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+MultiModal Rag with Colpali and Milvus
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+Code for blog [https://saumitra.me/2024/2024-11-15-colpali-milvus-rag/](https://saumitra.me/2024/2024-11-15-colpali-milvus-rag/) on how to do multimodal RAG with [colpali](https://arxiv.org/abs/2407.01449), [milvus](https://milvus.io/) and a visual LLM (gemini/gpt-4o)
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+Demo running at [https://huggingface.co/spaces/saumitras/colpali-milvus](https://huggingface.co/spaces/saumitras/colpali-milvus)
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+Application will allow users to upload a PDF and then perform search or Q&A queries on both the text and visual elements of the document. We will not extract text from the PDF; instead, we will treat it as an image and use colpali to get embeddings for the PDF pages. These embeddings will be indexed to Milvus, and then we will use a visual LLM (gemini/gpt-4o) to facilitate the Q&A queries.