/**
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* The ARN of the associated schema.
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*/
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private _schemaArn;
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protected readonly cfnPropertyNames: Record<string, string>;
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/**
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* Create a new `AWS::Personalize::Dataset`.
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*
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* @param scope Scope in which this resource is defined
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* @param id Construct identifier for this resource (unique in its scope)
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* @param props Resource properties
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*/
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constructor(scope: constructs.Construct, id: string, props: CfnDatasetProps);
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get datasetRef(): DatasetReference;
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/**
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* The Amazon Resource Name (ARN) of the dataset group.
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*/
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get datasetGroupArn(): string;
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/**
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* The Amazon Resource Name (ARN) of the dataset group.
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*/
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set datasetGroupArn(value: string);
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/**
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* Describes a job that imports training data from a data source (Amazon S3 bucket) to an Amazon Personalize dataset.
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*/
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get datasetImportJob(): CfnDataset.DatasetImportJobProperty | cdk.IResolvable | undefined;
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/**
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* Describes a job that imports training data from a data source (Amazon S3 bucket) to an Amazon Personalize dataset.
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*/
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set datasetImportJob(value: CfnDataset.DatasetImportJobProperty | cdk.IResolvable | undefined);
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/**
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* One of the following values:.
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*/
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get datasetType(): string;
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/**
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* One of the following values:.
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*/
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set datasetType(value: string);
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/**
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* The name of the dataset.
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*/
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get name(): string;
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/**
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* The name of the dataset.
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*/
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set name(value: string);
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/**
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* The ARN of the associated schema.
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*/
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get schemaArn(): string;
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/**
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* The ARN of the associated schema.
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*/
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set schemaArn(value: string);
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/**
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* The Amazon Resource Name (ARN) of the dataset.
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*
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* @cloudformationAttribute DatasetArn
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*/
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get attrDatasetArn(): string;
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protected get cfnProperties(): Record<string, any>;
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/**
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* Examines the CloudFormation resource and discloses attributes
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*
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* @param inspector tree inspector to collect and process attributes
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*/
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inspect(inspector: cdk.TreeInspector): void;
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protected renderProperties(props: Record<string, any>): Record<string, any>;
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}
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export declare namespace CfnDataset {
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/**
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* Describes a job that imports training data from a data source (Amazon S3 bucket) to an Amazon Personalize dataset.
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*
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* A dataset import job can be in one of the following states:
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*
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* - CREATE PENDING > CREATE IN_PROGRESS > ACTIVE -or- CREATE FAILED
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*
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* If you specify a dataset import job as part of a dataset, all dataset import job fields are required.
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*
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* @struct
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* @stability external
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* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-dataset-datasetimportjob.html
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*/
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interface DatasetImportJobProperty {
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/**
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* The Amazon Resource Name (ARN) of the dataset that receives the imported data.
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*
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* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-dataset-datasetimportjob.html#cfn-personalize-dataset-datasetimportjob-datasetarn
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*/
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readonly datasetArn?: string;
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/**
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* The ARN of the dataset import job.
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*
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* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-dataset-datasetimportjob.html#cfn-personalize-dataset-datasetimportjob-datasetimportjobarn
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*/
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readonly datasetImportJobArn?: string;
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/**
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* The Amazon S3 bucket that contains the training data to import.
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*
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* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-dataset-datasetimportjob.html#cfn-personalize-dataset-datasetimportjob-datasource
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*/
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readonly dataSource?: any | cdk.IResolvable;
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/**
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* The name of the import job.
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*
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* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-dataset-datasetimportjob.html#cfn-personalize-dataset-datasetimportjob-jobname
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*/
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readonly jobName?: string;
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/**
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* The ARN of the IAM role that has permissions to read from the Amazon S3 data source.
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*
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* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-dataset-datasetimportjob.html#cfn-personalize-dataset-datasetimportjob-rolearn
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*/
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readonly roleArn?: string;
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}
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/**
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* Describes the data source that contains the data to upload to a dataset, or the list of records to delete from Amazon Personalize.
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*
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* @struct
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* @stability external
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* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-dataset-datasource.html
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*/
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interface DataSourceProperty {
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/**
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* For dataset import jobs, the path to the Amazon S3 bucket where the data that you want to upload to your dataset is stored.
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*
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* For data deletion jobs, the path to the Amazon S3 bucket that stores the list of records to delete.
