/ 
Paws-0.46
River stage two • 9 direct dependents • 11 total dependents
/ Paws::SageMaker::CreateCompilationJob

NAME

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

DESCRIPTION

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

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

SYNOPSIS

my $api.sagemaker = Paws->service('SageMaker');
my $CreateCompilationJobResponse = $api . sagemaker->CreateCompilationJob(
  CompilationJobName => 'MyEntityName',
  InputConfig        => {
    DataInputConfig => 'MyDataInputConfig',      # min: 1, max: 1024
    Framework       => 'TENSORFLOW'
    , # values: TENSORFLOW, KERAS, MXNET, ONNX, PYTORCH, XGBOOST, TFLITE, DARKNET, SKLEARN
    S3Uri            => 'MyS3Uri',               # max: 1024
    FrameworkVersion => 'MyFrameworkVersion',    # min: 3, max: 10; OPTIONAL
  },
  OutputConfig => {
    S3OutputLocation => 'MyS3Uri',             # max: 1024
    CompilerOptions  => 'MyCompilerOptions',   # min: 3, max: 1024; OPTIONAL
    KmsKeyId         => 'MyKmsKeyId',          # max: 2048; OPTIONAL
    TargetDevice     => 'lambda'
    , # values: lambda, ml_m4, ml_m5, ml_c4, ml_c5, ml_p2, ml_p3, ml_g4dn, ml_inf1, ml_eia2, jetson_tx1, jetson_tx2, jetson_nano, jetson_xavier, rasp3b, imx8qm, deeplens, rk3399, rk3288, aisage, sbe_c, qcs605, qcs603, sitara_am57x, amba_cv22, amba_cv25, x86_win32, x86_win64, coreml, jacinto_tda4vm; OPTIONAL
    TargetPlatform => {
      Arch => 'X86_64',   # values: X86_64, X86, ARM64, ARM_EABI, ARM_EABIHF
      Os   => 'ANDROID',  # values: ANDROID, LINUX
      Accelerator =>
        'INTEL_GRAPHICS',   # values: INTEL_GRAPHICS, MALI, NVIDIA; OPTIONAL
    },    # OPTIONAL
  },
  RoleArn           => 'MyRoleArn',
  StoppingCondition => {
    MaxRuntimeInSeconds  => 1,    # min: 1; OPTIONAL
    MaxWaitTimeInSeconds => 1,    # min: 1; OPTIONAL
  },
  Tags => [
    {
      Key   => 'MyTagKey',        # min: 1, max: 128
      Value => 'MyTagValue',      # max: 256

    },
    ...
  ],    # OPTIONAL
  VpcConfig => {
    SecurityGroupIds => [
      'MyNeoVpcSecurityGroupId', ...    # max: 32
    ],    # min: 1, max: 5
    Subnets => [
      'MyNeoVpcSubnetId', ...    # max: 32
    ],    # min: 1, max: 16

  },    # OPTIONAL
);

# Results:
my $CompilationJobArn = $CreateCompilationJobResponse->CompilationJobArn;

# Returns a L<Paws::SageMaker::CreateCompilationJobResponse> 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/CreateCompilationJob

ATTRIBUTES

REQUIRED CompilationJobName => Str

A name for the model compilation job. The name must be unique within the Amazon Web Services Region and within your Amazon Web Services account.

REQUIRED InputConfig => Paws::SageMaker::InputConfig

Provides information about the location of input model artifacts, the name and shape of the expected data inputs, and the framework in which the model was trained.

REQUIRED OutputConfig => Paws::SageMaker::OutputConfig

Provides information about the output location for the compiled model and the target device the model runs on.

REQUIRED RoleArn => Str

The Amazon Resource Name (ARN) of an IAM role that enables Amazon SageMaker to perform tasks on your behalf.

During model compilation, Amazon SageMaker needs your permission to:

  • Read input data from an S3 bucket

  • Write model artifacts to an S3 bucket

  • Write logs to Amazon CloudWatch Logs

  • Publish metrics to Amazon CloudWatch

You grant permissions for all of these tasks to an IAM role. To pass this role to Amazon SageMaker, the caller of this API must have the iam:PassRole permission. For more information, see Amazon SageMaker Roles. (https://docs.aws.amazon.com/sagemaker/latest/dg/sagemaker-roles.html)

REQUIRED StoppingCondition => Paws::SageMaker::StoppingCondition

Specifies a limit to how long a model compilation job can run. When the job reaches the time limit, Amazon SageMaker ends the compilation job. Use this API to cap model training costs.

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).

VpcConfig => Paws::SageMaker::NeoVpcConfig

A VpcConfig object that specifies the VPC that you want your compilation job to connect to. Control access to your models by configuring the VPC. For more information, see Protect Compilation Jobs by Using an Amazon Virtual Private Cloud (https://docs.aws.amazon.com/sagemaker/latest/dg/neo-vpc.html).

SEE ALSO

This class forms part of Paws, documenting arguments for method CreateCompilationJob 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