Deployed 0f9c3ceb with MkDocs version: 1.0.4

53a059d6 · baiyfbupt · 1f1df4df · 53a059d6 · 53a059d6 · 53a059d6
34 changed file
--- a/404.html
+++ b/404.html
@@ -66,6 +66,10 @@
                    
    <a class="" href="/tutorials/nas_demo/">SA搜索</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="/tutorials/distillation_demo/">知识蒸馏</a>
+                </li>
    </ul>
 	    </li>
          
@@ -79,15 +83,15 @@
                </li>
                <li class="">
                    
-    <a class="" href="/api/prune_api/">剪枝</a>
+    <a class="" href="/api/prune_api/">剪枝与敏感度</a>
                </li>
                <li class="">
                    
-    <a class="" href="/api/analysis_api/">敏感度分析</a>
+    <a class="" href="/api/analysis_api/">模型分析</a>
                </li>
                <li class="">
                    
-    <a class="" href="/api/single_distiller_api/">蒸馏</a>
+    <a class="" href="/api/single_distiller_api/">知识蒸馏</a>
                </li>
                <li class="">
                    
@@ -97,9 +101,18 @@
                    
    <a class="" href="/api/search_space/">搜索空间</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="/table_latency/">硬件延时评估表</a>
+                </li>
    </ul>
 	    </li>
          
+            <li class="toctree-l1">
+		
+    <a class="" href="/algo/algo/">算法原理</a>
+	    </li>
+          
        </ul>
      </div>
      &nbsp;
@@ -170,7 +183,7 @@
    <script>var base_url = '/';</script>
    <script src="/js/theme.js" defer></script>
      <script src="/mathjax-config.js" defer></script>
-      <script src="/MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
+      <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
      <script src="/search/main.js" defer></script>

 </body>

--- a/algo/algo/index.html
+++ b/algo/algo/index.html
--- a/api/analysis_api/index.html
+++ b/api/analysis_api/index.html
@@ -8,7 +8,7 @@
  
  
  <link rel="shortcut icon" href="../../img/favicon.ico">
-  <title>敏感度分析 - PaddleSlim Docs</title>
+  <title>模型分析 - PaddleSlim Docs</title>
  <link href='https://fonts.googleapis.com/css?family=Lato:400,700|Roboto+Slab:400,700|Inconsolata:400,700' rel='stylesheet' type='text/css'>

  <link rel="stylesheet" href="../../css/theme.css" type="text/css" />
@@ -17,7 +17,7 @@
  
  <script>
    // Current page data
-    var mkdocs_page_name = "\u654f\u611f\u5ea6\u5206\u6790";
+    var mkdocs_page_name = "\u6a21\u578b\u5206\u6790";
    var mkdocs_page_input_path = "api/analysis_api.md";
    var mkdocs_page_url = null;
  </script>
@@ -73,6 +73,10 @@
                    
    <a class="" href="../../tutorials/nas_demo/">SA搜索</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="../../tutorials/distillation_demo/">知识蒸馏</a>
+                </li>
    </ul>
 	    </li>
          
@@ -86,31 +90,27 @@
                </li>
                <li class="">
                    
-    <a class="" href="../prune_api/">剪枝</a>
+    <a class="" href="../prune_api/">剪枝与敏感度</a>
                </li>
                <li class=" current">
                    
-    <a class="current" href="./">敏感度分析</a>
+    <a class="current" href="./">模型分析</a>
    <ul class="subnav">
            
-    <li class="toctree-l3"><a href="#api">模型分析API文档</a></li>
+    <li class="toctree-l3"><a href="#flops">FLOPs</a></li>
    
-        <ul>
-        
-            <li><a class="toctree-l4" href="#flops">flops</a></li>
-        
-            <li><a class="toctree-l4" href="#model_size">model_size</a></li>
-        
-            <li><a class="toctree-l4" href="#tablelatencyevaluator">TableLatencyEvaluator</a></li>
-        
-        </ul>
+
+    <li class="toctree-l3"><a href="#model_size">model_size</a></li>
+    
+
+    <li class="toctree-l3"><a href="#tablelatencyevaluator">TableLatencyEvaluator</a></li>
    

