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

PyPOTS v0.0.11 is released now!

In this new version, we

1️⃣. added issue templates to help our community open issues properly in different categories; 2️⃣. enabled a code-linting workflow applying Flake8; 3️⃣. implemented the training log saving feature, which can help PyPOTS users better know models' performance during training stage so that tuning hyper-parameters is easier; 4️⃣. eased dependency management with file setup.cfg; 5️⃣. fixed an emergency bug🐞 "tensors not on the same device" when running on CUDA devices❗️;

Also, together with this release, we initialize the developmemt of pypots-cli, which is a command line interface tool currently to help PyPOTS developers run tests, code linting, and doc generating, and will enable users run PyPOTS with shell commands in the future.

• Merge dev into main to update the documentation and add doc-generating shell scripts by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/40
• Add issue templates by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/41
• Decrease testing python version 3.11 to 3.10, and remove fixed dependency versions by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/43
• Save training logs into tensorboard files, enable setting num_workers of DataLoader, and add typing annotations by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/42
• Make imputation models val_X_intact and val_indicating_mask be included in input val_set originally by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/44
• Refactor the code and correct the error path of the pip-requirement file for Daily-testing workflow by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/45
• Save training logs into tensorboard files by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/46
• Implemented saving logs into tb file for models, and added test cases for log and model saving by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/47
• Add the lint-code workflow and pypots-cli to help development by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/48
• Merge 'dev' into 'main': add the lint-code workflow and pypots-cli by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/49
• Update limitations on dependency versions by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/50
• Add version limitations on dependency 'torch' and 'pandas' by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/51
• Update issue templates and fix the python version error in daily testing workflow by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/53
• Add issue template config file and fix errors in testing_daily workflow by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/54
• Use setup.cfg to manage dependencies for different usages by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/55
• Add CLI tool pypots-cli doc and update the dependencies of the development env by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/56
• Update documentation configurations and add readthedocs.yml for processing control by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/60
• Fix the bug of tensors not on the same device when running on CUDA device by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/59

Full Changelog: https://github.com/WenjieDu/PyPOTS/compare/v0.0.10...v0.0.11