sakhamuris/askpdf repository overview

Ver:1.3 - Added Word dcoument support.

How it works (simple flow)

DocuQuery is a web-based RAG (Retrieval-Augmented Generation) application that lets users upload PDF documents and ask natural language questions about their content. It uses:

• FAISS + sentence-transformers for semantic search over PDF chunks

• Groq API (Llama 3.1) for generating concise answers from retrieved context

• FastAPI as the backend framework

• Deployed on Kubernetes (Minikube) with 3 replicas via Podman

commands :

minikube delete // if old minikube running or corrupted.

minikube start --drive=podman

kubectl apply -f deployment.yaml -f service.yaml

kubectl get pods

Use "minikube kubectl -- port-forward svc/pdf-rag-service 8000:80" for port forwarding to reach applciation at localhost.

or use your minikube cluster node IP

Command Line Interface :

curl -s -X POST -F "[email protected]" http://<IP_Address>:30008/upload

report.pdf is your pdf document in the same folder.

Finally ask your question about the document.

curl -s -X POST -F "question=What is this doc?" http://<IP_Address>:30008/ask

Web interface :

http://<IP_Address>:30008/

(both Upload and ask question on the same page and clear before you upload new pdf)