https://github.com/ashvardanian/abusing-vector-search

Example of using Vector Search algorithms for non-traditional workloads, like GIS, stock prices, and sets
https://github.com/ashvardanian/abusing-vector-search

demo example geospatial gis stocks tokenizer transformer tutorial vector-search

Last synced: 3 months ago
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Example of using Vector Search algorithms for non-traditional workloads, like GIS, stock prices, and sets

• Host: GitHub
• URL: https://github.com/ashvardanian/abusing-vector-search
• Owner: ashvardanian
• License: apache-2.0
• Created: 2023-05-07T22:50:26.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2023-05-10T20:38:12.000Z (over 1 year ago)
• Last Synced: 2024-01-29T15:07:37.734Z (11 months ago)
• Topics: demo, example, geospatial, gis, stocks, tokenizer, transformer, tutorial, vector-search
• Language: Python
• Homepage: https://ashvardanian.com/posts/abusing-vector-search/
• Size: 11.7 KB
• Stars: 10
• Watchers: 3
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Absuing Vector Search

This repo contains the code for the ["Abusing Vector Search for Texts, Maps, and Chess ♟️" article](https://ashvardanian.com/posts/abusing-vector-search/).

- `gis.py` - working with Geo-Spatial data using HNSW and Haversine distance.

- `stocks.py` - covariance analysis for stocks using HNSW.

- `tokens.py` - taking the tokenizer from BERT, but forgetting the model :)