PyPOTS: A Python Toolbox for Data Mining on Partially-Observed Time Series

In this new version, we

1. separated each model into a single model, for better standardization and easier management in the library;
2. added model templates, for each task to assist PyPOTS contributors to quickly add new models;
3. isolated optimizers from models, 1). to separate hyperparameters and avoid putting all of them in one place, which could result in a mess and be not readable; 2). to provide additional functionalities in the near future, such as learning rate scheduling, etc.
4. Documentations are formally released! 🚀 Visit PyPOTS website to see them;

• Try to automatically fix the exception ValueError raised by gmm.fit() during VaDER training by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/62
• Fix the exceptionValueError raised by gmm.fit() during VaDER training, update README, move logo figs, and remove version.py by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/63
• Add pypots-cli dev by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/66
• Add pre-commit and enable pre-commit hooks to check code before commtting by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/68
• Add pre-commit config file and update issue templates by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/69
• Add unit-test cases for pypots-cli by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/72
• Fix bugs in the code-coverage report by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/73
• Add devcontainer config by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/76
• Tutorial release, new features, and bug fix by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/75
• Fix dependency error in daily testing by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/77
• Add PR template, and make the dependencies consistent in all config files by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/78
• Update READE, and separate the number of trainable parameters with commas by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/79
• Fix the footer issue on the docs home page, and update the docs by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/81
• Update the docs with the pages installation and about_us added by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/82
• Add the documentation pages of FAQ and examples by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/83
• Enable different model saving strategies with argument model_saving_strategy by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/84
• Make each model a single package by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/86
• Fix failed docs building, update the docs, and allow tests for CLI to fail by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/89
• Fix failed daily-testing workflow, rename filesdataset.py into data.py, and update the docs by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/91
• Add gtag to the docs site by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/92
• Update docs by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/93
• Update the documentation by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/94
• Fix the corrupted testing badge caused by renaming the workflow by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/95
• Move tests from dir pypots to the root dir by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/96
• Fix not shown heading Attributes in docs by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/98
• Fix not shown heading Attributes in docs, and update the docs by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/99
• Should use package pypots as the source for code coverage calculation, rather than tests by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/101
• Update docs, and fix the misdisplayed footer on the page References by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/103
• Create package pypots.optim to separate optimizers from models by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/106
• Add package pypots.optim to separate optimizers from models, and update docs by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/107
• Update the docs for version 0.1 by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/104
• Update the docs by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/108
• Update the docs, and refactor the code by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/109
• Add .coveragerc to omit files in templates by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/111
• Add model templates, and release v0.1 by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/110

Full Changelog: https://github.com/WenjieDu/PyPOTS/compare/v0.0.11...v0.1