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 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 ^^^^^^^^^^^^^^^^^^^ 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 +} diff --git a/pypots/gungnir/client.py b/pypots/gungnir/client.py index 240faa5f..7c18cd51 100644 --- a/pypots/gungnir/client.py +++ b/pypots/gungnir/client.py @@ -7,12 +7,6 @@ from ..utils.logging import logger -logger.info( - "The functionalities of client Gungnir have not been implemented yet,\n" - "which will be updated later 2024 once our close beta test is ready.\n" - "AI for real-world time series is coming. 🚀 Stay tuned please! https://time-series.ai" -) - class TimeSeriesAI: def __init__(self): @@ -22,3 +16,8 @@ def __init__(self): class Gungnir(TimeSeriesAI): def __init__(self): super().__init__() + logger.info( + "The functionalities of client Gungnir have not been implemented yet,\n" + "which will be updated later 2024 once our close beta test is ready.\n" + "AI for real-world time series is coming. 🚀 Stay tuned please! https://time-series.ai" + )