diff --git a/.circleci/config.yml b/.circleci/config.yml
index 7e4aef84..c592ed61 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -26,7 +26,7 @@ workflows:
             requirements/.* lint_only false
             tests/.* lint_only false
             .circleci/.* lint_only false
-          base-revision: dev-1.x
+          base-revision: main
           # this is the path of the configuration we should trigger once
           # path filtering and pipeline parameter value updates are
           # complete. In this case, we are using the parent dynamic
diff --git a/.circleci/test.yml b/.circleci/test.yml
index cb6e3f53..81af82a1 100644
--- a/.circleci/test.yml
+++ b/.circleci/test.yml
@@ -185,8 +185,8 @@ workflows:
           filters:
             branches:
               ignore:
-                - dev-1.x
-                - 1.x
+                - dev
+                - main
   pr_stage_test:
     when:
       not:
@@ -197,7 +197,7 @@ workflows:
           filters:
             branches:
               ignore:
-                - dev-1.x
+                - dev
       - build_cpu:
           name: minimum_version_cpu
           torch: 1.8.0
diff --git a/.github/ISSUE_TEMPLATE/----.md b/.github/ISSUE_TEMPLATE/----.md
deleted file mode 100644
index 81888875..00000000
--- a/.github/ISSUE_TEMPLATE/----.md
+++ /dev/null
@@ -1,33 +0,0 @@
----
-name: 寻求帮助
-about: 遇到问题并寻求帮助
-title: ''
-labels: help wanted
-assignees: ''
----
-
-推荐使用英语模板 General question，以便你的问题帮助更多人。
-
-### 首先确认以下内容
-
-- 我已经查询了相关的 issue，但没有找到需要的帮助。
-- 我已经阅读了相关文档，但仍不知道如何解决。
-
-### 描述你遇到的问题
-
-[填写这里]
-
-### 相关信息
-
-1. `pip list | grep "mmcv\|mmcls\|^torch"` 命令的输出
-   [填写这里]
-2. 如果你修改了，或者使用了新的配置文件，请在这里写明
-
-```python
-[填写这里]
-```
-
-3. 如果你是在训练过程中遇到的问题，请填写完整的训练日志和报错信息
-   [填写这里]
-4. 如果你对 `mmcls` 文件夹下的代码做了其他相关的修改，请在这里写明
-   [填写这里]
diff --git a/.github/ISSUE_TEMPLATE/---.md b/.github/ISSUE_TEMPLATE/---.md
deleted file mode 100644
index 9cae1c5e..00000000
--- a/.github/ISSUE_TEMPLATE/---.md
+++ /dev/null
@@ -1,34 +0,0 @@
----
-name: 新功能
-about: 为项目提一个建议
-title: '[Feature]'
-labels: enhancement
-assignees: ''
----
-
-推荐使用英语模板 Feature request，以便你的问题帮助更多人。
-
-### 描述这个功能
-
-[填写这里]
-
-### 动机
-
-请简要说明以下为什么需要添加这个新功能
-例 1. 现在进行 xxx 的时候不方便
-例 2. 最近的论文中提出了有一个很有帮助的 xx
-
-[填写这里]
-
-### 相关资源
-
-是否有相关的官方实现或者第三方实现？这些会很有参考意义。
-
-[填写这里]
-
-### 其他相关信息
-
-其他和这个功能相关的信息或者截图，请放在这里。
-另外如果你愿意参与实现这个功能并提交 PR，请在这里说明，我们将非常欢迎。
-
-[填写这里]
diff --git a/.github/ISSUE_TEMPLATE/---bug.md b/.github/ISSUE_TEMPLATE/---bug.md
deleted file mode 100644
index 681bd068..00000000
--- a/.github/ISSUE_TEMPLATE/---bug.md
+++ /dev/null
@@ -1,44 +0,0 @@
----
-name: 报告 Bug
-about: 报告问题以帮助我们提升
-title: '[Bug]'
-labels: bug
-assignees: ''
----
-
-推荐使用英语模板 Bug report，以便你的问题帮助更多人。
-
-### 描述 bug
-
-简单地描述一下遇到了什么 bug
-
-[填写这里]
-
-### 复现流程
-
-在命令行中执行的详细操作
-
-```shell
-[填写这里]
-```
-
-### 相关信息
-
-1. `pip list | grep "mmcv\|mmcls\|^torch"` 命令的输出
-   [填写这里]
-2. 如果你修改了，或者使用了新的配置文件，请在这里写明
-
-```python
-[填写这里]
-```
-
-3. 如果你是在训练过程中遇到的问题，请填写完整的训练日志和报错信息
-   [填写这里]
-4. 如果你对 `mmcls` 文件夹下的代码做了其他相关的修改，请在这里写明
-   [填写这里]
-
-### 附加内容
-
-任何其他有关该 bug 的信息、截图等
-
-[填写这里]
diff --git a/.github/ISSUE_TEMPLATE/1_bug-report.yml b/.github/ISSUE_TEMPLATE/1_bug-report.yml
new file mode 100644
index 00000000..a4f02453
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/1_bug-report.yml
@@ -0,0 +1,69 @@
+name: 🐞 Bug report
+description: Create a report to help us improve
+labels: ["bug"]
+title: "[Bug] "
+body:
+  - type: markdown
+    attributes:
+      value: |
+        If you have already identified the reason, we strongly appreciate you creating a new PR according to [the tutorial](https://mmpretrain.readthedocs.io/en/master/community/CONTRIBUTING.html)!
