awslabs / project-lakechain

:zap: Cloud-native, AI-powered, document processing pipelines on AWS.
https://awslabs.github.io/project-lakechain/
Apache License 2.0
79 stars 16 forks source link
aws aws-cdk computer-vision document-processing generative-ai hacktoberfest machine-learning natural-language-processing retrieval-augmented-generation serverless





Project Lakechain  Static Badge

Cloud-native, AI-powered, document processing pipelines on AWS.

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🔖 Features

🚀 Getting Started

👉 Head to our documentation which contains all the information required to understand the project, and quickly start building!

What's Lakechain ❓

Project Lakechain is an experimental framework based on the AWS Cloud Development Kit (CDK) that makes it easy to express and deploy scalable document processing pipelines on AWS using infrastructure-as-code. It emphasizes on modularity of pipelines, and provides 40+ ready to use components for prototyping complex document pipelines that can scale out of the box to millions of documents.

This project has been designed to help AWS customers build and scale different types of document processing pipelines, ranging a wide array of use-cases including metadata extraction, document conversion, NLP analysis, text summarization, translations, audio transcriptions, computer vision, Retrieval Augmented Generation pipelines, and much more!

Show me the code ❗

👇 Below is an example of a pipeline that deploys the AWS infrastructure to automatically transcribe audio files uploaded to S3, in just a few lines of code. Scales to millions of documents.





LICENSE

See LICENSE.