    </ul>
                </li>
                <li class="">
                    
-    <a class="" href="../single_distiller_api/">蒸馏</a>
+    <a class="" href="../single_distiller_api/">知识蒸馏</a>
                </li>
                <li class="">
                    
@@ -120,9 +120,18 @@
                    
    <a class="" href="../search_space/">搜索空间</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="../../table_latency/">硬件延时评估表</a>
+                </li>
    </ul>
 	    </li>
          
+            <li class="toctree-l1">
+		
+    <a class="" href="../../algo/algo/">算法原理</a>
+	    </li>
+          
        </ul>
      </div>
      &nbsp;
@@ -149,7 +158,7 @@
        
      
    
-    <li>敏感度分析</li>
+    <li>模型分析</li>
    <li class="wy-breadcrumbs-aside">
      
        <a href="https://github.com/PaddlePaddle/PaddleSlim/edit/master/docs/api/analysis_api.md"
@@ -162,28 +171,32 @@
          <div role="main">
            <div class="section">
              
-                <h1 id="api">模型分析API文档<a class="headerlink" href="#api" title="Permanent link">#</a></h1>
-<h2 id="flops">flops<a class="headerlink" href="#flops" title="Permanent link">#</a></h2>
-<blockquote>
-<p>paddleslim.analysis.flops(program, detail=False) <a href="">源代码</a></p>
-</blockquote>
-<p>获得指定网络的每秒浮点运算次数(FLOPS)。</p>
+                <h2 id="flops">FLOPs<a class="headerlink" href="#flops" title="Permanent link">#</a></h2>
+<dl>
+<dt>paddleslim.analysis.flops(program, detail=False) <a href="https://github.com/PaddlePaddle/PaddleSlim/blob/develop/paddleslim/analysis/flops.py">源代码</a></dt>
+<dd>
+<p>获得指定网络的浮点运算次数(FLOPs)。</p>
+</dd>
+</dl>
 <p><strong>参数：</strong></p>
 <ul>
 <li>
-<p><strong>program(paddle.fluid.Program):</strong>  待分析的目标网络。更多关于Program的介绍请参考：<a href="https://www.paddlepaddle.org.cn/documentation/docs/zh/api_cn/fluid_cn/Program_cn.html#program">Program概念介绍</a>。</p>
+<p><strong>program(paddle.fluid.Program)</strong> - 待分析的目标网络。更多关于Program的介绍请参考：<a href="https://www.paddlepaddle.org.cn/documentation/docs/zh/api_cn/fluid_cn/Program_cn.html#program">Program概念介绍</a>。</p>
+</li>
+<li>
+<p><strong>detail(bool)</strong> - 是否返回每个卷积层的FLOPs。默认为False。</p>
 </li>
 <li>
-<p><strong>detail(bool):</strong> 是否返回每个卷积层的FLOPS。默认为False。</p>
+<p><strong>only_conv(bool)</strong> - 如果设置为True，则仅计算卷积层和全连接层的FLOPs，即浮点数的乘加（multiplication-adds）操作次数。如果设置为False，则也会计算卷积和全连接层之外的操作的FLOPs。</p>
 </li>
 </ul>
 <p><strong>返回值：</strong></p>
 <ul>
 <li>
-<p><strong>flops(float):</strong> 整个网络的FLOPS。</p>
+<p><strong>flops(float)</strong> - 整个网络的FLOPs。</p>
 </li>
 <li>
-<p><strong>params2flops(dict):</strong> 每层卷积对应的FLOPS，其中key为卷积层参数名称，value为FLOPS值。</p>
+<p><strong>params2flops(dict)</strong> - 每层卷积对应的FLOPs，其中key为卷积层参数名称，value为FLOPs值。</p>
 </li>
 </ul>
 <p><strong>示例：</strong></p>
@@ -291,22 +304,20 @@
    <span class="n">conv5</span> <span class="o">=</span> <span class="n">conv_bn_layer</span><span class="p">(</span><span class="n">sum2</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="s2">&quot;conv5&quot;</span><span class="p">)</span>
    <span class="n">conv6</span> <span class="o">=</span> <span class="n">conv_bn_layer</span><span class="p">(</span><span class="n">conv5</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="s2">&quot;conv6&quot;</span><span class="p">)</span>

