RAG & Knowledge BasesproFluxonLab library

[1/3 anomaly detection] [1/2 KNN classification] Batch upload dataset to Qdrant (crops dataset) — Google Cloud Storage

by FluxonLab Importadapted from CodeUpdated May 2026

Requires

Google Cloud Storage

1/5

STEPS · 13

Run manually by an operator

On manual run, reads a crops dataset from Google Cloud Storage and batch-uploads it as vectors to Qdrant via HTTP.

[1/3 anomaly detection] [1/2 KNN classification] Batch upload dataset to Qdrant (crops dataset)

On manual trigger, loads a crops dataset from Google Cloud Storage and batch-uploads it to Qdrant via HTTP.

On manual run, embeds documents into Qdrant, then generates content with Gemini and OpenAI and writes results to Google Docs.

On manual run, loads Google Drive files, splits and embeds them into an in-memory vector store, and answers queries with OpenAI.