Giter VIP home page Giter VIP logo

xmx-521 / genaiexamples Goto Github PK

View Code? Open in Web Editor NEW

This project forked from opea-project/genaiexamples

0.0 0.0 0.0 28.9 MB

Generative AI Examples is a collection of GenAI examples such as ChatQnA, Copilot, which illustrate the pipeline capabilities of the Open Platform for Enterprise AI (OPEA) project.

License: Apache License 2.0

Shell 9.35% JavaScript 3.83% Python 30.47% TypeScript 6.79% CSS 1.85% HTML 0.86% Jupyter Notebook 7.80% Dockerfile 3.89% Svelte 35.16%

genaiexamples's Introduction

Generative AI Examples

This project provides a collective list of Generative AI (GenAI) and Retrieval-Augmented Generation (RAG) examples such as chatbot with question and answering (ChatQnA), code generation (CodeGen), document summary (DocSum), etc.

version license


GenAI Examples

All the examples are well-validated on Intel platforms. In addition, these examples are:

  • Easy to use. Use ecosystem-compliant APIs to build the end-to-end GenAI examples

  • Easy to customize. Customize the example using different framework, LLM, embedding, serving etc.

  • Easy to deploy. Deploy the GenAI examples with performance on Intel platforms

Note: The below support matrix gives the validated configurations. Feel free to customize per your needs.

ChatQnA

ChatQnA is an example of chatbot for question and answering through retrieval argumented generation (RAG).

Framework LLM Embedding Vector Database Serving HW Description
LangChain NeuralChat-7B BGE-Base Redis TGI-Habana Gaudi2 Chatbot
LangChain NeuralChat-7B BGE-Base Chroma TGI-Habana Gaudi2 Chatbot
LangChain Mistral-7B BGE-Base Redis TGI-Habana Gaudi2 Chatbot

CodeGen

CodeGen is an example of copilot designed for code generation in Visual Studio Code.

Framework LLM Serving HW Description
LangChain Deepseek-Coder-33B TGI-Habana Gaudi2 Copilot

DocSum

DocSum is an example of chatbot for summarizing the content of documents or reports.

Framework LLM Serving HW Description
LangChain NeuralChat-7B TGI-Habana Gaudi2 Chatbot
LangChain Mistral-7B TGI-Habana Gaudi2 Chatbot

SearchQnA

SearchQnA is an example of chatbot for using search engine to enhance QA quality.

Framework LLM Serving HW Description
LangChain NeuralChat-7B TGI-Habana Gaudi2 Chatbot
LangChain Mistral-7B TGI-Habana Gaudi2 Chatbot

VisualQnA

VisualQnA is an example of chatbot for question and answering based on the images.

Framework LLM Serving HW Description
LangChain LLaVA-1.5-7B TGI-Habana Gaudi2 Chatbot

Additional Content

genaiexamples's People

Contributors

lvliang-intel avatar chensuyue avatar hshen14 avatar tylertitsworth avatar dependabot[bot] avatar xuehaosun avatar wenjiaoyue avatar letonghan avatar spycsh avatar ckhened avatar jitendra42 avatar rdower avatar ddmatthe avatar pre-commit-ci[bot] avatar zehao-intel avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.