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feat: Generative Models: Image Retriever Bot #540

Merged
merged 1 commit into from
Oct 23, 2024
Merged

feat: Generative Models: Image Retriever Bot #540

merged 1 commit into from
Oct 23, 2024

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vaishvi2811
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Related Issues or bug

  • An efficient way to search images in large datasets or PDFs, making retrieval slow and difficult.

Fixes: #535

Proposed Changes

  • CLIP Embeddings: Maps images and text into a common space for comparison.
  • FAISS Search: Enables fast similarity-based image retrieval.
  • Query-Based Retrieval: Finds images matching text descriptions.
  • Text Generation: Utilizes Flan-T5 for text-based queries and responses.
  • Scalable: Easily adaptable to larger datasets and multimedia.

Additional Info

  • PDF/Video Search: Adapt document processing for cross-media retrieval.

retrieved
query

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👋 Thank you for opening this pull request! We appreciate your contribution to improving this project. Your PR is under review, and we'll get back to you shortly.
Don't forget to mention the issue you solved!.

To help move the process along, please tag @UppuluriKalyani, @Neilblaze, and @SaiNivedh26 for a faster review!

@vaishvi2811
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@UppuluriKalyani, @Neilblaze, and @SaiNivedh26 please review!

@UppuluriKalyani UppuluriKalyani merged commit 4c16afc into UppuluriKalyani:main Oct 23, 2024
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🎉🎉 Thank you for your contribution! Your PR #540 has been merged! 🎉🎉

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Reviewers

@UppuluriKalyani UppuluriKalyani UppuluriKalyani approved these changes

@Neilblaze Neilblaze Awaiting requested review from Neilblaze

@SaiNivedh26 SaiNivedh26 Awaiting requested review from SaiNivedh26

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@vaishvi2811 vaishvi2811

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Successfully merging this pull request may close these issues.

Feature request: Image Retrieval using RAG from Directory
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@vaishvi2811 @UppuluriKalyani