diff --git a/README.md b/README.md
index a93840df1..c5132b671 100644
--- a/README.md
+++ b/README.md
@@ -26,6 +26,7 @@ English | [简体中文](README_CN.md)
# FastDeploy : Inference and Deployment Toolkit for LLMs and VLMs based on PaddlePaddle
## News
+**[2025-09] 🔥 FastDeploy v2.2 is newly released! It now offers compatibility with models in the HuggingFace ecosystem, has further optimized performance, and newly adds support for [baidu/ERNIE-21B-A3B-Thinking](https://huggingface.co/baidu/ERNIE-4.5-21B-A3B-Thinking)!
**[2025-08] 🔥 Released FastDeploy v2.1:** A brand-new KV Cache scheduling strategy has been introduced, and expanded support for PD separation and CUDA Graph across more models. Enhanced hardware support has been added for platforms like Kunlun and Hygon, along with comprehensive optimizations to improve the performance of both the service and inference engine.
**[2025-07] The FastDeploy 2.0 Inference Deployment Challenge is now live!** Complete the inference deployment task for the ERNIE 4.5 series open-source models to win official FastDeploy 2.0 merch and generous prizes! 🎁 You're welcome to try it out and share your feedback! 📌[Sign up here](https://www.wjx.top/vm/meSsp3L.aspx#) 📌[Event details](https://github.com/PaddlePaddle/FastDeploy/discussions/2728)
diff --git a/README_CN.md b/README_CN.md
index defcada17..10881d2ce 100644
--- a/README_CN.md
+++ b/README_CN.md
@@ -26,7 +26,8 @@
# FastDeploy ：基于飞桨的大语言模型与视觉语言模型推理部署工具包
## 最新活动
-**[2025-08] 🔥 FastDeploy v2.1 全新发布:** 全新的KV Cache调度策略，更多模型支持PD分离和CUDA Graph，昆仑、海光等更多硬件支持增强，全方面优化服务和推理引擎的性能。
+**[2025-09] 🔥 FastDeploy v2.2 全新发布: HuggingFace生态模型兼容，性能进一步优化，更新增对[baidu/ERNIE-21B-A3B-Thinking](https://huggingface.co/baidu/ERNIE-4.5-21B-A3B-Thinking)支持!
+**[2025-08] FastDeploy v2.1 发布:全新的KV Cache调度策略，更多模型支持PD分离和CUDA Graph，昆仑、海光等更多硬件支持增强，全方面优化服务和推理引擎的性能。
**[2025-07] 《FastDeploy2.0推理部署实测》专题活动已上线!** 完成文心4.5系列开源模型的推理部署等任务，即可获得骨瓷马克杯等FastDeploy2.0官方周边及丰富奖金！🎁 欢迎大家体验反馈～ 📌[报名地址](https://www.wjx.top/vm/meSsp3L.aspx#) 📌[活动详情](https://github.com/PaddlePaddle/FastDeploy/discussions/2728)
diff --git a/docs/index.md b/docs/index.md
index d991b2f93..40bd8d556 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -17,6 +17,7 @@
|ERNIE-4.5-300B-A47B-Base|BF16/WINT4/WINT8|✅|✅|✅|⛔|✅|128K|
|ERNIE-4.5-VL-424B-A47B|BF16/WINT4/WINT8|🚧|✅|🚧|⛔|🚧|128K|
|ERNIE-4.5-VL-28B-A3B|BF16/WINT4/WINT8|⛔|✅|🚧|⛔|🚧|128K|
+|ERNIE-4.5-21B-A3B-Thinking|BF16/WINT4/WINT8/FP8|⛔|✅|✅|✅|✅|128K|
|ERNIE-4.5-21B-A3B|BF16/WINT4/WINT8/FP8|⛔|✅|✅|✅|✅|128K|
|ERNIE-4.5-21B-A3B-Base|BF16/WINT4/WINT8/FP8|⛔|✅|✅|⛔|✅|128K|
|ERNIE-4.5-0.3B|BF16/WINT8/FP8|⛔|✅|✅|⛔|✅|128K|
diff --git a/docs/supported_models.md b/docs/supported_models.md
index ff32b5820..7849a9f7b 100644
--- a/docs/supported_models.md
+++ b/docs/supported_models.md
@@ -33,7 +33,7 @@ These models accept text input.
