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qaas-serverless-cracking's Introduction

Serverless cracking for QaaS

This repo provides instructions on how to run experiments for our vision paper "Serverless cracking for QaaS". First install the packages using the `pip install -r requirements.txt' command. Then you will have to set up your AWS and Google Cloud credentials.

Transformer

The folder transformer contains the code for the AWS Lambda function that runs transformations on TPC-H. Assuming you have set up your AWS credentials here are some example instructions to set up the function:

cd transformer
sam build
sam deploy --s3-bucket <YOUR_S3_BUCKET> --stack-name advisor --capabilities CAPABILITY_IAM

You can also run the transformer using the run_transformation.py script in the run_lambda folder. The script takes arguments from a yaml file. We provide an example yaml file in the folder.

Example command:

python run_transformation.py params.yaml

Amazon Athena and BigQuery

The folders tpch_athena and tpch_bigquery contain the scripts query_runner_athena.py and query_runner_bigqquery.py that run TPC-H on Amazon Athena and BigQuery respectively. The whole execution happens with yaml files. We provide example yaml files for creating and running TPC-H.

Example commands:

python query_runner_athena.py creation.yaml
python query_runner_athena.py execution.yaml

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