An App to interact with Pandas Dataframes using Generative AI (LLMs). This app is built using streamlit
as front end and using pandasai a higher level python wrapper to make dataframes conversational.
pandasai made available openai, HuggingFace and Azure APIs for Generative AI capabilities.
User can configure their choice of Platform for backend.
- Upload csv 📁(csv) and ask questions about the uploaded Data.
- Ask Questions about the data
- Interact with your data like a Human
- Clone the repository📂
git clone https://github.com/amjadraza/pandasai-app.git- Install dependencies with Poetry and activate virtual environment🔨
poetry install
poetry shell- Run the Streamlit server🚀
cd pandasai_app
streamlit run main.py This project includes Dockerfile to run the app in Docker container.
Build the docker container
docker build -t pandasai-app .
- Run the docker container directly
docker run -d --name pai_app -p 8501:8501 pandasai-app
- Run the docker container using docker-compose (Recommended)
docker-compose up
- Add support for more models (e.g.HuggingFace, Azure.).
- Adding Functionality of Plotting.
- Some Generic insights on Uploaded Data (e.g Shape, head etc)
- Adding Docker Support to run the App in Docker
- Push Docker Image to DockerHub for Public use
- Deploying App on Google App Engine
As pandasai is in active developments as well as LLMs sometime go south.
Please report your feedbacks for improvements.
The Pandasai app (hereinafter referred to as "the App") is provided for informational purposes only. The creators and authors of the App make no representations or warranties of any kind, express or implied, about the completeness, accuracy, reliability, suitability, or availability of the App or the information, products, services, r related graphics contained in the App.
We do not store any of data or API keys. Users can refresh Keys as part of Best Practices.
This disclaimer is subject to change without notice. It is your responsibility to review this disclaimer periodically for any updates or changes.