diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml
index 3bdc1ea60..bb6c942cd 100644
--- a/.github/ISSUE_TEMPLATE/config.yml
+++ b/.github/ISSUE_TEMPLATE/config.yml
@@ -1,5 +1,10 @@
blank_issues_enabled: true
contact_links:
- - name: "😊 Discussions"
- url: https://github.com/hpcaitech/ColossalAI/discussions
- about: Ask questions and discuss with other Colossal-AI community members in our forum
+ - name: ❓ Simple question - Slack Chat
+ url: https://join.slack.com/t/colossalaiworkspace/shared_invite/zt-z7b26eeb-CBp7jouvu~r0~lcFzX832w
+ about: This issue tracker is not for technical support. Please use our Slack chat, and ask the community for help.
+ - name: ❓ Simple question - WeChat
+ url: https://github.com/hpcaitech/ColossalAI/blob/main/docs/images/WeChat.png
+ about: This issue tracker is not for technical support. Please use WeChat, and ask the community for help.
+ - name: 😊 Advanced question - GitHub Discussions
+ url: https://github.com/hpcaitech/ColossalAI/discussions
\ No newline at end of file
diff --git a/.github/ISSUE_TEMPLATE/proposal.yml b/.github/ISSUE_TEMPLATE/proposal.yml
new file mode 100644
index 000000000..bb0683f1b
--- /dev/null
+++ b/.github/ISSUE_TEMPLATE/proposal.yml
@@ -0,0 +1,44 @@
+name: 💥 Proposal
+description: Propose a non-trivial change to Colossal-AI
+
+body:
+ - type: markdown
+ attributes:
+ value: |
+ Common reasons for proposals include:
+
+ - Altering the infrastructure;
+ - Bumping a critical dependency's major version;
+ - A significant improvement in user-friendliness;
+ - Significant refactor;
+ - ...
+
+ Please note this is not for feature request or bug template; such action could make us identify the issue wrongly and close it without doing anything.
+
+ We give you maximum freedom to write an elaborated proposal illustrating why you think the change is beneficial for us, and what steps we should take to turn this into reality.
+
+
+ - type: textarea
+ attributes:
+ label: Proposal
+ description: A clear and concise description of what the proposal is.
+ validations:
+ required: true
+
+ - type: checkboxes
+ attributes:
+ label: Self-service
+ description: |
+ If you feel like you could contribute to this issue, please check the box below. This would tell us and other people looking for contributions that someone's working on it.
+ If you do check this box, please send a pull request within 7 days after a maintainer's approval so we can still delegate this to someone else.
+
+ Proposals usually involve significant code changes, so please reach consensus with the maintainers before rushing to implement it, and make sure you follow the [Contributing Guidelines](https://github.com/hpcaitech/ColossalAI/blob/main/CONTRIBUTING.md).
+ This ensures that you don't waste your time and we don't waste ours reading the large diffs.
+ options:
+ - label: I'd be willing to do some initial work on this proposal myself.
+
+
+- type: markdown
+ attributes:
+ value: >
+ Thanks for contributing 🎉!
\ No newline at end of file
diff --git a/README-zh-Hans.md b/README-zh-Hans.md
index d952a5279..7b6efa462 100644
--- a/README-zh-Hans.md
+++ b/README-zh-Hans.md
@@ -34,30 +34,24 @@ Colossal-AI为您提供了一系列并行训练组件。我们的目标是让您
## 样例
### ViT
-
+
-
-- 14倍批大小
-- 5倍训练速度
+- 14倍批大小和5倍训练速度（张量并行=64）
### GPT-3
-
+
-
-
-- GPT-3：释放 50% GPU 资源占用, 或 10.7% 加速
+- 释放 50% GPU 资源占用, 或 10.7% 加速
### GPT-2
-
+
-- GPT-2：降低11倍GPU显存占用，或超线性扩展
+- 降低11倍GPU显存占用，或超线性扩展
### BERT
-
+
-
-- 2倍训练速度
-- 1.5倍序列长度
+- 2倍训练速度，或1.5倍序列长度
请访问我们的[文档和教程](https://www.colossalai.org/)以了解详情。
@@ -201,6 +195,13 @@ class MLP_2D(nn.Module):
```
+## 社区
+欢迎通过[论坛](https://github.com/hpcaitech/ColossalAI/discussions)
+[Slack](https://join.slack.com/t/colossalaiworkspace/shared_invite/zt-z7b26eeb-CBp7jouvu~r0~lcFzX832w)
+或 [微信](./docs/images/WeChat.png "qrcode")
+加入Colossal-AI社区，与我们分享你的建议和问题。
+
+
## 引用
```
diff --git a/README.md b/README.md
index 1b59dda77..4512b695f 100644
--- a/README.md
+++ b/README.md
@@ -37,30 +37,25 @@ distributed training in a few lines.
