update issue template, test=document_fix (#5954)

* update issue template, test=document_fix

* update template, test=document_fix

* add chinese label, test=document_fix

.github/ISSUE_TEMPLATE/-------------other-general-issues.md

----
-name: "\U0001F516  其他通用问题 / Other General Issues"
-about: 提出其他问题 / Suggest other general issues
-title: "[Other General Issues]"
-labels: ''
-assignees: ''
-
----
-
-**PaddleDetection team appreciate any suggestion or problem you delivered~**
-
-## Checklist:
-
-1. 查找历史相关issue寻求解答/I have searched related issues but cannot get the expected help.
-2. 翻阅[FAQ](https://paddledetection.readthedocs.io/FAQ.html) /I have read the [FAQ documentation](https://paddledetection.readthedocs.io/FAQ.html) but cannot get the expected help.
-
-## 描述问题/Describe the bug
-A clear and concise description of what the bug is.
-
-## 复现/Reproduction
-
-1. 您使用的命令是？/What command or script did you run?
-
-```none
-请填写命令/A placeholder for the command.
-```
-2. 您是否更改过代码或配置文件？您是否理解您所更改的内容？还请您提供所更改的部分代码。/Did you make any modifications on the code or config? Did you understand what you have modified? Please provide the codes that you modified.
-
-3. 您使用的数据集是？/What dataset did you use?
-
-4. 请提供您出现的报错信息及相关log。/Please provide the error messages or relevant log information.
-
-## 环境/Environment
-1. 请提供您使用的Paddle和PaddleDetection的版本号/Please provide the version of Paddle and PaddleDetection you use：
-
-2. 如您在使用PaddleDetection的同时还在使用其他产品，如PaddleServing、PaddleInference等，请您提供其版本号/ Please provide the version of any other related tools/products used, such as the version of PaddleServing and etc：
-
-3. 请提供您使用的操作系统信息，如Linux/Windows/MacOS /Please provide the OS information, e.g., Linux：
-
-4. 请问您使用的Python版本是？/ Please provide the version of Python you used.
-
-5. 请问您使用的CUDA/cuDNN的版本号是？/ Please provide the version of CUDA/cuDNN you used.
-
-
-如果您的issue是关于安装或环境，您可以先查询[安装文档](https://github.com/PaddlePaddle/PaddleDetection/blob/release/2.1/docs/tutorials/INSTALL_cn.md)尝试解决~
-
-If your issue looks like an installation issue / environment issue,
-please first try to solve it yourself with the instructions in
-https://github.com/PaddlePaddle/PaddleDetection/blob/release/2.1/docs/tutorials/INSTALL.md

.github/ISSUE_TEMPLATE/------------feature-request.md

----
-name: "\U0001F680  新功能需求 / Feature Request"
-about: 提出一个新的功能需求或改进建议 / Suggest an improvement for PaddleDetection
-title: "[Feature Request]"
-labels: ''
-assignees: ''
-
----
-
-## 🚀  新功能/Feature
-
-PaddleDetection欢迎大家以清晰简洁的语言提出新功能需求。
-
-A clear and concise description of the feature proposal.
-
-## 需求原因&示例/Motivation & Examples
-
-请描述这个需求的必要性。
-
-Tell us why the feature is useful.
-
-请描述这个需求可实现的具体功能，如果可以，辛苦您提供相关代码实现效果。
-
-Describe what the feature would look like, if it is implemented.
-Best demonstrated using **code examples** in addition to words.
-
-## 📣 注意/Note
-
-PaddleDetection仅添加通用性较高的新功能/特性。
-
-We only consider adding new features if they are relevant to many users.
-
-如果您需要论文中的模型能力，PaddleDetection会优先考虑与目标检测强相关且意义较大的论文。
-
-If you request implementation of research papers -- we only consider papers that have enough significance and prevalence in the object detection field.
-
-比如“让XX功能更快”类似的需求不能作为一个有效需求，需要更具体的描述，如“创建一个具体XX工具/功能，让XX更快”即是一个有效需求。
-
-"Make X faster/accurate" is not a valid feature request. "Implement a concrete feature that can make X faster/accurate" can be a valid feature request.
-
-PaddleDetection感谢您的支持，我们期待您提出新功能需求！
-
-Thanks for your suggestions!

