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comprehend-semi-structured-documents-annotation-template.yml
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AWSTemplateFormatVersion: '2010-09-09'
Transform: AWS::Serverless-2016-10-31
Metadata:
AWS::ServerlessRepo::Application:
Name: ComprehendSemiStructuredDocumentsAnnotationLambda
Description: Deploys a Lambda which create resources to start GT SemiStructured Documents labeling job.
Author: AWS Comprehend
ReadmeUrl: README.md
Labels: [serverless]
HomePageUrl: https://aws.amazon.com/comprehend/
SemanticVersion: 1.0.0
SourceCodeUrl: https://github.com/aws-samples/amazon-comprehend-examples
Parameters:
PreHumanLambdaTimeoutInSeconds:
Type: Number
Default: 300
MaxValue: 900
Description: Timeout in seconds for PreHumanLambba. Default is 300.
ConsolidationLambdaTimeoutInSeconds:
Type: Number
Default: 300
MaxValue: 900
Description: Timeout in seconds for ConsolidationLambba. Default is 300.
PreHumanLambdaMemoryInMB:
Type: Number
Default: 10240
MinValue: 128
MaxValue: 10240
Description: Memory in MB for PreHumanLambba. Default is 10240.
ConsolidationLambdaMemoryInMB:
Type: Number
Default: 10240
MinValue: 128
MaxValue: 10240
Description: Memory in MB for ConsolidationLambba. Default is 10240.
Resources:
SemiStructuredDocumentsS3Bucket:
Type: AWS::S3::Bucket
Properties:
BucketName:
Fn::Sub: comprehend-semi-structured-docs-${AWS::Region}-${AWS::AccountId}
VersioningConfiguration:
Status: Enabled
BucketEncryption:
ServerSideEncryptionConfiguration:
- ServerSideEncryptionByDefault:
SSEAlgorithm: AES256
CorsConfiguration:
CorsRules:
- AllowedHeaders: []
AllowedMethods: [GET]
AllowedOrigins: ['*']
PublicAccessBlockConfiguration:
BlockPublicAcls: true
BlockPublicPolicy: true
IgnorePublicAcls: true
RestrictPublicBuckets: true
SemiStructuredDocumentsS3BucketPolicy:
Type: AWS::S3::BucketPolicy
Properties:
Bucket:
Ref: SemiStructuredDocumentsS3Bucket
PolicyDocument:
Version: "2012-10-17"
Statement:
- Sid: "S3GetObjectGT"
Effect: "Allow"
Principal:
AWS:
Fn::Sub: "arn:aws:iam::${AWS::AccountId}:root"
Action:
- s3:GetObject
Resource:
Fn::Sub: "arn:aws:s3:::${SemiStructuredDocumentsS3Bucket}/*"
BucketAccessPolicy:
Type: AWS::IAM::Policy
Properties:
Roles:
- Ref: SageMakerExecutionRole
- Ref: GTPreHumanTaskLambdaExecutionRole
- Ref: GTAnnotationConsolidationLambdaExecutionRole
PolicyName: BucketAccessPolicy
PolicyDocument:
Version: 2012-10-17
Statement:
- Effect: Allow
Action:
- s3:ListBucket
Resource:
- !Sub 'arn:aws:s3:::${SemiStructuredDocumentsS3Bucket}'
- Effect: "Allow"
Action:
- s3:PutObject
- s3:GetObject
Resource:
- !Sub 'arn:aws:s3:::${SemiStructuredDocumentsS3Bucket}/*'
SageMakerExecutionRole:
Type: AWS::IAM::Role
Properties:
AssumeRolePolicyDocument:
Version: 2012-10-17
Statement:
- Effect: Allow
Principal:
Service: lambda.amazonaws.com
AWS: !GetAtt GTAnnotationConsolidationLambdaExecutionRole.Arn
Action: sts:AssumeRole
- Effect: Allow
Principal:
Service: sagemaker.amazonaws.com
Action: sts:AssumeRole
ManagedPolicyArns:
- arn:aws:iam::aws:policy/AmazonS3FullAccess
- arn:aws:iam::aws:policy/AmazonSageMakerFullAccess
Policies:
- PolicyName: LambdaInvokePolicy
PolicyDocument:
Version: 2012-10-17
Statement:
- Effect: Allow
Action:
- lambda:InvokeFunction
Resource:
- !GetAtt GTPreHumanTaskLambdaFunction.Arn
- !GetAtt GTAnnotationConsolidationLambdaFunction.Arn
GTPreHumanTaskLambdaExecutionRole:
Type: AWS::IAM::Role
Properties:
AssumeRolePolicyDocument:
Version: 2012-10-17
Statement:
- Effect: Allow
Principal:
Service: lambda.amazonaws.com
Action: sts:AssumeRole
ManagedPolicyArns:
- arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole
- arn:aws:iam::aws:policy/AmazonSageMakerFullAccess
Policies:
- PolicyName: TextractPolicy
PolicyDocument:
Version: 2012-10-17
Statement:
- Effect: Allow
Action:
- textract:AnalyzeDocument
- textract:DetectDocumentText
Resource: '*'
GTAnnotationConsolidationLambdaExecutionRole:
Type: AWS::IAM::Role
Properties:
AssumeRolePolicyDocument:
Version: 2012-10-17
Statement:
- Effect: Allow
Principal:
Service: lambda.amazonaws.com
Action: sts:AssumeRole
ManagedPolicyArns:
- arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole
GTPreHumanTaskLambdaFunction:
Type: AWS::Serverless::Function
Properties:
Handler: lambdas.pre_human_task_lambda.lambda_handler
MemorySize: !Ref PreHumanLambdaMemoryInMB
Role:
Fn::GetAtt: [GTPreHumanTaskLambdaExecutionRole, Arn]
CodeUri: src
Runtime: python3.8
Timeout: !Ref PreHumanLambdaTimeoutInSeconds
GTAnnotationConsolidationLambdaFunction:
Type: AWS::Serverless::Function
Properties:
Handler: lambdas.annotation_consolidation_lambda.lambda_handler
MemorySize: !Ref ConsolidationLambdaMemoryInMB
Role: !GetAtt GTAnnotationConsolidationLambdaExecutionRole.Arn
CodeUri: src
Runtime: python3.8
Timeout: !Ref ConsolidationLambdaTimeoutInSeconds
Outputs:
GTPreHumanTaskLambdaFunctionName:
Description: Gt Pre Human Task Lambda Function Name.
Value: !GetAtt GTPreHumanTaskLambdaFunction.Arn
GTAnnotationConsolidationLambdaFunctionName:
Description: Gt Annotation Consolidation Lambda Function Name.
Value: !GetAtt GTAnnotationConsolidationLambdaFunction.Arn
SemiStructuredDocumentsS3Bucket:
Description: S3 Bucket that stores the manifests and output data for the Amazon SageMaker Ground Truth job.
Value: !Ref SemiStructuredDocumentsS3Bucket
SageMakerRoleARN:
Description: IAM Role used assumed by Amazon SageMaker to invoke pre- and post-labeling functions during the Amazon SageMaker Ground Truth Job.
Value: !GetAtt SageMakerExecutionRole.Arn
GTPreHumanTaskLambdaRoleARN:
Description: Role for GT Pre Human Task function lambda.
Value: !GetAtt GTPreHumanTaskLambdaExecutionRole.Arn
GTAnnotationConsolidationLambdaRoleARN:
Description: Role for GT Annotation Consolidation function lambda.
Value: !GetAtt GTAnnotationConsolidationLambdaExecutionRole.Arn