antonum / redis-ai-resources

✨ A curated list of awesome community resources, integrations, and examples of Redis in the AI ecosystem.

Redis: AI Resources

✨ A curated list of awesome community resources including content, integrations, documentation and examples for Redis in the AI ecosystem.

Table of Contents

• AI Related Modules
• Redis as a Vector Database
• Redis as a Feature Store

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Redis Modules

Modules that enable Redis as a Vector Database or Feature Store.

Module	Description	Stars
RediSearch	Indexing and Search including vector search
RedisJSON	JSON document storage for features or vectors with RediSearch
RedisBloom	Bloom Filters for probabilistic filtering
RedisAI	Deep Learning and Machine Learning model serving
RedisTimeSeries	Time Series data storage

Vector Database

The following list provides resources, integrations, and examples for Redis as a Vector Database.

Integrations/Tools

• ⭐ LangChain - popular client lib for building LLM applications. powered by Redis.
• ⭐ RelevanceAI - Platform to ag, search and analyze unstructured data faster, built on Redis.
• ⭐ LlamaIndex - LlamaIndex Integration for Redis as a vector Database (formerly GPT-index)
• DocArray - DocArray Integration of Redis as a VectorDB by Jina AI.
• ChatGPT Memory - contextual and adaptive memory for ChatGPT
• Haystack Example - Haystack Integration (example) of Redis as a VectorDB.

Examples

Question & Answer

Resource	Description	Stars
⭐ Azure OpenAI Embeddings Q&A	OpenAI and Redis as a Q&A service on Azure
⭐ Redis OpenAI QnA Streamlit App	Streamlit demo of Redis OpenAI QnA
LLM Document Chat	Using LlamaIndex and Redis to chat with Documents
LLMChat	Full-stack implementation using FastAPI, Redis, OpenAI and Flutter.
eCommerce Chatbot	eCommerce Chatbot with Redis, LangChain, and OpenAI
Food-GPT	Food-GPT is a QnA Chat System
Redis vector bot	Redis vector bot for Ecommerce QnA
Local Model QnA Example	Local LLMs embeddings with Redis as vector db

NLP & Information Retrieval

Resource	Description	Stars
⭐ ChatGPT Retrieval Plugin	ChatGPT plugin for retrieving personal documents
⭐ Auto-GPT	Experimental OSS app showcasing GPT-4 with Redis as a vectorized memory store
⭐ arXiv Paper Search	Semantic search over arXiv scholarly papers
⭐ Motörhead	Rust-based IR server for LLMs backed by Redis
Financial News Demo	Sentiment analysis and Semantic similarity in Financial News articles
Romeo GPT	AI Document management assistant
The Pattern	CORD19 medical NLP pipeline with Redis
Redis VSS Streamlit Demo	Streamlit demo of Redis Vector Search
GPT Vectors Example	Code associated with the blog post below: "Storing and querying embeddings with Redis"
Azure OpenAI Redis Deployment Template	Terraform template automates the end-to-end deployment of Azure OpenAI applications using Redis Enterprise as a vector database
VSS for Finance	Searching through SEC filings with Redis VSS

Recommendation Systems

Resource	Description	Stars
⭐ Redis Merlin RecSys	3 Redis & NVIDIA Merlin Recommendation System Architectures
⭐ Visual Product Search	eCommerce product search (with image and text)
Product Recommendations with DocArray / Jina	Content-based product recommendations with Redis and DocArray
Amazon Berkeley Product Dataset Demo	Redis VSS demo on Amazon Berkeley product dataset

Other

Resource	Description	Stars
⭐ OpenAI Cookbook Examples	OpenAI Cookbook examples using Redis as a vector database
Redis Vector Similarity Search Quickstart	Quickstart notebook sponspored by LabLab AI for their AI hackathons.
VectorVerse	Vector Database comparison app
Simple Vector Similarity Intro	Dockerized Jupyter Notebook & Streamlit demo of Redis Vector Search
Redis Solution Architects VSS Examples	Examples of VSS in Python
TopVecSim	Topic Similarity with Redis VSS
Java Demo	Redis VSS demo in Java
Redis VSS Go template	Redis VSS template in Go
Redis VSS Demo	Redis VSS demo with celebrity faces

Redis Vector Search Engineering Lab Submissions - Submissions to the first Redis VSS hackathon.

Resource	Description	Stars
arXiv CoPilot	Chrome extension that finds relevant/similar academic papers while performing research
AskYeves Question & Answer App	QA & Search Engine modeled after the infamous Yves Saint Laurent
Darwinian Paper Explorer App	Explore arXiv scholarly papers over time with topic evolution and search
PapersWithCode Browser Extension	Chrome extension for the PapersWithCode site that finds relevant/similar papers
Document Search + CLI	Search engine for documents with a CLI

RediSearch Clients

Client	Language	License	Stars
Redis-Py	Python	MIT
RedisVL	Python (Alpha)	MIT
jedis	Java	MIT
node-redis	Node.js	MIT
nredisstack	.NET	MIT
redisearch-go	Go	BSD
redisearch-api-rs	Rust	BSD

For a full list of RediSearch clients, see RediSearch Clients. For a full list of Redis Clients see Redis Clients.