+        If you need our help, please fill in the following form to help us to identify the bug.
+
+  - type: dropdown
+    id: version
+    attributes:
+      label: Branch
+      description: Which branch/version are you using?
+      options:
+        - main branch (mmpretrain version)
+        - mmcls-1.x branch (v1.0.0rc6 or other 1.x version)
+        - mmcls-0.x branch (v0.25.0 or other 0.x version)
+    validations:
+      required: true
+
+  - type: textarea
+    id: describe
+    validations:
+      required: true
+    attributes:
+      label: Describe the bug
+      description: |
+        Please provide a clear and concise description of what the bug is.
+        Preferably a simple and minimal code snippet that we can reproduce the error by running the code.
+      placeholder: |
+        A clear and concise description of what the bug is.
+
+        ```python
+        # Sample code to reproduce the problem
+        ```
+
+        ```shell
+        The command or script you run.
+        ```
+
+        ```
+        The error message or logs you got, with the full traceback.
+        ```
+
+  - type: textarea
+    id: environment
+    validations:
+      required: true
+    attributes:
+      label: Environment
+      description: |
+        Please run `python -c "import mmpretrain.utils;import pprint;pprint.pp(dict(mmpretrain.utils.collect_env()))"` to collect necessary environment information and paste it here.
+      placeholder: |
+        ```python
+        # The output the above command
+        ```
+
+  - type: textarea
+    id: other
+    attributes:
+      label: Other information
+      description: |
+        Tell us anything else you think we should know.
+
+        1. Did you make any modifications on the code or config?
+        2. What do you think might be the reason?
diff --git a/.github/ISSUE_TEMPLATE/2_feature-request.yml b/.github/ISSUE_TEMPLATE/2_feature-request.yml
new file mode 100644
index 00000000..91447922
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/2_feature-request.yml
@@ -0,0 +1,29 @@
+name: 🚀 Feature request
+description: Suggest an idea for this project
+labels: ["enhancement"]
+title: "[Feature] "
+body:
+  - type: markdown
+    attributes:
+      value: |
+        If you have already implemented the feature, we strongly appreciate you creating a new PR according to [the tutorial](https://mmpretrain.readthedocs.io/en/master/community/CONTRIBUTING.html)!
+
+  - type: textarea
+    id: describe
+    validations:
+      required: true
+    attributes:
+      label: Describe the feature
+      description: |
+        What kind of feature do you want MMPreTrain to add. If there is an official code release or third-party implementation, please also provide the information here, which would be very helpful.
+      placeholder: |
+        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 \[....\].
+
+  - type: checkboxes
+    id: pr
+    attributes:
+      label: Will you implement it?
