README.md

metadata

license: mit
tags:
  - transformers.js
  - transformers
  - semanticsearch
  - SemanticFinder

Frontend-only live semantic search with transformers.js

• App: SemanticFinder

• GitHub: do-me/SemanticFinder

This is the HF data repo for indexed texts, ready-to-import in SemanticFinder. The files contain the original text, text chunks and their embeddings.

Catalogue

Title	Source	Model	Quantized	Characters	Lines	Split Type	Split Num	Chunks	Decimals	Filesize [Mb]	URL
King James Bible	holybooks.com	gte-tiny	true	4,640,737	80,496	chars	200	23,055	2	11.7	https://huggingface.co/datasets/do-me/SemanticFinder/resolve/main/king-james-bible_gte-tiny_q_200-chars_2-dec.json.gz
King James Bible	holybooks.com	gte-tiny	true	4,640,737	80,496	chars	200	23,055	4	26.17	https://huggingface.co/datasets/do-me/SemanticFinder/resolve/main/king-james-bible_gte-tiny_q_200-chars_4-dec.json.gz
IPCC Report 2022	ipcc.ch	bge-small-en	true	311,979	3230	chars	200	23,055	5	1.8	https://huggingface.co/datasets/do-me/SemanticFinder/resolve/main/ipcc-2023_bge-small-en_q_200-chars_5-dec.json.gz

Example

Once loaded in SemanticFinder it takes less than 3 seconds to search through the whole bible! Try it out.

1. Copy the URL, e.g. https://huggingface.co/datasets/do-me/SemanticFinder/resolve/main/king-james-bible_gte-tiny_q_200-chars_2-dec.json.gz to the "Import URL" field and load it. Depending on your connection this might be instant or take a couple of seconds.
2. Once loaded, simply enter something you want to search for and hit "Find". The result appear instantly.

Create SemanticFinder files

1. Just use SemanticFinder as usual and run at least one search so that the index is created. This might take a while if your input is large. E.g. indexing the bible with 200 chars results in ~23k embeddings and takes 15-30 mins with a quantized gte-tiny model.
2. Export the index file. Note that you have the freedom to reduce decimals to reduce file size; usually 5 is more than enough.
3. Create a PR here if you want to see it added in the official collection!