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  license: cc-by-4.0
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  license: cc-by-4.0
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+ # tokenspace directory
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+
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+ This directory contains utilities for the purpose of browsing the
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+ "token space" of CLIP ViT-L/14
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+
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+ Long term goal is to be able to literally browse from word to
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+ "nearby" word
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+
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+
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+
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+ ## generate-embeddings.py
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+
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+ Generates the "embeddings.safetensor" file!
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+
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+ Basically goes through the fullword.json file, and
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+ generates a standalone embedding object for each word.
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+ Shape of the embeddings tensor, is
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+ [number-of-words][768]
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+
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+ ## fullword.json
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+
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+ This file contains a collection of "one word, one CLIP token id" pairings.
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+ The file was taken from vocab.sdturbo.json
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+ First all the non-</w> entries were stripped out.
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+ Then all the garbage punctuation and foreign characters were stripped out.
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+ Finally, the actual </w> was stripped out, for ease of use.