[Docs] Replace markdownlint with mdformat for avoiding installing ruby

.github/CODE_OF_CONDUCT.md

@@ -14,22 +14,22 @@ appearance, race, religion, or sexual identity and orientation.
 Examples of behavior that contributes to creating a positive environment
 include:
 
-* Using welcoming and inclusive language
-* Being respectful of differing viewpoints and experiences
-* Gracefully accepting constructive criticism
-* Focusing on what is best for the community
-* Showing empathy towards other community members
+- Using welcoming and inclusive language
+- Being respectful of differing viewpoints and experiences
+- Gracefully accepting constructive criticism
+- Focusing on what is best for the community
+- Showing empathy towards other community members
 
 Examples of unacceptable behavior by participants include:
 
-* The use of sexualized language or imagery and unwelcome sexual attention or
- advances
-* Trolling, insulting/derogatory comments, and personal or political attacks
-* Public or private harassment
-* Publishing others' private information, such as a physical or electronic
- address, without explicit permission
-* Other conduct which could reasonably be considered inappropriate in a
- professional setting
+- The use of sexualized language or imagery and unwelcome sexual attention or
+  advances
+- Trolling, insulting/derogatory comments, and personal or political attacks
+- Public or private harassment
+- Publishing others' private information, such as a physical or electronic
+  address, without explicit permission
+- Other conduct which could reasonably be considered inappropriate in a
+  professional setting
 
 ## Our Responsibilities
 
@@ -70,7 +70,7 @@ members of the project's leadership.
 This Code of Conduct is adapted from the [Contributor Covenant][homepage], version 1.4,
 available at https://www.contributor-covenant.org/version/1/4/code-of-conduct.html
 
-[homepage]: https://www.contributor-covenant.org
-
 For answers to common questions about this code of conduct, see
 https://www.contributor-covenant.org/faq
+
+[homepage]: https://www.contributor-covenant.org

.github/ISSUE_TEMPLATE/error-report.md

@@ -4,7 +4,6 @@ about: Create a report to help us improve
 title: ''
 labels: ''
 assignees: ''
-
 ---
 
 Thanks for your error report and we appreciate it a lot.
@@ -33,8 +32,8 @@ A placeholder for the command.
 
 1. Please run `python mmfewshot/utils/collect_env.py` to collect necessary environment information and paste it here.
 2. You may add addition that may be helpful for locating the problem, such as
-    - How you installed PyTorch [e.g., pip, conda, source]
-    - Other environment variables that may be related (such as `$PATH`, `$LD_LIBRARY_PATH`, `$PYTHONPATH`, etc.)
+   - How you installed PyTorch \[e.g., pip, conda, source\]
+   - Other environment variables that may be related (such as `$PATH`, `$LD_LIBRARY_PATH`, `$PYTHONPATH`, etc.)
 
 **Error traceback**
 If applicable, paste the error trackback here.

.github/ISSUE_TEMPLATE/feature_request.md

@@ -4,15 +4,14 @@ about: Suggest an idea for this project
 title: ''
 labels: ''
 assignees: ''
-
 ---
 
 **Describe the feature**
 
 **Motivation**
 A clear and concise description of the motivation of the feature.
-Ex1. It is inconvenient when [....].
-Ex2. There is a recent paper [....], which is very helpful for [....].
+Ex1. It is inconvenient when \[....\].
+Ex2. There is a recent paper \[....\], which is very helpful for \[....\].
 
 **Related resources**
 If there is an official code release or third-party implementations, please also provide the information here, which would be very helpful.

.github/ISSUE_TEMPLATE/general_questions.md

@@ -4,5 +4,4 @@ about: Ask general questions to get help
 title: ''
 labels: ''
 assignees: ''
-
 ---

.github/ISSUE_TEMPLATE/reimplementation_questions.md

@@ -2,9 +2,8 @@
 name: Reimplementation Questions
 about: Ask about questions during model reimplementation
 title: ''
-labels: 'reimplementation'
+labels: reimplementation
 assignees: ''
-
 ---
 
 **Notice**
@@ -52,7 +51,7 @@ A placeholder for the config.
 
 1. Please run `python mmfewshot/utils/collect_env.py` to collect necessary environment information and paste it here.
 2. You may add addition that may be helpful for locating the problem, such as
-   1. How you installed PyTorch [e.g., pip, conda, source]
+   1. How you installed PyTorch \[e.g., pip, conda, source\]
    2. Other environment variables that may be related (such as `$PATH`, `$LD_LIBRARY_PATH`, `$PYTHONPATH`, etc.)
 
 **Results**

.github/pull_request_template.md

@@ -1,16 +1,20 @@
 Thanks for your contribution and we appreciate it a lot. The following instructions would make your pull request more healthy and more easily get feedback. If you do not understand some items, don't worry, just make the pull request and seek help from maintainers.
 
 ## Motivation
+
 Please describe the motivation of this PR and the goal you want to achieve through this PR.
 
 ## Modification
+
 Please briefly describe what modification is made in this PR.
 
 ## BC-breaking (Optional)
+
 Does the modification introduce changes that break the back-compatibility of the downstream repos?
 If so, please describe how it breaks the compatibility and how the downstream projects should modify their code to keep compatibility with this PR.
 
