Dataset ​
The Dataset resource allows you to manage AWS Personalize Datasets for building recommendation systems.
Minimal Example ​
Create a basic Personalize Dataset with the required properties and one optional property.
ts
import AWS from "alchemy/aws/control";
const dataset = await AWS.Personalize.Dataset("userDataset", {
DatasetGroupArn: "arn:aws:personalize:us-east-1:123456789012:dataset-group/my-dataset-group",
DatasetType: "USER_DATA",
SchemaArn: "arn:aws:personalize:us-east-1:123456789012:schema/my-schema",
Name: "UserDataset",
DatasetImportJob: {
// Optional: Define dataset import job details here
JobName: "UserDatasetImportJob",
DataSource: {
DataLocation: "s3://my-bucket/user-data/"
},
RoleArn: "arn:aws:iam::123456789012:role/service-role/AmazonPersonalize-ExecutionRole-20200101T123456"
}
});
Advanced Configuration ​
Configure a dataset with additional properties like DatasetImportJob for importing data from S3.
ts
const advancedDataset = await AWS.Personalize.Dataset("itemDataset", {
DatasetGroupArn: "arn:aws:personalize:us-east-1:123456789012:dataset-group/my-dataset-group",
DatasetType: "ITEM_DATA",
SchemaArn: "arn:aws:personalize:us-east-1:123456789012:schema/my-item-schema",
Name: "ItemDataset",
DatasetImportJob: {
JobName: "ItemDatasetImportJob",
DataSource: {
DataLocation: "s3://my-bucket/item-data/"
},
RoleArn: "arn:aws:iam::123456789012:role/service-role/AmazonPersonalize-ExecutionRole-20200101T123456",
Format: "CSV", // Optional: Specify the format of the data
ImportMode: "FULL" // Optional: Choose the import mode (FULL or INCREMENTAL)
}
});
Example with Existing Resource Adoption ​
Create a dataset that adopts an existing resource instead of failing if the resource already exists.
ts
const adoptDataset = await AWS.Personalize.Dataset("existingDataset", {
DatasetGroupArn: "arn:aws:personalize:us-east-1:123456789012:dataset-group/my-dataset-group",
DatasetType: "USER_DATA",
SchemaArn: "arn:aws:personalize:us-east-1:123456789012:schema/my-schema",
Name: "AdoptedUserDataset",
adopt: true // Enables adoption of the existing resource
});