From 487aa812f336c41f068f460cf67b1ae8b1e4217e Mon Sep 17 00:00:00 2001 From: Abhishek Kushwaha <92770059+abhishekkushwahaa@users.noreply.github.com> Date: Sun, 1 Sep 2024 09:31:39 +0530 Subject: [PATCH] faq example --- examples/nextjs/faq-bot/.eslintrc.json | 3 + examples/nextjs/faq-bot/.gitignore | 37 +++++++ examples/nextjs/faq-bot/README.md | 34 ++++++ examples/nextjs/faq-bot/bun.lockb | Bin 0 -> 333491 bytes examples/nextjs/faq-bot/next.config.mjs | 4 + examples/nextjs/faq-bot/package.json | 33 ++++++ examples/nextjs/faq-bot/postcss.config.mjs | 8 ++ .../faq-bot/public/assets/Effective_Ts.pdf | Bin 0 -> 7223297 bytes .../nextjs/faq-bot/src/app/api/chat/route.ts | 30 ++++++ .../faq-bot/src/app/api/upload/route.ts | 32 ++++++ examples/nextjs/faq-bot/src/app/globals.css | 33 ++++++ examples/nextjs/faq-bot/src/app/icon.svg | 1 + examples/nextjs/faq-bot/src/app/layout.tsx | 22 ++++ examples/nextjs/faq-bot/src/app/page.tsx | 101 ++++++++++++++++++ examples/nextjs/faq-bot/src/lib/rag-chat.ts | 7 ++ examples/nextjs/faq-bot/src/lib/redis.ts | 3 + .../nextjs/faq-bot/src/utils/AskQuestion.ts | 16 +++ examples/nextjs/faq-bot/tailwind.config.ts | 20 ++++ examples/nextjs/faq-bot/tsconfig.json | 26 +++++ 19 files changed, 410 insertions(+) create mode 100644 examples/nextjs/faq-bot/.eslintrc.json create mode 100644 examples/nextjs/faq-bot/.gitignore create mode 100644 examples/nextjs/faq-bot/README.md create mode 100644 examples/nextjs/faq-bot/bun.lockb create mode 100644 examples/nextjs/faq-bot/next.config.mjs create mode 100644 examples/nextjs/faq-bot/package.json create mode 100644 examples/nextjs/faq-bot/postcss.config.mjs create mode 100644 examples/nextjs/faq-bot/public/assets/Effective_Ts.pdf create mode 100644 examples/nextjs/faq-bot/src/app/api/chat/route.ts create mode 100644 examples/nextjs/faq-bot/src/app/api/upload/route.ts create mode 100644 examples/nextjs/faq-bot/src/app/globals.css create mode 100644 examples/nextjs/faq-bot/src/app/icon.svg create mode 100644 examples/nextjs/faq-bot/src/app/layout.tsx create mode 100644 examples/nextjs/faq-bot/src/app/page.tsx create mode 100644 examples/nextjs/faq-bot/src/lib/rag-chat.ts create mode 100644 examples/nextjs/faq-bot/src/lib/redis.ts create mode 100644 examples/nextjs/faq-bot/src/utils/AskQuestion.ts create mode 100644 examples/nextjs/faq-bot/tailwind.config.ts create mode 100644 examples/nextjs/faq-bot/tsconfig.json diff --git a/examples/nextjs/faq-bot/.eslintrc.json b/examples/nextjs/faq-bot/.eslintrc.json new file mode 100644 index 0000000..bffb357 --- /dev/null +++ b/examples/nextjs/faq-bot/.eslintrc.json @@ -0,0 +1,3 @@ +{ + "extends": "next/core-web-vitals" +} diff --git a/examples/nextjs/faq-bot/.gitignore b/examples/nextjs/faq-bot/.gitignore new file mode 100644 index 0000000..00bba9b --- /dev/null +++ b/examples/nextjs/faq-bot/.gitignore @@ -0,0 +1,37 @@ +# See https://help.github.com/articles/ignoring-files/ for more about ignoring files. + +# dependencies +/node_modules +/.pnp +.pnp.js +.yarn/install-state.gz + +# testing +/coverage + +# next.js +/.next/ +/out/ + +# production +/build + +# misc +.DS_Store +*.pem + +# debug +npm-debug.log* +yarn-debug.log* +yarn-error.log* + +# local env files +.env*.local +.env + +# vercel +.vercel + +# typescript +*.tsbuildinfo +next-env.d.ts diff --git a/examples/nextjs/faq-bot/README.md b/examples/nextjs/faq-bot/README.md new file mode 100644 index 0000000..dc57247 --- /dev/null +++ b/examples/nextjs/faq-bot/README.md @@ -0,0 +1,34 @@ +# RAGChat with Next.js Example + +This project demonstrates how to implement RAGChat (Retrieval-Augmented Generation Chat) using Next.js route handlers. For PDF Based FAQ Bot, we use the Vercel AI-SDK to manage chat messages and interactions. This is fully optional and simplifies our example. + +## Getting started + +### 1. Install packages + +```bash +bun install +``` + +### 2. Start the app + +```bash +bun run dev +``` + +The app will start running on `http://localhost:3000`. + +### How It Works + +1. Server actions: The server actions for adding data as well as chatting are located in `actions.ts`: + + - `server_chat`: Handles chat requests, retrieves relevant information using RAG, and streams responses back to the client. + - `server_add_data`: Adds new data to the knowledge base for future retrieval. + +2. RAG Implementation: The RAGChat class from @upstash/rag-chat is used to integrate the vector database and language model. +3. Vector Database: Upstash Vector is used to store and retrieve context-relevant information. +4. Language Model: The example uses Meta's Llama 3 8B Instruct model via QStash, but can be easily switched to OpenAI's GPT models. + +### Customization + +Upstash RAGChat is highly customizable to suit your needs. 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