Textbook Ingestion Station

Admin Ingestion Pipeline

Ingest official Punjab Textbook Board Class 9–12 curriculum PDFs directly into the Qdrant hybrid vector store.

Admin Authenticated

Documents are parsed via PyMuPDF, sliced into 800-char semantic chunks, and embedded with FastEmbed dense + BM25 sparse vectors.

Drag and drop textbook PDF here, or click to browse

Supports official PTB Classes 9–12 .pdf textbooks up to 500MB

Subject Classification

Academic Class Level

Chapter / Unit Title (Optional)

Target Qdrant CollectionUnified Collection (All Classes)

All academic grades (Class 9–12) are indexed into this unified Qdrant collection.