-<span class="k">print</span><span class="p">(</span><span class="s2">&quot;FLOPS: {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">flops</span><span class="p">(</span><span class="n">main_program</span><span class="p">)))</span>
+<span class="k">print</span><span class="p">(</span><span class="s2">&quot;FLOPs: {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">flops</span><span class="p">(</span><span class="n">main_program</span><span class="p">)))</span>
 </pre></div>
 </td></tr></table>

 <h2 id="model_size">model_size<a class="headerlink" href="#model_size" title="Permanent link">#</a></h2>
-<blockquote>
-<p>paddleslim.analysis.model_size(program) <a href="">源代码</a></p>
-</blockquote>
+<p>paddleslim.analysis.model_size(program) <a href="https://github.com/PaddlePaddle/PaddleSlim/blob/develop/paddleslim/analysis/model_size.py">源代码</a></p>
 <p>获得指定网络的参数数量。</p>
 <p><strong>参数：</strong></p>
 <ul>
-<li><strong>program(paddle.fluid.Program):</strong>  待分析的目标网络。更多关于Program的介绍请参考：<a href="https://www.paddlepaddle.org.cn/documentation/docs/zh/api_cn/fluid_cn/Program_cn.html#program">Program概念介绍</a>。</li>
+<li><strong>program(paddle.fluid.Program)</strong> - 待分析的目标网络。更多关于Program的介绍请参考：<a href="https://www.paddlepaddle.org.cn/documentation/docs/zh/api_cn/fluid_cn/Program_cn.html#program">Program概念介绍</a>。</li>
 </ul>
 <p><strong>返回值：</strong></p>
 <ul>
-<li><strong>model_size(int):</strong> 整个网络的参数数量。</li>
+<li><strong>model_size(int)</strong> - 整个网络的参数数量。</li>
 </ul>
 <p><strong>示例：</strong></p>
 <table class="codehilitetable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span> 1
@@ -397,39 +408,43 @@
    <span class="n">conv5</span> <span class="o">=</span> <span class="n">conv_layer</span><span class="p">(</span><span class="n">sum2</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="s2">&quot;conv5&quot;</span><span class="p">)</span>
    <span class="n">conv6</span> <span class="o">=</span> <span class="n">conv_layer</span><span class="p">(</span><span class="n">conv5</span><span class="p">,</span> <span class="mi">8</span><span class="p">,</span> <span class="mi">3</span><span class="p">,</span> <span class="s2">&quot;conv6&quot;</span><span class="p">)</span>

-<span class="k">print</span><span class="p">(</span><span class="s2">&quot;FLOPS: {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">model_size</span><span class="p">(</span><span class="n">main_program</span><span class="p">)))</span>
+<span class="k">print</span><span class="p">(</span><span class="s2">&quot;FLOPs: {}&quot;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">model_size</span><span class="p">(</span><span class="n">main_program</span><span class="p">)))</span>
 </pre></div>
 </td></tr></table>

