NAME
Paws::SageMaker::CreateDataQualityJobDefinition - Arguments for method CreateDataQualityJobDefinition on Paws::SageMaker
DESCRIPTION
This class represents the parameters used for calling the method CreateDataQualityJobDefinition on the Amazon SageMaker Service service. Use the attributes of this class as arguments to method CreateDataQualityJobDefinition.
You shouldn't make instances of this class. Each attribute should be used as a named argument in the call to CreateDataQualityJobDefinition.
SYNOPSIS
my $api.sagemaker = Paws->service('SageMaker');
my $CreateDataQualityJobDefinitionResponse =
$api . sagemaker->CreateDataQualityJobDefinition(
DataQualityAppSpecification => {
ImageUri => 'MyImageUri', # max: 255
ContainerArguments => [
'MyContainerArgument', ... # max: 256
], # min: 1, max: 50; OPTIONAL
ContainerEntrypoint => [
'MyContainerEntrypointString', ... # max: 256
], # min: 1, max: 100; OPTIONAL
Environment => {
'MyProcessingEnvironmentKey' =>
'MyProcessingEnvironmentValue', # key: max: 256, value: max: 256
}, # max: 50; OPTIONAL
PostAnalyticsProcessorSourceUri => 'MyS3Uri', # max: 1024; OPTIONAL
RecordPreprocessorSourceUri => 'MyS3Uri', # max: 1024; OPTIONAL
},
DataQualityJobInput => {
EndpointInput => {
EndpointName => 'MyEndpointName', # max: 63
LocalPath => 'MyProcessingLocalPath', # max: 256
EndTimeOffset =>
'MyMonitoringTimeOffsetString', # min: 1, max: 15; OPTIONAL
FeaturesAttribute => 'MyString', # OPTIONAL
InferenceAttribute => 'MyString', # OPTIONAL
ProbabilityAttribute => 'MyString', # OPTIONAL
ProbabilityThresholdAttribute => 1, # OPTIONAL
S3DataDistributionType => 'FullyReplicated'
, # values: FullyReplicated, ShardedByS3Key; OPTIONAL
S3InputMode => 'Pipe', # values: Pipe, File; OPTIONAL
StartTimeOffset =>
'MyMonitoringTimeOffsetString', # min: 1, max: 15; OPTIONAL
},
},
DataQualityJobOutputConfig => {
MonitoringOutputs => [
{
S3Output => {
LocalPath => 'MyProcessingLocalPath', # max: 256
S3Uri => 'MyMonitoringS3Uri', # max: 512
S3UploadMode =>
'Continuous', # values: Continuous, EndOfJob; OPTIONAL
},
},
...
], # min: 1, max: 1
KmsKeyId => 'MyKmsKeyId', # max: 2048; OPTIONAL
},
JobDefinitionName => 'MyMonitoringJobDefinitionName',
JobResources => {
ClusterConfig => {
InstanceCount => 1, # min: 1, max: 100
InstanceType => 'ml.t3.medium'
, # values: ml.t3.medium, ml.t3.large, ml.t3.xlarge, ml.t3.2xlarge, ml.m4.xlarge, ml.m4.2xlarge, ml.m4.4xlarge, ml.m4.10xlarge, ml.m4.16xlarge, 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.xlarge, ml.c5.2xlarge, ml.c5.4xlarge, ml.c5.9xlarge, ml.c5.18xlarge, ml.m5.large, ml.m5.xlarge, ml.m5.2xlarge, ml.m5.4xlarge, ml.m5.12xlarge, ml.m5.24xlarge, ml.r5.large, ml.r5.xlarge, ml.r5.2xlarge, ml.r5.4xlarge, ml.r5.8xlarge, ml.r5.12xlarge, ml.r5.16xlarge, ml.r5.24xlarge, ml.g4dn.xlarge, ml.g4dn.2xlarge, ml.g4dn.4xlarge, ml.g4dn.8xlarge, ml.g4dn.12xlarge, ml.g4dn.16xlarge
VolumeSizeInGB => 1, # min: 1, max: 16384
VolumeKmsKeyId => 'MyKmsKeyId', # max: 2048; OPTIONAL
},
},
RoleArn => 'MyRoleArn',
DataQualityBaselineConfig => {
BaseliningJobName => 'MyProcessingJobName', # min: 1, max: 63; OPTIONAL
ConstraintsResource => {
S3Uri => 'MyS3Uri', # max: 1024; OPTIONAL
}, # OPTIONAL
StatisticsResource => {
S3Uri => 'MyS3Uri', # max: 1024; OPTIONAL
}, # OPTIONAL
}, # OPTIONAL
NetworkConfig => {
EnableInterContainerTrafficEncryption => 1, # OPTIONAL
EnableNetworkIsolation => 1, # OPTIONAL
VpcConfig => {
SecurityGroupIds => [
'MySecurityGroupId', ... # max: 32
], # min: 1, max: 5
Subnets => [
'MySubnetId', ... # max: 32
], # min: 1, max: 16
}, # OPTIONAL
}, # OPTIONAL
StoppingCondition => {
MaxRuntimeInSeconds => 1, # min: 1, max: 86400
}, # OPTIONAL
Tags => [
{
Key => 'MyTagKey', # min: 1, max: 128
Value => 'MyTagValue', # max: 256
},
...
], # OPTIONAL
);
# Results:
my $JobDefinitionArn =
$CreateDataQualityJobDefinitionResponse->JobDefinitionArn;
# Returns a L<Paws::SageMaker::CreateDataQualityJobDefinitionResponse> 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/CreateDataQualityJobDefinition
ATTRIBUTES
REQUIRED DataQualityAppSpecification => Paws::SageMaker::DataQualityAppSpecification
Specifies the container that runs the monitoring job.
DataQualityBaselineConfig => Paws::SageMaker::DataQualityBaselineConfig
Configures the constraints and baselines for the monitoring job.
REQUIRED DataQualityJobInput => Paws::SageMaker::DataQualityJobInput
A list of inputs for the monitoring job. Currently endpoints are supported as monitoring inputs.
REQUIRED DataQualityJobOutputConfig => Paws::SageMaker::MonitoringOutputConfig
REQUIRED JobDefinitionName => Str
The name for the monitoring job definition.
REQUIRED JobResources => Paws::SageMaker::MonitoringResources
NetworkConfig => Paws::SageMaker::MonitoringNetworkConfig
Specifies networking configuration for the monitoring job.
REQUIRED RoleArn => Str
The Amazon Resource Name (ARN) of an IAM role that Amazon SageMaker can assume to perform tasks on your behalf.
StoppingCondition => Paws::SageMaker::MonitoringStoppingCondition
Tags => ArrayRef[Paws::SageMaker::Tag]
(Optional) An array of key-value pairs. For more information, see Using Cost Allocation Tags (https://docs.aws.amazon.com/awsaccountbilling/latest/aboutv2/cost-alloc-tags.html#allocation-whatURL) in the Amazon Web Services Billing and Cost Management User Guide.
SEE ALSO
This class forms part of Paws, documenting arguments for method CreateDataQualityJobDefinition 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