5.0.1 Release Notes

Minor documentation changes.

Full Changelog: v5.0.0...v5.0.1

5.0.0 Release Notes

What's Changed

• Allow batch dimensions in dot and cosine similarity by @mikeheddes in #119
• Add resonator network and sparse distributed memory by @mikeheddes in #123
• Simplified renaming of various core functions and classes by @mikeheddes in #124
• Add intRVFL to the models module by @denkle in #125
• Add license to source files by @mikeheddes in #128
• Add tests for the models module by @mikeheddes in #129
• Add tests for the embedding module by @mikeheddes in #126
• Add test for create random permute function by @mikeheddes in #131
• Add tests for datasets by @Didanny in #130

Breaking changes (renaming)

• VSA_Model -> VSATensor
• BSC -> BSCTensor
• MAP -> MAPTensor
• HRR -> HRRTensor
• FHRR -> FHRRTensor
• empty_hv -> empty
• identity_hv -> identity
• random_hv -> random
• level_hv -> level
• thermometer_hv -> thermometer
• circular_hv -> circular
• cos_similarity -> cosine_similarity and aliased as cos
• The function signature of hypervector creation now takes in a string instead of the VSATensor type

New Contributors

• @Didanny made their first contribution in #130

Full Changelog: v4.5.0...v5.0.0

4.5.0 Release Notes

What's Changed

• Add Centroid classification model with iterative learning methods by @mikeheddes in #113
• Add UCI classification benchmark and example using intRVFL by @denkle in #98
• Created create_random_permute function by @21leejenny in #115
• Dataset documentation improvements by @pereverges in #116

New Contributors

• @21leejenny made their first contribution in #115
• @pereverges made their first contribution in #116

Full Changelog: v4.4.0...v4.5.0

4.4.0 Release Notes

What's Changed

• Add Holographic Reduced Representations VSA model by @mikeheddes in #109
• Fix the nonlinear bug and add MNIST example by @Orienfish in #110
• Support for all VSA models in the embeddings module by @mikeheddes in #111

New Contributors

• @Orienfish made their first contribution in #110

Full Changelog: v4.3.0...v4.4.0

4.3.0 Release Notes

What's Changed

• Added DWHC datasets 21 - 40 by @denkle in #104
• Added DWHC datasets 41 - 60 by @denkle in #105
• Added DWHC datasets 61 - 90 by @denkle in #106
• Added DWHC datasets 91 - 121 by @denkle in #107

Full Changelog: v4.2.1...v4.3.0

4.2.1 Release Notes

Re-release of v4.2.0 because of missing version update.

Full Changelog: v4.2.0...v4.2.1

4.2.0 Release Notes

What's Changed

• Add 20 datasets from UCI repository by @denkle in #103

Full Changelog: v4.1.1...v4.2.0

4.1.1 Release Notes

Re-release of v4.1.0 because of an error in the publication pipeline.

Full Changelog: v4.1.0...v4.1.1

4.1.0 Release Notes

What's Changed

• Add methods to form thermometer codes by @denkle in #93
• New Abalone and Adult datasets by @denkle in #96
• Fix wrong quantization example by @mikeheddes in #102

New Contributors

• @denkle made their first contribution in #93

Full Changelog: v4.0.0...v4.1.0

4.0.0 Release Notes

What's Changed

• Support explicit VSA models enabling customization of operations by @mikeheddes in #91
• Support for the Binary Spatter Codes, Multiply-Add-Permute, and Fourier Holographic Reduced Representation VSA models.
• All functions in the functional module are now accessible from the root of torchhd. For example torchhd.functional.multiset is now accessible as torchhd.multiset.

Breaking changes

• Renamed cosine_similarity to cos_similarity.
• Removal of the unbind function in favor of inverse and negative functions.

Full Changelog: v3.4.0...v4.0.0