AWS::SageMaker::ModelQualityJobDefinition

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AWS::SageMaker::ModelQualityJobDefinition - AWS CloudFormation

Syntax Properties Return values Examples

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Creates a definition for a job that monitors model quality and drift. For information about model monitor, see Amazon SageMaker Model Monitor.

Syntax

To declare this entity in your AWS CloudFormation template, use the following syntax:

JSON


{
  "Type" : "AWS::SageMaker::ModelQualityJobDefinition",
  "Properties" : {
      "EndpointName" : String,
      "JobDefinitionName" : String,
      "JobResources" : MonitoringResources,
      "ModelQualityAppSpecification" : ModelQualityAppSpecification,
      "ModelQualityBaselineConfig" : ModelQualityBaselineConfig,
      "ModelQualityJobInput" : ModelQualityJobInput,
      "ModelQualityJobOutputConfig" : MonitoringOutputConfig,
      "NetworkConfig" : NetworkConfig,
      "RoleArn" : String,
      "StoppingCondition" : StoppingCondition,
      "Tags" : [ Tag, ... ]
    }
}

YAML


Type: AWS::SageMaker::ModelQualityJobDefinition
Properties:
  EndpointName: String
  JobDefinitionName: String
  JobResources: 
    MonitoringResources
  ModelQualityAppSpecification: 
    ModelQualityAppSpecification
  ModelQualityBaselineConfig: 
    ModelQualityBaselineConfig
  ModelQualityJobInput: 
    ModelQualityJobInput
  ModelQualityJobOutputConfig: 
    MonitoringOutputConfig
  NetworkConfig: 
    NetworkConfig
  RoleArn: String
  StoppingCondition: 
    StoppingCondition
  Tags: 
    - Tag

Properties

EndpointName

Property description not available.

Required: No

Type: String

Pattern: ^[a-zA-Z0-9](-*[a-zA-Z0-9])*

Maximum: 63

Update requires: Replacement

JobDefinitionName

The name of the monitoring job definition.

Required: No

Type: String

Pattern: ^[a-zA-Z0-9](-*[a-zA-Z0-9])*$

Maximum: 63

Update requires: Replacement

JobResources

Identifies the resources to deploy for a monitoring job.

Required: Yes

Type: MonitoringResources

Update requires: Replacement

ModelQualityAppSpecification

Container image configuration object for the monitoring job.

Required: Yes

Type: ModelQualityAppSpecification

Update requires: Replacement

ModelQualityBaselineConfig

Specifies the constraints and baselines for the monitoring job.

Required: No

Type: ModelQualityBaselineConfig

Update requires: Replacement

ModelQualityJobInput

A list of the inputs that are monitored. Currently endpoints are supported.

Required: Yes

Type: ModelQualityJobInput

Update requires: Replacement

ModelQualityJobOutputConfig

The output configuration for monitoring jobs.

Required: Yes

Type: MonitoringOutputConfig

Update requires: Replacement

NetworkConfig

Specifies the network configuration for the monitoring job.

Required: No

Type: NetworkConfig

Update requires: Replacement

RoleArn

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

Required: Yes

Type: String

Pattern: ^arn:aws[a-z\-]*:iam::\d{12}:role/?[a-zA-Z_0-9+=,.@\-_/]+$

Minimum: 20

Maximum: 2048

Update requires: Replacement

StoppingCondition

A time limit for how long the monitoring job is allowed to run before stopping.

Required: No

Type: StoppingCondition

Update requires: Replacement

Tags

An array of key-value pairs to apply to this resource.

For more information, see Tag.

Required: No

Type: Array of Tag

Maximum: 50

Update requires: Replacement

Return values

Ref

 When you pass the logical ID of this resource to the intrinsic Ref function, Ref returns the Amazon Resource Name (ARN) of the job definition.

For more information about using the Ref function, see Ref.

Fn::GetAtt

The Fn::GetAtt intrinsic function returns a value for a specified attribute of this type. The following are the available attributes and sample return values.

For more information about using the Fn::GetAtt intrinsic function, see Fn::GetAtt.

CreationTime: The time when the job definition was created.
JobDefinitionArn: The Amazon Resource Name (ARN) of the job definition.