.github/ISSUE_TEMPLATE/-----------documentation-improvement.md

----
-name: "\U0001F4D6  文档优化 / Documentation Improvement"
-about: 对现有的文档教程提出修改建议 / Suggest an improvement about existing documentation or tutorials
-  in PaddleDetection.
-title: "[Document Improvement]"
-labels: ''
-assignees: ''
-
----
-
-## 📖  文档优化/Documentation Improvement
-
-**请简单说明文档存在问题/Please provide a concise and brief description of the documentation problem:**
-
-**请提供有问题的文档部分截图及链接/Please provide the screen shoot and the link of the document:**

.github/ISSUE_TEMPLATE/------bug---bug-report.md

----
-name: "\U0001F41B  提出Bug / Bug Report"
-about: 提出PaddleDetection使用中存在的Bug / Report a bug in PaddleDetection
-title: "[BUG]"
-labels: ''
-assignees: ''
-
----
-
-**PaddleDetection team appreciate any suggestion or problem you delivered~**
-
-## Checklist:
-
-1. 查找历史相关issue寻求解答/I have searched related issues but cannot get the expected help.
-2. 翻阅[FAQ](https://paddledetection.readthedocs.io/FAQ.html) /I have read the [FAQ documentation](https://paddledetection.readthedocs.io/FAQ.html) but cannot get the expected help.
-3. 确认bug是否在新版本里还未修复/The bug has not been fixed in the latest version.
-
-## 描述问题/Describe the bug
-A clear and concise description of what the bug is.
-
-## 复现/Reproduction
-
-1. 您使用的命令是？/What command or script did you run?
-
-```none
-请填写命令/A placeholder for the command.
-```
-2. 您是否更改过代码或配置文件？您是否理解您所更改的内容？还请您提供所更改的部分代码。/Did you make any modifications on the code or config? Did you understand what you have modified? Please provide the codes that you modified.
-
-3. 您使用的数据集是？/What dataset did you use?
-
-4. 请提供您出现的报错信息及相关log。/Please provide the error messages or relevant log information.
-
-## 环境/Environment
-1. 请提供您使用的Paddle和PaddleDetection的版本号/Please provide the version of Paddle and PaddleDetection you use：
-
-2. 如您在使用PaddleDetection的同时还在使用其他产品，如PaddleServing、PaddleInference等，请您提供其版本号/ Please provide the version of any other related tools/products used, such as the version of PaddleServing and etc：
-
-3. 请提供您使用的操作系统信息，如Linux/Windows/MacOS /Please provide the OS information, e.g., Linux：
-
-4. 请问您使用的Python版本是？/ Please provide the version of Python you used.
-
-5. 请问您使用的CUDA/cuDNN的版本号是？/ Please provide the version of CUDA/cuDNN you used.
-
-
-如果您的issue是关于安装或环境，您可以先查询[安装文档](https://github.com/PaddlePaddle/PaddleDetection/blob/release/2.1/docs/tutorials/INSTALL_cn.md)尝试解决~
-
-If your issue looks like an installation issue / environment issue,
-please first try to solve it yourself with the instructions in
-https://github.com/PaddlePaddle/PaddleDetection/blob/release/2.1/docs/tutorials/INSTALL.md

