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diff --git a/05Framework/01Foundation/05MindSpore.md b/05Framework/01Foundation/05MindSpore.md
index 038ac568..0c5d3675 100644
--- a/05Framework/01Foundation/05MindSpore.md
+++ b/05Framework/01Foundation/05MindSpore.md
@@ -8,7 +8,7 @@
 
 昇思MindSpore是面向“端-边-云”全场景设计的AI框架，旨在弥合AI算法研究与生产部署之间的鸿沟。在算法研究阶段，为开发者提供动静统一的编程体验以提升算法的开发效率；生产阶段，自动并行可以极大加快分布式训练的开发和调试效率，同时充分挖掘异构硬件的算力；在部署阶段，基于“端-边-云”统一架构，应对企业级部署和安全可信方面的挑战。开源以来，秉持全场景协同、全流程极简、全架构统一三大价值主张，致力于增强开发易用性、提升原生支持大模型和AI+科学计算的体验。” 向上使能AI模型创新，对下兼容多样性算力（NPU、GPU、CPU）。
 
-![MindSporeIntroduction.png](images/01MindSpore01.png)
+![MindSporeIntroduction.png](images/05MindSpore01.png)
 
 ### 昇思MindSpore架构
 
@@ -22,7 +22,7 @@
 
 - **运行时**，按照上层编译优化的结果对接并调用底层硬件算子，同时通过“端 - 边 - 云”统一的运行时架构， 支持包括联邦学习在内的“端 - 边 - 云”AI 协同。
 
-![MindSporeIntroduction.png](images/01MindSpore02.png)
+![MindSporeIntroduction.png](images/05MindSpore02.png)
 
 ## 昇思MindSpore特性
 
@@ -221,7 +221,7 @@ for i in range(epochs):
 
 - 基于源码的转换：该技术是从函数式编程框架演化而来，对中间表达（程序在编译过程中的表达形式），以即时（Just-In-Time，JIT）编译的形式进行自动微分变换，支持复杂的流程控制场景、高阶函数和闭包。基于源码转化的自动微分如图所示。
  
-![02AutomaticDifferentiation.png](images/01MindSpore03.png)
+![02AutomaticDifferentiation.png](images/05MindSpore03.png)
 
 昇思MindSpore开发了一种新的策略，即基于源码转换的自动微分。一方面，它支持流程控制的自动微分，因此构建像PyTorch这样的模型非常方便。另一方面，昇思MindSpore可以对神经网络进行静态编译优化，从而获得良好的性能。
 
@@ -243,7 +243,7 @@ for i in range(epochs):
 
 JIT Fallback是从静态图的角度出发考虑静动统一。通过JIT Fallback特性，静态图可以支持尽量多的动态图语法，使得静态图提供接近动态图的语法使用体验，从而实现动静统一。JIT Fallback特性主要作用于MindCompiler编译器，应用于图模式场景下的Python语法解析和支持，将纯底层算子执行的计算图改造成，开发者的Python代码和算子执行交替混合执行的计算图。主要过程如下：
 
-![ComputationalGraph](images/01MindSpore04.png)
+![ComputationalGraph](images/05MindSpore04.png)
 
 JIT Fallback特性主要作用于MindCompiler编译器的实现，应用于图模式场景下的Python语法解析和支持，将纯底层算子执行的计算图改造成，开发者的Python代码和算子执行交替混合执行的计算图。主要过程包括：
 
@@ -332,13 +332,13 @@ $$
 
 最终在上面步骤中累积梯度会产生与使用全局Batch size大小相同的梯度总和。
  
-![01MindSporeIntroduction04](images/01MindSpore05.png)
+![01MindSporeIntroduction04](images/05MindSpore05.png)
 
 #### 自适应梯度求和
 
 与传统的分布式训练中的梯度更新不同，自适应梯度求和考虑到梯度的方向。在网络训练初期，不同batch获得的梯度更新方向基本是平行的，但是随着训练进行，梯度更新方向趋向于正交。而且网络的不同层梯度更新的正交性差异也是比较大的。
  
-![01MindSporeIntroduction05](images/01MindSpore06.png)
+![01MindSporeIntroduction05](images/05MindSpore06.png)
 
 以两个训练节点为例，梯度的更新原理如下：
 
@@ -361,7 +361,7 @@ $$
 
 另外，在实际应用过程中，为了优化通信开销，通常会采取Adasum和传统Reducesum混合的执行方式，如下图所示：
  
-![01MindSporeIntroduction06](images/01MindSpore07.png)
+![01MindSporeIntroduction06](images/05MindSpore07.png)
 
