A RAG-based company information retrieval system
Project description
MVP
Garlic
A RAG-based company information retrieval system that provides intelligent company recommendations based on natural language queries.
Installation
pip install startgarlic
Quick Start
from startgarlic import Garlic
# Initialize the system
garlic = Garlic()
# Get a response for a query
response = garlic.generate_response("Tell me about AI companies")
Features
- Company information retrieval using RAG (Retrieval-Augmented Generation)
- Semantic search using sentence transformers
- Built-in company database
- Natural language query processing
- Context-aware responses
- Chat history support
Usage Examples
Basic query
response = garlic.generate_response("What companies work with computer vision?")
Query with chat history
chat_history = [
{"role": "user", "content": "I'm looking for AI companies"},
{"role": "assistant", "content": "What specific area of AI interests you?"},
{"role": "user", "content": "Computer vision"}
]
response = garlic.generate_response("Show me some examples", chat_history)
Requirements
- Python >= 3.7
- pandas >= 1.3.0
- sentence-transformers >= 2.0.0
- numpy >= 1.19.0
- openpyxl >= 3.0.0
Authors
- Bogdan Ciolac (bogdan@startgarlic.com)
- May Elshater (may@startgarlic.com)
Contributing
Contributions are welcome! Please feel free to submit a Pull Request.
Project details
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