.github/ISSUE_TEMPLATE/1_bug-report.yml

+name: 🐛 报BUG Bug Report
+description: 报告一个可复现的BUG帮助我们修复PaddleDetection。 Report a bug to help us reproduce and fix it.
+labels: [type/bug-report, status/new-issue]
+
+body:
+- type: markdown
+  attributes:
+    value: |
+        Thank you for submitting a PaddleDetection Bug Report!
+
+- type: checkboxes
+  attributes:
+    label: 问题确认 Search before asking
+    description: >
+      在向PaddleDetection报bug之前，请先查询[历史issue](https://github.com/PaddlePaddle/PaddleDetection/issues)是否报过同样的bug。
+
+      Before submitting a bug, please make sure the issue hasn't been already addressed by searching through [the existing and past issues](https://github.com/PaddlePaddle/PaddleDetection/issues).
+
+    options:
+      - label: >
+          我已经查询[历史issue](https://github.com/PaddlePaddle/PaddleDetection/issues)，没有报过同样bug。I have searched the [issues](https://github.com/PaddlePaddle/PaddleDetection/issues) and found no similar bug report.
+        required: true
+
+- type: textarea
+  id: code
+  attributes:
+    label: bug描述 Describe the Bug
+    description:  |
+      请清晰简洁的描述这个bug，最好附上bug复现步骤及最小代码集，以便我们可以通过运行代码来重现错误。代码片段需要尽可能简洁，请花些时间去掉不相关的代码以帮助我们有效地调试。我们希望通过复制代码并运行得到与你相同的结果，请避免任何外部数据或包含相关的导入等。如果代码太长，请将可执行代码放到[AIStudio](https://aistudio.baidu.com/aistudio/index)中并将项目设置为公开（或者放到github gist上），请在项目中描述清楚bug复现步骤，在issue中描述期望结果与实际结果。
+
+      如果你报告的是一个报错信息，请将完整回溯的报错贴在这里，并使用 ` ```三引号块``` `展示错误信息。
+
+
+    placeholder: |
+      请清晰简洁的描述这个bug。A clear and concise description of what the bug is.
+
+      ```python
+      # 最小可复现代码。 Sample code to reproduce the problem.
+      ```
+
+      ```shell
+      带有完整回溯的报错信息。 The error message you got, with the full traceback.
+      ```
+  validations:
+    required: true
+
+- type: textarea
+  attributes:
+    label: 复现环境 Environment
+    description: 请具体说明复现bug的环境信息，Please specify the software and hardware you used to produce the bug.
+    placeholder: |
+      - PaddlePaddle: 2.2.2
+      - PaddleDetection: release/2.4
+      - Python: 3.8.0
+      - CUDA: 10.2
+      - CUDNN: 7.6
+  validations:
+    required: false
+
+- type: checkboxes
+  attributes:
+    label: 是否愿意提交PR Are you willing to submit a PR?
+    description: >
+      (可选)如果你对修复bug有自己的想法，十分鼓励提交[Pull Request](https://github.com/PaddlePaddle/PaddleDetection/pulls)，共同提升PaddleDetection
+
+      (Optional) We encourage you to submit a [Pull Request](https://github.com/PaddlePaddle/PaddleDetection/pulls) (PR) to help improve PaddleDetection for everyone, especially if you have a good understanding of how to implement a fix or feature.
+    options:
+      - label: Yes I'd like to help by submitting a PR!
+
+- type: markdown
+  attributes:
+    value: >
+      感谢你的贡献 🎉！Thanks for your contribution 🎉!

.github/ISSUE_TEMPLATE/2_feature-request.yml

+name: 🚀 新需求 Feature Request
+description: 提交一个你对PaddleDetection的新需求。 Submit a request for a new Paddle feature.
+labels: [type/feature-request, status/new-issue]
+
+body:
+- type: markdown
+  attributes:
+    value: >
+      #### 你可以在这里提出你对PaddleDetection的新需求，包括但不限于：功能或模型缺失、功能不全或无法使用、精度/性能不符合预期等。
+
+      #### You could submit a request for a new feature here, including but not limited to: new features or models, incomplete or unusable features, accuracy/performance not as expected, etc.
+
+- type: checkboxes
+  attributes:
+    label: 问题确认 Search before asking
+    description: >
+      在向PaddleDetection提新需求之前，请先查询[历史issue](https://github.com/PaddlePaddle/PaddleDetection/issues)是否报过同样的需求。
+
+      Before submitting a feature request, please make sure the issue hasn't been already addressed by searching through [the existing and past issues](https://github.com/PaddlePaddle/PaddleDetection/issues).
+
+    options:
+      - label: >
+          我已经查询[历史issue](https://github.com/PaddlePaddle/PaddleDetection/issues)，没有类似需求。I have searched the [issues](https://github.com/PaddlePaddle/PaddleDetection/issues) and found no similar feature requests.
+        required: true
+
+- type: textarea
+  id: description
+  attributes:
+    label: 需求描述 Feature Description
+    description: |
+      请尽可能包含任务目标、需求场景、功能描述等信息，全面的信息有利于我们准确评估你的需求。
+      Please include as much information as possible, such as mission objectives, requirement scenarios, functional descriptions, etc. Comprehensive information will help us accurately assess your feature request.
+    value: "1. 任务目标（请描述你正在做的项目是什么，如模型、论文、项目是什么？）; 2. 需求场景（请描述你的项目中为什么需要用此功能）; 3. 功能描述（请简单描述或设计这个功能）"
+  validations:
+    required: true
+
+- type: checkboxes
+  attributes:
+    label: 是否愿意提交PR Are you willing to submit a PR?
+    description: >
+      (可选)如果你对新feature有自己的想法，十分鼓励提交[Pull Request](https://github.com/PaddlePaddle/PaddleDetection/pulls)，共同提升PaddleDetection
+
+      (Optional) We encourage you to submit a [Pull Request](https://github.com/PaddlePaddle/PaddleDetection/pulls) (PR) to help improve PaddleDetection for everyone, especially if you have a good understanding of how to implement a fix or feature.
+    options:
+      - label: Yes I'd like to help by submitting a PR!
+
+- type: markdown
+  attributes:
+    value: >
+      感谢你的贡献 🎉！Thanks for your contribution 🎉!