 ## 小结与思考
 
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diff --git a/05Framework/05AICluster/images/scatter01.png b/05Framework/05AICluster/images/scatter01.png
index a577c1b9..115bdb29 100644
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diff --git a/05Framework/05AICluster/images/scatter02.png b/05Framework/05AICluster/images/scatter02.png
index 6dea7b68..be8d7a38 100644
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diff --git a/05Framework/05AICluster/images/transformer01.png b/05Framework/05AICluster/images/transformer01.png
index ef3d64d4..3f13d2a9 100644
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diff --git a/05Framework/05AICluster/images/transformer02.png b/05Framework/05AICluster/images/transformer02.png
index b6a9c140..cc165b04 100644
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diff --git a/05Framework/05AICluster/images/transformer03.png b/05Framework/05AICluster/images/transformer03.png
index 65e7e25a..8386227d 100644
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diff --git a/05Framework/images/Architecture05.png b/05Framework/images/Architecture05.png
index a596f728..85d462ea 100644
Binary files a/05Framework/images/Architecture05.png and b/05Framework/images/Architecture05.png differ
diff --git a/05Framework/images/cover.png b/05Framework/images/cover.png
index e9f6eac8..7bcfd3f4 100644
Binary files a/05Framework/images/cover.png and b/05Framework/images/cover.png differ
diff --git a/README.md b/README.md
index b1ff1e77..23e2d6e3 100644
--- a/README.md
+++ b/README.md
@@ -6,27 +6,23 @@
 
 ## 课程背景
 
-这个开源课程英文名字叫做 **Deep Learning System** 或者 **AI System(AISys)**，中文名字叫做 **深度学习系统** 或者 **AI 系统**。
+这个开源课程英文名字叫做**AI System(AISys)**，中文名字叫做**AI 系统**。
 
 本开源课程主要是跟大家一起探讨和学习人工智能、深度学习的系统设计，而整个系统是围绕着 ZOMI 在工作当中所积累、梳理、构建 AI 系统全栈的内容。希望跟所有关注 AI 开源课程的好朋友一起探讨研究，共同促进学习讨论。
 
-![AI 系统全栈](images/ai_system01.png)
+![AI 系统全栈](images/aisystem.png)
 
 ## 课程内容大纲
 
-课程主要包括以下六大模块：
+课程主要包括以下五大模块：
 
-第一部分，AI 基础知识和 AI 系统的全栈概述的[<u>**AI 系统概述**</u>](./01Introduction/README.md)，以及深度学习系统的系统性设计和方法论，主要是整体了解 AI 训练和推理全栈的体系结构内容。
-
-第二部分，硬核篇介绍[<u>**AI 硬件体系架构**</u>](./02Hardware/README.md)，这里就很硬核了，从芯片基础到 AI 芯片的范围都会涉及，芯片设计需要考虑上面 AI 框架的前端、后端编译，而不是停留在天天喊着吊打英伟达，被现实打趴。
-
-第三部分，进阶篇介绍[<u>**AI 编程与计算架构**</u>](./03Compiler/README.md)，将站在系统设计的角度，思考在设计现代机器学习系统中需要考虑的编译器问题，特别是中间表达乃至后端优化。
-
-第四部分，实际应用[<u>**推理系统与引擎**</u>](./04Inference/README.md)，讲了太多原理身体太虚容易消化不良，还是得回归到业务本质，让行业、企业能够真正应用起来，而推理系统涉及一些核心算法和注意的事情也分享下。
-
-第五部分，介绍[<u>**AI 框架核心技术**</u>](./05Framework/README.md)，首先介绍任何一个 AI 框架都离不开的自动微分，通过自动微分功能后就会产生表示神经网络的图和算子，然后介绍 AI 框架前端的优化，还有最近很火的大模型分布式训练在 AI 框架中的关键技术。
-
-第六部分，汇总篇介绍<u>**大模型与 AI 系统**</u>，大模型是基于 AI 集群的全栈软硬件性能优化，通过最小的每一块 AI 芯片组成的 AI 集群，编译器使能到上层的 AI 框架，训练过程需要分布式并行、集群通信等算法支持，而且在大模型领域最近持续演进如智能体等新技术。
+| 教程内容  | 简介   | 地址  |
+| ------------------ | ------------------------------------------------------------ | ------------------------------------------------------------ |
+| AI 系统全栈概述  | AI 基础知识和 AI 系统的全栈概述的AI 系统概述，以及深度学习系统的系统性设计和方法论，主要是整体了解 AI 训练和推理全栈的体系结构内容。 | [[Slides](./01Introduction/README.md)] |
+| AI 芯片与体系架构   | 硬核篇介绍 AI 硬件的体系架构，这里就很硬核了，从芯片基础到 AI 芯片的范围都会涉及，芯片设计需要考虑上面 AI 框架的前端、后端编译，而不是停留在天天喊着吊打英伟达，被现实打趴。 | [[Slides](./02Hardware/README.md)] |
+| AI 编程与计算架构  | 进阶篇介绍 AI 编程与计算架构，将站在系统设计的角度，思考在设计现代机器学习系统中需要考虑的编译器问题，特别是中间表达乃至后端优化。 | [[Slides](./03Compiler/README.md)]  |
+| AI 推理系统与引擎  | 实际应用推理系统与引擎，讲了太多原理身体太虚容易消化不良，还是得回归到业务本质，让行业、企业能够真正应用起来，而推理系统涉及一些核心算法和注意的事情也分享下。 | [[Slides](./04Inference/README.md)]  |
+| AI 框架核心技术  | 介绍 AI 框架核心技术，首先介绍任何一个 AI 框架都离不开的自动微分，通过自动微分功能后就会产生表示神经网络的图和算子，然后介绍 AI 框架前端的优化，还有最近很火的大模型分布式训练在 AI 框架中的关键技术。  | [[Slides](./05Framework/README.md)]  |
 
