v0.2.0

What's Changed

Document

• Update linear documents: preprocessor API, metrics, and quickstart
  https://www.csie.ntu.edu.tw/~cjlin/libmultilabel/

Highlights

• Add linear tree classifier (#274)
• Get top-k label names by the decision values (#256)

Fixes

• Logging: conditional import for transformers (#273)
• Code enhancements, update test scripts, and refactoring

Contributors

Thank you all for your contributions :)

@cjlin1 @Sinacam @Gordon119 @sammer1107 @tic66777 @Eleven1Liu

New Contributors

Welcome @tic66777 🚀

Original release date: Apr 14, 2023

v0.1.11

What's Changed

Fix bugs 🐛

• Fix load data errors
• Update documents to the corresponding changes

Contributors

Thank you all for your contributions :)

@cjlin1 @Gordon119 @Sinacam

Original release date: Feb 23, 2023

v0.1.10

What's Changed

Fix bugs 🐛

• API: linear.read_libmultilabel_format can read data from file and dataframe
• Update document links

Document

• Add tutorial: An Example of Using Data Stored in Different Forms

Contributors

Thank you all for your contributions :)

@cjlin1 @Gordon119 @will945945945 @Sinacam @maclin726 @Eleven1Liu

Original release date: Feb 19, 2023

v0.1.9

What's Changed

Document

• Reorganize the document (#251)
• Add introduction of API and CLI usage (#252)
• Add linear grid search document (#244)

Highlights

• Add quoting=csv.QUOTE_NONE (#250)
• Add nn load_datasets loading dataframe (#255)
• Add linear preprocessor loading dataframe (#253)

New Contributors

• @ChengYehLi made their first contribution in #250

Original release date: Feb 17, 2023 by @Gordon119

v0.1.8

What's Changed

Document

• Add Grid Search with Sklearn Estimator
• Generate quickstart by sphinx gallery

Highlights

• API change: move linear.sklearn_helper.* to linear.*

Contributors

Thank you all for your contributions :)

@cjlin1 @will945945945 @Gordon119 @Sinacam @Eleven1Liu

Original release date: Feb 8, 2023

v0.1.7

What's Changed

Highlights

• Add linear solver: binary and multiclass
• Add multi-label estimator
• Add log collecting mechanism
• Load best model without retraining after parameter selection

Contributors

Thank you all for your contributions :)

@cjlin1 @JamesLYC88 @Sinacam @Gordon119 @sammer1107 @Eleven1Liu

New Contributors

Welcome @Gordon119 🎉

Original release date: Jan 21, 2023

v0.1.6

What's Changed

Document

• Added BERT quickstart. See the latest document: https://www.csie.ntu.edu.tw/~cjlin/libmultilabel/.

Highlights

• Enabled early_stopping_metric and Loss metric
• Set multi-class classification automatically

Contributors

Thank you all for your contributions :)

@cjlin1 @Eleven1Liu @sian-chen @JamesLYC88 @Sinacam @will945945945

Original release date: Nov 23, 2022 by @JamesLYC88

v0.1.5

What's Changed

Document

• Added the Command Line Options section in documentation. See the latest document: https://www.csie.ntu.edu.tw/~cjlin/libmultilabel/.

Highlights

• Added support for binary and multi-class classification
• Added re-training with optimal-epochs criterion
• Updated PyTorch version to 1.12
• Added BERT-BASE
• Added a fast basic test on example configs

Contributors
Thank you all for your contributions :)

@cjlin1 @Eleven1Liu @sian-chen @JamesLYC88 @Sinacam @will945945945

Original release date: Sep 30, 2022 by @JamesLYC88

v0.1.3

What's Changed

Document

• Added the User Guide link in documentation. See the latest document: https://www.csie.ntu.edu.tw/~cjlin/libmultilabel/.

Highlights

• Added cost sensitive that optimizes Micro-F1
• Added label and macro options for linear
• Refactored nn.networks
• Added BERT-LWAN and multihead attention

Contributors
Thank you all for your contributions :)

@cjlin1 @Sinacam @ericliu8168 @sian-chen @Eleven1Liu

Original release date: Feb 20, 2022

v0.1.2

What's Changed

Document

• Update installation instructions. See the latest document: https://www.csie.ntu.edu.tw/~cjlin/libmultilabel/.

Highlights

• Decouple linear from torch libraries
• Added linear tests and save k prediction
• Fix Macro-F1 score

Contributors
Thank you all for your contributions :)

@cjlin1 @Sinacam @Eleven1Liu @ericliu8168 @sian-chen

Original release date: Dec 21, 2021