From e9b9b034de444d60187842ea2373f26ec066b7b0 Mon Sep 17 00:00:00 2001 From: Wenjie Du Date: Wed, 26 Jun 2024 23:21:57 +0800 Subject: [PATCH 01/15] docs: update README_zh; --- README_zh.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README_zh.md b/README_zh.md index f9ab4913..cb6dceb9 100644 --- a/README_zh.md +++ b/README_zh.md @@ -145,7 +145,7 @@ PyPOTS当前支持多变量POTS数据的插补，预测，分类，聚类以及 👈 在PyPOTS中，数据可以被看作是咖啡豆，而写的携带缺失值的POTS数据则是不完整的咖啡豆。 为了让用户能够轻松使用各种开源的时间序列数据集，我们创建了开源时间序列数据集的仓库 Time Series Data Beans (TSDB)（可以将其视为咖啡豆仓库）， -TSDB让加载开源时序数据集变得超级简单！访问 [TSDB](https://github.com/WenjieDu/TSDB)，了解更多关于TSDB的信息，目前总共支持170个开源数据集！ +TSDB让加载开源时序数据集变得超级简单！访问 [TSDB](https://github.com/WenjieDu/TSDB)，了解更多关于TSDB的信息，目前总共支持172个开源数据集！ PyGrinder logo From a385c5678aeb27a794c0af20c3aa471aee339a6e Mon Sep 17 00:00:00 2001 From: Wenjie Du Date: Mon, 1 Jul 2024 15:11:38 +0800 Subject: [PATCH 02/15] docs: update docs; --- README.md | 4 ++-- docs/index.rst | 6 +++--- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index 4638a070..a58096e1 100644 --- a/README.md +++ b/README.md @@ -293,9 +293,9 @@ year={2023}, } ``` or -> Wenjie Du. (2023). +> Wenjie Du. > PyPOTS: a Python toolbox for data mining on Partially-Observed Time Series. -> arXiv, abs/2305.18811. https://arxiv.org/abs/2305.18811 +> arXiv, abs/2305.18811, 2023. ## ❖ Contribution diff --git a/docs/index.rst b/docs/index.rst index 77049665..a72c0374 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -12,7 +12,7 @@ Welcome to PyPOTS docs! **A Python Toolbox for Machine Learning on Partially-Observed Time Series** -.. image:: https://img.shields.io/badge/Python-v3.7+-E97040?logo=python&logoColor=white +.. image:: https://img.shields.io/badge/Python-v3.8+-E97040?logo=python&logoColor=white :alt: Python version :target: https://docs.pypots.com/en/latest/install.html#reasons-of-version-limitations-on-dependencies @@ -306,9 +306,9 @@ or .. - Wenjie Du. (2023). + Wenjie Du. PyPOTS: a Python toolbox for data mining on Partially-Observed Time Series. - arXiv, abs/2305.18811. https://doi.org/10.48550/arXiv.2305.18811 + arXiv, abs/2305.18811, 2023. ❖ Contribution From 7a15e0494750bbb5f857c7cbfa92a4caceb398f1 Mon Sep 17 00:00:00 2001 From: Wenjie Du Date: Wed, 24 Jul 2024 16:13:40 +0800 Subject: [PATCH 03/15] docs: update the docs; --- README.md | 2 ++ README_zh.md | 7 ++++--- docs/about_us.rst | 6 ++++++ docs/index.rst | 2 ++ 4 files changed, 14 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index e1dc8028..5623cb85 100644 --- a/README.md +++ b/README.md @@ -112,6 +112,7 @@ The paper references and links are all listed at the bottom of this file. | **Type** | **Algo** | **IMPU** | **FORE** | **CLAS** | **CLUS** | **ANOD** | **Year - Venue** | |:--------------|:----------------------------|:--------:|:--------:|:--------:|:--------:|:--------:|:-------------------| +| LLM | Gungnir 🚀 [^36] | ✅ | ✅ | ✅ | ✅ | ✅ | `Later in 2024` | | Neural Net | ImputeFormer🧑‍🔧[^34] | ✅ | | | | | `2024 - KDD` | | Neural Net | iTransformer🧑‍🔧[^24] | ✅ | | | | | `2024 - ICLR` | | Neural Net | SAITS[^1] | ✅ | | | | | `2023 - ESWA` | @@ -385,6 +386,7 @@ PyPOTS community is open, transparent, and surely friendly. Let's work together [^33]: Cao, D., Wang, Y., Duan, J., Zhang, C., Zhu, X., Huang, C., Tong, Y., Xu, B., Bai, J., Tong, J., & Zhang, Q. (2020). [Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting](https://proceedings.neurips.cc/paper/2020/hash/cdf6581cb7aca4b7e19ef136c6e601a5-Abstract.html). *NeurIPS 2020*. [^34]: Nie, T., Qin, G., Mei, Y., & Sun, J. (2024). [ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation](https://arxiv.org/abs/2312.01728). *KDD 2024*. [^35]: Bai, S., Kolter, J. Z., & Koltun, V. (2018). [An empirical evaluation of generic convolutional and recurrent networks for sequence modeling](https://arxiv.org/abs/1803.01271). *arXiv 2018*. +[^36]: Project Gungnir, the world 1st LLM for time-series multitask modeling, will meet you soon. 🚀 Missing values and variable lengths in your datasets? Not problems no longer. We'll open application for public beta test recently ;-) Follow us, and stay tuned!