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*
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* For example:
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*
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* `s3://bucket-name/folder-name/fileName.csv`
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*
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* If your CSV files are in a folder in your Amazon S3 bucket and you want your import job or data deletion job to consider multiple files, you can specify the path to the folder. With a data deletion job, Amazon Personalize uses all files in the folder and any sub folder. Use the following syntax with a `/` after the folder name:
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*
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* `s3://bucket-name/folder-name/`
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*
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* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-dataset-datasource.html#cfn-personalize-dataset-datasource-datalocation
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*/
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readonly dataLocation?: string;
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}
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}
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/**
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* Properties for defining a `CfnDataset`
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*
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* @struct
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* @stability external
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* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-dataset.html
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*/
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export interface CfnDatasetProps {
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/**
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* The Amazon Resource Name (ARN) of the dataset group.
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*
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* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-dataset.html#cfn-personalize-dataset-datasetgrouparn
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*/
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readonly datasetGroupArn: string;
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/**
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* Describes a job that imports training data from a data source (Amazon S3 bucket) to an Amazon Personalize dataset.
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*
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* If you specify a dataset import job as part of a dataset, all dataset import job fields are required.
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*
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* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-dataset.html#cfn-personalize-dataset-datasetimportjob
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*/
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readonly datasetImportJob?: CfnDataset.DatasetImportJobProperty | cdk.IResolvable;
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/**
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* One of the following values:.
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*
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* - Interactions
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* - Items
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* - Users
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*
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* > You can't use CloudFormation to create an Action Interactions or Actions dataset.
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*
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* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-dataset.html#cfn-personalize-dataset-datasettype
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*/
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readonly datasetType: string;
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/**
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* The name of the dataset.
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*
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* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-dataset.html#cfn-personalize-dataset-name
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*/
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readonly name: string;
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/**
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* The ARN of the associated schema.
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*
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* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-dataset.html#cfn-personalize-dataset-schemaarn
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*/
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readonly schemaArn: string;
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}
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/**
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* A dataset group is a collection of related datasets (Item interactions, Users, Items, Actions, Action interactions).
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*
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* You create a dataset group by calling [CreateDatasetGroup](https://docs.aws.amazon.com/personalize/latest/dg/API_CreateDatasetGroup.html) . You then create a dataset and add it to a dataset group by calling [CreateDataset](https://docs.aws.amazon.com/personalize/latest/dg/API_CreateDataset.html) . The dataset group is used to create and train a solution by calling [CreateSolution](https://docs.aws.amazon.com/personalize/latest/dg/API_CreateSolution.html) . A dataset group can contain only one of each type of dataset.
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*
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* You can specify an AWS Key Management Service (KMS) key to encrypt the datasets in the group.
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*
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* @cloudformationResource AWS::Personalize::DatasetGroup
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* @stability external
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* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-datasetgroup.html
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*/
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export declare class CfnDatasetGroup extends cdk.CfnResource implements cdk.IInspectable, IDatasetGroupRef {
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/**
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* The CloudFormation resource type name for this resource class.
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*/
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static readonly CFN_RESOURCE_TYPE_NAME: string;
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/**
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* Build a CfnDatasetGroup from CloudFormation properties
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||
*
|
||
* A factory method that creates a new instance of this class from an object
|
||
* containing the CloudFormation properties of this resource.
|
||
* Used in the @aws-cdk/cloudformation-include module.
|
||
*
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||
* @internal
|
||
*/
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||
static _fromCloudFormation(scope: constructs.Construct, id: string, resourceAttributes: any, options: cfn_parse.FromCloudFormationOptions): CfnDatasetGroup;
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/**
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* Checks whether the given object is a CfnDatasetGroup
|
||
*/
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static isCfnDatasetGroup(x: any): x is CfnDatasetGroup;
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static arnForDatasetGroup(resource: IDatasetGroupRef): string;
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/**
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* The domain of a Domain dataset group.
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||
*/
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private _domain?;
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||
/**
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* The Amazon Resource Name (ARN) of the AWS Key Management Service (KMS) key used to encrypt the datasets.
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*/
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private _kmsKeyArn?;
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/**
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* The name of the dataset group.
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*/
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private _name;
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||
/**
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* The ARN of the AWS Identity and Access Management (IAM) role that has permissions to access the AWS Key Management Service (KMS) key.
|
||
*/
|
||
private _roleArn?;
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||
protected readonly cfnPropertyNames: Record<string, string>;
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||
/**
|
||
* Create a new `AWS::Personalize::DatasetGroup`.
|
||
*
|
||
* @param scope Scope in which this resource is defined
|
||
* @param id Construct identifier for this resource (unique in its scope)
|
||
* @param props Resource properties
|
||
*/
|
||
constructor(scope: constructs.Construct, id: string, props: CfnDatasetGroupProps);
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||
get datasetGroupRef(): DatasetGroupReference;
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/**
|
||
* The domain of a Domain dataset group.