Examples

SageMaker ModelQualityJobDefinition Example

The following example creates a Model Quality monitoring job defintion.

JSON


{
   "AWSTemplateFormatVersion": "2010-09-09",
   "Description": "Basic SageMaker Hosting entities to create a model quality job definition",
   "Mappings": {
      "RegionMap": {
         "us-west-2": {
            "MyModelImage": "123456789012.dkr.ecr.us-west-2.amazonaws.com/mymodel:latest"
         },
         "us-east-2": {
            "MyModelImage": "123456789012.dkr.ecr.us-east-2.amazonaws.com/mymodel:latest"
         },
         "us-east-1": {
            "MyModelImage": "123456789012.dkr.ecr.us-east-1.amazonaws.com/mymodel:latest"
         },
         "eu-west-1": {
            "MyModelImage": "123456789012.dkr.ecr.eu-west-1.amazonaws.com/mymodel:latest"
         },
         "ap-northeast-1": {
            "MyModelImage": "123456789012.dkr.ecr.ap-northeast-1.amazonaws.com/mymodel:latest"
         },
         "ap-northeast-2": {
            "MyModelImage": "123456789012.dkr.ecr.ap-northeast-2.amazonaws.com/mymodel:latest"
         },
         "ap-southeast-2": {
            "MyModelImage": "123456789012.dkr.ecr.ap-southeast-2.amazonaws.com/mymodel:latest"
         },
         "eu-central-1": {
            "MyModelImage": "123456789012.dkr.ecr.eu-central-1.amazonaws.com/mymodel:latest"
         }
      }
   },
   "Resources": {
      "Endpoint": {
         "Type": "AWS::SageMaker::Endpoint",
         "Properties": {
            "EndpointConfigName": { "Fn::GetAtt" : ["EndpointConfigWithDataCapture", "EndpointConfigName"] }
         }
      },
      "EndpointConfigWithDataCapture": {
         "Type": "AWS::SageMaker::EndpointConfig",
         "Properties": {
            "ProductionVariants": [
               {
                  "InitialInstanceCount": 1,
                  "InitialVariantWeight": 1,
                  "InstanceType": "ml.t2.large",
                  "ModelName": { "Fn::GetAtt" : ["Model", "ModelName"] },
                  "VariantName": { "Fn::GetAtt" : ["Model", "ModelName"] }
               }
            ],
            "DataCaptureConfig": {
               "EnableCapture": true,
               "InitialSamplingPercentage": 100,
               "DestinationS3Uri": "s3://bucket/prefix",
               "KmsKeyId": "kmskeyid",
               "CaptureOptions": [
                  {
                     "CaptureMode": "Input"
                  }
               ],
               "CaptureContentTypeHeader": {
                  "CsvContentTypes": [
                     "text/csv"
                  ],
                  "JsonContentTypes": [
                     "application/json"
                  ]
               }
            }
         }
      },
      "Model": {
         "Type": "AWS::SageMaker::Model",
         "Properties": {
            "PrimaryContainer": {
               "Image": { "Fn::FindInMap": [
                  "RegionMap",
                  {"Ref": "AWS::Region"},
                  "MyModelImage"
                 ]
               }
            },
            "ExecutionRoleArn": { "Fn::GetAtt" : ["ExecutionRole", "Arn"] }
         }
      },
      "ExecutionRole": {
         "Type": "AWS::IAM::Role",
         "Properties": {
            "AssumeRolePolicyDocument": {
               "Version": "2012-10-17",
               "Statement": [
                  {
                     "Effect": "Allow",
                     "Principal": {
                        "Service": [
                           "sagemaker.amazonaws.com"
                        ]
                     },
                     "Action": [
                        "sts:AssumeRole"
                     ]
                  }
               ]
            },
            "Path": "/",
            "Policies": [
               {
                  "PolicyName": "root",
                  "PolicyDocument": {
                     "Version": "2012-10-17",
                     "Statement": [
                        {
                           "Effect": "Allow",
                           "Action": "*",
                           "Resource": "*"
                        }
                     ]
                  }
               }
            ]
         }
      },
      "JobDefinitionExecutionRole": {
         "Type": "AWS::IAM::Role",
         "Properties": {
            "AssumeRolePolicyDocument": {
               "Version": "2012-10-17",
               "Statement": [
                  {
                     "Effect": "Allow",
                     "Principal": {
                        "Service": [
                           "sagemaker.amazonaws.com"
                        ]
                     },
                     "Action": [
                        "sts:AssumeRole"
                     ]
                  }
               ]
            },
            "ManagedPolicyArns": [
               {
                  "Fn::Sub": "arn:${AWS::Partition}:iam::aws:policy/AmazonSageMakerFullAccess"
               },
               {
                  "Fn::Sub": "arn:${AWS::Partition}:iam::aws:policy/AmazonS3FullAccess"
               },
               {
                  "Fn::Sub": "arn:${AWS::Partition}:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly"
               }
            ]
         }
      },
      "JobDefinition": {
         "Type": "AWS::SageMaker::ModelQualityJobDefinition",
         "Properties": {
            "ModelQualityAppSpecification": {
               "ImageUri": {
                  "Fn::Sub": "123456789012.dkr.ecr.${AWS::Partition}.amazonaws.com/sagemaker-model-monitor-analyzer:latest"
               },
               "ProblemType": "BinaryClassification"
            },
            "ModelQualityJobInput": {
               "EndpointInput": {
                  "EndpointName": { "Fn::GetAtt" : ["Endpoint", "EndpointName"] },
                  "LocalPath": "/opt/ml/processing/endpointdata",
                  "InferenceAttribute": "inference",
                  "ProbabilityAttribute": "probability",
                  "ProbabilityThresholdAttribute": 0.8,
                  "StartTimeOffset": "-PT1H",
                  "EndTimeOffset": "-P0D"
               },
               "GroundTruthS3Input": {
                  "S3Uri": {
                     "Fn::Sub": "s3://model-quality-job-definition-${AWS::AccountId}/groundtruth"
                  }
               }
            },
            "ModelQualityJobOutputConfig": {
               "MonitoringOutputs": [
                  {
                     "S3Output": {
                        "LocalPath": "/opt/ml/processing/localpath",
                        "S3Uri": {
                           "Fn::Sub": "s3://model-quality-job-definition-${AWS::AccountId}/output"
                        }
                     }
                  }
               ]
            },
            "JobResources": {
               "ClusterConfig": {
                  "InstanceCount": 1,
                  "InstanceType": "ml.m5.large",
                  "VolumeSizeInGB": 50
               }
            },
            "RoleArn": { "Fn::GetAtt" : ["JobDefinitionExecutionRole", "Arn"] },
            "StoppingCondition": {
               "MaxRuntimeInSeconds": 2000
            }
         }
      }
   }
}

