Update docs (#489)

.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

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!

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！

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 <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
 ^^^^^^^^^^^^^^^^^^^