Shaped tutorials

These sample apps demonstrate what you can build with Shaped, and showcase different use cases and features. As reference apps, they are not intended for production, but are a great way to learn how to implement engines and queries.

Built with ❤️‍🔥 by Shaped.

Document Search Search for Recsys articles in the Shaped blog using hybrid search. Live Demo 📕 Description and Features An example that shows how to do hybrid search using Shaped. Demonstrates how to implement a sentence transformer model combined with BM25 indexes to query using text content. Use Cases Search bar on a website, RAG (Retrieval-Augmented Generation) applications Features Hybrid Search, Sentence Transformers, BM25, Text Search

Elastic to Shaped Convert Elasticsearch queries into simpler Shaped queries. Live Demo 📕 Description and Features A migration assistant to convert Elastic queries to Shaped. Uses an LLM with context to convert Elastic DSL queries into ShapedQL, making it easy to migrate from Elasticsearch to Shaped. Features Query Conversion, LLM Integration, Migration Tool, Elastic DSL

Movie Recommendations Netflix-style content carousels with recommendations powered by Shaped. Live Demo 📕 Description and Features A complete movie recommendation system demonstrating personalized feeds, similar items, and personalization based on user interactions. Built with Next.js frontend and Shaped backend, showcasing how to retrieve personalized movie recommendations and track user interactions. Features Personalized Recommendations, Similar Items, User Interactions, MovieLens Dataset, Next.js

Notebooks

We also have a few notebooks to show basic use cases of Shaped in action.

Dataset	Connector	GitHub Link	Colab Link
Movielens	Shaped Dataset	Link
Amazon	PostgreSQL	Link
Goodbooks	MongoDB	Link
RentTheRunway	Shaped Dataset	Link
Steam	Shaped Dataset	Link