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| CloudFormationElasticBeanstalkApplication: | |
| Type: AWS::ElasticBeanstalk::Application | |
| Properties: | |
| ApplicationName: !Sub ${ElasticApplicationName}-app | |
| CloudFormationElasticBeanstalkEvnironmentStaging: | |
| Type: AWS::ElasticBeanstalk::Environment | |
| Properties: | |
| ApplicationName: !Ref CloudFormationElasticBeanstalkApplication | |
| EnvironmentName: !Sub ${ElasticApplicationName}-env-staging |
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| CodeBuildDockerBirdsClassifierImage: | |
| Type: AWS::CodeBuild::Project | |
| Properties: | |
| Name: !Ref CodeBuildProjectName | |
| ServiceRole: !Ref CodeBuildBirdsClassifierImageServiceRole | |
| Artifacts: | |
| Type: CODEPIPELINE | |
| LogsConfig: | |
| CloudWatchLogs: | |
| Status: ENABLED |
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| version: 0.2 | |
| phases: | |
| pre_build: | |
| commands: | |
| - echo Build started on `date` | |
| - echo List all available files | |
| - ls -ll | |
| - echo Delete current model folder and fetch new model from s3 | |
| - rm -rf model |
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| #!/bin/bash | |
| BUCKET_NAME=birds-classifier-model-bucket | |
| AWS_ID=$(aws sts get-caller-identity --query Account --output text | cat) | |
| AWS_REGION=$(aws configure get region) | |
| echo "Creating bucket " | |
| aws s3api create-bucket --acl public-read --bucket $BUCKET_NAME --create-bucket-configuration LocationConstraint=$AWS_REGION | |
| echo "Enable versioning" |
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| CloudFormationCodePipeline: | |
| Type: AWS::CodePipeline::Pipeline | |
| Properties: | |
| Name: !Ref CodePipelineProjectName | |
| RoleArn: !GetAtt BirdsClassifierCodePipelineServiceRole.Arn | |
| Stages: | |
| - Name: SourceStage | |
| Actions: | |
| - Name: SourceAction | |
| ActionTypeId: |
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| name: Docker Image CI | |
| on: | |
| push: | |
| branches: [ master ] | |
| pull_request: | |
| branches: [ master ] | |
| jobs: |
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| version: '3' | |
| services: | |
| deploy: | |
| build: | |
| context: . | |
| dockerfile: Dockerfile | |
| ports: | |
| - '80:5000' |
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| FROM python:3.9 | |
| WORKDIR /usr/src/app | |
| # We copy just the requirements.txt first to leverage Docker cache | |
| COPY ./requirements.txt ./ | |
| RUN pip install --upgrade pip | |
| RUN pip install --no-cache-dir -r requirements.txt |
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| def load(dataset): | |
| dataset.to_csv("final_dataset.csv", index=False) | |
| load(df_final) |
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| # Compute GDP by using GDP per capita and the Population columns | |
| df_final["GDP"] = df_final["GDP per capita"] * df_final["Population"] | |
| # Remove % sign of Population under 20 years old column and convert it to be of type float | |
| def transform_col(col_val): | |
| try: | |
| return float(col_val.replace(" %", "")) | |
| except: # value is NaN | |
| return col_val |
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