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1. Deploy CIFAR10 Model on AWS Lambda and share link to your Lambda

endpoint created: POST - https://3iehv17hj6.execute-api.ap-south-1.amazonaws.com/dev/inference

functions: cifar: serverless-cifar-dev-cifar

ARN: arn:aws:lambda:ap-south-1:258326714772:function:serverless-cifar-dev-cifar

1.1. - Install the packages

curl -sL https://deb.nodesource.com/setup_14.x | sudo -E bash -
sudo apt install nodejs
sudo npm i -g serverless

1.2. - Get the Code for serverless from this folder.

1.3. - Create the docker and push the image to ECR on a private repository.

My ECR Repository [URI:](258326714772.dkr.ecr.ap-south-1.amazonaws.com/cifar10_serverless)

1.4. - Add permissions to IAM Role

1.5. Run the command to deploy your code

serverless deploy

1.6. Some Errors Faced:

CREATE_FAILED: IamRoleLambdaExecution (AWS::IAM::Role)
API: iam:CreateRole User: arn:aws:sts::258326714772:assumed-role/TestSession5EC2S3Access/i-0a6509e740e929efd is not authorized to perform: iam:CreateRole on resource: arn:aws:iam::258326714772:role/serverless-cifar-dev-ap-south-1-lambdaRole because no identity-based policy allows the iam:CreateRole action

Added IAMFullAccess to the EC2 IAM role.

CREATE_FAILED: CifarLambdaFunction (AWS::Lambda::Function)
Resource handler returned message: "'MemorySize' value failed to satisfy constraint: Member must have value less than or equal to 3008 (Service: Lambda, Status Code: 400, Request ID: f23c4c31-8577-41ed-b402-c11a355cf8c1)" (RequestToken: 45626d5b-a0af-54bb-22e5-89a1b08f1142, HandlerErrorCode: InvalidRequest)

2. Deploy Frontend on Vercel and share link to your deployment

Frontend code repository: https://github.com/MittalNeha/emlo-serverless

Deployment URL: https://emlo-serverless.vercel.app/



Useful Tips

  1. Check the memory of your instance
grep MemTotal /proc/meminfo
  1. curl command to test serverless deployement curl