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Added support for clustering tag_list

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@arditobryan arditobryan released this 17 Oct 08:40
· 11 commits to main since this release

supported features

  • v0.0.1: computation of co-occurrence matrix
  • v0.0.1: in-library encoding using pre-trained models
  • v0.0.3: search using tags that are not available in tag_list
  • v0.0.4: int8 quantization
  • v0.0.4: more intuitive validation technique
  • v0.0.4: added "dot_product" and "PCA" options

new features

  • v0.0.5: added clustering feature
  • v0.0.5: standardized indexing, encoding, search functions
  • v0.0.5: corrected search function names

deprecated features

  • v0.0.2: in-library compression/expansion of the one_hot vector

known issues

  • length of the covariate vector can only be equivalent to the length of the ones in df_M
  • does not support a sparse vector data structure, not necessary if it implementable
  • search using custom tags is only available when vectors are encoded using the pre-trained encoder
  • there is no code to handle the expansion of the existing tag_list
  • there are no methods to optimize dot_product calculation
  • code for encrypted covariate search exists but has not yet been implemented in the library
  • code for covariate tagging exists but has not yet been implemented in the library