Cleora is now available as a Python package pycleora
. Key improvements compared to the previous version:
- performance optimizations: ~10x faster embedding times
- performance optimizations: significantly reduced memory usage
- latest research: improved embedding quality
- new feature: can create graphs from a Python iterator in addition to
tsv
files - new feature: seamless integration with
NumPy
- new feature: item attributes support via custom embeddings initialization
- new feature: adjustable vector projection / normalization after each propagation step
Breaking changes:
- transient modifier not supported any more - creating
complex::reflexive
columns for hypergraph embeddings, grouped by the transient entity gives better results.