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

Here is the summary of this new version's changelog:

1. the modules of iTransformer, FiLM, and FreTS are included in PyPOTS. The three have been implemented as imputation models in this version;
2. CSDI is implemented as a forecasting model;
3. MultiHeadAttention is enabled to manipulate all attention operators in PyPOTS;

What's Changed

• Fix failed doc building, fix a bug in gene_random_walk(), and refactor unit testing configs by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/355
• Implement CSDI as a forecasting model by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/354
• Update the templates by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/356
• Implement forecasting CSDI and update the templates by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/357
• Update README by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/359
• Update docs by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/362
• Implement FiLM as an imputation model by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/369
• Implement FreTS as an imputation model by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/370
• Implement iTransformer as an imputation model by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/371
• Add iTransformer, FreTS, FiLM by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/372
• Fix failed CI testing on macOS with Python 3.7 by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/373
• Add SaitsEmbedding, fix failed CI on macOS with Python3.7, and update docs by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/374
• Fix error in gene_random_walk by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/375
• Try to import torch_geometric only when init Raindrop by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/381
• Enable all attention operators to work with MultiHeadAttention by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/383
• Fix a bug in gene_random_walk, import pyg only when initing Raindrop, and make MultiHeadAttention work with all attention operators by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/384
• Refactor code and update docstring by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/385
• 添加中文版README文件 by @Justin0388 in https://github.com/WenjieDu/PyPOTS/pull/386
• Refactor code and update docs by @WenjieDu in https://github.com/WenjieDu/PyPOTS/pull/387

New Contributors

• @Justin0388 made their first contribution in https://github.com/WenjieDu/PyPOTS/pull/386

We also would like to thank Sijia @phoebeysj,

Full Changelog: https://github.com/WenjieDu/PyPOTS/compare/v0.4.1...v0.5