Pycave Versions Save

Traditional Machine Learning Models for Large-Scale Datasets in PyTorch.

3.2.1

1 year ago

What's Changed

Bump torchmetrics from 0.5.1 to 0.11.0 by @dependabot in https://github.com/borchero/pycave/pull/30

New Contributors

@dependabot made their first contribution in https://github.com/borchero/pycave/pull/30

Full Changelog: https://github.com/borchero/pycave/compare/3.2.0...3.2.1

3.2.0

1 year ago

What's Changed

Fix symmetry of computed covariance matrix by @borchero in https://github.com/borchero/pycave/pull/24
Refactor CI and add pre-commit configuration by @borchero in https://github.com/borchero/pycave/pull/29
Enable compatibility with torchmetrics >= 0.6.0 by @marcovarrone in https://github.com/borchero/pycave/pull/27

New Contributors

@marcovarrone made their first contribution in https://github.com/borchero/pycave/pull/27

Full Changelog: https://github.com/borchero/pycave/compare/3.1.4...3.2.0

3.1.4

1 year ago

What's Changed

Fix k-means++ mini-batch initialization by @borchero in https://github.com/borchero/pycave/pull/22

Full Changelog: https://github.com/borchero/pycave/compare/3.1.3...3.1.4

3.1.3

1 year ago

Features

Add a covariances property to the GaussianMixtureModel

Dependencies

Bump PyTorch Lightning to ^1.6.0
Bump LightKit to ^0.4.4

3.1.2

2 years ago

Fixes #13

3.1.1

2 years ago

Bump lightkit dependency

3.1.0

2 years ago

Move core components to LightKit and integrate it

3.0.1

2 years ago

Generalize interface of TensorDataLoader to allow for multiple tensors
Do not require a sampler to be passed to the initializer of TensorDataLoader

3.0.0

2 years ago

This release is a complete rewrite of PyCave, building upon PyTorch Lightning.

All models can be run across multiple GPUs and nodes, boosting performance even more
Testing has been improved significantly, ensuring that results are at least as good as scikit-learn

2.0.5

3 years ago

Fix a bug for diagonal covariance matrices when the dimension is the same as the number of means