diff --git a/develop/doc_cn/_sources/howto/cluster/index_cn.rst.txt b/develop/doc_cn/_sources/howto/cluster/index_cn.rst.txt
index a60521b4a9646bdc6d9f1bf6da482acc989d8bf3..2583457c54116b7a1d797d4f7b7c2c4789c6d882 100644
--- a/develop/doc_cn/_sources/howto/cluster/index_cn.rst.txt
+++ b/develop/doc_cn/_sources/howto/cluster/index_cn.rst.txt
@@ -1,7 +1,9 @@
 分布式训练
 ==========
 
-本节将介绍如何使用PaddlePaddle在不同的集群框架下完成分布式训练。分布式训练架构如下图所示：
+深度学习模型的效果好坏与数据量的大小往往有直接的关系：相同的模型，在增大训练数据集后一般都能取得更好的效果。但是当数据量增大到一定程度后，单台计算机已经难以承受。这时，使用多台计算机进行分布式训练就是一个很自然的解决方案。在分布式训练中，训练数据被分割为多份，参与训练的多台机器分别读取自己的数据进行训练，并协同对整体模型的参数进行更新。
+
+分布式训练一般有着如下图所示的架构：
 
 .. image:: src/ps_cn.png
    :width: 500
@@ -10,13 +12,25 @@
 - 计算节点（Trainer）: 每个trainer启动后读取切分好的一部分数据，开始神经网络的“前馈”和“后馈”计算，并和参数服务器通信。在完成一定量数据的训练后，上传计算得出的梯度（gradients），然后下载优化更新后的神经网络参数（parameters）。
 - 参数服务器（Parameter server）:每个参数服务器只保存整个神经网络所有参数的一部分。参数服务器接收从计算节点上传的梯度，并完成参数优化更新，再将更新后的参数下发到每个计算节点。
 
-这样，通过计算节点和参数服务器的分布式协作，可以完成神经网络的SGD方法的训练。PaddlePaddle可以同时支持同步随机梯度下降（SGD）和异步随机梯度下降。
+通过计算节点和参数服务器的分布式协作，可以完成神经网络的同步随机梯度下降（SGD）方法的训练。PaddlePaddle同时支持同步随机梯度下降（SGD）和异步随机梯度下降（ASGD）。
 
-在使用同步SGD训练神经网络时，PaddlePaddle使用同步屏障（barrier），使梯度的提交和参数的更新按照顺序方式执行。在异步SGD中，则并不会等待所有trainer提交梯度才更新参数，这样极大地提高了计算的并行性：参数服务器之间不相互依赖，并行地接收梯度和更新参数，参数服务器也不会等待计算节点全部都提交梯度之后才开始下一步，计算节点之间也不会相互依赖，并行地执行模型的训练。可以看出，虽然异步SGD方式会提高参数更新并行度, 但是并不能保证参数同步更新，在任意时间某一台参数服务器上保存的参数可能比另一台要更新，与同步SGD相比，梯度会有噪声。
+在开始集群训练之前，需要先进行集群配置、PaddlePaddle安装等准备工作，了解如何通过这些步骤来配置分布式训练所需的基本环境：
 
 ..  toctree::
   :maxdepth: 1
 
   preparations_cn.md
+
+集群训练有大量可配置的参数，例如使用的机器数量、通信端口等。了解如何通过设置启动参数的方式，对分布式训练的过程进行配置：
+
+..  toctree::
+  :maxdepth: 1
+
   cmd_argument_cn.md
+
+PaddlePaddle可以兼容各种不同的集群。每种集群各有优势，使用的具体方式也有区别：
+
+..  toctree::
+  :maxdepth: 1
+
   multi_cluster/index_cn.rst
diff --git a/develop/doc_cn/howto/cluster/index_cn.html b/develop/doc_cn/howto/cluster/index_cn.html
index 660727aa0a82e294a87d7cf5ea238fe7b99be617..ea6e11a6187766967e3c837326e6400d3ef383bd 100644
--- a/develop/doc_cn/howto/cluster/index_cn.html
+++ b/develop/doc_cn/howto/cluster/index_cn.html
@@ -203,19 +203,30 @@ var _hmt = _hmt || [];
             