🏠 Visits diff --git a/README_zh.md b/README_zh.md index 58aae7d0..6be1428b 100644 --- a/README_zh.md +++ b/README_zh.md @@ -96,8 +96,9 @@ PyPOTS当前支持多变量POTS数据的插补，预测，分类，聚类以及 所以这些模型的输入中不能带有缺失值，无法接受POTS数据作为输入，更加不是插补算法。 **为了使上述模型能够适用于POTS数据，我们采用了与[SAITS论文](https://arxiv.org/pdf/2202.08516)[^1]中相同的embedding策略和训练方法（ORT+MIT）对它们进行改进**。 -| **类型** | **算法** | **插补** | **预测** | **分类** | **聚类** | **异常检测** | **年份 - 刊物** | -|:--------------|:----------------------------|:------:|:------:|:------:|:------:|:--------:|:-----------------| +| **类型** | **算法** | **插补** | **预测** | **分类** | **聚类** | **异常检测** | **年份 - 刊物** | +|:--------------|:----------------------------|:------:|:------:|:------:|:------:|:--------:|:-------------------| +| LLM | Gungnir 🚀 [^36] | ✅ | ✅ | ✅ | ✅ | ✅ | `Later in 2024` | | Neural Net | ImputeFormer🧑‍🔧[^34] | ✅ | | | | | `2024 - KDD` | | Neural Net | iTransformer🧑‍🔧[^24] | ✅ | | | | | `2024 - ICLR` | | Neural Net | SAITS[^1] | ✅ | | | | | `2023 - ESWA` | @@ -356,7 +357,7 @@ PyPOTS社区是一个开放、透明、友好的社区，让我们共同努力 [^33]: Cao, D., Wang, Y., Duan, J., Zhang, C., Zhu, X., Huang, C., Tong, Y., Xu, B., Bai, J., Tong, J., & Zhang, Q. (2020). [Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting](https://proceedings.neurips.cc/paper/2020/hash/cdf6581cb7aca4b7e19ef136c6e601a5-Abstract.html). *NeurIPS 2020*. [^34]: Nie, T., Qin, G., Mei, Y., & Sun, J. (2024). [ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation](https://arxiv.org/abs/2312.01728). *KDD 2024*. [^35]: Bai, S., Kolter, J. Z., & Koltun, V. (2018). [An empirical evaluation of generic convolutional and recurrent networks for sequence modeling](https://arxiv.org/abs/1803.01271). *arXiv 2018*. - +[^36]: Gungnir项目，世界上第一个时间序列多任务大模型，将很快与大家见面。🚀 数据集存在缺少值且长度可变? 都不再是问题。我们将在近期开放公测申请 ;-) 关注我们，敬请期待!
🏠 访问量 diff --git a/docs/about_us.rst b/docs/about_us.rst index d32ccb2c..e9b975db 100644 --- a/docs/about_us.rst +++ b/docs/about_us.rst @@ -22,6 +22,12 @@ Linglong Qian - `GitHub (LinglongQian) `_ - `LinkedIn (Linglong Qian) `_ +Yiyuan Yang +************ +- Joined in Jun 2024 +- `GitHub (yyysjz1997) `_ +- `LinkedIn (Yiyuan Yang) `_ + All Contributors """""""""""""""" diff --git a/docs/index.rst b/docs/index.rst index b780093e..524925b3 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -133,6 +133,8 @@ The paper references are all listed at the bottom of this readme file. +----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+ | Type | Algorithm | IMPU | FORE | CLAS | CLUS | ANOD | Year - Venue | +================+===========================================================+======+======+======+======+======+=======================+ +| Neural Net | ImputeFormer :cite:`nie2024imputeformer` | ✅ | | | | | ``2024 - KDD`` | ++----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+ | Neural Net | iTransformer🧑‍🔧 :cite:`liu2024itransformer` | ✅ | | | | | ``2024 - ICLR`` | +----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+ | Neural Net | SAITS :cite:`du2023SAITS` | ✅ | | | | | ``2023 - ESWA`` | From a8631ee9788544a4b71e87eeaeccbc4fdbeb7ed5 Mon Sep 17 00:00:00 2001 From: Wenjie Du Date: Thu, 25 Jul 2024 23:57:38 +0800 Subject: [PATCH 04/15] docs: update docs; --- README.md | 3 ++- README_zh.md | 2 +- 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 5623cb85..747ab3c0 100644 --- a/README.md +++ b/README.md @@ -386,7 +386,8 @@ PyPOTS community is open, transparent, and surely friendly. Let's work together [^33]: Cao, D., Wang, Y., Duan, J., Zhang, C., Zhu, X., Huang, C., Tong, Y., Xu, B., Bai, J., Tong, J., & Zhang, Q. (2020). [Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting](https://proceedings.neurips.cc/paper/2020/hash/cdf6581cb7aca4b7e19ef136c6e601a5-Abstract.html). *NeurIPS 2020*. [^34]: Nie, T., Qin, G., Mei, Y., & Sun, J. (2024). [ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation](https://arxiv.org/abs/2312.01728). *KDD 2024*. [^35]: Bai, S., Kolter, J. Z., & Koltun, V. (2018). [An empirical evaluation of generic convolutional and recurrent networks for sequence modeling](https://arxiv.org/abs/1803.01271). *arXiv 2018*. -[^36]: Project Gungnir, the world 1st LLM for time-series multitask modeling, will meet you soon. 🚀 Missing values and variable lengths in your datasets? Not problems no longer. We'll open application for public beta test recently ;-) Follow us, and stay tuned! +[^36]: Project Gungnir, the world 1st LLM for time-series multitask modeling, will meet you soon. 🚀 Missing values and variable lengths in your datasets? + Hard to perform multitask learning with your time series? Not problems no longer. We'll open application for public beta test recently ;-) Follow us, and stay tuned!
🏠 Visits diff --git a/README_zh.md b/README_zh.md index 6be1428b..33536bae 100644 --- a/README_zh.md +++ b/README_zh.md @@ -357,7 +357,7 @@ PyPOTS社区是一个开放、透明、友好的社区，让我们共同努力 [^33]: Cao, D., Wang, Y., Duan, J., Zhang, C., Zhu, X., Huang, C., Tong, Y., Xu, B., Bai, J., Tong, J., & Zhang, Q. (2020). [Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting](https://proceedings.neurips.cc/paper/2020/hash/cdf6581cb7aca4b7e19ef136c6e601a5-Abstract.html). *NeurIPS 2020*. [^34]: Nie, T., Qin, G., Mei, Y., & Sun, J. (2024). [ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation](https://arxiv.org/abs/2312.01728). *KDD 2024*. [^35]: Bai, S., Kolter, J. Z., & Koltun, V. (2018). [An empirical evaluation of generic convolutional and recurrent networks for sequence modeling](https://arxiv.org/abs/1803.01271). *arXiv 2018*. -[^36]: Gungnir项目，世界上第一个时间序列多任务大模型，将很快与大家见面。🚀 数据集存在缺少值且长度可变? 都不再是问题。我们将在近期开放公测申请 ;-) 关注我们，敬请期待! +[^36]: Gungnir项目，世界上第一个时间序列多任务大模型，将很快与大家见面。🚀 数据集存在缺少值且样本长短不一？多任务建模场景困难？都不再是问题，让我们的大模型来帮你解决。我们将在近期开放公测申请 ;-) 关注我们，敬请期待!
