smart-cooler-od.yml

AWSTemplateFormatVersion: 2010-09-09
Transform: AWS::Serverless-2016-10-31

Resources:
  # Bucket to store detected image files
  DetectionImageBucket:
    Type: AWS::S3::Bucket
    Properties:
      BucketName: !Sub "${AWS::AccountId}-object-detection-image"

  DetectionSageMakerRole:
    Type: AWS::IAM::Role
    Properties:
      ManagedPolicyArns: 
        - arn:aws:iam::aws:policy/AmazonSageMakerFullAccess
      Policies:
        - PolicyName: DetectionSageMakerPolicy
          PolicyDocument:
            Version: 2012-10-17
            Statement:
              - Action:
                  - s3:PutObject
                  - s3:GetObject
                  - s3:ListBucket
                  - s3:DeleteObject
                Resource: "*"
                Effect: Allow
      AssumeRolePolicyDocument:
        Version: 2012-10-17
        Statement:
          - Action:
              - sts:AssumeRole
            Effect: Allow
            Principal:
              Service:
                - sagemaker.amazonaws.com

  # Object Detection model 
  DetectionSageMakerModel:
    Type: AWS::SageMaker::Model
    Properties:
      ExecutionRoleArn: !GetAtt DetectionSageMakerRole.Arn
      PrimaryContainer:
        ModelDataUrl: "https://smart-cooler.s3.amazonaws.com/detection-sagemaker-model.tar.gz"
        Image: !Join [ "/", [ !FindInMap [ RegionMap, !Ref "AWS::Region", ECRHostname ], "object-detection:latest" ] ]
  
  # Object Detection Endpoint configuration 
  DetectionSageMakerEndpointConfig:
    Type: AWS::SageMaker::EndpointConfig
    Properties:
      ProductionVariants:  
      - ModelName: !GetAtt DetectionSageMakerModel.ModelName
        VariantName: AllTraffic
        InitialInstanceCount: 1
        InstanceType: ml.m5.large
        InitialVariantWeight: 1

  # Object Detection Endpoint  
  DetectionSageMakerEndpoint:
    Type: AWS::SageMaker::Endpoint
    Properties:
      EndpointConfigName: !GetAtt DetectionSageMakerEndpointConfig.EndpointConfigName
  
  # Endpoint parameter are stored in parameter store in SSM
  DetectionSageMakerSSDEndpointParameter:
    Type: AWS::SSM::Parameter
    Properties:
      Name: !Sub "${AWS::StackName}-detection-sagemaker-ssd-endpoint"
      Type: String
      Value: !GetAtt DetectionSageMakerEndpoint.EndpointName
  DetectionImageBucketParameter:
    Type: AWS::SSM::Parameter
    Properties:
      Name: !Sub "${AWS::StackName}-detection-image-bucket"
      Type: String
      Value:
        Ref: DetectionImageBucket
  DetectionObjectCategoriesParameter:
    Type: AWS::SSM::Parameter
    Properties:
      Name: !Sub "${AWS::StackName}-detection-object-categories"
      Type: String
      Value: "['Coca-Cola', 'Frappuccino', 'Pepsi', 'Pure Life']"
  DetectionConfidenceThresholdSSDParameter:
    Type: AWS::SSM::Parameter
    Properties:
      Name: !Sub "${AWS::StackName}-detection-confidence-threshold-ssd"
      Type: String
      Value: 0.25
  DetectionConfidenceThresholdIOUParameter:
    Type: AWS::SSM::Parameter
    Properties:
      Name: !Sub "${AWS::StackName}-detection-confidence-threshold-iou"
      Type: String
      Value: 0.10
  DetectionSmallBoxFilterScoreParameter:
    Type: AWS::SSM::Parameter
    Properties:
      Name: !Sub "${AWS::StackName}-detection-small-box-filter-score"
      Type: String
      Value: 0.05

