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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -1,2 +1,18 @@ | ||
| Fraud Detection Using Machine Learning | ||
| Copyright 2019 Amazon.com, Inc. or its affiliates. All Rights Reserved. | ||
| Fraud Detection using Machine Learing | ||
| Copyright 2020 Amazon.com, Inc. or its affiliates. All Rights Reserved. | ||
|
|
||
| ********************** | ||
| THIRD PARTY COMPONENTS | ||
| ********************** | ||
| This software includes third party software subject to the following copyrights: | ||
|
|
||
| Boto 3 - The AWS SDK for Python under the Apache 2.0 License | ||
| requests - A simple, yet elegant HTTP library under the Apache 2.0 License | ||
| aws-requests-auth under the BSD 3-Clause License | ||
| pandas under the BSD 3-Clause License | ||
| numpy under the BSD 3-Clause License | ||
| scipy under the BSD 3-Clause License | ||
| seaborn under the BSD 3-Clause License | ||
| scikit-learn under the BSD 3-Clause License | ||
| imbalanced-learn under the MIT License | ||
| torch under the BSD 3-Clause License |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1 @@ | ||
| crhelper |
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,7 @@ | ||
| # | ||
| # This file is autogenerated by pip-compile | ||
| # To update, run: | ||
| # | ||
| # pip-compile requirements.in | ||
| # | ||
| crhelper==2.0.6 # via -r requirements.in |
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,112 @@ | ||
| AWSTemplateFormatVersion: 2010-09-09 | ||
| Description: Stack for Solution Helper resources. | ||
| Parameters: | ||
| StackName: | ||
| Description: | | ||
| Used as a prefix to name all stack resources. | ||
| Should be root stack's name if this is a nested stack. | ||
| Type: String | ||
| ModelDataBucketName: | ||
| Description: Amazon S3 Bucket used to store trained model and data. | ||
| Type: String | ||
| OutputBucketName: | ||
| Description: Amazon S3 Bucket used to store prediction outputs. | ||
| Type: String | ||
| LogBucketName: | ||
| Description: Amazon S3 Bucket used to S3 access logs. | ||
| Type: String | ||
| SolutionsS3BucketName: | ||
| Description: Amazon S3 Bucket containing solutions. | ||
| Type: String | ||
| Mappings: | ||
| Function: | ||
| SolutionAssistant: | ||
| S3Key: "Fraud-detection-using-machine-learning/build/solution_assistant.zip" | ||
| Resources: | ||
| SolutionAssistant: | ||
| Type: "Custom::SolutionAssistant" | ||
| Properties: | ||
| ServiceToken: !GetAtt SolutionAssistantLambda.Arn | ||
| StackName: !Ref StackName | ||
| ModelDataBucketName: !Ref ModelDataBucketName | ||
| OutputBucketName: !Ref OutputBucketName | ||
| LogBucketName: !Ref LogBucketName | ||
| SolutionsS3BucketName: !Ref SolutionsS3BucketName | ||
| SolutionAssistantLambda: | ||
| Type: AWS::Lambda::Function | ||
| Properties: | ||
| Handler: "lambda_function.handler" | ||
| FunctionName: !Sub "${StackName}-solution-assistant" | ||
| Role: !GetAtt SolutionAssistantLambdaRole.Arn | ||
| Runtime: "python3.8" | ||
| Code: | ||
| S3Bucket: !Ref SolutionsS3BucketName | ||
| S3Key: !FindInMap | ||
| - Function | ||
| - SolutionAssistant | ||
| - S3Key | ||
| Timeout : 60 | ||
| SolutionAssistantLambdaRole: | ||
| Type: AWS::IAM::Role | ||
| Properties: | ||
| ManagedPolicyArns: | ||
| - arn:aws:iam::aws:policy/service-role/AWSLambdaBasicExecutionRole | ||
| AssumeRolePolicyDocument: | ||
| Version: '2012-10-17' | ||
| Statement: | ||
| - Effect: Allow | ||
| Principal: | ||
| Service: | ||
| - lambda.amazonaws.com | ||
| Action: | ||
| - sts:AssumeRole | ||
| Policies: | ||
| - | ||
| PolicyName: SolutionCleanupPolicy | ||
| PolicyDocument: | ||
| Version: '2012-10-17' | ||
| Statement: | ||
| - Effect: Allow | ||
| Action: | ||
| - s3:ListBucket | ||
| Resource: | ||
| - !Sub "arn:aws:s3:::${SolutionsS3BucketName}" | ||
| - Effect: Allow | ||
| Action: | ||
| - s3:GetObject | ||
| Resource: | ||
| - !Sub "arn:aws:s3:::${SolutionsS3BucketName}/*" | ||
| - Effect: Allow | ||
| Action: | ||
| - s3:ListBucket | ||
| - s3:DeleteBucket | ||
| Resource: | ||
| - !Sub "arn:aws:s3:::${ModelDataBucketName}" | ||
| - !Sub "arn:aws:s3:::${OutputBucketName}" | ||
| - !Sub "arn:aws:s3:::${LogBucketName}" | ||
| - Effect: Allow | ||
| Action: | ||
| - s3:GetObject | ||
| - s3:PutObject | ||
| - s3:DeleteObject | ||
| - s3:AbortMultipartUpload | ||
| Resource: | ||
| - !Sub "arn:aws:s3:::${ModelDataBucketName}/*" | ||
| - !Sub "arn:aws:s3:::${OutputBucketName}/*" | ||
| - !Sub "arn:aws:s3:::${LogBucketName}/*" | ||
| - Effect: Allow | ||
| Action: | ||
| - sagemaker:DeleteModel | ||
| Resource: | ||
| - !Sub "arn:aws:sagemaker:${AWS::Region}:${AWS::AccountId}:model/*" | ||
| - Effect: Allow | ||
| Action: | ||
| - sagemaker:DeleteEndpointConfig | ||
| Resource: | ||
| - !Sub "arn:aws:sagemaker:${AWS::Region}:${AWS::AccountId}:endpoint-config/*" | ||
| - Effect: Allow | ||
| Action: | ||
| - sagemaker:DeleteEndpoint | ||
| Resource: | ||
| - !Sub "arn:aws:sagemaker:${AWS::Region}:${AWS::AccountId}:endpoint/*" | ||
| - !Sub "arn:aws:sagemaker:${AWS::Region}:${AWS::AccountId}:endpoint-config/*" |
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