🏠 访问量 From 04008dc1e58c30073a237148ca7e5063ee42234f Mon Sep 17 00:00:00 2001 From: Wenjie Du Date: Fri, 26 Jul 2024 20:30:44 +0800 Subject: [PATCH 05/15] docs: update the install page; --- docs/install.rst | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/docs/install.rst b/docs/install.rst index 3e7068b1..8e682807 100644 --- a/docs/install.rst +++ b/docs/install.rst @@ -31,8 +31,9 @@ Required Dependencies * tensorboard * scikit-learn * torch >=1.10.0 -* tsdb >=0.2 -* pygrinder >=0.4 +* tsdb >=0.6 +* pygrinder >=0.6 +* benchpots >=0.2 Optional Dependencies From 4c143c56bf52641e9582fdd03639363367d39ab1 Mon Sep 17 00:00:00 2001 From: Wenjie Du Date: Sun, 28 Jul 2024 17:17:25 +0800 Subject: [PATCH 06/15] docs: add lib logos; --- docs/benchpots.rst | 8 ++++++++ docs/pygrinder.rst | 5 +++++ docs/tsdb.rst | 5 +++++ 3 files changed, 18 insertions(+) diff --git a/docs/benchpots.rst b/docs/benchpots.rst index 08420407..c90db092 100644 --- a/docs/benchpots.rst +++ b/docs/benchpots.rst @@ -1,6 +1,14 @@ All APIs of BenchPOTS ======================= +.. image:: https://pypots.com/figs/pypots_logos/BenchPOTS/logo_FFBG.svg + :height: 120 + :align: left + :target: https://github.com/WenjieDu/BenchPOTS + :alt: BenchPOTS logo +BenchPOTS +--------- + benchpots.datasets ------------------ diff --git a/docs/pygrinder.rst b/docs/pygrinder.rst index 7be7f85b..94f86062 100644 --- a/docs/pygrinder.rst +++ b/docs/pygrinder.rst @@ -1,6 +1,11 @@ All APIs of PyGrinder ======================= +.. image:: https://pypots.com/figs/pypots_logos/PyGrinder/logo_FFBG.svg + :height: 120 + :align: left + :target: https://github.com/WenjieDu/PyGrinder + :alt: PyGrinder logo PyGrinder --------- diff --git a/docs/tsdb.rst b/docs/tsdb.rst index 70c50e22..eb38ee54 100644 --- a/docs/tsdb.rst +++ b/docs/tsdb.rst @@ -1,6 +1,11 @@ All APIs of TSDB ======================= +.. image:: https://pypots.com/figs/pypots_logos/TSDB/logo_FFBG.svg + :height: 120 + :align: left + :target: https://github.com/WenjieDu/TSDB + :alt: TSDB logo TSDB ---- From 2acf54def23d64bf32587e42a25a97d00f9589d7 Mon Sep 17 00:00:00 2001 From: Wenjie Du Date: Sun, 11 Aug 2024 17:00:33 +0800 Subject: [PATCH 07/15] docs: update docs; --- docs/milestones.rst | 1 + docs/pypots.data.rst | 8 -------- docs/references.bib | 4 ++-- 3 files changed, 3 insertions(+), 10 deletions(-) diff --git a/docs/milestones.rst b/docs/milestones.rst index 036b7ca2..6ec896dd 100644 --- a/docs/milestones.rst +++ b/docs/milestones.rst @@ -49,3 +49,4 @@ Project Milestones - 2023-12: PyPOTS achieves its first 500 stars 🌟; - 2024-02: PyPOTS Research releases its imputation survey paper `Deep Learning for Multivariate Time Series Imputation: A Survey `_; - 2024-06: PyPOTS Research releases the 1st comprehensive time-series imputation benchmark paper `TSI-Bench: Benchmarking Time Series Imputation `_; +- 2024-08: PyPOTS Research presents the keynote "Learning from Partially Observed Time Series: Towards Reality-Centric AI4TS" `IJCAI'24 AI4TS workshop `_; diff --git a/docs/pypots.data.rst b/docs/pypots.data.rst index 79fde3fb..b3f4fa2d 100644 --- a/docs/pypots.data.rst +++ b/docs/pypots.data.rst @@ -28,14 +28,6 @@ pypots.data.generating :show-inheritance: :inherited-members: -pypots.data.load\_preprocessing --------------------------------------- - -.. automodule:: pypots.data.load_preprocessing - :members: - :undoc-members: - :show-inheritance: - :inherited-members: pypots.data.load\_specific\_datasets ------------------------------------------- diff --git a/docs/references.bib b/docs/references.bib index 9f66b6a5..abee97c8 100644 --- a/docs/references.bib +++ b/docs/references.bib @@ -746,7 +746,7 @@ @inproceedings{xu2024fits url={https://openreview.net/forum?id=bWcnvZ3qMb} } -@article{nie2024imputeformer, +@inproceedings{nie2024imputeformer, title={ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation}, author={Nie, Tong and Qin, Guoyang and Ma, Wei and Mei, Yuewen and Sun, Jian}, booktitle = {Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining}, @@ -762,4 +762,4 @@ @article{bai2018tcn author={Bai, Shaojie and Kolter, J Zico and Koltun, Vladlen}, journal={arXiv preprint arXiv:1803.01271}, year={2018} -} \ No newline at end of file +} From 0bb727b411b32ef75b33e82662cb47dbd7744512 Mon Sep 17 00:00:00 2001 From: Wenjie Du Date: Mon, 12 Aug 2024 00:43:49 +0800 Subject: [PATCH 08/15] fix: try to upgrade doc building env; --- .readthedocs.yaml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/.readthedocs.yaml b/.readthedocs.yaml index 5b812779..b1467447 100644 --- a/.readthedocs.yaml +++ b/.readthedocs.yaml @@ -25,7 +25,7 @@ build: - pip install torch-geometric==2.3.1 