Releases#

  • FAISS support for KNN PR #160.

  • CIFAR examples with DINOv2 features PR #158.

  • Fast linter and formatter with Ruff PR #151.

  • Pre-commit hooks added for code quality and consistency checks PR #147.

  • Incremental PCA PR #137.

  • Clean citation style via sphinxcontrib-bibtex PR #143.

  • Functionality to switch to keops backend if it is installed and an out-of-memory error is raised PR #130.

  • Code of conduct PR #127.

  • Pull request template PR #125.

Version 0.1 (2024-09-17)#

  • Multiple basic affinities, including scalar product, Gaussian, and Student kernels.

  • Affinities based on k-NN normalizations such as Self-tuning affinities and MAGIC.

  • Doubly stochastic affinities with entropic and quadratic projections.

  • Adaptive affinities with entropy control (entropic affinity) and its symmetric version.

  • Input and output affinities of UMAP.

  • A template object AffinityMatcher to solve DR with gradient descent and any input and output affinities.

  • Neighbor embedding methods like SNE, t-SNE, t-SNEkhorn, UMAP, LargeVis, and InfoTSNE.

  • Template objects for neighbor embedding methods.

  • Spectral embeddings via eigendecomposition of the input affinity matrix (when applicable).

  • KeOps compatibility for all components, except spectral embeddings.

  • Silhouette score.

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