 <h2 id="tablelatencyevaluator">TableLatencyEvaluator<a class="headerlink" href="#tablelatencyevaluator" title="Permanent link">#</a></h2>
-<blockquote>
-<p>paddleslim.analysis.TableLatencyEvaluator(table_file, delimiter=",") <a href="">源代码</a></p>
-</blockquote>
+<dl>
+<dt>paddleslim.analysis.TableLatencyEvaluator(table_file, delimiter=",") <a href="https://github.com/PaddlePaddle/PaddleSlim/blob/develop/paddleslim/analysis/latency.py">源代码</a></dt>
+<dd>
 <p>基于硬件延时表的模型延时评估器。</p>
+</dd>
+</dl>
 <p><strong>参数：</strong></p>
 <ul>
 <li>
-<p><strong>table_file(str):</strong> 所使用的延时评估表的绝对路径。关于演示评估表格式请参考：<a href="../paddleslim/analysis/table_latency.md">PaddleSlim硬件延时评估表格式</a></p>
+<p><strong>table_file(str)</strong> - 所使用的延时评估表的绝对路径。关于演示评估表格式请参考：<a href="../paddleslim/analysis/table_latency.md">PaddleSlim硬件延时评估表格式</a></p>
 </li>
 <li>
-<p><strong>delimiter(str):</strong> 硬件延时评估表中，操作信息之前所使用的分割符，默认为英文字符逗号。</p>
+<p><strong>delimiter(str)</strong> - 硬件延时评估表中，操作信息之前所使用的分割符，默认为英文字符逗号。</p>
 </li>
 </ul>
 <p><strong>返回值：</strong></p>
 <ul>
-<li><strong>Evaluator:</strong> 硬件延时评估器的实例。</li>
+<li><strong>Evaluator</strong> - 硬件延时评估器的实例。</li>
 </ul>
-<blockquote>
-<p>paddleslim.analysis.TableLatencyEvaluator.latency(graph) <a href="">源代码</a></p>
-</blockquote>
+<dl>
+<dt>paddleslim.analysis.TableLatencyEvaluator.latency(graph) <a href="https://github.com/PaddlePaddle/PaddleSlim/blob/develop/paddleslim/analysis/latency.py">源代码</a></dt>
+<dd>
 <p>获得指定网络的预估延时。</p>
+</dd>
+</dl>
 <p><strong>参数：</strong></p>
 <ul>
-<li><strong>graph(Program):</strong> 待预估的目标网络。</li>
+<li><strong>graph(Program)</strong> - 待预估的目标网络。</li>
 </ul>
 <p><strong>返回值：</strong></p>
 <ul>
-<li><strong>latency:</strong> 目标网络的预估延时。</li>
+<li><strong>latency</strong> - 目标网络的预估延时。</li>
 </ul>
              
            </div>
@@ -438,10 +453,10 @@
  
    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
      
-        <a href="../single_distiller_api/" class="btn btn-neutral float-right" title="蒸馏">Next <span class="icon icon-circle-arrow-right"></span></a>
+        <a href="../single_distiller_api/" class="btn btn-neutral float-right" title="知识蒸馏">Next <span class="icon icon-circle-arrow-right"></span></a>
      
      
-        <a href="../prune_api/" class="btn btn-neutral" title="剪枝"><span class="icon icon-circle-arrow-left"></span> Previous</a>
+        <a href="../prune_api/" class="btn btn-neutral" title="剪枝与敏感度"><span class="icon icon-circle-arrow-left"></span> Previous</a>
      
    </div>
  
@@ -479,7 +494,7 @@
    <script>var base_url = '../..';</script>
    <script src="../../js/theme.js" defer></script>
      <script src="../../mathjax-config.js" defer></script>
-      <script src="../../MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
+      <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
      <script src="../../search/main.js" defer></script>

 </body>

--- a/api/api_guide/index.html
+++ b/api/api_guide/index.html
@@ -73,6 +73,10 @@
                    
    <a class="" href="../../tutorials/nas_demo/">SA搜索</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="../../tutorials/distillation_demo/">知识蒸馏</a>
+                </li>
    </ul>
 	    </li>
          
@@ -86,15 +90,15 @@
                </li>
                <li class="">
                    
-    <a class="" href="../prune_api/">剪枝</a>
+    <a class="" href="../prune_api/">剪枝与敏感度</a>
                </li>
                <li class="">
                    