|
||
*/
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||
get domain(): string | undefined;
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||
/**
|
||
* The domain of a Domain dataset group.
|
||
*/
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||
set domain(value: string | undefined);
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||
/**
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||
* The Amazon Resource Name (ARN) of the AWS Key Management Service (KMS) key used to encrypt the datasets.
|
||
*/
|
||
get kmsKeyArn(): string | undefined;
|
||
/**
|
||
* The Amazon Resource Name (ARN) of the AWS Key Management Service (KMS) key used to encrypt the datasets.
|
||
*/
|
||
set kmsKeyArn(value: string | undefined);
|
||
/**
|
||
* The name of the dataset group.
|
||
*/
|
||
get name(): string;
|
||
/**
|
||
* The name of the dataset group.
|
||
*/
|
||
set name(value: string);
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||
/**
|
||
* The ARN of the AWS Identity and Access Management (IAM) role that has permissions to access the AWS Key Management Service (KMS) key.
|
||
*/
|
||
get roleArn(): string | undefined;
|
||
/**
|
||
* The ARN of the AWS Identity and Access Management (IAM) role that has permissions to access the AWS Key Management Service (KMS) key.
|
||
*/
|
||
set roleArn(value: string | undefined);
|
||
/**
|
||
* The Amazon Resource Name (ARN) of the dataset group.
|
||
*
|
||
* @cloudformationAttribute DatasetGroupArn
|
||
*/
|
||
get attrDatasetGroupArn(): string;
|
||
protected get cfnProperties(): Record<string, any>;
|
||
/**
|
||
* Examines the CloudFormation resource and discloses attributes
|
||
*
|
||
* @param inspector tree inspector to collect and process attributes
|
||
*/
|
||
inspect(inspector: cdk.TreeInspector): void;
|
||
protected renderProperties(props: Record<string, any>): Record<string, any>;
|
||
}
|
||
/**
|
||
* Properties for defining a `CfnDatasetGroup`
|
||
*
|
||
* @struct
|
||
* @stability external
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-datasetgroup.html
|
||
*/
|
||
export interface CfnDatasetGroupProps {
|
||
/**
|
||
* The domain of a Domain dataset group.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-datasetgroup.html#cfn-personalize-datasetgroup-domain
|
||
*/
|
||
readonly domain?: string;
|
||
/**
|
||
* The Amazon Resource Name (ARN) of the AWS Key Management Service (KMS) key used to encrypt the datasets.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-datasetgroup.html#cfn-personalize-datasetgroup-kmskeyarn
|
||
*/
|
||
readonly kmsKeyArn?: string;
|
||
/**
|
||
* The name of the dataset group.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-datasetgroup.html#cfn-personalize-datasetgroup-name
|
||
*/
|
||
readonly name: string;
|
||
/**
|
||
* The ARN of the AWS Identity and Access Management (IAM) role that has permissions to access the AWS Key Management Service (KMS) key.
|
||
*
|
||
* Supplying an IAM role is only valid when also specifying a KMS key.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-datasetgroup.html#cfn-personalize-datasetgroup-rolearn
|
||
*/
|
||
readonly roleArn?: string;
|
||
}
|
||
/**
|
||
* Creates an Amazon Personalize schema from the specified schema string.
|
||
*
|
||
* The schema you create must be in Avro JSON format.
|
||
*
|
||
* Amazon Personalize recognizes three schema variants. Each schema is associated with a dataset type and has a set of required field and keywords. If you are creating a schema for a dataset in a Domain dataset group, you provide the domain of the Domain dataset group. You specify a schema when you call [CreateDataset](https://docs.aws.amazon.com/personalize/latest/dg/API_CreateDataset.html) .
|
||
*
|
||
* For more information on schemas, see [Datasets and schemas](https://docs.aws.amazon.com/personalize/latest/dg/how-it-works-dataset-schema.html) .
|
||
*
|
||
* **Related APIs** - [ListSchemas](https://docs.aws.amazon.com/personalize/latest/dg/API_ListSchemas.html)
|
||
* - [DescribeSchema](https://docs.aws.amazon.com/personalize/latest/dg/API_DescribeSchema.html)
|
||
* - [DeleteSchema](https://docs.aws.amazon.com/personalize/latest/dg/API_DeleteSchema.html)
|
||
*
|
||
* @cloudformationResource AWS::Personalize::Schema
|
||
* @stability external
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-schema.html
|
||
*/
|
||
export declare class CfnSchema extends cdk.CfnResource implements cdk.IInspectable, ISchemaRef {
|
||
/**
|
||
* The CloudFormation resource type name for this resource class.
