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Gemini API File Search: The Easy Way to Build RAG

Analytics Vidhya·Janvi Kumari·6 months ago
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Building a RAG system just got much easier. Google’s File Search tool for the Gemini API now handles the heavy lifting of connecting LLMs to your data. Chunking, embedding, indexing are all managed for you. And with the latest update, it’s gone multimodal. You can now search through both text and images in a single pipeline, with custom metadata filtering and page-level citations built in. In this guide, we’ll walk through how File Search works and implement it with practical examples.

Table of contents

What File Search Does?

How File Search Works?

Setup Requirements

Creating a File Search Store

Upload a File Upload a Document File

Upload an Image File for Multimodal Retrieval

Upload Multiple Documents and Images

Ask Questions About the File

Customize Chunking

Show Citations for Retrieved Context

Manage Your File Search Stores

File Search Support and Limits

Conclusion

What File Search Does?

File Search helps Gemini access and use information from your data sources like reports, documents,…

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