YAML


---
 
AWSTemplateFormatVersion: '2010-09-09'
Description: Basic SageMaker Hosting entities to create a model quality job definition
 
Mappings: 
  RegionMap: 
    "us-west-2":
      "MyModelImage": "123456789012.dkr.ecr.us-west-2.amazonaws.com/mymodel:latest"
    "us-east-2":
      "MyModelImage": "123456789012.dkr.ecr.us-east-2.amazonaws.com/mymodel:latest"
    "us-east-1":
      "MyModelImage": "123456789012.dkr.ecr.us-east-1.amazonaws.com/mymodel:latest"
    "eu-west-1":
      "MyModelImage": "123456789012.dkr.ecr.eu-west-1.amazonaws.com/mymodel:latest"
    "ap-northeast-1":
      "MyModelImage": "123456789012.dkr.ecr.ap-northeast-1.amazonaws.com/mymodel:latest"
    "ap-northeast-2":
      "MyModelImage": "123456789012.dkr.ecr.ap-northeast-2.amazonaws.com/mymodel:latest"
    "ap-southeast-2":
      "MyModelImage": "123456789012.dkr.ecr.ap-southeast-2.amazonaws.com/mymodel:latest"
    "eu-central-1":
      "MyModelImage": "123456789012.dkr.ecr.eu-central-1.amazonaws.com/mymodel:latest"
 
Resources:
  Endpoint:
    Type: "AWS::SageMaker::Endpoint"
    Properties:
      EndpointConfigName:
        !GetAtt EndpointConfigWithDataCapture.EndpointConfigName
 