torch-scatter==2.1.1 torch-sparse==0.6.17 -f "https://data.pyg.org/whl/torch-1.13.1+cpu.html" - pip install -r requirements/requirements.txt - pip install pypots - - pip install sphinx==6.2.1 docutils==0.19 sphinxcontrib-bibtex==2.1.4 sphinxcontrib-gtagjs sphinx-autodoc-typehints furo==2023.07.26 + - pip install sphinx==7.4.7 docutils==0.21.2 sphinxcontrib-bibtex==2.6.2 sphinxcontrib-gtagjs sphinx-autodoc-typehints furo==2024.7.18 - git clone https://github.com/WenjieDu/TSDB TSDB_repo --depth 1 && pip install ./TSDB_repo - git clone https://github.com/WenjieDu/PyGrinder PyGrinder_repo --depth 1 && pip install ./PyGrinder_repo - git clone https://github.com/WenjieDu/BenchPOTS BenchPOTS_repo --depth 1 && pip install ./BenchPOTS_repo @@ -34,7 +34,7 @@ build: post_install: # To fix the exception: This documentation is not using `furo.css` as the stylesheet. # If you have set `html_style` in your conf.py file, remove it. - - pip install sphinx==7.2.6 + - pip install sphinx==7.4.7 # this docutils version fixes issue#102, put it in post_install to avoid being # overwritten by other versions (like 0.19) while installing other packages - - pip install docutils==0.20 + - pip install docutils==0.21.2 From f792204f49be1389180b4d2ada6c0f5d7080e655 Mon Sep 17 00:00:00 2001 From: Wenjie Du Date: Tue, 13 Aug 2024 14:18:00 +0800 Subject: [PATCH 09/15] docs: update docs; --- README.md | 3 +++ README_zh.md | 2 ++ docs/index.rst | 3 +++ 3 files changed, 8 insertions(+) diff --git a/README.md b/README.md index 747ab3c0..de0880ae 100644 --- a/README.md +++ b/README.md @@ -152,6 +152,9 @@ The paper references and links are all listed at the bottom of this file. | Naive | Mean | ✅ | | | | | | | Naive | Median | ✅ | | | | | | +💯 Contribute your model right now to increase your research impact! PyPOTS downloads are increasing rapidly (**[300K+ in total and 1K+ daily on PyPI so far](https://www.pepy.tech/projects/pypots)**), +and your work will be widely used and cited by the community. +Refer to the [contribution guide](https://github.com/WenjieDu/PyPOTS#-contribution) to see how to include your model in PyPOTS. ## ❖ PyPOTS Ecosystem At PyPOTS, things are related to coffee, which we're familiar with. Yes, this is a coffee universe! diff --git a/README_zh.md b/README_zh.md index 33536bae..9553c771 100644 --- a/README_zh.md +++ b/README_zh.md @@ -138,6 +138,8 @@ PyPOTS当前支持多变量POTS数据的插补，预测，分类，聚类以及 | Naive | Mean | ✅ | | | | | | | Naive | Median | ✅ | | | | | | +💯 现在贡献你的模型来增加你的研究影响力！PyPOTS的下载量正在迅速增长(**[目前PyPI上总共超过30万次且每日超1000的下载](https://www.pepy.tech/projects/pypots)**), +你的工作将被社区广泛使用和引用。请参阅[贡献指南](https://github.com/WenjieDu/PyPOTS/blob/main/README_zh.md#-%E8%B4%A1%E7%8C%AE%E5%A3%B0%E6%98%8E)，了解如何将模型包含在PyPOTS中。 ## ❖ PyPOTS生态系统 在PyPOTS生态系统中，一切都与我们熟悉的咖啡息息相关，甚至可以将其视为一杯咖啡的诞生过程！ diff --git a/docs/index.rst b/docs/index.rst index 524925b3..af28f8f8 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -210,6 +210,9 @@ The paper references are all listed at the bottom of this readme file. | Naive | Mean | ✅ | | | | | | +----------------+-----------------------------------------------------------+------+------+------+------+------+-----------------------+ +💯 Contribute your model right now to increase your research impact! PyPOTS downloads are increasing rapidly (`300K+ in total and 1K+ daily on PyPI so far `_), +and your work will be widely used and cited by the community. +Refer to the `contribution guide `_ to see how to include your model in PyPOTS. ❖ PyPOTS Ecosystem ^^^^^^^^^^^^^^^^^^^ From 3c69770f3852362a43270381a4b766895774c480 Mon Sep 17 00:00:00 2001 From: Wenjie Du Date: Tue, 13 Aug 2024 14:39:30 +0800 Subject: [PATCH 10/15] fix: allow failure when PR gets merged before jobs get finished; --- .github/workflows/testing_ci.yml | 1 + .github/workflows/testing_daily.yml | 1 + 2 files changed, 2 insertions(+) diff --git a/.github/workflows/testing_ci.yml b/.github/workflows/testing_ci.yml index 43496169..f35211ca 100644 --- a/.github/workflows/testing_ci.yml +++ b/.github/workflows/testing_ci.yml @@ -84,6 +84,7 @@ jobs: - name: Submit the report uses: coverallsapp/github-action@master + continue-on-error: true with: github-token: ${{ secrets.GITHUB_TOKEN }} path-to-lcov: "coverage.lcov" diff --git a/.github/workflows/testing_daily.yml b/.github/workflows/testing_daily.yml index b71b74ed..707e76a3 100644 --- a/.github/workflows/testing_daily.yml +++ b/.github/workflows/testing_daily.yml @@ -62,6 +62,7 @@ jobs: - name: Submit the report uses: coverallsapp/github-action@master + continue-on-error: true with: github-token: ${{ secrets.GITHUB_TOKEN }} path-to-lcov: 'coverage.lcov' From 