createDataset method

Future<CreateDatasetResponse> createDataset(
  1. {required String datasetGroupArn,
  2. required String datasetType,
  3. required String name,
  4. required String schemaArn}
)

Creates an empty dataset and adds it to the specified dataset group. Use CreateDatasetImportJob to import your training data to a dataset.

There are three types of datasets:

  • Interactions
  • Items
  • Users
Each dataset type has an associated schema with required field types. Only the Interactions dataset is required in order to train a model (also referred to as creating a solution).

A dataset can be in one of the following states:

  • CREATE PENDING > CREATE IN_PROGRESS > ACTIVE -or- CREATE FAILED
  • DELETE PENDING > DELETE IN_PROGRESS
To get the status of the dataset, call DescribeDataset.

Related APIs

May throw InvalidInputException. May throw ResourceNotFoundException. May throw ResourceAlreadyExistsException. May throw LimitExceededException. May throw ResourceInUseException.

Parameter datasetGroupArn : The Amazon Resource Name (ARN) of the dataset group to add the dataset to.

Parameter datasetType : The type of dataset.

One of the following (case insensitive) values:

  • Interactions
  • Items
  • Users

Parameter name : The name for the dataset.

Parameter schemaArn : The ARN of the schema to associate with the dataset. The schema defines the dataset fields.

Implementation

Future<CreateDatasetResponse> createDataset({
  required String datasetGroupArn,
  required String datasetType,
  required String name,
  required String schemaArn,
}) async {
  ArgumentError.checkNotNull(datasetGroupArn, 'datasetGroupArn');
  _s.validateStringLength(
    'datasetGroupArn',
    datasetGroupArn,
    0,
    256,
    isRequired: true,
  );
  ArgumentError.checkNotNull(datasetType, 'datasetType');
  _s.validateStringLength(
    'datasetType',
    datasetType,
    0,
    256,
    isRequired: true,
  );
  ArgumentError.checkNotNull(name, 'name');
  _s.validateStringLength(
    'name',
    name,
    1,
    63,
    isRequired: true,
  );
  ArgumentError.checkNotNull(schemaArn, 'schemaArn');
  _s.validateStringLength(
    'schemaArn',
    schemaArn,
    0,
    256,
    isRequired: true,
  );
  final headers = <String, String>{
    'Content-Type': 'application/x-amz-json-1.1',
    'X-Amz-Target': 'AmazonPersonalize.CreateDataset'
  };
  final jsonResponse = await _protocol.send(
    method: 'POST',
    requestUri: '/',
    exceptionFnMap: _exceptionFns,
    // TODO queryParams
    headers: headers,
    payload: {
      'datasetGroupArn': datasetGroupArn,
      'datasetType': datasetType,
      'name': name,
      'schemaArn': schemaArn,
    },
  );

  return CreateDatasetResponse.fromJson(jsonResponse.body);
}