|
||
*/
|
||
static readonly CFN_RESOURCE_TYPE_NAME: string;
|
||
/**
|
||
* Build a CfnSchema from CloudFormation properties
|
||
*
|
||
* A factory method that creates a new instance of this class from an object
|
||
* containing the CloudFormation properties of this resource.
|
||
* Used in the @aws-cdk/cloudformation-include module.
|
||
*
|
||
* @internal
|
||
*/
|
||
static _fromCloudFormation(scope: constructs.Construct, id: string, resourceAttributes: any, options: cfn_parse.FromCloudFormationOptions): CfnSchema;
|
||
/**
|
||
* Checks whether the given object is a CfnSchema
|
||
*/
|
||
static isCfnSchema(x: any): x is CfnSchema;
|
||
static arnForSchema(resource: ISchemaRef): string;
|
||
/**
|
||
* The domain of a schema that you created for a dataset in a Domain dataset group.
|
||
*/
|
||
private _domain?;
|
||
/**
|
||
* The name of the schema.
|
||
*/
|
||
private _name;
|
||
/**
|
||
* The schema.
|
||
*/
|
||
private _schema;
|
||
protected readonly cfnPropertyNames: Record<string, string>;
|
||
/**
|
||
* Create a new `AWS::Personalize::Schema`.
|
||
*
|
||
* @param scope Scope in which this resource is defined
|
||
* @param id Construct identifier for this resource (unique in its scope)
|
||
* @param props Resource properties
|
||
*/
|
||
constructor(scope: constructs.Construct, id: string, props: CfnSchemaProps);
|
||
get schemaRef(): SchemaReference;
|
||
/**
|
||
* The domain of a schema that you created for a dataset in a Domain dataset group.
|
||
*/
|
||
get domain(): string | undefined;
|
||
/**
|
||
* The domain of a schema that you created for a dataset in a Domain dataset group.
|
||
*/
|
||
set domain(value: string | undefined);
|
||
/**
|
||
* The name of the schema.
|
||
*/
|
||
get name(): string;
|
||
/**
|
||
* The name of the schema.
|
||
*/
|
||
set name(value: string);
|
||
/**
|
||
* The schema.
|
||
*/
|
||
get schema(): string;
|
||
/**
|
||
* The schema.
|
||
*/
|
||
set schema(value: string);
|
||
/**
|
||
* The Amazon Resource Name (ARN) of the schema.
|
||
*
|
||
* @cloudformationAttribute SchemaArn
|
||
*/
|
||
get attrSchemaArn(): string;
|
||
protected get cfnProperties(): Record<string, any>;
|
||
/**
|
||
* Examines the CloudFormation resource and discloses attributes
|
||
*
|
||
* @param inspector tree inspector to collect and process attributes
|
||
*/
|
||
inspect(inspector: cdk.TreeInspector): void;
|
||
protected renderProperties(props: Record<string, any>): Record<string, any>;
|
||
}
|
||
/**
|
||
* Properties for defining a `CfnSchema`
|
||
*
|
||
* @struct
|
||
* @stability external
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-schema.html
|
||
*/
|
||
export interface CfnSchemaProps {
|
||
/**
|
||
* The domain of a schema that you created for a dataset in a Domain dataset group.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-schema.html#cfn-personalize-schema-domain
|
||
*/
|
||
readonly domain?: string;
|
||
/**
|
||
* The name of the schema.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-schema.html#cfn-personalize-schema-name
|
||
*/
|
||
readonly name: string;
|
||
/**
|
||
* The schema.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-schema.html#cfn-personalize-schema-schema
|
||
*/
|
||
readonly schema: string;
|
||
}
|
||
/**
|
||
* > By default, all new solutions use automatic training.
|
||
*
|
||
* With automatic training, you incur training costs while your solution is active. To avoid unnecessary costs, when you are finished you can [update the solution](https://docs.aws.amazon.com/personalize/latest/dg/API_UpdateSolution.html) to turn off automatic training. For information about training costs, see [Amazon Personalize pricing](https://docs.aws.amazon.com/https://aws.amazon.com/personalize/pricing/) .
|
||
*
|
||
* An object that provides information about a solution. A solution includes the custom recipe, customized parameters, and trained models (Solution Versions) that Amazon Personalize uses to generate recommendations.
|
||
*
|
||
* After you create a solution, you can’t change its configuration. If you need to make changes, you can [clone the solution](https://docs.aws.amazon.com/personalize/latest/dg/cloning-solution.html) with the Amazon Personalize console or create a new one.
