NAME
Paws::SageMaker::CreateModelQualityJobDefinition - Arguments for method CreateModelQualityJobDefinition on Paws::SageMaker
DESCRIPTION
This class represents the parameters used for calling the method CreateModelQualityJobDefinition on the Amazon SageMaker Service service. Use the attributes of this class as arguments to method CreateModelQualityJobDefinition.
You shouldn't make instances of this class. Each attribute should be used as a named argument in the call to CreateModelQualityJobDefinition.
SYNOPSIS
my $api.sagemaker = Paws->service('SageMaker');
my $CreateModelQualityJobDefinitionResponse =
$api . sagemaker->CreateModelQualityJobDefinition(
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
},
},
ModelQualityAppSpecification => {
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
ProblemType => 'BinaryClassification'
, # values: BinaryClassification, MulticlassClassification, Regression; OPTIONAL
RecordPreprocessorSourceUri => 'MyS3Uri', # max: 1024; OPTIONAL
},
ModelQualityJobInput => {
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
},
GroundTruthS3Input => {
S3Uri => 'MyMonitoringS3Uri', # max: 512; OPTIONAL
},
},
ModelQualityJobOutputConfig => {
MonitoringOutputs => [
{
S3Output => {
LocalPath => 'MyProcessingLocalPath', # max: 256
S3Uri => 'MyMonitoringS3Uri', # max: 512; OPTIONAL
S3UploadMode =>
'Continuous', # values: Continuous, EndOfJob; OPTIONAL
},
},
...
], # min: 1, max: 1
KmsKeyId => 'MyKmsKeyId', # max: 2048; OPTIONAL
},
RoleArn => 'MyRoleArn',
ModelQualityBaselineConfig => {
BaseliningJobName => 'MyProcessingJobName', # min: 1, max: 63; OPTIONAL
ConstraintsResource => {
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 =
$CreateModelQualityJobDefinitionResponse->JobDefinitionArn;
# Returns a L<Paws::SageMaker::CreateModelQualityJobDefinitionResponse> 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/CreateModelQualityJobDefinition
ATTRIBUTES
REQUIRED JobDefinitionName => Str
The name of the monitoring job definition.
REQUIRED JobResources => Paws::SageMaker::MonitoringResources
REQUIRED ModelQualityAppSpecification => Paws::SageMaker::ModelQualityAppSpecification
The container that runs the monitoring job.
ModelQualityBaselineConfig => Paws::SageMaker::ModelQualityBaselineConfig
Specifies the constraints and baselines for the monitoring job.
REQUIRED ModelQualityJobInput => Paws::SageMaker::ModelQualityJobInput
A list of the inputs that are monitored. Currently endpoints are supported.
REQUIRED ModelQualityJobOutputConfig => Paws::SageMaker::MonitoringOutputConfig
NetworkConfig => Paws::SageMaker::MonitoringNetworkConfig
Specifies the network 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 CreateModelQualityJobDefinition 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