.github/ISSUE_TEMPLATE/3_documentation-issue.yml

+name: 📚 文档 Documentation Issue
+description: 反馈一个官网文档错误。 Report an issue related to https://github.com/PaddlePaddle/PaddleDetection.
+labels: [type/docs, status/new-issue]
+
+body:
+- type: markdown
+  attributes:
+    value: >
+      #### 请确认反馈的问题来自PaddlePaddle官网文档：https://github.com/PaddlePaddle/PaddleDetection 。
+
+      #### Before submitting a Documentation Issue, Please make sure that issue is related to https://github.com/PaddlePaddle/PaddleDetection.
+
+- type: textarea
+  id: link
+  attributes:
+    label: 文档链接&描述 Document Links & Description
+    description: |
+      请说明有问题的文档链接以及该文档存在的问题。
+      Please fill in the link to the document and describe the question.
+  validations:
+    required: true
+
+
+- type: textarea
+  id: error
+  attributes:
+    label: 请提出你的建议 Please give your suggestion
+    description: |
+      请告诉我们，你希望如何改进这个文档。或者你可以提个PR修复这个问题。
+      Please tell us how you would like to improve this document. Or you can submit a PR to fix this problem.
+
+  validations:
+    required: false
+
+- type: markdown
+  attributes:
+    value: >
+      感谢你的贡献 🎉！Thanks for your contribution 🎉!

.github/ISSUE_TEMPLATE/4_ask-a-question.yml

+name: 🙋🏼‍♀️🙋🏻‍♂️提问 Ask a Question
+description: 提出一个使用/咨询问题。 Ask a usage or consultation question.
+labels: [type/question, status/new-issue]
+
+body:
+- type: checkboxes
+  attributes:
+    label: 问题确认 Search before asking
+    description: >
+      #### 你可以在这里提出一个使用/咨询问题，提问之前请确保：
+
+      - 1）已经百度/谷歌搜索过你的问题，但是没有找到解答；
+
+      - 2）已经在官网查询过[教程文档](https://github.com/PaddlePaddle/PaddleDetection/blob/release/2.4/docs/tutorials/GETTING_STARTED_cn.md)与[FAQ](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.4/docs/tutorials/FAQ)，但是没有找到解答；
+
+      - 3）已经在[历史issue](https://github.com/PaddlePaddle/PaddleDetection/issues)中搜索过，没有找到同类issue或issue未被解答。
+
+
+      #### You could ask a usage or consultation question here, before your start, please make sure:
+
+      - 1) You have searched your question on Baidu/Google, but found no answer;
+
+      - 2) You have checked the [tutorials](https://github.com/PaddlePaddle/PaddleDetection/blob/release/2.4/docs/tutorials/GETTING_STARTED.md), but found no answer;
+
+      - 3) You have searched [the existing and past issues](https://github.com/PaddlePaddle/PaddleDetection/issues), but found no similar issue or the issue has not been answered.
+
+    options:
+      - label: >
+          我已经搜索过问题，但是没有找到解答。I have searched the question and found no related answer.
+        required: true
+
+- type: textarea
+  id: question
+  attributes:
+    label: 请提出你的问题 Please ask your question
+  validations:
+    required: true