  EndpointConfigWithDataCapture:
    Type: "AWS::SageMaker::EndpointConfig"
    Properties:
      ProductionVariants:
        - InitialInstanceCount: 1
          InitialVariantWeight: 1.0
          InstanceType: ml.t2.large
          ModelName: !GetAtt Model.ModelName
          VariantName: !GetAtt Model.ModelName
      DataCaptureConfig:
        EnableCapture: true
        InitialSamplingPercentage: 100
        DestinationS3Uri: s3://bucket/prefix
        KmsKeyId: kmskeyid
        CaptureOptions:
          - CaptureMode: Input
        CaptureContentTypeHeader:
          CsvContentTypes:
            - "text/csv"
          JsonContentTypes:
            - "application/json"
            
  Model:
    Type: "AWS::SageMaker::Model"
    Properties:
      PrimaryContainer:
        Image: !FindInMap [RegionMap, !Ref "AWS::Region", "MyModelImage"]
      ExecutionRoleArn: !GetAtt ExecutionRole.Arn
 
  ExecutionRole: 
    Type: "AWS::IAM::Role"
    Properties: 
      AssumeRolePolicyDocument: 
        Version: "2012-10-17"
        Statement: 
          - 
            Effect: "Allow"
            Principal: 
              Service: 
                - "sagemaker.amazonaws.com"
            Action: 
              - "sts:AssumeRole"
      Path: "/"
      Policies: 
        - 
          PolicyName: "root"
          PolicyDocument: 
            Version: "2012-10-17"
            Statement: 
              - 
                Effect: "Allow"
                Action: "*"
                Resource: "*"
 
  JobDefinitionExecutionRole:
    Type: "AWS::IAM::Role"
    Properties:
      AssumeRolePolicyDocument:
        Version: "2012-10-17"
        Statement:
          - Effect: "Allow"
            Principal:
              Service:
                - "sagemaker.amazonaws.com"
            Action:
              - "sts:AssumeRole"
      ManagedPolicyArns:
        - Fn::Sub: "arn:${AWS::Partition}:iam::aws:policy/AmazonSageMakerFullAccess"
        - Fn::Sub: "arn:${AWS::Partition}:iam::aws:policy/AmazonS3FullAccess"
        - Fn::Sub: "arn:${AWS::Partition}:iam::aws:policy/AmazonEC2ContainerRegistryReadOnly"
 
  JobDefinition:
    Type: AWS::SageMaker::ModelQualityJobDefinition
    Properties:
      ModelQualityAppSpecification:
        ImageUri:
          Fn::Sub: "123456789012.dkr.ecr.${AWS::Partition}.amazonaws.com/sagemaker-model-monitor-analyzer:latest"
        ProblemType: BinaryClassification
      ModelQualityJobInput:
        EndpointInput:
          EndpointName: !GetAtt Endpoint.EndpointName
          LocalPath: "/opt/ml/processing/endpointdata"
          InferenceAttribute: inference
          ProbabilityAttribute: probability
          ProbabilityThresholdAttribute: 0.8
          StartTimeOffset: "-PT1H"
          EndTimeOffset: "-P0D"
        GroundTruthS3Input:
          S3Uri:
            Fn::Sub: "s3://model-quality-job-definition-${AWS::AccountId}/groundtruth"
      ModelQualityJobOutputConfig:
        MonitoringOutputs:
          - S3Output:
              LocalPath: "/opt/ml/processing/localpath"
              S3Uri:
                Fn::Sub: "s3://model-quality-job-definition-${AWS::AccountId}/output"
      JobResources:
        ClusterConfig:
          InstanceCount: 1
          InstanceType: ml.m5.large
          VolumeSizeInGB: 50
      RoleArn: !GetAtt JobDefinitionExecutionRole.Arn
      StoppingCondition:
        MaxRuntimeInSeconds: 2000

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AWS::SageMaker::ModelQualityJobDefinition

Syntax

JSON

YAML

Properties

Return values

Ref

Fn::GetAtt

Examples

SageMaker ModelQualityJobDefinition Example

JSON

YAML

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