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
- Redis as a Vector Database
- Redis as a Feature Store
Vector Database
The following list provides resources, integrations, and examples for Redis as a Vector Database.
Integrations/Tools
- ⭐ RedisVL - a dedicated Python client lib for Redis as a Vector DB.
- ⭐ LangChain Python - popular Python client lib for building LLM applications. powered by Redis.
- ⭐ LangChain JS - popular JS client lib for building LLM applications. powered by Redis.
- ⭐ LlamaIndex - LlamaIndex Integration for Redis as a vector Database (formerly GPT-index).
- Semantic Kernel - popular lib by MSFT to integrate LLMs with plugins.
- Metal - an all-inclusive LLM development platform for building RAG applications. Built on top of Redis as a vector database and high performance data layer.
- RelevanceAI - Platform to ag, search and analyze unstructured data faster, built on Redis.
- 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.
- Mantium AI
Examples
Quickstarts
| Resource | Description |
|---|---|
| ⭐ Hands-On Redis Workshops | Hands-on workshops for Redis JSON, Search, and VSS / Gen AI. |
| ⭐ Redis VSS Getting Started - 3 Ways | Getting started VSS demo covering RedisVL, Redis Python, and LangChain |
| ⭐ OpenAI Cookbook Examples | OpenAI Cookbook examples using Redis as a vector database |
| Redis VSS - Simple Streamlit Demo | Streamlit demo of Redis Vector Search |
| Redis VSS - LabLab AI Quickstart | Quickstart notebook sponspored by LabLab AI for their AI hackathons. |
| Redis VSS Documentation Quickstart | Redis.io VSS Quickstart code. |
Question & Answer
| Resource | Description | Stars |
|---|---|---|
| ⭐ ArxivChatGuru | Streamlit demo of QnA over Arxiv documents with Redis & OpenAI |  |
| ⭐ Azure OpenAI Embeddings Q&A | OpenAI and Redis as a Q&A service on Azure |  |
| LLM Document Chat | Using LlamaIndex and Redis to chat with Documents |  |
| GCP Vertex AI "Chat Your PDF" | Chat with a PDF using Redis & VertexAI LLMs | |
| LLMChat | Full-stack implementation using FastAPI, Redis, OpenAI and Flutter. |  |
| Example 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 |  |
| 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 |
|---|---|---|
| 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.
- ANN Benchmarks - Standard ANN Benchmarks site. Only using single Redis OSS instance/client.
Documentation
- Redis Vector Database QuickStart
- Redis Vector Similarity Docs - Official Redis literature for Vector Similarity Search.
- Redis-py Search Docs - Redis-py client library docs for RediSearch.
- Redis-py General Docs - Redis-py client library documentation.
- Redis Stack - Redis Stack documentation.
- Redis Clients - Redis client list.
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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