3570ad7a53c739b66a064b3feab05e77fe72d0b0 Mon Sep 17 00:00:00 2001 From: Wenjie Du Date: Tue, 13 Aug 2024 15:08:54 +0800 Subject: [PATCH 11/15] docs: update milestones; --- docs/milestones.rst | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/docs/milestones.rst b/docs/milestones.rst index 6ec896dd..a3fd2af0 100644 --- a/docs/milestones.rst +++ b/docs/milestones.rst @@ -49,4 +49,5 @@ Project Milestones - 2023-12: PyPOTS achieves its first 500 stars 🌟; - 2024-02: PyPOTS Research releases its imputation survey paper `Deep Learning for Multivariate Time Series Imputation: A Survey `_; - 2024-06: PyPOTS Research releases the 1st comprehensive time-series imputation benchmark paper `TSI-Bench: Benchmarking Time Series Imputation `_; -- 2024-08: PyPOTS Research presents the keynote "Learning from Partially Observed Time Series: Towards Reality-Centric AI4TS" `IJCAI'24 AI4TS workshop `_; +- 2024-07: PyPOTS achieves its first 300,000 downloads in total; +- 2024-08: We present the keynote "Learning from Partially Observed Time Series: Towards Reality-Centric AI4TS" `IJCAI'24 AI4TS workshop `_; From 94280be21f3c65522b57e7a7942830a98c1f65df Mon Sep 17 00:00:00 2001 From: Wenjie Du Date: Wed, 14 Aug 2024 15:35:50 +0800 Subject: [PATCH 12/15] docs: update docs; --- docs/index.rst | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/docs/index.rst b/docs/index.rst index af28f8f8..836397e2 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -101,12 +101,12 @@ if it helps with your research. This really means a lot to our open-source resea The rest of this readme file is organized as follows: `❖ Available Algorithms <#id1>`_, -`❖ PyPOTS Ecosystem <#id22>`_, -`❖ Installation <#id24>`_, -`❖ Usage <#id26>`_, -`❖ Citing PyPOTS <#id28>`_, -`❖ Contribution <#id29>`_, -`❖ Community <#id30>`_. +`❖ PyPOTS Ecosystem <#id37>`_, +`❖ Installation <#id39>`_, +`❖ Usage <#id41>`_, +`❖ Citing PyPOTS <#id43>`_, +`❖ Contribution <#id44>`_, +`❖ Community <#id45>`_. ❖ Available Algorithms @@ -212,7 +212,7 @@ The paper references are all listed at the bottom of this readme file. 💯 Contribute your model right now to increase your research impact! PyPOTS downloads are increasing rapidly (`300K+ in total and 1K+ daily on PyPI so far `_), and your work will be widely used and cited by the community. -Refer to the `contribution guide `_ to see how to include your model in PyPOTS. +Refer to the `contribution guide <#id44>`_ to see how to include your model in PyPOTS. ❖ PyPOTS Ecosystem ^^^^^^^^^^^^^^^^^^^ From 2d089d3edbf489eaa7da9d103a2aff5b38b22c49 Mon Sep 17 00:00:00 2001 From: Wenjie Du Date: Wed, 14 Aug 2024 22:00:59 +0800 Subject: [PATCH 13/15] docs: update docs; --- README.md | 11 +++-------- README_zh.md | 11 +++-------- docs/index.rst | 4 ++-- 3 files changed, 8 insertions(+), 18 deletions(-) diff --git a/README.md b/README.md index de0880ae..fb77cedd 100644 --- a/README.md +++ b/README.md @@ -58,6 +58,9 @@ README in English + + PyPOTS Hits +

⦿ `Motivation`: Due to all kinds of reasons like failure of collection sensors, communication error, @@ -391,11 +394,3 @@ PyPOTS community is open, transparent, and surely friendly. Let's work together [^35]: Bai, S., Kolter, J. Z., & Koltun, V. (2018). [An empirical evaluation of generic convolutional and recurrent networks for sequence modeling](https://arxiv.org/abs/1803.01271). *arXiv 2018*. [^36]: Project Gungnir, the world 1st LLM for time-series multitask modeling, will meet you soon. 🚀 Missing values and variable lengths in your datasets? Hard to perform multitask learning with your time series? Not problems no longer. We'll open application for public beta test recently ;-) Follow us, and stay tuned! - -
-🏠 Visits - - PyPOTS visits - -
-
diff --git a/README_zh.md b/README_zh.md index 9553c771..b04dd28d 100644 --- a/README_zh.md +++ b/README_zh.md @@ -58,6 +58,9 @@ README in Chinese + + PyPOTS Hits +

⦿ `开发背景`: 由于传感器故障、通信异常以及不可预见的未知原因，在现实环境中收集的时间序列数据普遍存在缺失值， @@ -360,11 +363,3 @@ PyPOTS社区是一个开放、透明、友好的社区，让我们共同努力 [^34]: Nie, T., Qin, G., Mei, Y., & Sun, J. (2024). [ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation](https://arxiv.org/abs/2312.01728). *KDD 2024*. [^35]: Bai, S., Kolter, J. Z., & Koltun, V. (2018). [An empirical evaluation of generic convolutional and recurrent networks for sequence modeling](https://arxiv.org/abs/1803.01271). *arXiv 2018*. [^36]: Gungnir项目，世界上第一个时间序列多任务大模型，将很快与大家见面。🚀 数据集存在缺少值且样本长短不一？多任务建模场景困难？都不再是问题，让我们的大模型来帮你解决。我们将在近期开放公测申请 ;-) 关注我们，敬请期待! - -
-🏠 访问量 - - PyPOTS访问量 - -
-
