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Sry for the late reply. All my source is available in that git repo ( https://github.com/ramayer/rclip-server ).
Are you scraping these images or using any dataset? Do share the link, would love to play around with it. Would love to hear your feedback for clip-as-service (what I use in my example)?
Indexing was done with this other guy's github project. It was convenient because it automatically handles things like "continue where it left off".
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