.github/ISSUE_TEMPLATE/5_others.yml

+name: 🧩 其他 Others
+description: 提出其他问题。 Report any other non-support related issues.
+labels: [type/others, status/new-issue]
+
+body:
+- type: markdown
+  attributes:
+    value: >
+      #### 你可以在这里提出任何前面几类模板不适用的问题，包括但不限于：优化性建议、框架使用体验反馈、版本兼容性问题、报错信息不清楚等。
+
+      #### You can report any issues that are not applicable to the previous types of templates, including but not limited to: enhancement suggestions, feedback on the use of the framework, version compatibility issues, unclear error information, etc.
+
+- type: textarea
+  id: others
+  attributes:
+    label: 问题描述 Please describe your issue
+  validations:
+    required: true
+
+- type: markdown
+  attributes:
+    value: >
+      感谢你的贡献 🎉！ Thanks for your contribution 🎉!

README_cn.md

@@ -15,18 +15,18 @@
     <a href="https://github.com/PaddlePaddle/PaddleDetection/stargazers"><img src="https://img.shields.io/github/stars/PaddlePaddle/PaddleDetection?color=ccf"></a>
 </p>
 </div>
-  
+
 ## <img src="https://user-images.githubusercontent.com/48054808/157793354-6e7f381a-0aa6-4bb7-845c-9acf2ecc05c3.png" width="20"/> 产品动态
 
 - 🔥 **2022.3.24：PaddleDetection发布[release/2.4版本](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.4)**
-  
+
   - 发布高精度云边一体SOTA目标检测模型[PP-YOLOE](configs/ppyoloe)，发布s/m/l/x版本，l版本COCO test2017数据集精度51.4%，V100预测速度78.1 FPS，支持混合精度训练，训练较PP-YOLOv2加速33%，全系列多尺度模型，满足不同硬件算力需求，可适配服务器、边缘端GPU及其他服务器端AI加速卡。
   - 发布边缘端和CPU端超轻量SOTA目标检测模型[PP-PicoDet增强版](configs/picodet)，精度提升2%左右，CPU预测速度提升63%，新增参数量0.7M的PicoDet-XS模型，提供模型稀疏化和量化功能，便于模型加速，各类硬件无需单独开发后处理模块，降低部署门槛。
   - 发布实时行人分析工具[PP-Human](deploy/pphuman)，支持行人跟踪、人流量统计、人体属性识别与摔倒检测四大能力，基于真实场景数据特殊优化，精准识别各类摔倒姿势，适应不同环境背景、光线及摄像角度。
   - 新增[YOLOX](configs/yolox)目标检测模型，支持nano/tiny/s/m/l/x版本，x版本COCO val2017数据集精度51.8%。
 
 - 2021.11.03: PaddleDetection发布[release/2.3版本](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.3)
-  
+
   - 发布轻量级检测特色模型⚡[PP-PicoDet](configs/picodet)，0.99m的参数量可实现精度30+mAP、速度150FPS。
   - 发布轻量级关键点特色模型⚡[PP-TinyPose](configs/keypoint/tiny_pose)，单人场景FP16推理可达122FPS、51.8AP，具有精度高速度快、检测人数无限制、微小目标效果好的优势。
   - 发布实时跟踪系统[PP-Tracking](deploy/pptracking)，覆盖单、多镜头下行人、车辆、多类别跟踪，对小目标、密集型特殊优化，提供人、车流量技术解决方案。
@@ -35,13 +35,13 @@
   - 新增轻量化关键点模型[Lite HRNet](configs/keypoint)关键点模型并支持Paddle Lite部署。
 
 - 2021.08.10: PaddleDetection发布[release/2.2版本](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.2)
-  
+
   - 发布Transformer检测系列模型，包括[DETR](configs/detr), [Deformable DETR](configs/deformable_detr), [Sparse RCNN](configs/sparse_rcnn)。
   - 新增Dark HRNet关键点模型和MPII数据集[关键点模型](configs/keypoint)
   - 新增[人头](configs/mot/headtracking21)、[车辆](configs/mot/vehicle)跟踪垂类模型。
 