   <div class="section" id="id1">
 <h1>分布式训练<a class="headerlink" href="#id1" title="永久链接至标题">¶</a></h1>
-<p>本节将介绍如何使用PaddlePaddle在不同的集群框架下完成分布式训练。分布式训练架构如下图所示：</p>
+<p>深度学习模型的效果好坏与数据量的大小往往有直接的关系：相同的模型，在增大训练数据集后一般都能取得更好的效果。但是当数据量增大到一定程度后，单台计算机已经难以承受。这时，使用多台计算机进行分布式训练就是一个很自然的解决方案。在分布式训练中，训练数据被分割为多份，参与训练的多台机器分别读取自己的数据进行训练，并协同对整体模型的参数进行更新。</p>
+<p>分布式训练一般有着如下图所示的架构：</p>
 <a class="reference internal image-reference" href="../../_images/ps_cn.png"><img alt="../../_images/ps_cn.png" src="../../_images/ps_cn.png" style="width: 500px;" /></a>
 <ul class="simple">
 <li>数据分片（Data shard): 用于训练神经网络的数据，被切分成多个部分，每个部分分别给每个trainer使用。</li>
 <li>计算节点（Trainer）: 每个trainer启动后读取切分好的一部分数据，开始神经网络的“前馈”和“后馈”计算，并和参数服务器通信。在完成一定量数据的训练后，上传计算得出的梯度（gradients），然后下载优化更新后的神经网络参数（parameters）。</li>
 <li>参数服务器（Parameter server）:每个参数服务器只保存整个神经网络所有参数的一部分。参数服务器接收从计算节点上传的梯度，并完成参数优化更新，再将更新后的参数下发到每个计算节点。</li>
 </ul>
-<p>这样，通过计算节点和参数服务器的分布式协作，可以完成神经网络的SGD方法的训练。PaddlePaddle可以同时支持同步随机梯度下降（SGD）和异步随机梯度下降。</p>
-<p>在使用同步SGD训练神经网络时，PaddlePaddle使用同步屏障（barrier），使梯度的提交和参数的更新按照顺序方式执行。在异步SGD中，则并不会等待所有trainer提交梯度才更新参数，这样极大地提高了计算的并行性：参数服务器之间不相互依赖，并行地接收梯度和更新参数，参数服务器也不会等待计算节点全部都提交梯度之后才开始下一步，计算节点之间也不会相互依赖，并行地执行模型的训练。可以看出，虽然异步SGD方式会提高参数更新并行度, 但是并不能保证参数同步更新，在任意时间某一台参数服务器上保存的参数可能比另一台要更新，与同步SGD相比，梯度会有噪声。</p>
+<p>通过计算节点和参数服务器的分布式协作，可以完成神经网络的同步随机梯度下降（SGD）方法的训练。PaddlePaddle同时支持同步随机梯度下降（SGD）和异步随机梯度下降（ASGD）。</p>
+<p>在开始集群训练之前，需要先进行集群配置、PaddlePaddle安装等准备工作，了解如何通过这些步骤来配置分布式训练所需的基本环境：</p>
 <div class="toctree-wrapper compound">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="preparations_cn.html">环境准备</a></li>
+</ul>
+</div>
+<p>集群训练有大量可配置的参数，例如使用的机器数量、通信端口等。了解如何通过设置启动参数的方式，对分布式训练的过程进行配置：</p>
+<div class="toctree-wrapper compound">
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="cmd_argument_cn.html">启动参数说明</a></li>
+</ul>
+</div>
+<p>PaddlePaddle可以兼容各种不同的集群。每种集群各有优势，使用的具体方式也有区别：</p>
+<div class="toctree-wrapper compound">
+<ul>
 <li class="toctree-l1"><a class="reference internal" href="multi_cluster/index_cn.html">在不同集群中运行</a></li>
 </ul>
 </div>
diff --git a/develop/doc_cn/searchindex.js b/develop/doc_cn/searchindex.js
index 0ef8401c804211dc27e0dad8079a50989fbd4a2e..0fb0cfa33c73c5c3e64c69fdbe290e4b42aca895 100644
--- a/develop/doc_cn/searchindex.js
+++ b/develop/doc_cn/searchindex.js
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