|
||
*
|
||
* @cloudformationResource AWS::Personalize::Solution
|
||
* @stability external
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-solution.html
|
||
*/
|
||
export declare class CfnSolution extends cdk.CfnResource implements cdk.IInspectable, ISolutionRef {
|
||
/**
|
||
* The CloudFormation resource type name for this resource class.
|
||
*/
|
||
static readonly CFN_RESOURCE_TYPE_NAME: string;
|
||
/**
|
||
* Build a CfnSolution from CloudFormation properties
|
||
*
|
||
* A factory method that creates a new instance of this class from an object
|
||
* containing the CloudFormation properties of this resource.
|
||
* Used in the @aws-cdk/cloudformation-include module.
|
||
*
|
||
* @internal
|
||
*/
|
||
static _fromCloudFormation(scope: constructs.Construct, id: string, resourceAttributes: any, options: cfn_parse.FromCloudFormationOptions): CfnSolution;
|
||
/**
|
||
* Checks whether the given object is a CfnSolution
|
||
*/
|
||
static isCfnSolution(x: any): x is CfnSolution;
|
||
static arnForSolution(resource: ISolutionRef): string;
|
||
/**
|
||
* The Amazon Resource Name (ARN) of the dataset group that provides the training data.
|
||
*/
|
||
private _datasetGroupArn;
|
||
/**
|
||
* The event type (for example, 'click' or 'like') that is used for training the model.
|
||
*/
|
||
private _eventType?;
|
||
/**
|
||
* The name of the solution.
|
||
*/
|
||
private _name;
|
||
/**
|
||
* > We don't recommend enabling automated machine learning.
|
||
*/
|
||
private _performAutoMl?;
|
||
/**
|
||
* Whether to perform hyperparameter optimization (HPO) on the chosen recipe.
|
||
*/
|
||
private _performHpo?;
|
||
/**
|
||
* The ARN of the recipe used to create the solution.
|
||
*/
|
||
private _recipeArn?;
|
||
/**
|
||
* Describes the configuration properties for the solution.
|
||
*/
|
||
private _solutionConfig?;
|
||
protected readonly cfnPropertyNames: Record<string, string>;
|
||
/**
|
||
* Create a new `AWS::Personalize::Solution`.
|
||
*
|
||
* @param scope Scope in which this resource is defined
|
||
* @param id Construct identifier for this resource (unique in its scope)
|
||
* @param props Resource properties
|
||
*/
|
||
constructor(scope: constructs.Construct, id: string, props: CfnSolutionProps);
|
||
get solutionRef(): SolutionReference;
|
||
/**
|
||
* The Amazon Resource Name (ARN) of the dataset group that provides the training data.
|
||
*/
|
||
get datasetGroupArn(): string;
|
||
/**
|
||
* The Amazon Resource Name (ARN) of the dataset group that provides the training data.
|
||
*/
|
||
set datasetGroupArn(value: string);
|
||
/**
|
||
* The event type (for example, 'click' or 'like') that is used for training the model.
|
||
*/
|
||
get eventType(): string | undefined;
|
||
/**
|
||
* The event type (for example, 'click' or 'like') that is used for training the model.
|
||
*/
|
||
set eventType(value: string | undefined);
|
||
/**
|
||
* The name of the solution.
|
||
*/
|
||
get name(): string;
|
||
/**
|
||
* The name of the solution.
|
||
*/
|
||
set name(value: string);
|
||
/**
|
||
* > We don't recommend enabling automated machine learning.
|
||
*/
|
||
get performAutoMl(): boolean | cdk.IResolvable | undefined;
|
||
/**
|
||
* > We don't recommend enabling automated machine learning.
|
||
*/
|
||
set performAutoMl(value: boolean | cdk.IResolvable | undefined);
|
||
/**
|
||
* Whether to perform hyperparameter optimization (HPO) on the chosen recipe.
|
||
*/
|
||
get performHpo(): boolean | cdk.IResolvable | undefined;
|
||
/**
|
||
* Whether to perform hyperparameter optimization (HPO) on the chosen recipe.
|
||
*/
|
||
set performHpo(value: boolean | cdk.IResolvable | undefined);
|
||
/**
|
||
* The ARN of the recipe used to create the solution.
|
||
*/
|
||
get recipeArn(): string | undefined;
|
||
/**
|
||
* The ARN of the recipe used to create the solution.
|
||
*/
|
||
set recipeArn(value: string | undefined);
|
||
/**
|
||
* Describes the configuration properties for the solution.
|
||
*/
|
||
get solutionConfig(): cdk.IResolvable | CfnSolution.SolutionConfigProperty | undefined;
|
||
/**
|
||
* Describes the configuration properties for the solution.
