diff --git a/README.md b/README.md
index 5cd63c0df456ab3d15d2fa10992d0c5b73d0186c..368ba8f2384990a2d85654ee2b58d929f6679ecc 100644
--- a/README.md
+++ b/README.md
@@ -186,6 +186,7 @@ DeepSparkHub甄选上百个应用算法和模型，覆盖AI和通用计算各领
 [ATSS](cv/detection/atss_mmdet/pytorch/README.md)  | PyTorch (MMDetection) | COCO
 [AutoAssign](cv/detection/autoassign/pytorch/README.md)  | PyTorch | COCO
 [Cascade R-CNN](cv/detection/cascade_rcnn_mmdet/pytorch/README.md)  | PyTorch (MMDetection) | COCO
+[CenterMask2](cv/detection/centermask2/pytorch/README.md)  | PyTorch | COCO
 [CenterNet](cv/detection/centernet/pytorch/README.md)  | PyTorch | COCO
 [CenterNet](cv/detection/centernet/paddlepaddle/README.md)  | PaddlePaddle | COCO
 [Co-DETR](cv/detection/co-detr/pytorch/README.md)  | PyTorch | COCO
@@ -223,6 +224,7 @@ DeepSparkHub甄选上百个应用算法和模型，覆盖AI和通用计算各领
 [YOLOv7](cv/detection/yolov7/pytorch/README.md)  | PyTorch | COCO
 [YOLOv8](cv/detection/yolov8/pytorch/README.md)  | PyTorch | COCO
 [YOLOv9](cv/detection/yolov9/pytorch/README.md)  | PyTorch | COCO
+[YOLOv10](cv/detection/yolov10/pytorch/README.md)  | PyTorch | COCO
 
 #### 3D Object Detection
 
@@ -440,7 +442,7 @@ DeepSparkHub甄选上百个应用算法和模型，覆盖AI和通用计算各领
 [Bloom-7B1](nlp/llm/bloom-7b1/firefly/README.md)  | PyTorch (Firefly) | school_math_0.25M & bloom-7b1
 [ChatGLM-6B](nlp/llm/chatglm-6b/deepspeed/README.md)  | PyTorch (DeepSpeed) | ADGEN & chatglm-6b
 [ChatGLM2-6B SFT](nlp/llm/ChatGLM2-6b-sft/README.md)  | PyTorch (DeepSpeed) | ADGEN & chatglm2-6b
-[ChatGLM3-6B SFT](nlp/llm/chatglm3-6b/deepspeed/finetune_demo/README.md)  | PyTorch (DeepSpeed) | ADGEN & chatglm3-6b
+[ChatGLM3-6B](nlp/llm/chatglm3-6b/deepspeed/finetune_demo/README.md)  | PyTorch (DeepSpeed) | ADGEN & chatglm3-6b
 [Llama-7B](nlp/llm/llama-7b/colossalai/README.md)  | PyTorch (Colossal-AI) | llama-7b-hf
 [Llama2-7B](nlp/llm/llama2-7b/megatron-deepspeed/README.md)  | PyTorch (Megatron-DeepSpeed) | Bookcorpus
 [Llama2-7B Reward Model Finetuning](nlp/llm/llama2-7b_reward_sft/deepspeed/README.md)  | PyTorch (DeepSpeed) | Dahoas/rm-static
diff --git a/RELEASE.md b/RELEASE.md
index 513b01648420cad966c9cb0c922afd76778ebef7..8836057d20405478363fb817584ccda3ef1bae0d 100644
--- a/RELEASE.md
+++ b/RELEASE.md
@@ -1,5 +1,54 @@
 # DeepSparkHub Release Notes
 
+## DeepSparkHub 24.09 Release Notes
+
+### 特性和增强
+
+#### 模型与算法
+
+* 新增了5个PyTorch训练模型，其中3个为Stable Diffusion模型
+
+<table>
+    <tr align="left"><th colspan=5>PyTorch</th></tr>
+    <tr>
+        <td>Stable Diffusion 1.5</td>
+        <td>Stable Diffusion 2.1</td>
+        <td>Stable Diffusion XL</td>
+    </tr>
+    <tr>
+        <td>CenterMask2</td>
+        <td>YOLOv10</td>
+        <td></td>
+    </tr>
+</table>
+
+* 新增了4个大语言模型相关训练示例。
+  * ChatGLM3-6B (DeepSpeed)
+  * Llama3-8B (Megatron-DeepSpeed)
+  * Qwen1.5-7B (Firefly)
+  * Qwen1.5-14B (Firefly)
+
+### 问题修复
+
+* 修复了HardNet PyTorch模型的torchvision导入报错的问题。
+* 同步了AlexNet，EfficientNet_B4等PyTorch模型的代码。
+* 同步了AlexNet，FaceNet，InceptionV3，VGG16等TensorFlow模型的代码。
+* 同步了工具箱Megatron-Deepspeed大语言模型框架的代码。
+
+### 版本关联
+
+DeepSparkHub 24.09对应天数软件栈4.1.1版本。
+
+### 贡献者
+
+感谢以下人员做出的贡献：
+
+李一力，sanghui-ilu，majorli，Jino Yang，吴永乐。
+
+欢迎以任何形式为DeepSparkHub项目贡献。
+
+---
+
 ## DeepSparkHub 24.06 Release Notes
 
 ### 特性和增强