diff --git a/docs/index.rst b/docs/index.rst index 836397e2..d6c76d57 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -80,8 +80,8 @@ Welcome to PyPOTS docs! :alt: README in English :target: https://github.com/WenjieDu/PyPOTS/blob/main/README.md -.. image:: https://hits.seeyoufarm.com/api/count/incr/badge.svg?url=https%3A%2F%2Fgithub.com%2FPyPOTS%2FPyPOTS&count_bg=%23009A0A&title_bg=%23555555&icon=&icon_color=%23E7E7E7&title=Visits%20since%20May%202022&edge_flat=false - :alt: Visiting number +.. image:: https://hits.seeyoufarm.com/api/count/incr/badge.svg?url=https%3A%2F%2Fgithub.com%2FPyPOTS%2FPyPOTS&count_bg=%23009A0A&title_bg=%23555555&icon=&icon_color=%23E7E7E7&title=Hits&edge_flat=false + :alt: Hits number ----------------- From 7b8b55ad7621d3bc260d57bbd119aaeda53da6e6 Mon Sep 17 00:00:00 2001 From: Wenjie Du Date: Mon, 19 Aug 2024 21:01:27 +0800 Subject: [PATCH 14/15] docs: update readme files; --- README.md | 1 + README_zh.md | 1 + 2 files changed, 2 insertions(+) diff --git a/README.md b/README.md index fb77cedd..97b86195 100644 --- a/README.md +++ b/README.md @@ -394,3 +394,4 @@ PyPOTS community is open, transparent, and surely friendly. Let's work together [^35]: Bai, S., Kolter, J. Z., & Koltun, V. (2018). [An empirical evaluation of generic convolutional and recurrent networks for sequence modeling](https://arxiv.org/abs/1803.01271). *arXiv 2018*. [^36]: Project Gungnir, the world 1st LLM for time-series multitask modeling, will meet you soon. 🚀 Missing values and variable lengths in your datasets? Hard to perform multitask learning with your time series? Not problems no longer. We'll open application for public beta test recently ;-) Follow us, and stay tuned! + Time-Series.AI diff --git a/README_zh.md b/README_zh.md index b04dd28d..5ca3b7bf 100644 --- a/README_zh.md +++ b/README_zh.md @@ -363,3 +363,4 @@ PyPOTS社区是一个开放、透明、友好的社区，让我们共同努力 [^34]: Nie, T., Qin, G., Mei, Y., & Sun, J. (2024). [ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation](https://arxiv.org/abs/2312.01728). *KDD 2024*. [^35]: Bai, S., Kolter, J. Z., & Koltun, V. (2018). [An empirical evaluation of generic convolutional and recurrent networks for sequence modeling](https://arxiv.org/abs/1803.01271). *arXiv 2018*. [^36]: Gungnir项目，世界上第一个时间序列多任务大模型，将很快与大家见面。🚀 数据集存在缺少值且样本长短不一？多任务建模场景困难？都不再是问题，让我们的大模型来帮你解决。我们将在近期开放公测申请 ;-) 关注我们，敬请期待! + Time-Series.AI From d06187dd2de78c1e84487529cac9bf82f718b2ca Mon Sep 17 00:00:00 2001 From: Wenjie Du Date: Fri, 30 Aug 2024 00:53:23 +0800 Subject: [PATCH 15/15] docs: update readme files; --- README.md | 82 ++++++++++++++++++++++++++-------------------------- README_zh.md | 82 ++++++++++++++++++++++++++-------------------------- 2 files changed, 82 insertions(+), 82 deletions(-) diff --git a/README.md b/README.md index 97b86195..c11fe903 100644 --- a/README.md +++ b/README.md @@ -113,47 +113,47 @@ The task types are abbreviated as follows: **`ANOD`**: Anomaly Detection. The paper references and links are all listed at the bottom of this file. -| **Type** | **Algo** | **IMPU** | **FORE** | **CLAS** | **CLUS** | **ANOD** | **Year - Venue** | -|:--------------|:----------------------------|:--------:|:--------:|:--------:|:--------:|:--------:|:-------------------| -| LLM | Gungnir 🚀 [^36] | ✅ | ✅ | ✅ | ✅ | ✅ | `Later in 2024` | -| Neural Net | ImputeFormer🧑‍🔧[^34] | ✅ | | | | | `2024 - KDD` | -| Neural Net | iTransformer🧑‍🔧[^24] | ✅ | | | | | `2024 - ICLR` | -| Neural Net | SAITS[^1] | ✅ | | | | | `2023 - ESWA` | -| Neural Net | FreTS🧑‍🔧[^23] | ✅ | | | | | `2023 - NeurIPS` | -| Neural Net | Koopa🧑‍🔧[^29] | ✅ | | | | | `2023 - NeurIPS` | -| Neural Net | Crossformer🧑‍🔧[^16] | ✅ | | | | | `2023 - ICLR` | -| Neural Net | TimesNet[^14] | ✅ | | | | | `2023 - ICLR` | -| Neural Net | PatchTST🧑‍🔧[^18] | ✅ | | | | | `2023 - ICLR` | -| Neural Net | ETSformer🧑‍🔧[^19] | ✅ | | | | | `2023 - ICLR` | -| Neural Net | MICN🧑‍🔧[^27] | ✅ | | | | | `2023 - ICLR` | -| Neural Net | DLinear🧑‍🔧[^17] | ✅ | | | | | `2023 - AAAI` | -| Neural Net | TiDE🧑‍🔧[^28] | ✅ | | | | | `2023 - TMLR` | -| Neural Net | SCINet🧑‍🔧[^30] | ✅ | | | | | `2022 - NeurIPS` | -| Neural Net | Nonstationary Tr.🧑‍🔧[^25] | ✅ | | | | | `2022 - NeurIPS` | -| Neural Net | FiLM🧑‍🔧[^22] | ✅ | | | | | `2022 - NeurIPS` | -| Neural Net | RevIN_SCINet🧑‍🔧[^31] | ✅ | | | | | `2022 - ICLR` | -| Neural Net | Pyraformer🧑‍🔧[^26] | ✅ | | | | | `2022 - ICLR` | -| Neural Net | Raindrop[^5] | | | ✅ | | | `2022 - ICLR` | -| Neural Net | FEDformer🧑‍🔧[^20] | ✅ | | | | | `2022 - ICML` | -| Neural Net | Autoformer🧑‍🔧[^15] | ✅ | | | | | `2021 - NeurIPS` | -| Neural Net | CSDI[^12] | ✅ | ✅ | | | | `2021 - NeurIPS` | -| Neural Net | Informer🧑‍🔧[^21] | ✅ | | | | | `2021 - AAAI` | -| Neural Net | US-GAN[^10] | ✅ | | | | | `2021 - AAAI` | -| Neural Net | CRLI[^6] | | | | ✅ | | `2021 - AAAI` | -| Probabilistic | BTTF[^8] | | ✅ | | | | `2021 - TPAMI` | -| Neural Net | StemGNN🧑‍🔧[^33] | ✅ | | | | | `2020 - NeurIPS` | -| Neural Net | Reformer🧑‍🔧[^32] | ✅ | | | | | `2020 - ICLR` | -| Neural Net | GP-VAE[^11] | ✅ | | | | | `2020 - AISTATS` | -| Neural Net | VaDER[^7] | | | | ✅ | | `2019 - GigaSci.