+      options:
+        - label: I would like to implement this feature and create a PR!
diff --git a/.github/ISSUE_TEMPLATE/3_bug-report_zh.yml b/.github/ISSUE_TEMPLATE/3_bug-report_zh.yml
new file mode 100644
index 00000000..09f8f8bc
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/3_bug-report_zh.yml
@@ -0,0 +1,70 @@
+name: 🐞 报告 Bug
+description: 报告你在使用中遇到的不合预期的情况
+labels: ["bug"]
+title: "[Bug] "
+body:
+  - type: markdown
+    attributes:
+      value: |
+        我们推荐使用英语模板 Bug report，以便你的问题帮助更多人。
+
+        如果你已经有了解决方案，我们非常欢迎你直接创建一个新的 PR 来解决这个问题。创建 PR 的流程可以参考[文档](https://mmpretrain.readthedocs.io/zh_CN/master/community/CONTRIBUTING.html)。
+        如果你需要我们的帮助，请填写以下内容帮助我们定位 Bug。
+
+  - type: dropdown
+    id: version
+    attributes:
+      label: 分支
+      description: 你正在使用的分支/版本是哪个？
+      options:
+        - main 分支 (mmpretrain 版本)
+        - mmcls-1.x 分支 (v1.0.0rc6 或者其它 1.x 版本)
+        - mmcls-0.x 分支 (v0.25.0 或者其它 0.x 版本)
+    validations:
+      required: true
+
+  - type: textarea
+    id: describe
+    validations:
+      required: true
+    attributes:
+      label: 描述该错误
+      description: |
+        请简要说明你遇到的错误。如果可以的话，请提供一个简短的代码片段帮助我们复现这一错误。
+      placeholder: |
+        问题的简要说明
+
+        ```python
+        # 复现错误的代码片段
+        ```
+
+        ```shell
+        # 发生错误时你的运行命令
+        ```
+
+        ```
+        错误信息和日志，请展示全部的错误日志和 traceback
+        ```
+
+  - type: textarea
+    id: environment
+    validations:
+      required: true
+    attributes:
+      label: 环境信息
+      description: |
+        请运行指令 `python -c "import mmpretrain.utils;import pprint;pprint.pp(dict(mmpretrain.utils.collect_env()))"` 来收集必要的环境信息，并贴在下方。
+      placeholder: |
+        ```python
+        # 上述命令的输出
+        ```
+
+  - type: textarea
+    id: other
+    attributes:
+      label: 其他信息
+      description: |
+        告诉我们其他有价值的信息。
+
+        1. 你是否对代码或配置文件做了任何改动？
+        2. 你认为可能的原因是什么？
diff --git a/.github/ISSUE_TEMPLATE/4_feature-request_zh.yml b/.github/ISSUE_TEMPLATE/4_feature-request_zh.yml
new file mode 100644
index 00000000..eeb2efb2
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/4_feature-request_zh.yml
@@ -0,0 +1,31 @@
+name: 🚀 功能建议
+description: 建议一项新的功能
+labels: ["enhancement"]
+title: "[Feature] "
+body:
+  - type: markdown
+    attributes:
+      value: |
+        推荐使用英语模板 Feature request，以便你的问题帮助更多人。
+
+        如果你已经实现了该功能，我们非常欢迎你直接创建一个新的 PR 来解决这个问题。创建 PR 的流程可以参考[文档](https://mmpretrain.readthedocs.io/zh_CN/master/community/CONTRIBUTING.html)。
+
+  - type: textarea
+    id: describe
+    validations:
+      required: true
+    attributes:
+      label: 描述该功能
+      description: |
+        你希望 MMPreTrain 添加什么功能？如果存在相关的论文、官方实现或者第三方实现，请同时贴出链接，这将非常有帮助。
+      placeholder: |
+        简要说明该功能，及为什么需要该功能
+        例 1. 现在进行 xxx 的时候不方便
+        例 2. 最近的论文中提出了有一个很有帮助的 xx
+
+  - type: checkboxes
+    id: pr
+    attributes:
+      label: 是否希望自己实现该功能？
+      options:
+        - label: 我希望自己来实现这一功能，并向 MMPreTrain 贡献代码！
diff --git a/.github/ISSUE_TEMPLATE/bug_report.md b/.github/ISSUE_TEMPLATE/bug_report.md
deleted file mode 100644
index 8827d5d1..00000000
--- a/.github/ISSUE_TEMPLATE/bug_report.md
+++ /dev/null
@@ -1,42 +0,0 @@
----
-name: Bug report
-about: Create a report to help us improve
-title: '[Bug]'
-labels: bug
-assignees: ''
----
-
-### Describe the bug
-
-A clear and concise description of what the bug is.
