NAME

Paws::SageMaker::CreateEndpointConfig - Arguments for method CreateEndpointConfig on Paws::SageMaker

DESCRIPTION

This class represents the parameters used for calling the method CreateEndpointConfig on the Amazon SageMaker Service service. Use the attributes of this class as arguments to method CreateEndpointConfig.

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

SYNOPSIS

my $api.sagemaker = Paws->service('SageMaker');
my $CreateEndpointConfigOutput = $api . sagemaker->CreateEndpointConfig(
  EndpointConfigName => 'MyEndpointConfigName',
  ProductionVariants => [
    {
      InitialInstanceCount => 1,               # min: 1
      InstanceType         => 'ml.t2.medium'
      , # values: ml.t2.medium, ml.t2.large, ml.t2.xlarge, ml.t2.2xlarge, ml.m4.xlarge, ml.m4.2xlarge, ml.m4.4xlarge, ml.m4.10xlarge, ml.m4.16xlarge, ml.m5.large, ml.m5.xlarge, ml.m5.2xlarge, ml.m5.4xlarge, ml.m5.12xlarge, ml.m5.24xlarge, ml.m5d.large, ml.m5d.xlarge, ml.m5d.2xlarge, ml.m5d.4xlarge, ml.m5d.12xlarge, ml.m5d.24xlarge, ml.c4.large, ml.c4.xlarge, ml.c4.2xlarge, ml.c4.4xlarge, ml.c4.8xlarge, ml.p2.xlarge, ml.p2.8xlarge, ml.p2.16xlarge, ml.p3.2xlarge, ml.p3.8xlarge, ml.p3.16xlarge, ml.c5.large, ml.c5.xlarge, ml.c5.2xlarge, ml.c5.4xlarge, ml.c5.9xlarge, ml.c5.18xlarge, ml.c5d.large, ml.c5d.xlarge, ml.c5d.2xlarge, ml.c5d.4xlarge, ml.c5d.9xlarge, ml.c5d.18xlarge, ml.g4dn.xlarge, ml.g4dn.2xlarge, ml.g4dn.4xlarge, ml.g4dn.8xlarge, ml.g4dn.12xlarge, ml.g4dn.16xlarge, ml.r5.large, ml.r5.xlarge, ml.r5.2xlarge, ml.r5.4xlarge, ml.r5.12xlarge, ml.r5.24xlarge, ml.r5d.large, ml.r5d.xlarge, ml.r5d.2xlarge, ml.r5d.4xlarge, ml.r5d.12xlarge, ml.r5d.24xlarge, ml.inf1.xlarge, ml.inf1.2xlarge, ml.inf1.6xlarge, ml.inf1.24xlarge
      ModelName       => 'MyModelName',      # max: 63
      VariantName     => 'MyVariantName',    # max: 63
      AcceleratorType => 'ml.eia1.medium'
      , # values: ml.eia1.medium, ml.eia1.large, ml.eia1.xlarge, ml.eia2.medium, ml.eia2.large, ml.eia2.xlarge; OPTIONAL
      CoreDumpConfig => {
        DestinationS3Uri => 'MyDestinationS3Uri',    # max: 512
        KmsKeyId         => 'MyKmsKeyId',            # max: 2048; OPTIONAL
      },    # OPTIONAL
      InitialVariantWeight => 1.0,    # OPTIONAL
    },
    ...
  ],
  DataCaptureConfig => {
    CaptureOptions => [
      {
        CaptureMode => 'Input',    # values: Input, Output

      },
      ...
    ],    # min: 1, max: 2
    DestinationS3Uri          => 'MyDestinationS3Uri',    # max: 512
    InitialSamplingPercentage => 1,                       # max: 100
    CaptureContentTypeHeader  => {
      CsvContentTypes => [
        'MyCsvContentType', ...                           # min: 1, max: 256
      ],    # min: 1, max: 10; OPTIONAL
      JsonContentTypes => [
        'MyJsonContentType', ...    # min: 1, max: 256
      ],    # min: 1, max: 10; OPTIONAL
    },    # OPTIONAL
    EnableCapture => 1,               # OPTIONAL
    KmsKeyId      => 'MyKmsKeyId',    # max: 2048; OPTIONAL
  },    # OPTIONAL
  KmsKeyId => 'MyKmsKeyId',    # OPTIONAL
  Tags     => [
    {
      Key   => 'MyTagKey',      # min: 1, max: 128
      Value => 'MyTagValue',    # max: 256

    },
    ...
  ],    # OPTIONAL
);

# Results:
my $EndpointConfigArn = $CreateEndpointConfigOutput->EndpointConfigArn;

# Returns a L<Paws::SageMaker::CreateEndpointConfigOutput> 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/api.sagemaker/CreateEndpointConfig

ATTRIBUTES

DataCaptureConfig => Paws::SageMaker::DataCaptureConfig

REQUIRED EndpointConfigName => Str

The name of the endpoint configuration. You specify this name in a CreateEndpoint request.

KmsKeyId => Str

The Amazon Resource Name (ARN) of a Amazon Web Services Key Management Service key that Amazon SageMaker uses to encrypt data on the storage volume attached to the ML compute instance that hosts the endpoint.

The KmsKeyId can be any of the following formats:

  • Key ID: 1234abcd-12ab-34cd-56ef-1234567890ab

  • Key ARN: arn:aws:kms:us-west-2:111122223333:key/1234abcd-12ab-34cd-56ef-1234567890ab

  • Alias name: alias/ExampleAlias

  • Alias name ARN: arn:aws:kms:us-west-2:111122223333:alias/ExampleAlias

The KMS key policy must grant permission to the IAM role that you specify in your CreateEndpoint, UpdateEndpoint requests. For more information, refer to the Amazon Web Services Key Management Service section Using Key Policies in Amazon Web Services KMS (https://docs.aws.amazon.com/kms/latest/developerguide/key-policies.html)

Certain Nitro-based instances include local storage, dependent on the instance type. Local storage volumes are encrypted using a hardware module on the instance. You can't request a KmsKeyId when using an instance type with local storage. If any of the models that you specify in the ProductionVariants parameter use nitro-based instances with local storage, do not specify a value for the KmsKeyId parameter. If you specify a value for KmsKeyId when using any nitro-based instances with local storage, the call to CreateEndpointConfig fails.

For a list of instance types that support local instance storage, see Instance Store Volumes (https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/InstanceStorage.html#instance-store-volumes).

For more information about local instance storage encryption, see SSD Instance Store Volumes (https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/ssd-instance-store.html).

REQUIRED ProductionVariants => ArrayRef[Paws::SageMaker::ProductionVariant]

An list of ProductionVariant objects, one for each model that you want to host at this endpoint.

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

An array of key-value pairs. You can use tags to categorize your Amazon Web Services resources in different ways, for example, by purpose, owner, or environment. For more information, see Tagging Amazon Web Services Resources (https://docs.aws.amazon.com/general/latest/gr/aws_tagging.html).

SEE ALSO

This class forms part of Paws, documenting arguments for method CreateEndpointConfig in Paws::SageMaker

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