polish docs

.github/ISSUE_TEMPLATE.md

@@ -13,4 +13,4 @@
 
   [source website]: https://github.com/thu-ml/tianshou/
   [known issues]: https://github.com/thu-ml/tianshou/#faq-and-known-issues
-  [issue tracker]: https://github.com/thu-ml/tianshou/issues?q=
+  [issue tracker]: https://github.com/thu-ml/tianshou/projects/2

.github/PULL_REQUEST_TEMPLATE.md

@@ -17,4 +17,4 @@ Less important but also useful:
 
   [source website]: https://github.com/thu-ml/tianshou
   [known issues]: https://github.com/thu-ml/tianshou/#faq-and-known-issues
-  [issue tracker]: https://github.com/thu-ml/tianshou/issues?q=
+  [issue tracker]: https://github.com/thu-ml/tianshou/projects/2

CONTRIBUTING.md

@@ -1,44 +0,0 @@
-# Contributing
-
-To install Tianshou in an "editable" mode, run
-```bash
-pip install -e .
-```
-in the main directory. This installation is removable by
-```bash
-python setup.py develop --uninstall
-```
-Additional dependencies for developments can be installed by
-```bash
-pip install ".[dev]"
-```
-
-#### Tests
-
-This command will run automatic tests in the main directory
-```bash
-pytest test --cov tianshou -s
-```
-
-To run on your own GitHub Repo, enable the [GitHub Action](https://github.com/features/actions) and it will automatically run the test.
-
-##### PEP8 Code Style Check
-
-We follow PEP8 python code style. To check, in the main directory, run:
-```python
-flake8 . --count --show-source --statistics
-```
-
-#### Documents
-
-Documents are written under the `docs/` directory as RestructuredText (`.rst`) files. `index.rst` is the main page. A Tutorial on RestructuredText can be found [here](https://pythonhosted.org/an_example_pypi_project/sphinx.html).
-
-API References are automatically generated by [Sphinx](http://www.sphinx-doc.org/en/stable/) according to the outlines under 
-`doc/api/` and should be modified when any code changes.
-
-To compile docs into webpages, run
-```
-make html
-```
-under the `docs/` directory. The generated webpages are in `docs/_build` and
-can be viewed with browsers.

README.md

@@ -6,7 +6,7 @@
 
 [![PyPI](https://img.shields.io/pypi/v/tianshou)](https://pypi.org/project/tianshou/)
 [![Unittest](https://github.com/thu-ml/tianshou/workflows/Unittest/badge.svg?branch=master)](https://github.com/thu-ml/tianshou/actions)
-[![codecov](https://codecov.io/gh/thu-ml/tianshou/graph/badge.svg)](https://codecov.io/gh/thu-ml/tianshou)
+[![codecov](https://img.shields.io/codecov/c/gh/thu-ml/tianshou)](https://codecov.io/gh/thu-ml/tianshou)
 [![Documentation Status](https://readthedocs.org/projects/tianshou/badge/?version=latest)](https://tianshou.readthedocs.io)
 [![GitHub issues](https://img.shields.io/github/issues/thu-ml/tianshou)](https://github.com/thu-ml/tianshou/issues)
 [![GitHub stars](https://img.shields.io/github/stars/thu-ml/tianshou)](https://github.com/thu-ml/tianshou/stargazers)
@@ -57,9 +57,9 @@ If no error occurs, you have successfully installed Tianshou.
 
 ## Documentation
 
-The tutorials and API documentation are hosted on [tianshou.readthedocs.io/en/stable/](https://tianshou.readthedocs.io/en/stable/) (stable version) and [tianshou.readthedocs.io/en/latest/](https://tianshou.readthedocs.io/en/latest/) (develop version).
+The tutorials and API documentation are hosted on [tianshou.readthedocs.io](https://tianshou.readthedocs.io/).
 
-The example scripts are under [test/](https://github.com/thu-ml/tianshou/blob/master/test) folder and [examples/](https://github.com/thu-ml/tianshou/blob/master/examples) folder.
+The example scripts are under [test/](https://github.com/thu-ml/tianshou/blob/master/test) folder and [examples/](https://github.com/thu-ml/tianshou/blob/master/examples) folder. It may fail to run with PyPI installation, so please re-install the github version through `pip3 install git+https://github.com/thu-ml/tianshou.git@master`.
 