  # Object Detection function api by SAM
  DetectionFunction:
    Type: AWS::Serverless::Function
    Properties:
      AutoPublishAlias: live
      CodeUri: detection-function/.aws-sam/build/DetectionFunction
      Handler: run.detect
      Runtime: python3.7
      Timeout: 60
      MemorySize: 3008
      Role: 
        Fn::GetAtt:
          - LambdaFunctionRole
          - Arn
      Events:
        ApiEvent:
          Type: Api
          Properties:
            Path: /detect
            Method: post
      Environment:
        Variables:
          REGION_NAME:
            Ref: AWS::Region
          SAGEMAKER_SSD_ENDPOINT:
            Fn::GetAtt: [ DetectionSageMakerSSDEndpointParameter, Value ]
          OBJECT_CATEGORIES:
            Fn::GetAtt: [ DetectionObjectCategoriesParameter, Value ]
          IMAGE_S3_BUCKET:
            Fn::GetAtt: [ DetectionImageBucketParameter, Value ]
          CONFIDENCE_THRESHOLD_SSD:
            Fn::GetAtt: [ DetectionConfidenceThresholdSSDParameter, Value ]
          CONFIDENCE_THRESHOLD_IOU:
            Fn::GetAtt: [ DetectionConfidenceThresholdIOUParameter, Value ]
          SMALL_BOX_FILTER_SCORE:
            Fn::GetAtt: [ DetectionSmallBoxFilterScoreParameter, Value ]

  
  # #############################################################################
  # # Role for function
  # #############################################################################
  LambdaFunctionRole:
    Type: AWS::IAM::Role
    Properties:
      Policies:
      - PolicyName: LambdaFunctionPolicy
        PolicyDocument:
          Version: 2012-10-17
          Statement:
          - Action:
            - logs:CreateLogGroup
            - logs:CreateLogStream
            - logs:PutLogEvents
            Resource: '*'
            Effect: Allow
          - Action:
            - s3:PutObject
            - s3:PutObjectAcl
            Resource: '*'
            Effect: Allow
          - Action:
            - iot:Connect
            - iot:Publish
            - iot:Subscribe
            - iot:Receive
            - iot:GetThingShadow
            - iot:UpdateThingShadow
            - iot:DeleteThingShadow
            Resource: '*'
            Effect: Allow
          - Action:
            - sagemaker:InvokeEndpoint
            Resource: '*'
            Effect: Allow
      AssumeRolePolicyDocument:
        Version: 2012-10-17
        Statement:
        - Action:
          - sts:AssumeRole
          Effect: Allow
          Principal:
            Service:
            - lambda.amazonaws.com


Outputs:
  DetectionApiEndpointUrl:
    Value:
      Fn::Sub: https://${ServerlessRestApi}.execute-api.${AWS::Region}.amazonaws.com/Prod/detect/
    Export:
      Name: DetectionApiEndpointUrl


# Mapping information for image file for od
Mappings: 
  RegionMap: 
    us-west-1:
      ECRHostname: 632365934929.dkr.ecr.us-west-1.amazonaws.com?
    us-west-2:
      ECRHostname: 433757028032.dkr.ecr.us-west-2.amazonaws.com
    us-east-1:
      ECRHostname: 811284229777.dkr.ecr.us-east-1.amazonaws.com
    us-east-2:
      ECRHostname: 825641698319.dkr.ecr.us-east-2.amazonaws.com
    us-gov-west-1:
      ECRHostname: 226302683700.dkr.ecr.us-gov-west-1.amazonaws.com
    ap-east-1:
      ECRHostname: 286214385809.dkr.ecr.ap-east-1.amazonaws.com
    ap-northeast-1:
      ECRHostname: 501404015308.dkr.ecr.ap-northeast-1.amazonaws.com
    ap-northeast-2:
      ECRHostname: 306986355934.dkr.ecr.ap-northeast-2.amazonaws.com
    ap-south-1:
      ECRHostname: 991648021394.dkr.ecr.ap-south-1.amazonaws.com
    ap-southeast-1:
      ECRHostname: 475088953585.dkr.ecr.ap-southeast-1.amazonaws.com
    ap-southeast-2:
      ECRHostname: 544295431143.dkr.ecr.ap-southeast-2.amazonaws.com
    ca-central-1:
      ECRHostname: 469771592824.dkr.ecr.ca-central-1.amazonaws.com
    eu-central-1:
      ECRHostname: 813361260812.dkr.ecr.eu-central-1.amazonaws.com
    eu-north-1:
      ECRHostname: 669576153137.dkr.ecr.eu-north-1.amazonaws.com
    eu-west-1:
      ECRHostname: 685385470294.dkr.ecr.eu-west-1.amazonaws.com
    eu-west-2:
      ECRHostname: 644912444149.dkr.ecr.eu-west-2.amazonaws.com
    eu-west-3:
      ECRHostname: 749696950732.dkr.ecr.eu-west-3.amazonaws.com
    sa-east-1:
      ECRHostname: 855470959533.dkr.ecr.sa-east-1.amazonaws.com