|Models|DataType|Example HF Model|
|-|-|-|
-|⭐ERNIE|BF16\WINT4\WINT8\W4A8C8\WINT2\FP8|baidu/ERNIE-4.5-VL-424B-A47B-Paddle;
baidu/ERNIE-4.5-300B-A47B-Paddle
[quick start](./get_started/ernie-4.5.md) [best practice](./best_practices/ERNIE-4.5-300B-A47B-Paddle.md);
baidu/ERNIE-4.5-300B-A47B-2Bits-Paddle;
baidu/ERNIE-4.5-300B-A47B-W4A8C8-TP4-Paddle;
baidu/ERNIE-4.5-300B-A47B-FP8-Paddle;
baidu/ERNIE-4.5-300B-A47B-Base-Paddle;
[baidu/ERNIE-4.5-21B-A3B-Paddle](./best_practices/ERNIE-4.5-21B-A3B-Paddle.md);
baidu/ERNIE-4.5-21B-A3B-Base-Paddle;
baidu/ERNIE-4.5-0.3B-Paddle
[quick start](./get_started/quick_start.md) [best practice](./best_practices/ERNIE-4.5-0.3B-Paddle.md);
baidu/ERNIE-4.5-0.3B-Base-Paddle, etc.|
+|⭐ERNIE|BF16\WINT4\WINT8\W4A8C8\WINT2\FP8|baidu/ERNIE-4.5-VL-424B-A47B-Paddle;
baidu/ERNIE-4.5-300B-A47B-Paddle
[quick start](./get_started/ernie-4.5.md) [best practice](./best_practices/ERNIE-4.5-300B-A47B-Paddle.md);
baidu/ERNIE-4.5-300B-A47B-2Bits-Paddle;
baidu/ERNIE-4.5-300B-A47B-W4A8C8-TP4-Paddle;
baidu/ERNIE-4.5-300B-A47B-FP8-Paddle;
baidu/ERNIE-4.5-300B-A47B-Base-Paddle;
[baidu/ERNIE-4.5-21B-A3B-Paddle](./best_practices/ERNIE-4.5-21B-A3B-Paddle.md);
baidu/ERNIE-4.5-21B-A3B-Base-Paddle;
baidu/ERNIE-4.5-21B-A3B-Thinking;
baidu/ERNIE-4.5-0.3B-Paddle
[quick start](./get_started/quick_start.md) [best practice](./best_practices/ERNIE-4.5-0.3B-Paddle.md);
baidu/ERNIE-4.5-0.3B-Base-Paddle, etc.|
|⭐QWEN3-MOE|BF16/WINT4/WINT8/FP8|Qwen/Qwen3-235B-A22B;
Qwen/Qwen3-30B-A3B, etc.|
|⭐QWEN3|BF16/WINT8/FP8|Qwen/qwen3-32B;
Qwen/qwen3-14B;
Qwen/qwen3-8B;
Qwen/qwen3-4B;
Qwen/qwen3-1.7B;
[Qwen/qwen3-0.6B](./get_started/quick_start_qwen.md), etc.|
|⭐QWEN2.5|BF16/WINT8/FP8|Qwen/qwen2.5-72B;
Qwen/qwen2.5-32B;
Qwen/qwen2.5-14B;
Qwen/qwen2.5-7B;
Qwen/qwen2.5-3B;
Qwen/qwen2.5-1.5B;
Qwen/qwen2.5-0.5B, etc.|
diff --git a/docs/zh/index.md b/docs/zh/index.md
index b4f44cfd8..f03522b91 100644
--- a/docs/zh/index.md
+++ b/docs/zh/index.md
@@ -18,6 +18,7 @@
|ERNIE-4.5-VL-424B-A47B|BF16/WINT4/WINT8|🚧|✅|🚧|⛔|🚧|128K|
|ERNIE-4.5-VL-28B-A3B|BF16/WINT4/WINT8|⛔|✅|🚧|⛔|🚧|128K|
|ERNIE-4.5-21B-A3B|BF16/WINT4/WINT8/FP8|⛔|✅|✅|✅|✅|128K|
+|ERNIE-4.5-21B-A3B-Thinking|BF16/WINT4/WINT8/FP8|⛔|✅|✅|✅|✅|128K|