 - 2021.05.20: PaddleDetection发布[release/2.1版本](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.1)
-  
+
   - 新增[关键点检测](configs/keypoint)，模型包括HigherHRNet，HRNet。
   - 新增[多目标跟踪](configs/mot)能力，模型包括DeepSORT，JDE，FairMOT。
   - 发布PPYOLO系列模型压缩模型，新增[ONNX模型导出教程](deploy/EXPORT_ONNX_MODEL.md)。
@@ -74,7 +74,7 @@
 - 如果你发现任何PaddleDetection存在的问题或者是建议, 欢迎通过[GitHub Issues](https://github.com/PaddlePaddle/PaddleDetection/issues)给我们提issues。
 
 - 欢迎加入PaddleDetection QQ、微信用户群（添加并回复小助手“检测”）
-  
+
   <div align="center">
   <img src="https://user-images.githubusercontent.com/48054808/157800129-2f9a0b72-6bb8-4b10-8310-93ab1639253f.jpg"  width = "200" />  
   <img src="https://user-images.githubusercontent.com/48054808/160531099-9811bbe6-cfbb-47d5-8bdb-c2b40684d7dd.png"  width = "200" />  
@@ -276,16 +276,16 @@
 ### 进阶教程
 
 - 参数配置
-  
+
   - [RCNN参数说明](docs/tutorials/config_annotation/faster_rcnn_r50_fpn_1x_coco_annotation.md)
   - [PP-YOLO参数说明](docs/tutorials/config_annotation/ppyolo_r50vd_dcn_1x_coco_annotation.md)
 
 - 模型压缩(基于[PaddleSlim](https://github.com/PaddlePaddle/PaddleSlim))
-  
+
   - [剪裁/量化/蒸馏教程](configs/slim)
 
 - [推理部署](deploy/README.md)
-  
+
   - [模型导出教程](deploy/EXPORT_MODEL.md)
   - [Paddle Inference部署](deploy/README.md)
     - [Python端推理部署](deploy/python)
@@ -296,7 +296,7 @@
   - [推理benchmark](deploy/BENCHMARK_INFER.md)
 
 - 进阶开发
-  
+
   - [数据处理模块](docs/advanced_tutorials/READER.md)
   - [新增检测模型](docs/advanced_tutorials/MODEL_TECHNICAL.md)
 
@@ -385,6 +385,7 @@
 - 感谢[Chen-Song](https://github.com/Chen-Song)贡献`Swin Faster-RCNN`模型。
 - 感谢[yangyudong](https://github.com/yangyudong2020), [hchhtc123](https://github.com/hchhtc123) 开发PP-Tracking GUI界面
 - 感谢[Shigure19](https://github.com/Shigure19) 开发PP-TinyPose健身APP
+- 感谢[manangoel99](https://github.com/manangoel99)贡献Wandb可视化方式
 
 ## <img src="https://user-images.githubusercontent.com/48054808/157835276-9aab9d1c-1c46-446b-bdd4-5ab75c5cfa48.png" width="20"/> 引用
 

README_en.md

@@ -19,7 +19,7 @@ English | [简体中文](README_cn.md)
 ## <img src="https://user-images.githubusercontent.com/48054808/157793354-6e7f381a-0aa6-4bb7-845c-9acf2ecc05c3.png" width="20"/> Latest News
 
 - 🔥 **2022.3.24：PaddleDetection [release 2.4 version](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.4)**
-  
+
   - Release GPU SOTA object detection series models (s/m/l/x) [PP-YOLOE](configs/ppyoloe), supporting s/m/l/x version, achieving mAP as 51.4% on COCO test dataset and 78.1 FPS on Nvidia V100 by PP-YOLOE-l, supporting AMP training and its training speed is 33% faster than PP-YOLOv2.
   - Release enhanced models of [PP-PicoDet](configs/picodet), including PP-PicoDet-XS model with 0.7M parameters, its mAP promoted ~2% on COCO, inference speed accelerated 63% on CPU, and post-processing integrated into the network to optimize deployment pipeline.
   - Release real-time human analysis tool [PP-Human](deploy/pphuman), which is based on data from real-life situations, supporting pedestrian detection, attribute recognition, human tracking, multi-camera tracking, human statistics and action recognition.
@@ -50,19 +50,19 @@ PaddleDetection is an end-to-end object detection development kit based on Paddl
 ## <img src="https://user-images.githubusercontent.com/48054808/157799599-e6a66855-bac6-4e75-b9c0-96e13cb9612f.png" width="20"/> Features
 
 - **Rich Models**
-  
+
   PaddleDetection provides rich of models, including **250+ pre-trained models** such as **object detection**, **instance segmentation**, **face detection**, **keypoint detection**, **multi-object tracking** and etc, covering a variety of **global competition champion** schemes.
 
