Skip to content

P
PaddleSlim

PaddlePaddle / PaddleSlim
1 年多 前同步成功

通知 51
Star 1434
Fork 344
P
PaddleSlim
切换分支/标签
查找文件 普通视图历史永久链接Permalink
index.html 12.0 KB
Newer Older
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
1 
<!DOCTYPE html>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
2 3 4 5 6 7 8 9 
<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]-->
<!--[if gt IE 8]><!--> <html class="no-js" lang="en" > <!--<![endif]-->
<head>
  <meta charset="utf-8">
  <meta http-equiv="X-UA-Compatible" content="IE=edge">
  <meta name="viewport" content="width=device-width, initial-scale=1.0">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
10 11 
  <link rel="shortcut icon" href="../../img/favicon.ico">
  <title>离线量化 - PaddleSlim Docs</title>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
12 
  <link href='https://fonts.googleapis.com/css?family=Lato:400,700|Roboto+Slab:400,700|Inconsolata:400,700' rel='stylesheet' type='text/css'>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
13
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
14 15 
  <link rel="stylesheet" href="../../css/theme.css" type="text/css" />
  <link rel="stylesheet" href="../../css/theme_extra.css" type="text/css" />
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
16 
  <link rel="stylesheet" href="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/styles/github.min.css">
B
Deployed 405a468 with MkDocs version: 1.0.4  
baiyfbupt 已提交
17 
  <link href="../../extra.css" rel="stylesheet">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
18 19 20 
  
  <script>
    // Current page data
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
21 22 
    var mkdocs_page_name = "\u79bb\u7ebf\u91cf\u5316";
    var mkdocs_page_input_path = "tutorials/quant_post_demo.md";
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
23 24 25 
    var mkdocs_page_url = null;
  </script>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
26 27 
  <script src="../../js/jquery-2.1.1.min.js" defer></script>
  <script src="../../js/modernizr-2.8.3.min.js" defer></script>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
28 29 30 31 
  <script src="//cdnjs.cloudflare.com/ajax/libs/highlight.js/9.12.0/highlight.min.js"></script>
  <script>hljs.initHighlightingOnLoad();</script> 
  
</head>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
32
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
33 
<body class="wy-body-for-nav" role="document">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
34
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
35 
  <div class="wy-grid-for-nav">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
36
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
37 38 39 
    
    <nav data-toggle="wy-nav-shift" class="wy-nav-side stickynav">
      <div class="wy-side-nav-search">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
40 
        <a href="../.." class="icon icon-home"> PaddleSlim Docs</a>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
41 
        <div role="search">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
42 
  <form id ="rtd-search-form" class="wy-form" action="../../search.html" method="get">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
43 44 45 46 
    <input type="text" name="q" placeholder="Search docs" title="Type search term here" />
  </form>
</div>
      </div>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
47
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
48 49 50 51 52 53 
      <div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="main navigation">
	<ul class="current">
	  
          
            <li class="toctree-l1">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
54 
    <a class="" href="../..">Home</a>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
55 56 57 58 
	    </li>
          
            <li class="toctree-l1">
B
Deployed 482d368 with MkDocs version: 1.0.4  
baiyfbupt 已提交
59 60 61 62 63 
    <a class="" href="../../model_zoo/">模型库</a>
	    </li>
          
            <li class="toctree-l1">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
64 
    <span class="caption-text">教程</span>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
65 
    <ul class="subnav">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
66 
                <li class=" current">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
67
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 
    <a class="current" href="./">离线量化</a>
    <ul class="subnav">
            
    <li class="toctree-l3"><a href="#_1">离线量化示例</a></li>
    
        <ul>
        
            <li><a class="toctree-l4" href="#_2">接口介绍</a></li>
        
            <li><a class="toctree-l4" href="#_3">分类模型的离线量化流程</a></li>
        
        </ul>
    

    </ul>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
83 84 85 
                </li>
                <li class="">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
86 
    <a class="" href="../quant_aware_demo/">量化训练</a>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
87 88 89 
                </li>
                <li class="">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
90 
    <a class="" href="../quant_embedding_demo/">Embedding量化</a>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
91 
                </li>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
92 
                <li class="">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
93
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
94 
    <a class="" href="../nas_demo/">SA搜索</a>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
95 
                </li>
B
Deployed 0f9c3ce with MkDocs version: 1.0.4  
baiyfbupt 已提交
96 97 98 99 
                <li class="">
                    