 <!-- 这里有一份天授平台简短的中文简介：https://www.zhihu.com/question/377263715 -->
 
@@ -249,17 +249,11 @@ You can check out the [documentation](https://tianshou.readthedocs.io) for advan
 
 ## Contributing
 
-Tianshou is still under development. More algorithms and features are going to be added and we always welcome contributions to help make Tianshou better. If you would like to contribute, please check out [CONTRIBUTING.md](https://github.com/thu-ml/tianshou/blob/master/CONTRIBUTING.md).
+Tianshou is still under development. More algorithms and features are going to be added and we always welcome contributions to help make Tianshou better. If you would like to contribute, please check out [docs/contributing.rst](https://github.com/thu-ml/tianshou/blob/master/docs/contributing.rst).
 
 ## TODO
 
-- [ ] More examples on [mujoco, atari] benchmark
-- [ ] More algorithms
-- [ ] Prioritized replay buffer
-- [x] RNN support
-- [ ] Imitation Learning
-- [ ] Multi-agent
-- [ ] Distributed training
+Check out the [Issue/PR Categories](https://github.com/thu-ml/tianshou/projects/2) and [Support Status](https://github.com/thu-ml/tianshou/projects/3) page for more detail.
 
 ## Citing Tianshou
 

docs/contributing.rst

@@ -1,7 +1,76 @@
 Contributing
 ============
 
-We always welcome contributions to help make Tianshou better. If you would like to contribute, please check out the `guidelines <https://github.com/thu-ml/tianshou/blob/master/CONTRIBUTING.md>`_ here. Below are an incomplete list of our contributors (find more on `this page <https://github.com/thu-ml/tianshou/graphs/contributors>`_).
+Install Develop Version
+-----------------------
 
-* Jiayi Weng (`Trinkle23897 <https://github.com/Trinkle23897>`_)
-* Minghao Zhang (`Mehooz <https://github.com/Mehooz>`_)
+To install Tianshou in an "editable" mode, run
+
+.. code-block:: bash
+
+    pip3 install -e .
+
+in the main directory. This installation is removable by
+
+.. code-block:: bash
+
+    python3 setup.py develop --uninstall
+
+Additional dependencies for developments can be installed by
+
+.. code-block:: bash
+
+    pip3 install ".[dev]"
+
+PEP8 Code Style Check
+---------------------
+
+We follow PEP8 python code style. To check, in the main directory, run:
+
+.. code-block:: bash
+
+    flake8 . --count --show-source --statistics
+
+Test Locally
+------------
+
+This command will run automatic tests in the main directory
+
+.. code-block:: bash
+
+    pytest test --cov tianshou -s
+
+Test by GitHub Actions
+----------------------
+
+1. Click the `Actions` button in your own repo:
+
+.. image:: _static/images/action1.jpg
+    :align: center
+
+2. Click the green button:
+
+.. image:: _static/images/action2.jpg
+    :align: center
+
+3. You will see ``Actions Enabled.`` on the top of html page.
+
+4. When you push a new commit to your own repo (e.g. ``git push``), it will automatically run the test in this page:
+
+.. image:: _static/images/action3.png
+    :align: center
+
+Documentation
+-------------
+
+Documentations are written under the ``docs/`` directory as ReStructuredText (``.rst``) files. ``index.rst`` is the main page. A Tutorial on ReStructuredText can be found `here <https://pythonhosted.org/an_example_pypi_project/sphinx.html>`_.
+
+API References are automatically generated by `Sphinx <http://www.sphinx-doc.org/en/stable/>`_ according to the outlines under ``docs/api/`` and should be modified when any code changes.
+
+To compile documentation into webpages, run
+
+.. code-block:: bash
+
+    make html
+
+under the ``docs/`` directory. The generated webpages are in ``docs/_build`` and can be viewed with browsers.

docs/contributor.rst

@@ -0,0 +1,7 @@
+Contributor
+===========
+
+We always welcome contributions to help make Tianshou better. Below are an incomplete list of our contributors (find more on `this page <https://github.com/thu-ml/tianshou/graphs/contributors>`_).
+
+* Jiayi Weng (`Trinkle23897 <https://github.com/Trinkle23897>`_)
+* Minghao Zhang (`Mehooz <https://github.com/Mehooz>`_)

docs/index.rst

@@ -69,6 +69,7 @@ Tianshou is still under development, you can also check out the documents in sta
    :caption: Community
 
    contributing
+   contributor
 
 
 Indices and tables