NAME

Paws::LookoutEquipment::CreateModel - Arguments for method CreateModel on Paws::LookoutEquipment

DESCRIPTION

This class represents the parameters used for calling the method CreateModel on the Amazon Lookout for Equipment service. Use the attributes of this class as arguments to method CreateModel.

You shouldn't make instances of this class. Each attribute should be used as a named argument in the call to CreateModel.

SYNOPSIS

my $lookoutequipment = Paws->service('LookoutEquipment');
my $CreateModelResponse = $lookoutequipment->CreateModel(
  ClientToken                    => 'MyIdempotenceToken',
  DatasetName                    => 'MyDatasetIdentifier',
  ModelName                      => 'MyModelName',
  DataPreProcessingConfiguration => {
    TargetSamplingRate => 'PT1S'
    , # values: PT1S, PT5S, PT10S, PT15S, PT30S, PT1M, PT5M, PT10M, PT15M, PT30M, PT1H; OPTIONAL
  },    # OPTIONAL
  DatasetSchema => {
    InlineDataSchema =>
      'MyInlineDataSchema',    # min: 1, max: 1000000; OPTIONAL
  },    # OPTIONAL
  EvaluationDataEndTime    => '1970-01-01T01:00:00',    # OPTIONAL
  EvaluationDataStartTime  => '1970-01-01T01:00:00',    # OPTIONAL
  LabelsInputConfiguration => {
    S3InputConfiguration => {
      Bucket => 'MyS3Bucket',    # min: 3, max: 63
      Prefix => 'MyS3Prefix',    # max: 1024; OPTIONAL
    },

  },    # OPTIONAL
  RoleArn            => 'MyIamRoleArn',    # OPTIONAL
  ServerSideKmsKeyId => 'MyNameOrArn',     # OPTIONAL
  Tags               => [
    {
      Key   => 'MyTagKey',      # min: 1, max: 128
      Value => 'MyTagValue',    # max: 256

    },
    ...
  ],    # OPTIONAL
  TrainingDataEndTime   => '1970-01-01T01:00:00',    # OPTIONAL
  TrainingDataStartTime => '1970-01-01T01:00:00',    # OPTIONAL
);

# Results:
my $ModelArn = $CreateModelResponse->ModelArn;
my $Status   = $CreateModelResponse->Status;

# Returns a L<Paws::LookoutEquipment::CreateModelResponse> object.

Values for attributes that are native types (Int, String, Float, etc) can passed as-is (scalar values). Values for complex Types (objects) can be passed as a HashRef. The keys and values of the hashref will be used to instance the underlying object. For the AWS API documentation, see https://docs.aws.amazon.com/goto/WebAPI/lookoutequipment/CreateModel

ATTRIBUTES

REQUIRED ClientToken => Str

A unique identifier for the request. If you do not set the client request token, Amazon Lookout for Equipment generates one.

DataPreProcessingConfiguration => Paws::LookoutEquipment::DataPreProcessingConfiguration

The configuration is the TargetSamplingRate, which is the sampling rate of the data after post processing by Amazon Lookout for Equipment. For example, if you provide data that has been collected at a 1 second level and you want the system to resample the data at a 1 minute rate before training, the TargetSamplingRate is 1 minute.

When providing a value for the TargetSamplingRate, you must attach the prefix "PT" to the rate you want. The value for a 1 second rate is therefore PT1S, the value for a 15 minute rate is PT15M, and the value for a 1 hour rate is PT1H

REQUIRED DatasetName => Str

The name of the dataset for the ML model being created.

DatasetSchema => Paws::LookoutEquipment::DatasetSchema

The data schema for the ML model being created.

EvaluationDataEndTime => Str

Indicates the time reference in the dataset that should be used to end the subset of evaluation data for the ML model.

EvaluationDataStartTime => Str

Indicates the time reference in the dataset that should be used to begin the subset of evaluation data for the ML model.

LabelsInputConfiguration => Paws::LookoutEquipment::LabelsInputConfiguration

The input configuration for the labels being used for the ML model that's being created.

REQUIRED ModelName => Str

The name for the ML model to be created.

RoleArn => Str

The Amazon Resource Name (ARN) of a role with permission to access the data source being used to create the ML model.

ServerSideKmsKeyId => Str

Provides the identifier of the AWS KMS customer master key (CMK) used to encrypt model data by Amazon Lookout for Equipment.

Tags => ArrayRef[Paws::LookoutEquipment::Tag]

Any tags associated with the ML model being created.

TrainingDataEndTime => Str

Indicates the time reference in the dataset that should be used to end the subset of training data for the ML model.

TrainingDataStartTime => Str

Indicates the time reference in the dataset that should be used to begin the subset of training data for the ML model.

SEE ALSO

This class forms part of Paws, documenting arguments for method CreateModel in Paws::LookoutEquipment

BUGS and CONTRIBUTIONS

The source code is located here: https://github.com/pplu/aws-sdk-perl

Please report bugs to: https://github.com/pplu/aws-sdk-perl/issues