 ## 课程设立目的
 
@@ -36,44 +32,42 @@
 
 2. 介绍前沿系统架构和 AI 相结合的研究工作，了解主流框架、平台和工具来了解 AI 系统。
 
-**先修课程:** C++/Python，计算机体系结构，人工智能基础
-
 ## 课程部分
 
 ### **[一. AI 系统概述](./01Introduction/)**
 
-| 编号  | 名称                                  | 具体内容                        |
+| 编号  | 名称       | 具体内容      |
 |:---:|:----- |:--- |
-| 1      | [AI 系统](./01Introduction/) | 算法、框架、体系结构的结合，形成 AI 系统        |
+| 1      | [AI 系统](./01Introduction/) | 算法、框架、体系结构的结合，形成 AI 系统  |
 
 ### **[二. AI 芯片体系结构](./02Hardware/)**
 
-| 编号  | 名称                                  | 具体内容                        |
+| 编号  | 名称       | 具体内容      |
 |:---:|:----- |:--- |
-| 1      | [AI 计算体系](./02Hardware/01Foundation/) | 神经网络等 AI 技术的计算模式和计算体系架构        |
+| 1      | [AI 计算体系](./02Hardware/01Foundation/) | 神经网络等 AI 技术的计算模式和计算体系架构  |
 | 2      | [AI 芯片基础](./02Hardware/02ChipBase/)   | CPU、GPU、NPU 等芯片体系架构基础原理       |
-| 3      | [图形处理器 GPU](./02Hardware/03GPUBase/)  | GPU 的基本原理，英伟达 GPU 的架构发展         |
+| 3      | [图形处理器 GPU](./02Hardware/03GPUBase/)  | GPU 的基本原理，英伟达 GPU 的架构发展  |
 | 4      | [英伟达 GPU 详解](./02Hardware/04NVIDIA/) | 英伟达 GPU 的 Tensor Core、NVLink 深度剖析 |
-| 5      | [国外 AI 处理器](./02Hardware/05Abroad/)   | 谷歌、特斯拉等专用 AI 处理器核心原理        |
-| 6      | [国内 AI 处理器](./02Hardware/06Domestic/)   | 寒武纪、燧原科技等专用 AI 处理器核心原理        |
-| 7      | [AI 芯片黄金 10 年](./02Hardware/07Thought/)   | 对 AI 芯片的编程模式和发展进行总结        |
+| 5      | [国外 AI 处理器](./02Hardware/05Abroad/)   | 谷歌、特斯拉等专用 AI 处理器核心原理  |
+| 6      | [国内 AI 处理器](./02Hardware/06Domestic/)   | 寒武纪、燧原科技等专用 AI 处理器核心原理  |
+| 7      | [AI 芯片黄金 10 年](./02Hardware/07Thought/)   | 对 AI 芯片的编程模式和发展进行总结  |
 