    <a class="" href="../distillation_demo/">知识蒸馏</a>
                </li>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
100 
    </ul>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
101 102 103 104 
	    </li>
          
            <li class="toctree-l1">
B
Deployed 55210fe with MkDocs version: 1.0.4  
baiyfbupt 已提交
105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 
    <span class="caption-text">API</span>
    <ul class="subnav">
                <li class="">
                    
    <a class="" href="../../api/quantization_api/">量化</a>
                </li>
                <li class="">
                    
    <a class="" href="../../api/prune_api/">剪枝与敏感度</a>
                </li>
                <li class="">
                    
    <a class="" href="../../api/analysis_api/">模型分析</a>
                </li>
                <li class="">
                    
    <a class="" href="../../api/single_distiller_api/">知识蒸馏</a>
                </li>
                <li class="">
                    
    <a class="" href="../../api/nas_api/">SA搜索</a>
                </li>
                <li class="">
B
Deployed ab60054 with MkDocs version: 1.0.4  
baiyfbupt 已提交
129 
    <a class="" href="../../search_space/">搜索空间</a>
B
Deployed 55210fe with MkDocs version: 1.0.4  
baiyfbupt 已提交
130 131 132 133 134 135 136 137 138 139 
                </li>
                <li class="">
                    
    <a class="" href="../../table_latency/">硬件延时评估表</a>
                </li>
    </ul>
	    </li>
          
            <li class="toctree-l1">
B
Deployed 9bcff00 with MkDocs version: 1.0.4  
baiyfbupt 已提交
140 
    <a class="" href="../../algo/algo/">算法原理</a>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
141 142 143 144 145 146 
	    </li>
          
        </ul>
      </div>
      &nbsp;
    </nav>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
147
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
148 
    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
149
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
150 151 152 
      
      <nav class="wy-nav-top" role="navigation" aria-label="top navigation">
        <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
153 
        <a href="../..">PaddleSlim Docs</a>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
154 
      </nav>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
155
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
156 157 158 159 160 
      