|
||
*/
|
||
set solutionConfig(value: cdk.IResolvable | CfnSolution.SolutionConfigProperty | undefined);
|
||
/**
|
||
* The Amazon Resource Name (ARN) of the solution.
|
||
*
|
||
* @cloudformationAttribute SolutionArn
|
||
*/
|
||
get attrSolutionArn(): string;
|
||
protected get cfnProperties(): Record<string, any>;
|
||
/**
|
||
* Examines the CloudFormation resource and discloses attributes
|
||
*
|
||
* @param inspector tree inspector to collect and process attributes
|
||
*/
|
||
inspect(inspector: cdk.TreeInspector): void;
|
||
protected renderProperties(props: Record<string, any>): Record<string, any>;
|
||
}
|
||
export declare namespace CfnSolution {
|
||
/**
|
||
* Describes the configuration properties for the solution.
|
||
*
|
||
* @struct
|
||
* @stability external
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-solutionconfig.html
|
||
*/
|
||
interface SolutionConfigProperty {
|
||
/**
|
||
* Lists the algorithm hyperparameters and their values.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-solutionconfig.html#cfn-personalize-solution-solutionconfig-algorithmhyperparameters
|
||
*/
|
||
readonly algorithmHyperParameters?: cdk.IResolvable | Record<string, string>;
|
||
/**
|
||
* The [AutoMLConfig](https://docs.aws.amazon.com/personalize/latest/dg/API_AutoMLConfig.html) object containing a list of recipes to search when AutoML is performed.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-solutionconfig.html#cfn-personalize-solution-solutionconfig-automlconfig
|
||
*/
|
||
readonly autoMlConfig?: any | cdk.IResolvable;
|
||
/**
|
||
* Only events with a value greater than or equal to this threshold are used for training a model.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-solutionconfig.html#cfn-personalize-solution-solutionconfig-eventvaluethreshold
|
||
*/
|
||
readonly eventValueThreshold?: string;
|
||
/**
|
||
* Lists the feature transformation parameters.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-solutionconfig.html#cfn-personalize-solution-solutionconfig-featuretransformationparameters
|
||
*/
|
||
readonly featureTransformationParameters?: cdk.IResolvable | Record<string, string>;
|
||
/**
|
||
* Describes the properties for hyperparameter optimization (HPO).
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-solutionconfig.html#cfn-personalize-solution-solutionconfig-hpoconfig
|
||
*/
|
||
readonly hpoConfig?: any | cdk.IResolvable;
|
||
}
|
||
/**
|
||
* Specifies the hyperparameters and their ranges.
|
||
*
|
||
* Hyperparameters can be categorical, continuous, or integer-valued.
|
||
*
|
||
* @struct
|
||
* @stability external
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-algorithmhyperparameterranges.html
|
||
*/
|
||
interface AlgorithmHyperParameterRangesProperty {
|
||
/**
|
||
* Provides the name and range of a categorical hyperparameter.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-algorithmhyperparameterranges.html#cfn-personalize-solution-algorithmhyperparameterranges-categoricalhyperparameterranges
|
||
*/
|
||
readonly categoricalHyperParameterRanges?: Array<CfnSolution.CategoricalHyperParameterRangeProperty | cdk.IResolvable> | cdk.IResolvable;
|
||
/**
|
||
* Provides the name and range of a continuous hyperparameter.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-algorithmhyperparameterranges.html#cfn-personalize-solution-algorithmhyperparameterranges-continuoushyperparameterranges
|
||
*/
|
||
readonly continuousHyperParameterRanges?: Array<CfnSolution.ContinuousHyperParameterRangeProperty | cdk.IResolvable> | cdk.IResolvable;
|
||
/**
|
||
* Provides the name and range of an integer-valued hyperparameter.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-algorithmhyperparameterranges.html#cfn-personalize-solution-algorithmhyperparameterranges-integerhyperparameterranges
|
||
*/
|
||
readonly integerHyperParameterRanges?: Array<CfnSolution.IntegerHyperParameterRangeProperty | cdk.IResolvable> | cdk.IResolvable;
|
||
}
|
||
/**
|
||
* Provides the name and range of an integer-valued hyperparameter.