 ## Use cases (Optional)
+
 If this PR introduces a new feature, it is better to list some use cases here, and update the documentation.
 
 ## Checklist

.pre-commit-config.yaml

@@ -1,5 +1,5 @@
 repos:
-  - repo: https://gitlab.com/pycqa/flake8.git
+  - repo: https://github.com/PyCQA/flake8
     rev: 3.8.3
     hooks:
       - id: flake8
@@ -24,11 +24,6 @@ repos:
         args: ["--remove"]
       - id: mixed-line-ending
         args: ["--fix=lf"]
-  - repo: https://github.com/markdownlint/markdownlint
-    rev: v0.11.0
-    hooks:
-      - id: markdownlint
-        args: ["-r", "~MD002,~MD013,~MD024,~MD029,~MD033,~MD034,~MD036", "-t", "allow_different_nesting"]
   - repo: https://github.com/myint/docformatter
     rev: v1.3.1
     hooks:
@@ -45,3 +40,12 @@ repos:
       - id: check-algo-readme
       - id: check-copyright
         args: [ "mmfewshot", "tools" ]  # replace the dir_to_check with your expected directory to check
+  - repo: https://github.com/executablebooks/mdformat
+    rev: 0.7.14
+    hooks:
+      - id: mdformat
+        args: ["--number"]
+        additional_dependencies:
+          - mdformat-gfm
+          - mdformat_frontmatter
+          - linkify-it-py

README.md

@@ -31,7 +31,6 @@ English | [简体中文](README_zh-CN.md)
 [![Average time to resolve an issue](https://isitmaintained.com/badge/resolution/open-mmlab/mmfewshot.svg)](https://github.com/open-mmlab/mmfewshot/issues)
 [![Percentage of issues still open](https://isitmaintained.com/badge/open/open-mmlab/mmfewshot.svg)](https://github.com/open-mmlab/mmfewshot/issues)
 
-
 mmfewshot is an open source few shot learning toolbox based on PyTorch. It is a part of the [OpenMMLab](https://open-mmlab.github.io/) project.
 
 The master branch works with **PyTorch 1.5+**.
@@ -44,6 +43,7 @@ Documentation: https://mmfewshot.readthedocs.io/en/latest/.
 </div>
 
 ### Major features
+
 - **Support multiple tasks in Few Shot Learning**
 
   MMFewShot provides unified implementation and evaluation of few shot classification and detection.
@@ -57,12 +57,10 @@ Documentation: https://mmfewshot.readthedocs.io/en/latest/.
 
   The toolbox provides strong baselines and state-of-the-art methods in few shot classification and detection.
 
-
 ## License
 
 This project is released under the [Apache 2.0 license](LICENSE).
 
-
 ## Model Zoo
 
 Supported algorithms:
@@ -93,10 +91,8 @@ Supported algorithms:
 
 </details>
 
-
 ## Changelog
 
-
 ## Installation & Dataset Preparation
 
 MMFewShot depends on [PyTorch](https://pytorch.org/) and [MMCV](https://github.com/open-mmlab/mmcv).
@@ -107,22 +103,23 @@ Please refer to [install.md](/docs/en/install.md) for installation of MMFewShot
 If you are new of few shot learning, you can start with [learn the basics](docs/en/intro.md).
 If you are familiar with it, check out [getting_started.md](docs/en/get_started.md) for the basic usage of mmfewshot.
 
-
 Refer to the below tutorials to dive deeper:
 
 - Few Shot Classification
-    - [Overview](docs/classification/overview.md)
-    - [Config](docs/classification/customize_config.md)
-    - [Customize Dataset](docs/classification/customize_dataset.md)
-    - [Customize Model](docs/classification/customize_models.md)
-    - [Customize Runtime](docs/classification/customize_runtime.md)
+
+  - [Overview](docs/classification/overview.md)
+  - [Config](docs/classification/customize_config.md)
+  - [Customize Dataset](docs/classification/customize_dataset.md)
+  - [Customize Model](docs/classification/customize_models.md)
+  - [Customize Runtime](docs/classification/customize_runtime.md)
 
 - Few Shot Detection
-    - [Overview](docs/detection/overview.md)
-    - [Config](docs/detection/customize_config.md)
-    - [Customize Dataset](docs/detection/customize_dataset.md)
-    - [Customize Model](docs/detection/customize_models.md)
-    - [Customize Runtime](docs/detection/customize_runtime.md)
+
+  - [Overview](docs/detection/overview.md)
+  - [Config](docs/detection/customize_config.md)
+  - [Customize Dataset](docs/detection/customize_dataset.md)
+  - [Customize Model](docs/detection/customize_models.md)
+  - [Customize Runtime](docs/detection/customize_runtime.md)
 