-    <a class="" href="../analysis_api/">敏感度分析</a>
+    <a class="" href="../analysis_api/">模型分析</a>
                </li>
                <li class="">
                    
-    <a class="" href="../single_distiller_api/">蒸馏</a>
+    <a class="" href="../single_distiller_api/">知识蒸馏</a>
                </li>
                <li class="">
                    
@@ -104,9 +108,18 @@
                    
    <a class="" href="../search_space/">搜索空间</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="../../table_latency/">硬件延时评估表</a>
+                </li>
    </ul>
 	    </li>
          
+            <li class="toctree-l1">
+		
+    <a class="" href="../../algo/algo/">算法原理</a>
+	    </li>
+          
        </ul>
      </div>
      &nbsp;
@@ -206,7 +219,7 @@
    <script>var base_url = '../..';</script>
    <script src="../../js/theme.js" defer></script>
      <script src="../../mathjax-config.js" defer></script>
-      <script src="../../MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
+      <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
      <script src="../../search/main.js" defer></script>

 </body>

--- a/api/nas_api/index.html
+++ b/api/nas_api/index.html
@@ -73,6 +73,10 @@
                    
    <a class="" href="../../tutorials/nas_demo/">SA搜索</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="../../tutorials/distillation_demo/">知识蒸馏</a>
+                </li>
    </ul>
 	    </li>
          
@@ -86,15 +90,15 @@
                </li>
                <li class="">
                    
-    <a class="" href="../prune_api/">剪枝</a>
+    <a class="" href="../prune_api/">剪枝与敏感度</a>
                </li>
                <li class="">
                    
-    <a class="" href="../analysis_api/">敏感度分析</a>
+    <a class="" href="../analysis_api/">模型分析</a>
                </li>
                <li class="">
                    
-    <a class="" href="../single_distiller_api/">蒸馏</a>
+    <a class="" href="../single_distiller_api/">知识蒸馏</a>
                </li>
                <li class=" current">
                    
@@ -118,9 +122,18 @@
                    
    <a class="" href="../search_space/">搜索空间</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="../../table_latency/">硬件延时评估表</a>
+                </li>
    </ul>
 	    </li>
          
+            <li class="toctree-l1">
+		
+    <a class="" href="../../algo/algo/">算法原理</a>
+	    </li>
+          
        </ul>
      </div>
      &nbsp;
@@ -446,7 +459,7 @@
        <a href="../search_space/" class="btn btn-neutral float-right" title="搜索空间">Next <span class="icon icon-circle-arrow-right"></span></a>
      
      
-        <a href="../single_distiller_api/" class="btn btn-neutral" title="蒸馏"><span class="icon icon-circle-arrow-left"></span> Previous</a>
+        <a href="../single_distiller_api/" class="btn btn-neutral" title="知识蒸馏"><span class="icon icon-circle-arrow-left"></span> Previous</a>
      
    </div>
  
@@ -484,7 +497,7 @@
    <script>var base_url = '../..';</script>
    <script src="../../js/theme.js" defer></script>
      <script src="../../mathjax-config.js" defer></script>
-      <script src="../../MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
+      <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
      <script src="../../search/main.js" defer></script>

 </body>

--- a/api/prune_api/index.html
+++ b/api/prune_api/index.html
--- a/api/quantization_api/index.html
+++ b/api/quantization_api/index.html
@@ -73,6 +73,10 @@
                    
    <a class="" href="../../tutorials/nas_demo/">SA搜索</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="../../tutorials/distillation_demo/">知识蒸馏</a>
+                </li>
    </ul>
 	    </li>
          
@@ -102,15 +106,15 @@
                </li>
                <li class="">
                    
-    <a class="" href="../prune_api/">剪枝</a>
+    <a class="" href="../prune_api/">剪枝与敏感度</a>
                </li>
                <li class="">
                    
-    <a class="" href="../analysis_api/">敏感度分析</a>
+    <a class="" href="../analysis_api/">模型分析</a>
                </li>
                <li class="">
                    