|
||
*
|
||
* @struct
|
||
* @stability external
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-integerhyperparameterrange.html
|
||
*/
|
||
interface IntegerHyperParameterRangeProperty {
|
||
/**
|
||
* The maximum allowable value for the hyperparameter.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-integerhyperparameterrange.html#cfn-personalize-solution-integerhyperparameterrange-maxvalue
|
||
*/
|
||
readonly maxValue?: number;
|
||
/**
|
||
* The minimum allowable value for the hyperparameter.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-integerhyperparameterrange.html#cfn-personalize-solution-integerhyperparameterrange-minvalue
|
||
*/
|
||
readonly minValue?: number;
|
||
/**
|
||
* The name of the hyperparameter.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-integerhyperparameterrange.html#cfn-personalize-solution-integerhyperparameterrange-name
|
||
*/
|
||
readonly name?: string;
|
||
}
|
||
/**
|
||
* Provides the name and range of a categorical hyperparameter.
|
||
*
|
||
* @struct
|
||
* @stability external
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-categoricalhyperparameterrange.html
|
||
*/
|
||
interface CategoricalHyperParameterRangeProperty {
|
||
/**
|
||
* The name of the hyperparameter.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-categoricalhyperparameterrange.html#cfn-personalize-solution-categoricalhyperparameterrange-name
|
||
*/
|
||
readonly name?: string;
|
||
/**
|
||
* A list of the categories for the hyperparameter.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-categoricalhyperparameterrange.html#cfn-personalize-solution-categoricalhyperparameterrange-values
|
||
*/
|
||
readonly values?: Array<string>;
|
||
}
|
||
/**
|
||
* Provides the name and range of a continuous hyperparameter.
|
||
*
|
||
* @struct
|
||
* @stability external
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-continuoushyperparameterrange.html
|
||
*/
|
||
interface ContinuousHyperParameterRangeProperty {
|
||
/**
|
||
* The maximum allowable value for the hyperparameter.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-continuoushyperparameterrange.html#cfn-personalize-solution-continuoushyperparameterrange-maxvalue
|
||
*/
|
||
readonly maxValue?: number;
|
||
/**
|
||
* The minimum allowable value for the hyperparameter.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-continuoushyperparameterrange.html#cfn-personalize-solution-continuoushyperparameterrange-minvalue
|
||
*/
|
||
readonly minValue?: number;
|
||
/**
|
||
* The name of the hyperparameter.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-continuoushyperparameterrange.html#cfn-personalize-solution-continuoushyperparameterrange-name
|
||
*/
|
||
readonly name?: string;
|
||
}
|
||
/**
|
||
* When the solution performs AutoML ( `performAutoML` is true in [CreateSolution](https://docs.aws.amazon.com/personalize/latest/dg/API_CreateSolution.html) ), Amazon Personalize determines which recipe, from the specified list, optimizes the given metric. Amazon Personalize then uses that recipe for the solution.
|
||
*
|
||
* @struct
|
||
* @stability external
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-automlconfig.html
|
||
*/
|
||
interface AutoMLConfigProperty {
|
||
/**
|
||
* The metric to optimize.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-automlconfig.html#cfn-personalize-solution-automlconfig-metricname
|
||
*/
|
||
readonly metricName?: string;
|
||
/**
|
||
* The list of candidate recipes.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-automlconfig.html#cfn-personalize-solution-automlconfig-recipelist
|
||
*/
|
||
readonly recipeList?: Array<string>;
|
||
}
|
||
/**
|
||
* Describes the properties for hyperparameter optimization (HPO).
|
||
*
|
||
* @struct
|
||
* @stability external
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-hpoconfig.html
|
||
*/
|
||
interface HpoConfigProperty {
|
||
/**
|
||
* The hyperparameters and their allowable ranges.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-hpoconfig.html#cfn-personalize-solution-hpoconfig-algorithmhyperparameterranges
|
||
*/
|
||
readonly algorithmHyperParameterRanges?: CfnSolution.AlgorithmHyperParameterRangesProperty | cdk.IResolvable;
|
||
/**
|
||
* The metric to optimize during HPO.
|
||
*
|
||
* > Amazon Personalize doesn't support configuring the `hpoObjective` at this time.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-hpoconfig.html#cfn-personalize-solution-hpoconfig-hpoobjective
|
||
*/
|
||
readonly hpoObjective?: CfnSolution.HpoObjectiveProperty | cdk.IResolvable;
|
||
/**
|
||
* Describes the resource configuration for HPO.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-hpoconfig.html#cfn-personalize-solution-hpoconfig-hporesourceconfig
|
||
*/
|
||
readonly hpoResourceConfig?: CfnSolution.HpoResourceConfigProperty | cdk.IResolvable;
|
||
}
|
||
/**
|
||
* Describes the resource configuration for hyperparameter optimization (HPO).
|
||
*
|
||
* @struct
|
||
* @stability external
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-hporesourceconfig.html
|
||
*/
|
||
interface HpoResourceConfigProperty {
|
||
/**
|
||
* The maximum number of training jobs when you create a solution version.
|
||
*
|
||
* The maximum value for `maxNumberOfTrainingJobs` is `40` .