## Examples
### ViT
-
+
-- 14x larger batch size
-- 5x faster training
+- 14x larger batch size, and 5x faster training for Tensor Parallel = 64
### GPT-3
-
+
-- Free 50% GPU resources, or 10.7% acceleration for GPT-3
+- Free 50% GPU resources, or 10.7% acceleration
### GPT-2
-
-
-- 11x lower GPU RAM, or superlinear scaling for GPT-2
-
+
+- 11x lower GPU RAM, or superlinear scaling
### BERT
-
+
-
-- 2x faster training
-- 50% longer sequence length
+- 2x faster training, or 50% longer sequence length
Please visit our [documentation and tutorials](https://www.colossalai.org/) for more details.
@@ -206,6 +201,12 @@ class MLP_2D(nn.Module):
```
+## Community
+
+Join the Colossal-AI community on [Forum](https://github.com/hpcaitech/ColossalAI/discussions),
+[Slack](https://join.slack.com/t/colossalaiworkspace/shared_invite/zt-z7b26eeb-CBp7jouvu~r0~lcFzX832w),
+and [WeChat](./docs/images/WeChat.png "qrcode") to share your suggestions, advice, and questions with our engineering team.
+
## Cite Us
diff --git a/docs/images/allinone/BERT_allin1.png b/docs/images/BERT.png
similarity index 100%
rename from docs/images/allinone/BERT_allin1.png
rename to docs/images/BERT.png
diff --git a/docs/images/BERT_seq.png b/docs/images/BERT_seq.png
deleted file mode 100644
index 1cdf78269..000000000
Binary files a/docs/images/BERT_seq.png and /dev/null differ
diff --git a/docs/images/allinone/GPT2_allin1.png b/docs/images/GPT2.png
similarity index 100%
rename from docs/images/allinone/GPT2_allin1.png
rename to docs/images/GPT2.png
diff --git a/docs/images/allinone/GPT3_allin1.png b/docs/images/GPT3.png
similarity index 100%
rename from docs/images/allinone/GPT3_allin1.png
rename to docs/images/GPT3.png
diff --git a/docs/images/GPT3Table.png b/docs/images/GPT3Table.png
deleted file mode 100644
index 1754aa0b5..000000000
Binary files a/docs/images/GPT3Table.png and /dev/null differ
diff --git a/docs/images/GPT_2_3.png b/docs/images/GPT_2_3.png
deleted file mode 100644
index 08181c29d..000000000
Binary files a/docs/images/GPT_2_3.png and /dev/null differ
diff --git a/docs/images/update/vit.png b/docs/images/ViT.png
similarity index 100%
rename from docs/images/update/vit.png
rename to docs/images/ViT.png
diff --git a/docs/images/ViT_TP.png b/docs/images/ViT_TP.png
deleted file mode 100644
index f142cfefd..000000000
Binary files a/docs/images/ViT_TP.png and /dev/null differ
diff --git a/docs/images/WeChat.png b/docs/images/WeChat.png
new file mode 100644
index 000000000..2a6af7faa
Binary files /dev/null and b/docs/images/WeChat.png differ