Content

• ⭐ NVIDIA Developer Blog -- Offline to Online: Feature Storage for Real Time Recommendation Systems with NVIDIA Merlin
• Vector Similarity Search: From Basics to Production - Introductory blog post to VSS and Redis as a VectorDB.
• AI-Powered Document Search - Blog post covering AI Powered Document Search Use Cases & Architectures.
• Vector Search on Azure - Using Azure Redis Enterprise for Vector Search
• Vector Databases and Large Language Models - Talk given at LLMs in Production Part 1 by Sam Partee.
• Vector Databases and AI-powered Search Talk - Video "Vector Databases and AI-powered Search" given by Sam Partee at SDSC 2023.
• Engineering Lab Review - Review of the first Redis VSS Hackathon.
• Real-Time Product Recommendations - Content-based recsys design with Redis and DocArray.
• Redis as a Vector Database - Hackathon review blog post covering Redis as a VectorDB.
• LabLab AI Redis Tech Page
• Storing and querying for embeddings with Redis
• Building Intelligent Apps with Redis Vector Similarity Search
• Rediscovering Redis for Vector Similarity
• VSS Cheat Sheet - Redis Vector Search Cheat Sheet by Datascience Dojo.
• RedisDays Keynote - Video "Infuse Real-Time AI Into Your "Financial Services" Application".
• RedisDays Trading Signals - Video "Using AI to Reveal Trading Signals Buried in Corporate Filings".
• LLM Stack Hackathon writeup - Building a QnA Slack bot for the MLOps Community Hackathon with OpenAI and Redis

Benchmarks

• Vector Database Benchmarks - Jina AI VectorDB benchmarks comparing Redis against others.

Documentation

• Redis Vector Similarity Docs - Redis official docs for Vector Search.
• Redis-py Search Docs - Redis-py client library docs for RediSearch.
• Redis-py General Docs - Redis-py client library documentation.
• RediSearch - RediSearch Module.
• Redis Stack - Redis Stack documentation.
• Redis Clients - Redis client list.

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Feature Store

The following list provides resources, integrations, and examples for Redis as a Feature Store.

Examples

Recommendation Systems

Resource	Description	Stars
⭐ Redis Merlin RecSys	Redis & NVIDIA Merlin Recommendation System architectures
Market-basket-analysis	An exmaple of predicting shopping baskets on passed purchases

Life Sciences / Healthcare

Resource	Description	Stars
⭐ Redis Vaccine Forecaster	End-to-end ML system to predict vaccine demand deployed in GCP with Redis, Feast, Triton, and Vertex AI.

Image/Video

Resource	Description	Stars
Animal Recognition Demo	An example of using Redis Streams, RedisGears and RedisAI for Realtime Video Analytics (i.e. filtering cats)
Realtime Video Analytics	An example of using Redis Streams, RedisGears, RedisAI and RedisTimeSeries for Realtime Video Analytics (i.e. counting people)

Finance

Resource	Description	Stars
Redis + Feast + Ray Demo	A demo pipeline using Redis as an online feature store with Feast for orchestration and Ray for training and model serving
⭐ Loan Prediction Example	Loan prediction example with Redis as the feature store and serving layer.

Other

Resource	Description	Stars
Redis SQL	Indexed SQL queries on Redis data using Trino
Redis GraphQL	GraphQL queries on Redis data
RedisAI Examples	A collection of examples using RedisAI

Materialization and Orchestration

Resource	Description	Stars
⭐ Spark-Redis	Spark-Redis is a connector that allows you to stream data from Spark to Redis
⭐ Feast	Feast feature orchestration system framework
Feathr	Feathr is a feature orchestration framework created by Linkedin
Redis Kafka	Redis Kafka Connect is a connector that allows you to stream data from Kafka to Redis

Content

• What is a Feature Store? - introductory blog post on feature stores
• Building a Gigascale Feature Store with Redis - blog post on DoorDash's feature store architecture
• Feature Store Comparison - comparison between a few feature store options.
• Feature Storage with Feast and Redis - blog post outlining basic Redis+Feast usage.

Benchmarks

• Feast Feature Serving Benchmarks - Feast-published benchmarks on Redis vs DynamoDB vs Datastore for feature retrieval.

Documentation

• Redis-py General Docs - Redis-py client library documentation.
• RedisJSON - RedisJSON Module.
• RedisAI - RedisAI Module.
• RedisTimeSeries - Redis Time Series Module.
• RedisConnect - a distributed platform that enables real-time event streaming, transformation, and propagation of changed-data events from heterogeneous data platforms to Redis.

Integrations

• FeatureForm - open-source Feature Store orchestration framework.
• Feast - open-source Feature Store orchestration framework.
• Feathr - open-source Feature Store orchestration framework pioneered by LinkedIn.
• Tecton - fully-managed Feature Store service.

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