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I am a bit late to this but since you're already using openclip I'd recommend using laion/CLIP-ViT-B-16-DataComp.XL-s13B-b90K or laion/CLIP-ViT-B-32-256x256-DataComp-s34B-b86K as they yield only a slightly lower performance than ViT-L/14@336 with roughly 1/3rd of the parameters.
Even better, give the user the option to pick an openclip model from huggingface.
For those who wants extra search quality and ready to sacrifice speed for it:
More details are here.
Like and comment if you want to see the largest CLIP model in
rclip
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