 ## Citation
 
@@ -137,7 +134,6 @@ If you find this project useful in your research, please consider cite:
 }
 ```
 
-
 ## Contributing
 
 We appreciate all contributions to improve mmfewshot. Please refer to [CONTRIBUTING.md](https://github.com/open-mmlab/mmfewshot/blob/main/.github/CONTRIBUTING.md) in MMFewShot for the contributing guideline.

README_zh-CN.md

@@ -53,14 +53,10 @@ MMFewShot 是一款基于 PyTorch 的少样本学习代码库，是 [OpenMMLab](
   <img src="resources/demo.png"/>
 </div>
 
-
-
 ## 开源许可证
 
 该项目采用 [Apache 2.0 开源许可证](LICENSE)
 
-
-
 ## 基准测试和模型库
 
 测试结果和模型可以在[模型库](docs/model_zoo.md)中找到。
@@ -101,39 +97,40 @@ MMFewShot 依赖 [PyTorch](https://pytorch.org/) 和 [MMCV](https://github.com/o
 请参考[安装文档](docs/zh_cn/install.md)进行安装和参考[数据准备](tools/data/README.md)准备数据集。
 
 ## 快速入门
+
 如果初次了解少样本学习，你可以从[基础介绍](docs/en/intro.md)开始了解少样本学习的基本概念和 MMFewShot 的框架。
 如果对少样本学习很熟悉，请参考[使用教程](docs/en/get_started.md)获取MMFewShot的基本用法。
 
 MMFewShot 也提供了其他更详细的教程，包括：
 
 - 少样本分类
-    - [概览](docs/classification/overview.md)
-    - [配置文件](docs/classification/customize_config.md)
-    - [添加数据集](docs/classification/customize_dataset.md)
-    - [添加新模型](docs/classification/customize_models.md)
-    - [自定义模型运行环境](docs/classification/customize_runtime.md)。
+
+  - [概览](docs/classification/overview.md)
+  - [配置文件](docs/classification/customize_config.md)
+  - [添加数据集](docs/classification/customize_dataset.md)
+  - [添加新模型](docs/classification/customize_models.md)
+  - [自定义模型运行环境](docs/classification/customize_runtime.md)。
 
 - 少样本检测
-    - [概览](docs/detection/overview.md)
-    - [配置文件](docs/detection/customize_config.md)
-    - [添加数据集](docs/detection/customize_dataset.md)
-    - [添加新模型](docs/detection/customize_models.md)
-    - [自定义模型运行环境](docs/detection/customize_runtime.md)。
 
+  - [概览](docs/detection/overview.md)
+  - [配置文件](docs/detection/customize_config.md)
+  - [添加数据集](docs/detection/customize_dataset.md)
+  - [添加新模型](docs/detection/customize_models.md)
+  - [自定义模型运行环境](docs/detection/customize_runtime.md)。
 
 ## 贡献指南
 
 我们感谢所有的贡献者为改进和提升 MMFewShot 所作出的努力。请参考[贡献指南](https://github.com/open-mmlab/mmfewshot/blob/main/.github/CONTRIBUTING.md)来了解参与项目贡献的相关指引。
 
-
 ## 致谢
 
 MMFewShot 是一款由不同学校和公司共同贡献的开源项目。我们感谢所有为项目提供算法复现和新功能支持的贡献者，以及提供宝贵反馈的用户。
 
 我们希望该工具箱和基准测试可以为社区提供灵活的代码工具，供用户复现现有算法并开发自己的新模型，从而不断为开源社区提供贡献。
 
-
 ## 引用
+
 如果您发现此项目对您的研究有用，请考虑引用：
 
 ```bibtex
@@ -145,7 +142,6 @@ MMFewShot 是一款由不同学校和公司共同贡献的开源项目。我们
 }
 ```
 
-
 ## OpenMMLab 的其他项目
 
 - [MIM](https://github.com/open-mmlab/mim): MIM 是 OpenMMlab 项目、算法、模型的统一入口
@@ -169,7 +165,7 @@ MMFewShot 是一款由不同学校和公司共同贡献的开源项目。我们
 
 ## 欢迎加入 OpenMMLab 社区
 
- 扫描下方的二维码可关注 OpenMMLab 团队的 [知乎官方账号](https://www.zhihu.com/people/openmmlab)，加入 OpenMMLab 团队的 [官方交流 QQ 群](https://jq.qq.com/?_wv=1027&k=aCvMxdr3)
+扫描下方的二维码可关注 OpenMMLab 团队的 [知乎官方账号](https://www.zhihu.com/people/openmmlab)，加入 OpenMMLab 团队的 [官方交流 QQ 群](https://jq.qq.com/?_wv=1027&k=aCvMxdr3)
 
 <div align="center">
 <img src="resources/zhihu_qrcode.jpg" height="400" />  <img src="resources/qq_group_qrcode.jpg" height="400" />

configs/classification/README.md

@@ -1,9 +1,10 @@
 # Few Shot Classification
 
-
 ## Get Started
+
 If you're new of mmfewshot, you can check out [Get Started](https://mmfewshot.readthedocs.io/en/latest/index.html)
 and [Classification Tutorials](https://mmfewshot.readthedocs.io/en/latest/classification/index.html) to try out MMFewShot.
 
 ## Data Preparation
+
 Please follow [DATA Preparation](https://github.com/open-mmlab/mmfewshot/tree/main/tools/data/classification) to prepare data.