AI Data Storage Engine
Nano Banana + Milvus: Turning Hype into Enterprise-Ready Multimodal RAG

Nano Banana + Milvus: Turning Hype into Enterprise-Ready Multimodal RAG

9/4/2025 · Lumina Wang

What this post added

This post demonstrates building a text-to-image retrieval engine using CLIP for embeddings and Milvus for vector storage and search. It provides code examples for installing dependencies, initializing Milvus client, loading CLIP model, defining feature extraction functions, creating a Milvus collection, processing and inserting image data, and performing text-based image searches with visualization. It also introduces the concept of integrating this retrieval system with Nano-banana for multimodal RAG applications.

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