-
-[here]
-
-### To Reproduce
-
-The command you executed.
-
-```shell
-[here]
-```
-
-### Post related information
-
-1. The output of `pip list | grep "mmcv\|mmcls\|^torch"`
-   [here]
-2. Your config file if you modified it or created a new one.
-
-```python
-[here]
-```
-
-3. Your train log file if you meet the problem during training.
-   [here]
-4. Other code you modified in the `mmcls` folder.
-   [here]
-
-### Additional context
-
-Add any other context about the problem here.
-
-[here]
diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml
index 20a74222..6372e660 100644
--- a/.github/ISSUE_TEMPLATE/config.yml
+++ b/.github/ISSUE_TEMPLATE/config.yml
@@ -1,6 +1,12 @@
 blank_issues_enabled: false
 
 contact_links:
-  - name: MMPreTrain Documentation
+  - name: 📚 MMPreTrain Documentation (官方文档)
     url: https://mmpretrain.readthedocs.io/en/latest/
     about: Check if your question is answered in docs
+  - name: 💬 General questions (寻求帮助)
+    url: https://github.com/open-mmlab/mmpretrain/discussions
+    about: Ask general usage questions and discuss with other MMPreTrain community members
+  - name: 🌐 Explore OpenMMLab (官网)
+    url: https://openmmlab.com/
+    about: Get know more about OpenMMLab
diff --git a/.github/ISSUE_TEMPLATE/feature_request.md b/.github/ISSUE_TEMPLATE/feature_request.md
deleted file mode 100644
index 7db63e1b..00000000
--- a/.github/ISSUE_TEMPLATE/feature_request.md
+++ /dev/null
@@ -1,32 +0,0 @@
----
-name: Feature request
-about: Suggest an idea for this project
-title: '[Feature]'
-labels: enhancement
-assignees: ''
----
-
-### Describe the feature
-
-[here]
-
-### 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 [....].
-
-[here]
-
-### Related resources
-
-If there is an official code release or third-party implementation, please also provide the information here, which would be very helpful.
-
-[here]
-
-### Additional context
-
-Add any other context or screenshots about the feature request here.
-If you would like to implement the feature and create a PR, please leave a comment here and that would be much appreciated.
-
-[here]
diff --git a/.github/ISSUE_TEMPLATE/general-questions.md b/.github/ISSUE_TEMPLATE/general-questions.md
deleted file mode 100644
index ddf19df4..00000000
--- a/.github/ISSUE_TEMPLATE/general-questions.md
+++ /dev/null
@@ -1,31 +0,0 @@
----
-name: General questions
-about: 'Ask general questions to get help '
-title: ''
-labels: help wanted
-assignees: ''
----
-
-### Checklist
-
-- I have searched related issues but cannot get the expected help.
-- I have read related documents and don't know what to do.
-
-### Describe the question you meet
-
-[here]
-
-### Post related information
-
-1. The output of `pip list | grep "mmcv\|mmcls\|^torch"`
-   [here]
-2. Your config file if you modified it or created a new one.
-
-```python
-[here]
-```
-
-3. Your train log file if you meet the problem during training.
-   [here]
-4. Other code you modified in the `mmcls` folder.
-   [here]
diff --git a/mmpretrain/utils/collect_env.py b/mmpretrain/utils/collect_env.py
index c5713a97..988451ec 100644
--- a/mmpretrain/utils/collect_env.py
+++ b/mmpretrain/utils/collect_env.py
@@ -1,12 +1,16 @@
 # Copyright (c) OpenMMLab. All rights reserved.
+import mmcv
 from mmengine.utils import get_git_hash
 from mmengine.utils.dl_utils import collect_env as collect_base_env
 
 import mmpretrain
 
 
-def collect_env():
+def collect_env(with_torch_comiling_info=False):
     """Collect the information of the running environments."""
     env_info = collect_base_env()
-    env_info['MMPpretrain'] = mmpretrain.__version__ + '+' + get_git_hash()[:7]
+    env_info['MMCV'] = mmcv.__version__
+    if not with_torch_comiling_info:
+        env_info.pop('PyTorch compiling details')
+    env_info['MMPreTrain'] = mmpretrain.__version__ + '+' + get_git_hash()[:7]
     return env_info