` | -| Neural Net | M-RNN[^9] | ✅ | | | | | `2019 - TBME` | -| Neural Net | BRITS[^3] | ✅ | | ✅ | | | `2018 - NeurIPS` | -| Neural Net | GRU-D[^4] | ✅ | | ✅ | | | `2018 - Sci. Rep.` | -| Neural Net | TCN🧑‍🔧[^35] | ✅ | | | | | `2018 - arXiv` | -| Neural Net | Transformer🧑‍🔧[^2] | ✅ | | | | | `2017 - NeurIPS` | -| Naive | Lerp | ✅ | | | | | | -| Naive | LOCF/NOCB | ✅ | | | | | | -| Naive | Mean | ✅ | | | | | | -| Naive | Median | ✅ | | | | | | +| **Type** | **Algo** | **IMPU** | **FORE** | **CLAS** | **CLUS** | **ANOD** | **Year - Venue** | +|:--------------|:---------------------------------------------------------------------------------------------------------------------------------|:--------:|:--------:|:--------:|:--------:|:--------:|:-------------------| +| LLM | Time-Series.AI [^36] | ✅ | ✅ | ✅ | ✅ | ✅ | `Later in 2024` | +| Neural Net | ImputeFormer🧑‍🔧[^34] | ✅ | | | | | `2024 - KDD` | +| Neural Net | iTransformer🧑‍🔧[^24] | ✅ | | | | | `2024 - ICLR` | +| Neural Net | SAITS[^1] | ✅ | | | | | `2023 - ESWA` | +| Neural Net | FreTS🧑‍🔧[^23] | ✅ | | | | | `2023 - NeurIPS` | +| Neural Net | Koopa🧑‍🔧[^29] | ✅ | | | | | `2023 - NeurIPS` | +| Neural Net | Crossformer🧑‍🔧[^16] | ✅ | | | | | `2023 - ICLR` | +| Neural Net | TimesNet[^14] | ✅ | | | | | `2023 - ICLR` | +| Neural Net | PatchTST🧑‍🔧[^18] | ✅ | | | | | `2023 - ICLR` | +| Neural Net | ETSformer🧑‍🔧[^19] | ✅ | | | | | `2023 - ICLR` | +| Neural Net | MICN🧑‍🔧[^27] | ✅ | | | | | `2023 - ICLR` | +| Neural Net | DLinear🧑‍🔧[^17] | ✅ | | | | | `2023 - AAAI` | +| Neural Net | TiDE🧑‍🔧[^28] | ✅ | | | | | `2023 - TMLR` | +| Neural Net | SCINet🧑‍🔧[^30] | ✅ | | | | | `2022 - NeurIPS` | +| Neural Net | Nonstationary Tr.🧑‍🔧[^25] | ✅ | | | | | `2022 - NeurIPS` | +| Neural Net | FiLM🧑‍🔧[^22] | ✅ | | | | | `2022 - NeurIPS` | +| Neural Net | RevIN_SCINet🧑‍🔧[^31] | ✅ | | | | | `2022 - ICLR` | +| Neural Net | Pyraformer🧑‍🔧[^26] | ✅ | | | | | `2022 - ICLR` | +| Neural Net | Raindrop[^5] | | | ✅ | | | `2022 - ICLR` | +| Neural Net | FEDformer🧑‍🔧[^20] | ✅ | | | | | `2022 - ICML` | +| Neural Net | Autoformer🧑‍🔧[^15] | ✅ | | | | | `2021 - NeurIPS` | +| Neural Net | CSDI[^12] | ✅ | ✅ | | | | `2021 - NeurIPS` | +| Neural Net | Informer🧑‍🔧[^21] | ✅ | | | | | `2021 - AAAI` | +| Neural Net | US-GAN[^10] | ✅ | | | | | `2021 - AAAI` | +| Neural Net | CRLI[^6] | | | | ✅ | | `2021 - AAAI` | +| Probabilistic | BTTF[^8] | | ✅ | | | | `2021 - TPAMI` | +| Neural Net | StemGNN🧑‍🔧[^33] | ✅ | | | | | `2020 - NeurIPS` | +| Neural Net | Reformer🧑‍🔧[^32] | ✅ | | | | | `2020 - ICLR` | +| Neural Net | GP-VAE[^11] | ✅ | | | | | `2020 - AISTATS` | +| Neural Net | VaDER[^7] | | | | ✅ | | `2019 - GigaSci.` | +| Neural Net | M-RNN[^9] | ✅ | | | | | `2019 - TBME` | +| Neural Net | BRITS[^3] | ✅ | | ✅ | | | `2018 - NeurIPS` | +| Neural Net | GRU-D[^4] | ✅ | | ✅ | | | `2018 - Sci. Rep.` | +| Neural Net | TCN🧑‍🔧[^35] | ✅ | | | | | `2018 - arXiv` | +| Neural Net | Transformer🧑‍🔧[^2] | ✅ | | | | | `2017 - NeurIPS` | +| Naive | Lerp | ✅ | | | | | | +| Naive | LOCF/NOCB | ✅ | | | | | | +| Naive | Mean | ✅ | | | | | | +| Naive | Median | ✅ | | | | | | 💯 Contribute your model right now to increase your research impact! PyPOTS downloads are increasing rapidly (**[300K+ in total and 1K+ daily on PyPI so far](https://www.pepy.tech/projects/pypots)**), and your work will be widely used and cited by the community. diff --git a/README_zh.md b/README_zh.md index 5ca3b7bf..e0c6eb08 100644 --- a/README_zh.md +++ b/README_zh.md @@ -99,47 +99,47 @@ PyPOTS当前支持多变量POTS数据的插补，预测，分类，聚类以及 所以这些模型的输入中不能带有缺失值，无法接受POTS数据作为输入，更加不是插补算法。 **为了使上述模型能够适用于POTS数据，我们采用了与[SAITS论文](https://arxiv.org/pdf/2202.08516)[^1]中相同的embedding策略和训练方法（ORT+MIT）对它们进行改进**。 -| **类型** | **算法** | **插补** | **预测** | **分类** | **聚类** | **异常检测** | **年份 - 刊物** | -|:--------------|:----------------------------|:------:|:------:|:------:|:------:|:--------:|:-------------------| -| LLM | Gungnir 🚀 [^36] | ✅ | ✅ | ✅ | ✅ | ✅ | `Later in 2024` | -| Neural Net | ImputeFormer🧑‍🔧[^34] | ✅ | | | | | `2024 - KDD` | -| Neural Net | iTransformer🧑‍🔧[^24] | ✅ | | | | | `2024 - ICLR` | -| Neural Net | SAITS[^1] | ✅ | | | | | `2023 - ESWA` | -| Neural Net | FreTS🧑‍🔧[^23] | ✅ | | | | | `2023 - NeurIPS` | -| Neural Net | Koopa🧑‍🔧[^29] | ✅ | | | | | `2023 - NeurIPS` | -| Neural Net | Crossformer🧑‍🔧[^16] | ✅ | | | | | `2023 - ICLR` | -| Neural Net | TimesNet[^14] | ✅ | | | | | `2023 - ICLR` | -| Neural Net | PatchTST🧑‍🔧[^18] | ✅ | | | | | `2023 - ICLR` | -| Neural Net | ETSformer🧑‍🔧[^19] | ✅ | | | | | `2023 - ICLR` | -| Neural Net | MICN🧑‍🔧[^27] | ✅ | | | | | `2023 - ICLR` | -| Neural Net | DLinear🧑‍🔧[^17] | ✅ | | | | | `2023 - AAAI` | -| Neural Net | TiDE🧑‍🔧[^28] | ✅ | | | | | `2023 - TMLR` | -| Neural Net | SCINet🧑‍🔧[^30] | ✅ | | | | | `2022 - NeurIPS` | -| Neural Net | Nonstationary Tr.