-    <a class="" href="../single_distiller_api/">蒸馏</a>
+    <a class="" href="../single_distiller_api/">知识蒸馏</a>
                </li>
                <li class="">
                    
@@ -120,9 +124,18 @@
                    
    <a class="" href="../search_space/">搜索空间</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="../../table_latency/">硬件延时评估表</a>
+                </li>
    </ul>
 	    </li>
          
+            <li class="toctree-l1">
+		
+    <a class="" href="../../algo/algo/">算法原理</a>
+	    </li>
+          
        </ul>
      </div>
      &nbsp;
@@ -491,10 +504,10 @@
  
    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
      
-        <a href="../prune_api/" class="btn btn-neutral float-right" title="剪枝">Next <span class="icon icon-circle-arrow-right"></span></a>
+        <a href="../prune_api/" class="btn btn-neutral float-right" title="剪枝与敏感度">Next <span class="icon icon-circle-arrow-right"></span></a>
      
      
-        <a href="../../tutorials/nas_demo/" class="btn btn-neutral" title="SA搜索"><span class="icon icon-circle-arrow-left"></span> Previous</a>
+        <a href="../../tutorials/distillation_demo/" class="btn btn-neutral" title="知识蒸馏"><span class="icon icon-circle-arrow-left"></span> Previous</a>
      
    </div>
  
@@ -522,7 +535,7 @@
          <a href="https://github.com/PaddlePaddle/PaddleSlim/" class="fa fa-github" style="float: left; color: #fcfcfc"> GitHub</a>
      
      
-        <span><a href="../../tutorials/nas_demo/" style="color: #fcfcfc;">&laquo; Previous</a></span>
+        <span><a href="../../tutorials/distillation_demo/" style="color: #fcfcfc;">&laquo; Previous</a></span>
      
      
        <span style="margin-left: 15px"><a href="../prune_api/" style="color: #fcfcfc">Next &raquo;</a></span>
@@ -532,7 +545,7 @@
    <script>var base_url = '../..';</script>
    <script src="../../js/theme.js" defer></script>
      <script src="../../mathjax-config.js" defer></script>
-      <script src="../../MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
+      <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
      <script src="../../search/main.js" defer></script>

 </body>

--- a/api/search_space/index.html
+++ b/api/search_space/index.html
@@ -73,6 +73,10 @@
                    
    <a class="" href="../../tutorials/nas_demo/">SA搜索</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="../../tutorials/distillation_demo/">知识蒸馏</a>
+                </li>
    </ul>
 	    </li>
          
@@ -86,15 +90,15 @@
                </li>
                <li class="">
                    
-    <a class="" href="../prune_api/">剪枝</a>
+    <a class="" href="../prune_api/">剪枝与敏感度</a>
                </li>
                <li class="">
                    
-    <a class="" href="../analysis_api/">敏感度分析</a>
+    <a class="" href="../analysis_api/">模型分析</a>
                </li>
                <li class="">
                    
-    <a class="" href="../single_distiller_api/">蒸馏</a>
+    <a class="" href="../single_distiller_api/">知识蒸馏</a>
                </li>
                <li class="">
                    
@@ -121,9 +125,18 @@

    </ul>
                </li>
+                <li class="">
+                    
+    <a class="" href="../../table_latency/">硬件延时评估表</a>
+                </li>
    </ul>
 	    </li>
          
+            <li class="toctree-l1">
+		
+    <a class="" href="../../algo/algo/">算法原理</a>
+	    </li>
+          
        </ul>
      </div>
      &nbsp;
@@ -329,6 +342,8 @@
  
    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
      
+        <a href="../../table_latency/" class="btn btn-neutral float-right" title="硬件延时评估表">Next <span class="icon icon-circle-arrow-right"></span></a>
+      
      
        <a href="../nas_api/" class="btn btn-neutral" title="SA搜索"><span class="icon icon-circle-arrow-left"></span> Previous</a>
      
