NAME
Paws::SageMaker::CreateModelBiasJobDefinition - Arguments for method CreateModelBiasJobDefinition on Paws::SageMaker
DESCRIPTION
This class represents the parameters used for calling the method CreateModelBiasJobDefinition on the Amazon SageMaker Service service. Use the attributes of this class as arguments to method CreateModelBiasJobDefinition.
You shouldn't make instances of this class. Each attribute should be used as a named argument in the call to CreateModelBiasJobDefinition.
SYNOPSIS
my $api.sagemaker = Paws->service('SageMaker');
my $CreateModelBiasJobDefinitionResponse =
$api . sagemaker->CreateModelBiasJobDefinition(
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
},
},
ModelBiasAppSpecification => {
ConfigUri => 'MyS3Uri', # max: 1024
ImageUri => 'MyImageUri', # max: 255
Environment => {
'MyProcessingEnvironmentKey' =>
'MyProcessingEnvironmentValue', # key: max: 256, value: max: 256
}, # max: 50; OPTIONAL
},
ModelBiasJobInput => {
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
},
},
ModelBiasJobOutputConfig => {
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',
ModelBiasBaselineConfig => {
BaseliningJobName => 'MyProcessingJobName', # min: 1, max: 63; OPTIONAL
ConstraintsResource => {
S3Uri => 'MyS3Uri', # max: 1024
}, # 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 =
$CreateModelBiasJobDefinitionResponse->JobDefinitionArn;
# Returns a L<Paws::SageMaker::CreateModelBiasJobDefinitionResponse> 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/CreateModelBiasJobDefinition
ATTRIBUTES
REQUIRED JobDefinitionName => Str
The name of the bias job definition. The name must be unique within an Amazon Web Services Region in the Amazon Web Services account.
REQUIRED JobResources => Paws::SageMaker::MonitoringResources
REQUIRED ModelBiasAppSpecification => Paws::SageMaker::ModelBiasAppSpecification
Configures the model bias job to run a specified Docker container image.
ModelBiasBaselineConfig => Paws::SageMaker::ModelBiasBaselineConfig
The baseline configuration for a model bias job.
REQUIRED ModelBiasJobInput => Paws::SageMaker::ModelBiasJobInput
Inputs for the model bias job.
REQUIRED ModelBiasJobOutputConfig => Paws::SageMaker::MonitoringOutputConfig
NetworkConfig => Paws::SageMaker::MonitoringNetworkConfig
Networking options for a model bias 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 CreateModelBiasJobDefinition 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