🧑‍🔧[^25] | ✅ | | | | | `2022 - NeurIPS` | -| Neural Net | FiLM🧑‍🔧[^22] | ✅ | | | | | `2022 - NeurIPS` | -| Neural Net | RevIN_SCINet🧑‍🔧[^31] | ✅ | | | | | `2022 - ICLR` | -| Neural Net | Pyraformer🧑‍🔧[^26] | ✅ | | | | | `2022 - ICLR` | -| Neural Net | Raindrop[^5] | | | ✅ | | | `2022 - ICLR` | -| Neural Net | FEDformer🧑‍🔧[^20] | ✅ | | | | | `2022 - ICML` | -| Neural Net | Autoformer🧑‍🔧[^15] | ✅ | | | | | `2021 - NeurIPS` | -| Neural Net | CSDI[^12] | ✅ | ✅ | | | | `2021 - NeurIPS` | -| Neural Net | Informer🧑‍🔧[^21] | ✅ | | | | | `2021 - AAAI` | -| Neural Net | US-GAN[^10] | ✅ | | | | | `2021 - AAAI` | -| Neural Net | CRLI[^6] | | | | ✅ | | `2021 - AAAI` | -| Probabilistic | BTTF[^8] | | ✅ | | | | `2021 - TPAMI` | -| Neural Net | StemGNN🧑‍🔧[^33] | ✅ | | | | | `2020 - NeurIPS` | -| Neural Net | Reformer🧑‍🔧[^32] | ✅ | | | | | `2020 - ICLR` | -| Neural Net | GP-VAE[^11] | ✅ | | | | | `2020 - AISTATS` | -| Neural Net | VaDER[^7] | | | | ✅ | | `2019 - GigaSci.` | -| Neural Net | M-RNN[^9] | ✅ | | | | | `2019 - TBME` | -| Neural Net | BRITS[^3] | ✅ | | ✅ | | | `2018 - NeurIPS` | -| Neural Net | GRU-D[^4] | ✅ | | ✅ | | | `2018 - Sci. Rep.` | -| Neural Net | TCN🧑‍🔧[^35] | ✅ | | | | | `2018 - arXiv` | -| Neural Net | Transformer🧑‍🔧[^2] | ✅ | | | | | `2017 - NeurIPS` | -| Naive | Lerp | ✅ | | | | | | -| Naive | LOCF/NOCB | ✅ | | | | | | -| Naive | Mean | ✅ | | | | | | -| Naive | Median | ✅ | | | | | | +| **类型** | **算法** | **插补** | **预测** | **分类** | **聚类** | **异常检测** | **年份 - 刊物** | +|:--------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------|:------:|:------:|:------:|:------:|:--------:|:-------------------| +| LLM | Time-Series.AI [^36] | ✅ | ✅ | ✅ | ✅ | ✅ | `Later in 2024` | +| Neural Net | ImputeFormer🧑‍🔧[^34] | ✅ | | | | | `2024 - KDD` | +| Neural Net | iTransformer🧑‍🔧[^24] | ✅ | | | | | `2024 - ICLR` | +| Neural Net | SAITS[^1] | ✅ | | | | | `2023 - ESWA` | +| Neural Net | FreTS🧑‍🔧[^23] | ✅ | | | | | `2023 - NeurIPS` | +| Neural Net | Koopa🧑‍🔧[^29] | ✅ | | | | | `2023 - NeurIPS` | +| Neural Net | Crossformer🧑‍🔧[^16] | ✅ | | | | | `2023 - ICLR` | +| Neural Net | TimesNet[^14] | ✅ | | | | | `2023 - ICLR` | +| Neural Net | PatchTST🧑‍🔧[^18] | ✅ | | | | | `2023 - ICLR` | +| Neural Net | ETSformer🧑‍🔧[^19] | ✅ | | | | | `2023 - ICLR` | +| Neural Net | MICN🧑‍🔧[^27] | ✅ | | | | | `2023 - ICLR` | +| Neural Net | DLinear🧑‍🔧[^17] | ✅ | | | | | `2023 - AAAI` | +| Neural Net | TiDE🧑‍🔧[^28] | ✅ | | | | | `2023 - TMLR` | +| Neural Net | SCINet🧑‍🔧[^30] | ✅ | | | | | `2022 - NeurIPS` | +| Neural Net | Nonstationary Tr.🧑‍🔧[^25] | ✅ | | | | | `2022 - NeurIPS` | +| Neural Net | FiLM🧑‍🔧[^22] | ✅ | | | | | `2022 - NeurIPS` | +| Neural Net | RevIN_SCINet🧑‍🔧[^31] | ✅ | | | | | `2022 - ICLR` | +| Neural Net | Pyraformer🧑‍🔧[^26] | ✅ | | | | | `2022 - ICLR` | +| Neural Net | Raindrop[^5] | | | ✅ | | | `2022 - ICLR` | +| Neural Net | FEDformer🧑‍🔧[^20] | ✅ | | | | | `2022 - ICML` | +| Neural Net | Autoformer🧑‍🔧[^15] | ✅ | | | | | `2021 - NeurIPS` | +| Neural Net | CSDI[^12] | ✅ | ✅ | | | | `2021 - NeurIPS` | +| Neural Net | Informer🧑‍🔧[^21] | ✅ | | | | | `2021 - AAAI` | +| Neural Net | US-GAN[^10] | ✅ | | | | | `2021 - AAAI` | +| Neural Net | CRLI[^6] | | | | ✅ | | `2021 - AAAI` | +| Probabilistic | BTTF[^8] | | ✅ | | | | `2021 - TPAMI` | +| Neural Net | StemGNN🧑‍🔧[^33] | ✅ | | | | | `2020 - NeurIPS` | +| Neural Net | Reformer🧑‍🔧[^32] | ✅ | | | | | `2020 - ICLR` | +| Neural Net | GP-VAE[^11] | ✅ | | | | | `2020 - AISTATS` | +| Neural Net | VaDER[^7] | | | | ✅ | | `2019 - GigaSci.` | +| Neural Net | M-RNN[^9] | ✅ | | | | | `2019 - TBME` | +| Neural Net | BRITS[^3] | ✅ | | ✅ | | | `2018 - NeurIPS` | +| Neural Net | GRU-D[^4] | ✅ | | ✅ | | | `2018 - Sci. Rep.` | +| Neural Net | TCN🧑‍🔧[^35] | ✅ | | | | | `2018 - arXiv` | +| Neural Net | Transformer🧑‍🔧[^2] | ✅ | | | | | `2017 - NeurIPS` | +| Naive | Lerp | ✅ | | | | | | +| Naive | LOCF/NOCB | ✅ | | | | | | +| Naive | Mean | ✅ | | | | | | +| Naive | Median | ✅ | | | | | | 💯 现在贡献你的模型来增加你的研究影响力！PyPOTS的下载量正在迅速增长(**[目前PyPI上总共超过30万次且每日超1000的下载](https://www.pepy.tech/projects/pypots)**), 你的工作将被社区广泛使用和引用。请参阅[贡献指南](https://github.com/WenjieDu/PyPOTS/blob/main/README_zh.md#-%E8%B4%A1%E7%8C%AE%E5%A3%B0%E6%98%8E)，了解如何将模型包含在PyPOTS中。