🧠 Summary AI 📊

Welcome to Summary AI, your intelligent CSV summarization tool! 🚀

📌 Overview

Summary AI is a powerful application that leverages artificial intelligence to analyze and summarize CSV files. It provides concise insights into your data, helping you quickly understand key trends and patterns. 🔍💡

✨ Features

• 📁 Easy CSV file upload
• 🤖 AI-powered data analysis
• 📝 Concise summary generation
• 🎨 Sleek and intuitive user interface
• ⚡ Fast processing with local LLM

🛠️ Tech Stack

• 🐍 Backend: Python with Flask
• 🧠 AI: LangChain, Ollama, Nomic Embeddings
• 🌐 Frontend: Next.js with shadcn/ui components
• 🗃️ Database: Chroma (vector store)

🚀 Getting Started

Prerequisites

• Python 3.8+
• Node.js 14+
• Ollama (I used the llama3.1:8b model, but you can replace with your preferred model /backend/rag:12)

local_llm = "llama3.1:8b" # change model here

Setup

1. Clone the repository:

   git clone https://github.com/yourusername/summary-ai.git
   cd summary-ai
   

2. Set up the backend:

   cd backend
   pip install -r requirements.txt
   python app.py
   

3. Set up the frontend:

   cd frontend
   npm install
   npm run dev
   

4. Open your browser and navigate to `http://localhost:3000\`

🖥️ Usage

1. 📤 Upload your CSV file using the file input.
2. 🚀 Click the "Upload" button to process your file.
3. ⏳ Wait for the AI to analyze your data.
4. 📊 View the generated summary in the text area.

Happy Summarizing! 📈🎉