      <div class="wy-nav-content">
        <div class="rst-content">
          <div role="navigation" aria-label="breadcrumbs navigation">
  <ul class="wy-breadcrumbs">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
161 
    <li><a href="../..">Docs</a> &raquo;</li>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
162 163 164
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
165 
          <li>教程 &raquo;</li>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
166 167 168
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
169 
    <li>离线量化</li>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
170 171 
    <li class="wy-breadcrumbs-aside">
B
Deployed 09a1807 with MkDocs version: 1.0.4  
baiyfbupt 已提交
172 
        <a href="https://github.com/PaddlePaddle/PaddleSlim/edit/master/docs/tutorials/quant_post_demo.md"
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
173 174 
          class="icon icon-github"> Edit on GitHub</a>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
175 176 177 178 179 180 181 
    </li>
  </ul>
  <hr/>
</div>
          <div role="main">
            <div class="section">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
182 
                <h1 id="_1">离线量化示例<a class="headerlink" href="#_1" title="Permanent link">#</a></h1>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
183 
<p>本示例介绍如何使用离线量化接口<code>paddleslim.quant.quant_post</code>来对训练好的分类模型进行离线量化, 该接口无需对模型进行训练就可得到量化模型，减少模型的存储空间和显存占用。</p>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
184 
<h2 id="_2">接口介绍<a class="headerlink" href="#_2" title="Permanent link">#</a></h2>
B
Deployed 09a1807 with MkDocs version: 1.0.4  
baiyfbupt 已提交
185 
<p>请参考 <a href='../../../paddleslim/quant/quantization_api_doc.md'>量化API文档</a>。</p>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
186 187 
<h2 id="_3">分类模型的离线量化流程<a class="headerlink" href="#_3" title="Permanent link">#</a></h2>
<h3 id="_4">准备数据<a class="headerlink" href="#_4" title="Permanent link">#</a></h3>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
188 189 190 191 192 
<p>在当前文件夹下创建<code>data</code>文件夹，将<code>imagenet</code>数据集解压在<code>data</code>文件夹下，解压后<code>data</code>文件夹下应包含以下文件：
- <code>'train'</code>文件夹，训练图片
- <code>'train_list.txt'</code>文件
- <code>'val'</code>文件夹，验证图片
- <code>'val_list.txt'</code>文件</p>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
193 
<h3 id="_5">准备需要量化的模型<a class="headerlink" href="#_5" title="Permanent link">#</a></h3>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
194 195 196 
<p>因为离线量化接口只支持加载通过<code>fluid.io.save_inference_model</code>接口保存的模型，因此如果您的模型是通过其他接口保存的，那需要先将模型进行转化。本示例将以分类模型为例进行说明。</p>
<p>首先在<a href="https://github.com/PaddlePaddle/models/tree/develop/PaddleCV/image_classification#%E5%B7%B2%E5%8F%91%E5%B8%83%E6%A8%A1%E5%9E%8B%E5%8F%8A%E5%85%B6%E6%80%A7%E8%83%BD">imagenet分类模型</a>中下载训练好的<code>mobilenetv1</code>模型。</p>
<p>在当前文件夹下创建<code>'pretrain'</code>文件夹，将<code>mobilenetv1</code>模型在该文件夹下解压，解压后的目录为<code>pretrain/MobileNetV1_pretrained</code></p>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
197 
<h3 id="_6">导出模型<a class="headerlink" href="#_6" title="Permanent link">#</a></h3>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
198 
<p>通过运行以下命令可将模型转化为离线量化接口可用的模型：
B
Deployed d95da67 with MkDocs version: 1.0.4  
baiyfbupt 已提交
199 
<div class="codehilite"><pre><span></span>python export_model.py --model <span class="s2">&quot;MobileNet&quot;</span> --pretrained_model ./pretrain/MobileNetV1_pretrained --data imagenet
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
200 
</pre></div>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
201 
转化之后的模型存储在<code>inference_model/MobileNet/</code>文件夹下，可看到该文件夹下有<code>'model'</code>, <code>'weights'</code>两个文件。</p>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
202 
<h3 id="_7">离线量化<a class="headerlink" href="#_7" title="Permanent link">#</a></h3>
B
Deployed 09a1807 with MkDocs version: 1.0.4  
baiyfbupt 已提交
203 
<p>接下来对导出的模型文件进行离线量化，离线量化的脚本为<a href="./quant_post.py">quant_post.py</a>，脚本中使用接口<code>paddleslim.quant.quant_post</code>对模型进行离线量化。运行命令为：
B
Deployed d95da67 with MkDocs version: 1.0.4  
baiyfbupt 已提交
204 205 
<div class="codehilite"><pre><span></span>python quant_post.py --model_path ./inference_model/MobileNet --save_path ./quant_model_train/MobileNet --model_filename model --params_filename weights
</pre></div></p>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
206 207 208 209 210 211 212 213 214 215 
<ul>
<li><code>model_path</code>: 需要量化的模型坐在的文件夹</li>
<li><code>save_path</code>: 量化后的模型保存的路径</li>
<li><code>model_filename</code>: 如果需要量化的模型的参数文件保存在一个文件中，则设置为该模型的模型文件名称，如果参数文件保存在多个文件中，则不需要设置。</li>
<li><code>params_filename</code>: 如果需要量化的模型的参数文件保存在一个文件中，则设置为该模型的参数文件名称，如果参数文件保存在多个文件中，则不需要设置。</li>
</ul>
<p>运行以上命令后，可在<code>${save_path}</code>下看到量化后的模型文件和参数文件。</p>
<blockquote>
<p>使用的量化算法为<code>'KL'</code>, 使用训练集中的160张图片进行量化参数的校正。</p>
</blockquote>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
216 
<h3 id="_8">测试精度<a class="headerlink" href="#_8" title="Permanent link">#</a></h3>
B
Deployed 09a1807 with MkDocs version: 1.0.4  
baiyfbupt 已提交
217 
<p>使用<a href="./eval.py">eval.py</a>脚本对量化前后的模型进行测试，得到模型的分类精度进行对比。</p>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
218 
<p>首先测试量化前的模型的精度，运行以下命令：
B
Deployed d95da67 with MkDocs version: 1.0.4  
baiyfbupt 已提交
219 
<div class="codehilite"><pre><span></span>python eval.py --model_path ./inference_model/MobileNet --model_name model --params_name weights
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
220 
</pre></div>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
221 
精度输出为:
B
Deployed d95da67 with MkDocs version: 1.0.4  
baiyfbupt 已提交
222 223 
<div class="codehilite"><pre><span></span>top1_acc/top5_acc= [0.70913923 0.89548034]
</pre></div></p>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
224 
<p>使用以下命令测试离线量化后的模型的精度：</p>
B
Deployed d95da67 with MkDocs version: 1.0.4  
baiyfbupt 已提交
225 
<div class="codehilite"><pre><span></span>python eval.py --model_path ./quant_model_train/MobileNet
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
226 227 
</pre></div>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
228 
<p>精度输出为
B
Deployed d95da67 with MkDocs version: 1.0.4  
baiyfbupt 已提交
229 
<div class="codehilite"><pre><span></span>top1_acc/top5_acc= [0.70141864 0.89086477]
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
230 
</pre></div>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
231 
从以上精度对比可以看出，对<code>mobilenet</code>在<code>imagenet</code>上的分类模型进行离线量化后 <code>top1</code>精度损失为<code>0.77%</code>， <code>top5</code>精度损失为<code>0.46%</code>. </p>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
232
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
233 
            </div>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
234 235 236 237 238 
          </div>
          <footer>
  
