[New repo]: Serverless Retrieval Augmented Generation RAG with Python

[giusedroid]

Description

This pattern demonstates an implementation of Retrieval Augmented Generation, making usage of Bedrock, Lambda, and LanceDB embedding store backed by S3.

language

English

runtime

Python

Level

400

Type

Application

Use case

Backend

Primary image

https://raw.githubusercontent.com/giusedroid/serverless-rag-python/main/assets/ServerlessRAG.png

IaC framework

AWS SAM

AWS Serverless services used

• [X] Amazon API Gateway
• [ ] Amazon DynamoDB
• [ ] Amazon EventBridge
• [ ] AWS IoT
• [X] AWS Lambda
• [ ] Amazon Rekognition
• [X] Amazon S3
• [ ] AWS Step Functions
• [ ] Amazon SNS
• [ ] Amazon SQS
• [ ] Amazon Transcribe
• [ ] Amazon Translate

Description headline

Retrieval Augmented Generation, but no servers involved. Backed by S3

Repo URL

https://github.com/giusedroid/serverless-rag-python

Additional resources

https://arxiv.org/abs/2005.11401 https://aws.amazon.com/bedrock/titan/#Titan_Embeddings_.28generally_available.29

Author Name

giusedroid,shafkevi

Author Image URL

No response

Author Bio

Giuseppe Battista leads soultions architecture for Early Stage Startups in UK at AWS. Kevin Shaffer-Morrison is a Sr Solutions Architect at AWS. He's helped hundreds of startups get off the ground quickly and up into the cloud.

Author Twitter handle

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Author LinkedIn URL

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[jbesw]

Thanks - this will be live at https://serverlessland.com/repos/serverless-rag-python soon.