|ERNIE-4.5-21B-A3B-Base|BF16/WINT4/WINT8/FP8|⛔|✅|✅|⛔|✅|128K|
|ERNIE-4.5-0.3B|BF16/WINT8/FP8|⛔|✅|✅|⛔|✅|128K|
|QWEN3-MOE|BF16/WINT4/WINT8/FP8|⛔|✅|✅|🚧|✅|128K|
diff --git a/docs/zh/supported_models.md b/docs/zh/supported_models.md
index 209852343..13db10a3b 100644
--- a/docs/zh/supported_models.md
+++ b/docs/zh/supported_models.md
@@ -31,7 +31,7 @@ python -m fastdeploy.entrypoints.openai.api_server \
|模型|DataType|模型案例|
|-|-|-|
-|⭐ERNIE|BF16\WINT4\WINT8\W4A8C8\WINT2\FP8|baidu/ERNIE-4.5-VL-424B-A47B-Paddle;
baidu/ERNIE-4.5-300B-A47B-Paddle
[快速部署](./get_started/ernie-4.5.md) [最佳实践](./best_practices/ERNIE-4.5-300B-A47B-Paddle.md);
baidu/ERNIE-4.5-300B-A47B-2Bits-Paddle;
baidu/ERNIE-4.5-300B-A47B-W4A8C8-TP4-Paddle;
baidu/ERNIE-4.5-300B-A47B-FP8-Paddle;
baidu/ERNIE-4.5-300B-A47B-Base-Paddle;
[baidu/ERNIE-4.5-21B-A3B-Paddle](./best_practices/ERNIE-4.5-21B-A3B-Paddle.md);
baidu/ERNIE-4.5-21B-A3B-Base-Paddle;
baidu/ERNIE-4.5-0.3B-Paddle
[快速部署](./get_started/quick_start.md) [最佳实践](./best_practices/ERNIE-4.5-0.3B-Paddle.md);
baidu/ERNIE-4.5-0.3B-Base-Paddle, etc.|
+|⭐ERNIE|BF16\WINT4\WINT8\W4A8C8\WINT2\FP8|baidu/ERNIE-4.5-VL-424B-A47B-Paddle;
baidu/ERNIE-4.5-300B-A47B-Paddle
[快速部署](./get_started/ernie-4.5.md) [最佳实践](./best_practices/ERNIE-4.5-300B-A47B-Paddle.md);
baidu/ERNIE-4.5-300B-A47B-2Bits-Paddle;
baidu/ERNIE-4.5-300B-A47B-W4A8C8-TP4-Paddle;
baidu/ERNIE-4.5-300B-A47B-FP8-Paddle;
baidu/ERNIE-4.5-300B-A47B-Base-Paddle;
[baidu/ERNIE-4.5-21B-A3B-Paddle](./best_practices/ERNIE-4.5-21B-A3B-Paddle.md);
baidu/ERNIE-4.5-21B-A3B-Base-Paddle;
baidu/ERNIE-4.5-21B-A3B-Thinking;
baidu/ERNIE-4.5-0.3B-Paddle
[快速部署](./get_started/quick_start.md) [最佳实践](./best_practices/ERNIE-4.5-0.3B-Paddle.md);
baidu/ERNIE-4.5-0.3B-Base-Paddle, etc.|
|⭐QWEN3-MOE|BF16/WINT4/WINT8/FP8|Qwen/Qwen3-235B-A22B;
Qwen/Qwen3-30B-A3B, etc.|
|⭐QWEN3|BF16/WINT8/FP8|Qwen/qwen3-32B;
Qwen/qwen3-14B;
Qwen/qwen3-8B;
Qwen/qwen3-4B;
Qwen/qwen3-1.7B;
[Qwen/qwen3-0.6B](./get_started/quick_start_qwen.md), etc.|
|⭐QWEN2.5|BF16/WINT8/FP8|Qwen/qwen2.5-72B;
Qwen/qwen2.5-32B;
Qwen/qwen2.5-14B;
Qwen/qwen2.5-7B;
Qwen/qwen2.5-3B;
Qwen/qwen2.5-1.5B;
Qwen/qwen2.5-0.5B, etc.|