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| 1 | +<div align="center"> |
| 2 | + <img src="img/logo.png" alt="Micro RAG Logo" width="150"/> |
| 3 | +</div> |
| 4 | + |
| 5 | +# Micro RAG |
| 6 | + |
| 7 | +A minimalist command-line tool for Retrieval-Augmented Generation (RAG) chat with your documents using local LLMs via Ollama. |
| 8 | + |
| 9 | +## Features |
| 10 | + |
| 11 | +- Chat with your documents using RAG technology |
| 12 | +- Uses local LLMs via Ollama |
| 13 | +- Simple and intuitive command-line interface |
| 14 | +- Supports various document formats |
| 15 | +- Streaming responses with source citations |
| 16 | + |
| 17 | +## Installation |
| 18 | + |
| 19 | +```bash |
| 20 | +# Clone this repository |
| 21 | +git clone https://github.com/yourusername/minimal-rag.git |
| 22 | +cd minimal-rag |
| 23 | + |
| 24 | +# Install dependencies |
| 25 | +pip install -r requirements.txt |
| 26 | + |
| 27 | +# Make the script executable |
| 28 | +chmod +x minimal-rag.py |
| 29 | +``` |
| 30 | + |
| 31 | +## Usage |
| 32 | + |
| 33 | +Basic usage: |
| 34 | + |
| 35 | +```bash |
| 36 | +python minimal-rag.py /path/to/documents |
| 37 | +``` |
| 38 | + |
| 39 | +With custom models: |
| 40 | + |
| 41 | +```bash |
| 42 | +python minimal-rag.py /path/to/documents --chat-model "llama3:latest" --embed-model "nomic-embed-text" |
| 43 | +``` |
| 44 | + |
| 45 | +Full options: |
| 46 | + |
| 47 | +```bash |
| 48 | +python minimal-rag.py --help |
| 49 | +``` |
| 50 | + |
| 51 | +### Command-line Arguments |
| 52 | + |
| 53 | +- `documents_dir`: Directory containing the documents to chat with (required) |
| 54 | +- `--chat-model`: Ollama chat model to use (default: "orca-mini:13b") |
| 55 | +- `--embed-model`: Ollama embedding model to use (default: "nomic-embed-text") |
| 56 | +- `--ollama-host`: Ollama host URL (default: http://localhost:11434 or OLLAMA_HOST env variable) |
| 57 | +- `--chunk-size`: Size of document chunks (default: 512) |
| 58 | +- `--chunk-overlap`: Overlap between document chunks (default: 50) |
| 59 | + |
| 60 | +## Requirements |
| 61 | + |
| 62 | +- Python 3.8+ |
| 63 | +- Ollama running locally or remotely |
| 64 | +- Available models in Ollama for chat and embeddings |
| 65 | + |
| 66 | +## Notes |
| 67 | + |
| 68 | +- The first run will download the models if they aren't already available in Ollama |
| 69 | +- Type 'exit' or 'quit' to end the chat session |
| 70 | +- Press Ctrl+C to interrupt the chat |
| 71 | + |
| 72 | +## License |
| 73 | + |
| 74 | +MIT |
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