 ### **[三. AI 编译原理](./03Compiler/)**
 
-| 编号  | 名称                                  | 具体内容                        |
+| 编号  | 名称       | 具体内容      |
 |:---:|:----- |:--- |
-| 1      | [传统编译器](./03Compiler/01Tradition/)    | 传统编译器 GCC 与 LLVM，LLVM 详细架构          |
-| 2      | [AI 编译器](./03Compiler/02AICompiler/)  | AI 编译器发展与架构定义，未来挑战与思考            |
-| 3      | [前端优化](./03Compiler/03Frontend/)      | AI 编译器的前端优化(算子融合、内存优化等)          |
+| 1      | [传统编译器](./03Compiler/01Tradition/)    | 传统编译器 GCC 与 LLVM，LLVM 详细架构  |
+| 2      | [AI 编译器](./03Compiler/02AICompiler/)  | AI 编译器发展与架构定义，未来挑战与思考   |
+| 3      | [前端优化](./03Compiler/03Frontend/)      | AI 编译器的前端优化(算子融合、内存优化等)  |
 | 4      | [后端优化](./03Compiler/04Backend/)       | AI 编译器的后端优化(Kernel 优化、AutoTuning) |
-| 5      | 多面体                                 | 待更 ing...                        |
-| 6      | [PyTorch2.0](./03Compiler/06PyTorch/) | PyTorch2.0 最重要的新特性：编译技术栈         |
+| 5      | 多面体      | 待更 ing...      |
+| 6      | [PyTorch2.0](./03Compiler/06PyTorch/) | PyTorch2.0 最重要的新特性：编译技术栈  |
 
 ### **[四. AI 推理系统](./04Inference/)**
 
-| 编号  | 名称                                  | 具体内容                        |
+| 编号  | 名称       | 具体内容      |
 |:---:|:----- |:--- |
-| 1      | [推理系统](./04Inference/01Inference/)  | 推理系统整体介绍，推理引擎架构梳理          |
+| 1      | [推理系统](./04Inference/01Inference/)  | 推理系统整体介绍，推理引擎架构梳理  |
 | 2      | [轻量网络](./04Inference/02Mobilenet/)  | 轻量化主干网络，MobileNet 等 SOTA 模型介绍 |
 | 3      | [模型压缩](./04Inference/03Slim/)       | 模型压缩 4 件套，量化、蒸馏、剪枝和二值化       |
 | 4      | [转换&优化](./04Inference/04Converter/) | AI 框架训练后模型进行转换，并对计算图优化      |
@@ -81,28 +75,11 @@
 
 ### **[五. AI 框架核心技术](./05Framework/)**
 
-| 编号  | 名称                                  | 具体内容                        |
-|:---:|:----- |:--- |
-| 1   | [AI 框架基础](./05Framework/01Foundation/) | AI 框架的作用、发展、编程范式             |
-| 2   | [自动微分](./05Framework/02AutoDiff/)     | 自动微分的实现方式和原理                |
-| 3   | [计算图](./05Framework/03DataFlow/)      | 计算图的概念，图优化、图执行、控制流表达        |
-
-### **[六. 大模型训练](./06Foundation/)**
-
-| 编号  | 名称                                  | 具体内容                        |
+| 编号  | 名称       | 具体内容      |
 |:---:|:----- |:--- |
-| 1   | [大模型全流程](./06Foundation/01Introduce/)    | 大模型整体架构和大模型全流程介绍           |
-| 2   | [AI 集群简介](./06Foundation/02AICluster/)    | AI 集群服务器整体组成相关技术初体验           |
-| 3   | [AI 集群存储](./06Foundation/03Storage/)        | 数据存储在 AI 集群中，具体的存储优化方案           |
-| 4   | [AI 集群通信](./06Foundation/04Network/)        | 更新中           |
-| 5   | [数据处理](./06Foundation/05Dataset/)        | 更新中           |
-| 6   | [大模型算法](./06Foundation/06Algorithm/)    | 更新中           |
-| 7   | [大模型训练](./06Foundation/07Train/)        | 更新中           |
-| 8   | [分布式并行](./06Foundation/08Parallel/)     | 更新中           |
-| 9   | [大模型微调](./06Foundation/09Finetune/)     | 更新中           |
-| 10  | [大模型验证](./06Foundation/10Evaluate/)     | 更新中           |
-| 11  | [大模型推理](./06Foundation/11Inference/)    | 更新中           |
-| 12   | [AI Agent](./06Foundation/12Agent/)    | AI Agent 智能体，通过大模型走向 GAI          |
+| 1   | [AI 框架基础](./05Framework/01Foundation/) | AI 框架的作用、发展、编程范式    |
+| 2   | [自动微分](./05Framework/02AutoDiff/)     | 自动微分的实现方式和原理       |
+| 3   | [计算图](./05Framework/03DataFlow/)      | 计算图的概念，图优化、图执行、控制流表达  |
 
