benwtrent / quantization

vector quantization methodology exploration in Python.

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quantization

vector quantization methodology exploration in Python.

TODO

  • more data sets & similarity methods (euclidean & max-inner-product)
  • verify that similarity can be transformed to be similar ranges for all similarity methods between quantized and non-quantized vectors
  • test PQ
  • Test quantization schemes on subsets of vectors, merging, and determining adequate thresholds for vector re-quantization on data set merges

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vector quantization methodology exploration in Python.

License:Apache License 2.0


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