api

Python FastAPI Project with LangChain & Google ‎Gemini AI for RAG

Windows 11 & Python 3.11.0

Key Features

• Implemented routing
• Implemented multi queries
• Implemented query translation : stepback, rewriting, HyDE, sub-query decomposition
• Implemented adaptive retrieval
• Implemented reranking
• Trying to make raptor ..

Usage

0. Clone the repository to your local machine.

1. Obtain your Gemini and Pinecone API keys. Create a .env file with the following content:

GOOGLE_API_KEY =  your_api
PINECONE_API_KEY = your_api

2. Create pythonn env:

python -m venv venv

3. Install Requirements:

venv\Scripts\activate
python -m pip install -r requirements.txt

4. Run the FastAPI server:

python main.py

5. View the Swagger Docs: http://127.0.0.1:8000/docs or trying chat: http://127.0.0.1:8000/static/index.html