 - **Highly Flexible**
-  
+
   Components are designed to be modular. Model architectures, as well as data preprocess pipelines and optimization strategies, can be easily customized with simple configuration changes.
 
 - **Production Ready**
-  
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   From data augmentation, constructing models, training, compression, depolyment, get through end to end, and complete support for multi-architecture, multi-device deployment for **cloud and edge device**.
 
 - **High Performance**
-  
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   Based on the high performance core of PaddlePaddle, advantages of training speed and memory occupation are obvious. FP16 training and multi-machine training are supported as well.
 
 ## <img title="" src="https://user-images.githubusercontent.com/48054808/157800467-2a9946ad-30d1-49a9-b9db-ba33413d9c90.png" alt="" width="20"> Community
@@ -70,7 +70,7 @@ PaddleDetection is an end-to-end object detection development kit based on Paddl
 - If you have any problem or suggestion on PaddleDetection, please send us issues through [GitHub Issues](https://github.com/PaddlePaddle/PaddleDetection/issues).
 
 - Welcome to Join PaddleDetection QQ Group and Wechat Group (reply "Det").
-  
+
   <div align="center">
   <img src="https://user-images.githubusercontent.com/48054808/157800129-2f9a0b72-6bb8-4b10-8310-93ab1639253f.jpg"  width = "200" />  
   <img src="https://user-images.githubusercontent.com/48054808/160531099-9811bbe6-cfbb-47d5-8bdb-c2b40684d7dd.png"  width = "200" />  
@@ -276,18 +276,18 @@ The relationship between COCO mAP and FPS on Qualcomm Snapdragon 865 of represen
 ### Advanced Tutorials
 
 - Parameter Configuration
-  
+
   - [Parameter configuration for RCNN model](docs/tutorials/config_annotation/faster_rcnn_r50_fpn_1x_coco_annotation_en.md)
   - [Parameter configuration for PP-YOLO model](docs/tutorials/config_annotation/ppyolo_r50vd_dcn_1x_coco_annotation_en.md)
 
 - Model Compression(Based on [PaddleSlim](https://github.com/PaddlePaddle/PaddleSlim))
-  
+
   - [Prune/Quant/Distill](configs/slim)
 
 - [Metric Logging during Model Training](docs/tutorials/logging_en.md)
 
 - Inference and Deployment
-  
+
   - [Export model for inference](deploy/EXPORT_MODEL_en.md)
   - [Paddle Inference](deploy/README_en.md)
     - [Python inference](deploy/python)
@@ -299,7 +299,7 @@ The relationship between COCO mAP and FPS on Qualcomm Snapdragon 865 of represen
   - [Exporting to ONNX and using OpenVINO for inference](docs/advanced_tutorials/openvino_inference/README.md)
 
 - Advanced Development
-  
+
   - [New data augmentations](docs/advanced_tutorials/READER_en.md)
   - [New detection algorithms](docs/advanced_tutorials/MODEL_TECHNICAL.md)
 
@@ -362,6 +362,7 @@ Contributions are highly welcomed and we would really appreciate your feedback!!
 - Thanks [Chen-Song](https://github.com/Chen-Song) for contributing the code of `Swin Faster-RCNN` model.
 - Thanks [yangyudong](https://github.com/yangyudong2020), [hchhtc123](https://github.com/hchhtc123) for contributing PP-Tracking GUI interface.
 - Thanks [Shigure19](https://github.com/Shigure19) for contributing PP-TinyPose fitness APP.
+- Thanks [manangoel99](https://github.com/manangoel99) for contributing Wandblogger for visualization of the training and evaluation metrics  
 
 ## <img src="https://user-images.githubusercontent.com/48054808/157835276-9aab9d1c-1c46-446b-bdd4-5ab75c5cfa48.png" width="20"/> Citation