    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
239 240 
        <a href="../quant_aware_demo/" class="btn btn-neutral float-right" title="量化训练">Next <span class="icon icon-circle-arrow-right"></span></a>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
241
B
Deployed 55210fe with MkDocs version: 1.0.4  
baiyfbupt 已提交
242 
        <a href="../../model_zoo/" class="btn btn-neutral" title="模型库"><span class="icon icon-circle-arrow-left"></span> Previous</a>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
243
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
244 
    </div>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
245 246 247 248 249 250 251 252 253 254 255 256 
  

  <hr/>

  <div role="contentinfo">
    <!-- Copyright etc -->
    
  </div>

  Built with <a href="http://www.mkdocs.org">MkDocs</a> using a <a href="https://github.com/snide/sphinx_rtd_theme">theme</a> provided by <a href="https://readthedocs.org">Read the Docs</a>.
</footer>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
257 
        </div>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
258 259 260 261 262 263 264 265 266 
      </div>

    </section>

  </div>

  <div class="rst-versions" role="note" style="cursor: pointer">
    <span class="rst-current-version" data-toggle="rst-current-version">
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
267 268 269 
          <a href="https://github.com/PaddlePaddle/PaddleSlim/" class="fa fa-github" style="float: left; color: #fcfcfc"> GitHub</a>
B
Deployed 55210fe with MkDocs version: 1.0.4  
baiyfbupt 已提交
270 
        <span><a href="../../model_zoo/" style="color: #fcfcfc;">&laquo; Previous</a></span>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
271 272
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
273 
        <span style="margin-left: 15px"><a href="../quant_aware_demo/" style="color: #fcfcfc">Next &raquo;</a></span>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
274 275 
      
    </span>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
276 
</div>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
277 278 279 
    <script>var base_url = '../..';</script>
    <script src="../../js/theme.js" defer></script>
      <script src="../../mathjax-config.js" defer></script>
B
Deployed 0f9c3ce with MkDocs version: 1.0.4  
baiyfbupt 已提交
280 
      <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
281 
      <script src="../../search/main.js" defer></script>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
282
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
283 
</body>
B
Deployed 09f99c9 with MkDocs version: 1.0.4  
baiyfbupt 已提交
284 
</html>