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-hporesourceconfig.html#cfn-personalize-solution-hporesourceconfig-maxnumberoftrainingjobs
|
||
*/
|
||
readonly maxNumberOfTrainingJobs?: string;
|
||
/**
|
||
* The maximum number of parallel training jobs when you create a solution version.
|
||
*
|
||
* The maximum value for `maxParallelTrainingJobs` is `10` .
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-hporesourceconfig.html#cfn-personalize-solution-hporesourceconfig-maxparalleltrainingjobs
|
||
*/
|
||
readonly maxParallelTrainingJobs?: string;
|
||
}
|
||
/**
|
||
* The metric to optimize during hyperparameter optimization (HPO).
|
||
*
|
||
* > Amazon Personalize doesn't support configuring the `hpoObjective` at this time.
|
||
*
|
||
* @struct
|
||
* @stability external
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-hpoobjective.html
|
||
*/
|
||
interface HpoObjectiveProperty {
|
||
/**
|
||
* The name of the metric.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-hpoobjective.html#cfn-personalize-solution-hpoobjective-metricname
|
||
*/
|
||
readonly metricName?: string;
|
||
/**
|
||
* A regular expression for finding the metric in the training job logs.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-hpoobjective.html#cfn-personalize-solution-hpoobjective-metricregex
|
||
*/
|
||
readonly metricRegex?: string;
|
||
/**
|
||
* The type of the metric.
|
||
*
|
||
* Valid values are `Maximize` and `Minimize` .
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-properties-personalize-solution-hpoobjective.html#cfn-personalize-solution-hpoobjective-type
|
||
*/
|
||
readonly type?: string;
|
||
}
|
||
}
|
||
/**
|
||
* Properties for defining a `CfnSolution`
|
||
*
|
||
* @struct
|
||
* @stability external
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-solution.html
|
||
*/
|
||
export interface CfnSolutionProps {
|
||
/**
|
||
* The Amazon Resource Name (ARN) of the dataset group that provides the training data.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-solution.html#cfn-personalize-solution-datasetgrouparn
|
||
*/
|
||
readonly datasetGroupArn: string;
|
||
/**
|
||
* The event type (for example, 'click' or 'like') that is used for training the model.
|
||
*
|
||
* If no `eventType` is provided, Amazon Personalize uses all interactions for training with equal weight regardless of type.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-solution.html#cfn-personalize-solution-eventtype
|
||
*/
|
||
readonly eventType?: string;
|
||
/**
|
||
* The name of the solution.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-solution.html#cfn-personalize-solution-name
|
||
*/
|
||
readonly name: string;
|
||
/**
|
||
* > We don't recommend enabling automated machine learning.
|
||
*
|
||
* Instead, match your use case to the available Amazon Personalize recipes. For more information, see [Determining your use case.](https://docs.aws.amazon.com/personalize/latest/dg/determining-use-case.html)
|
||
*
|
||
* When true, Amazon Personalize performs a search for the best USER_PERSONALIZATION recipe from the list specified in the solution configuration ( `recipeArn` must not be specified). When false (the default), Amazon Personalize uses `recipeArn` for training.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-solution.html#cfn-personalize-solution-performautoml
|
||
*/
|
||
readonly performAutoMl?: boolean | cdk.IResolvable;
|
||
/**
|
||
* Whether to perform hyperparameter optimization (HPO) on the chosen recipe.
|
||
*
|
||
* The default is `false` .
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-solution.html#cfn-personalize-solution-performhpo
|
||
*/
|
||
readonly performHpo?: boolean | cdk.IResolvable;
|
||
/**
|
||
* The ARN of the recipe used to create the solution.
|
||
*
|
||
* This is required when `performAutoML` is false.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-solution.html#cfn-personalize-solution-recipearn
|
||
*/
|
||
readonly recipeArn?: string;
|
||
/**
|
||
* Describes the configuration properties for the solution.
|
||
*
|
||
* @see http://docs.aws.amazon.com/AWSCloudFormation/latest/UserGuide/aws-resource-personalize-solution.html#cfn-personalize-solution-solutionconfig
|
||
*/
|
||
readonly solutionConfig?: cdk.IResolvable | CfnSolution.SolutionConfigProperty;
|
||
}
|
||
export type { IDatasetRef, DatasetReference };
|
||
export type { IDatasetGroupRef, DatasetGroupReference };
|
||
export type { ISchemaRef, SchemaReference };
|
||
export type { ISolutionRef, SolutionReference };
|