 ### 知识清单
 
diff --git a/build_books/01Present02.png b/build_books/01Present02.png
deleted file mode 100644
index 7e32f3dd..00000000
Binary files a/build_books/01Present02.png and /dev/null differ
diff --git a/build_books/watermark.py b/build_books/watermark.py
index c4693e0e..9d97fda4 100644
--- a/build_books/watermark.py
+++ b/build_books/watermark.py
@@ -3,13 +3,11 @@
 from PIL import Image, ImageDraw, ImageFont, ImageEnhance
 
 watermark_path = "/Users/a1-6/Workspaces/AISystem/images/watermark.png" # 水印图片的路径
-source_folder = "/Users/a1-6/Workspaces/AISystem/02Hardware/01Foundation/images" # 原始图片的文件夹
-output_folder = "/Users/a1-6/Workspaces/AISystem/02Hardware/01Foundation/watermark" # 输出图片的文件夹
+source_folder = "/Users/a1-6/Workspaces/AISystem/images" # 原始图片的文件夹
+output_folder = "/Users/a1-6/Workspaces/AISystem/watermark" # 输出图片的文件夹
 
 watermark = Image.open(watermark_path).convert("RGBA") # 打开并转换水印图片
 watermark_width, watermark_height = watermark.size # 获取水印图片的尺寸
-w_ration = watermark_width/watermark_height
-
 
 def check_image(img_path):
     if(img_path.lower().endswith(('.bmp', '.dib', '.png', '.jpg', '.jpeg', '.pbm', '.pgm', '.ppm', '.tif', '.tiff'))):
@@ -37,17 +35,35 @@ def create_dir(path):
         print("dealing with images:" + filename)
         image_path = os.path.join(source_folder, filename) # 拼接图片文件的路径
         image = Image.open(image_path).convert("RGBA") # 打开并转换图片文件
+        resized = image
 
         margin = 10 # 边距
-        image_width, image_height = image.size # 获取图片文件的尺寸
-        new_watermark_hight = int(image_height/10)
-        new_watermark_width = int(image_height/10 * w_ration)
-        watermark_x = image_width - new_watermark_width - margin # 水印图片在 x 轴上的位置
-        watermark_y = image_height - new_watermark_hight - margin # 水印图片在 y 轴上的位置
+        baise_width = 1080
+        src_width, src_height = image.size # 获取图片文件的尺寸
+        resized_width, resized_height = image.size # 获取图片文件的尺寸
 
-        new_watermark = watermark.resize((new_watermark_width, new_watermark_hight))
+        # resize iamges
+        if src_width > baise_width:
+            resized_width = baise_width
+            resized_height = int(baise_width/src_width * src_height)
+            resized = image.resize((resized_width, resized_height))
+
+        # watermark images
+        src_width, src_height = resized_width, resized_height
+        w_ration = watermark_height/watermark_width
+        new_watermark_width = int(src_width/5)
+        new_watermark_hight = int(src_width/5 * w_ration)
+        watermark_x = src_width - new_watermark_width - margin # 水印图片在 x 轴上的位置
+        watermark_y = src_height - new_watermark_hight - margin # 水印图片在 y 轴上的位置
         # new_watermark = watermark.thumbnail((400, 400))
-        image.paste(new_watermark, (watermark_x, watermark_y), new_watermark) # 将水印图片合成到原始图片上
-        
-        output_path = os.path.join(output_folder, filename) # 拼接输出文件的路径
-        image.save(output_path, quality=100) # 保存输出文件
\ No newline at end of file
+        new_watermark = watermark.resize((new_watermark_width, new_watermark_hight))
+        resized.paste(new_watermark, (watermark_x, watermark_y), new_watermark) # 将水印图片合成到原始图片上
+
+        # output images
+        out_name = filename.split(".")[0] + ".png"
+        print("Outputing images name:", out_name)
+        output_path = os.path.join(output_folder, out_name) # 拼接输出文件的路径
+        resized.save(output_path, quality=100) # 保存输出文件
+        # break
+    else:
+        print("CANNOT dealing images:" + filename)
\ No newline at end of file
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