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Docker

  • Build the docker
docker build -t docker_name .
  • Push the docker image to ECR
aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin <AWS account>.dkr.ecr.us-east-1.amazonaws.com

aws ecr create-repository --repository-name repository_name --image-scanning-configuration scanOnPush=true --image-tag-mutability MUTABLE

docker tag docker_name:latest <AWS account>.dkr.ecr.us-east-1.amazonaws.com/docker_name:latest

docker push <AWS account>.dkr.ecr.us-east-1.amazonaws.com/docker_name:latest        

AWS SAM CLI

  • build the sam template
sam build
  • deploy the sam template
sam deploy --guided

stack_name = "stack_name" ENDPOINT = "Sagemaker endpoint" S3BucketName = "S3_bucket_name"

  • invoke the lambda function
sam local invoke --event event.json