@@ -361,12 +376,14 @@
        <span><a href="../nas_api/" style="color: #fcfcfc;">&laquo; Previous</a></span>
      
      
+        <span style="margin-left: 15px"><a href="../../table_latency/" style="color: #fcfcfc">Next &raquo;</a></span>
+      
    </span>
 </div>
    <script>var base_url = '../..';</script>
    <script src="../../js/theme.js" defer></script>
      <script src="../../mathjax-config.js" defer></script>
-      <script src="../../MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
+      <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
      <script src="../../search/main.js" defer></script>

 </body>

--- a/api/single_distiller_api/index.html
+++ b/api/single_distiller_api/index.html
@@ -8,7 +8,7 @@
  
  
  <link rel="shortcut icon" href="../../img/favicon.ico">
-  <title>蒸馏 - PaddleSlim Docs</title>
+  <title>知识蒸馏 - PaddleSlim Docs</title>
  <link href='https://fonts.googleapis.com/css?family=Lato:400,700|Roboto+Slab:400,700|Inconsolata:400,700' rel='stylesheet' type='text/css'>

  <link rel="stylesheet" href="../../css/theme.css" type="text/css" />
@@ -17,7 +17,7 @@
  
  <script>
    // Current page data
-    var mkdocs_page_name = "\u84b8\u998f";
+    var mkdocs_page_name = "\u77e5\u8bc6\u84b8\u998f";
    var mkdocs_page_input_path = "api/single_distiller_api.md";
    var mkdocs_page_url = null;
  </script>
@@ -73,6 +73,10 @@
                    
    <a class="" href="../../tutorials/nas_demo/">SA搜索</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="../../tutorials/distillation_demo/">知识蒸馏</a>
+                </li>
    </ul>
 	    </li>
          
@@ -86,15 +90,15 @@
                </li>
                <li class="">
                    
-    <a class="" href="../prune_api/">剪枝</a>
+    <a class="" href="../prune_api/">剪枝与敏感度</a>
                </li>
                <li class="">
                    
-    <a class="" href="../analysis_api/">敏感度分析</a>
+    <a class="" href="../analysis_api/">模型分析</a>
                </li>
                <li class=" current">
                    
-    <a class="current" href="./">蒸馏</a>
+    <a class="current" href="./">知识蒸馏</a>
    <ul class="subnav">
            
    <li class="toctree-l3"><a href="#merge">merge</a></li>
@@ -122,9 +126,18 @@
                    
    <a class="" href="../search_space/">搜索空间</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="../../table_latency/">硬件延时评估表</a>
+                </li>
    </ul>
 	    </li>
          
+            <li class="toctree-l1">
+		
+    <a class="" href="../../algo/algo/">算法原理</a>
+	    </li>
+          
        </ul>
      </div>
      &nbsp;
@@ -151,7 +164,7 @@
        
      
    
-    <li>蒸馏</li>
+    <li>知识蒸馏</li>
    <li class="wy-breadcrumbs-aside">
      
        <a href="https://github.com/PaddlePaddle/PaddleSlim/edit/master/docs/api/single_distiller_api.md"
@@ -484,7 +497,7 @@
        <a href="../nas_api/" class="btn btn-neutral float-right" title="SA搜索">Next <span class="icon icon-circle-arrow-right"></span></a>
      
      
-        <a href="../analysis_api/" class="btn btn-neutral" title="敏感度分析"><span class="icon icon-circle-arrow-left"></span> Previous</a>
+        <a href="../analysis_api/" class="btn btn-neutral" title="模型分析"><span class="icon icon-circle-arrow-left"></span> Previous</a>
      
    </div>
  
@@ -522,7 +535,7 @@
    <script>var base_url = '../..';</script>
    <script src="../../js/theme.js" defer></script>
      <script src="../../mathjax-config.js" defer></script>
-      <script src="../../MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
+      <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
      <script src="../../search/main.js" defer></script>

 </body>

--- a/images/algo/distillation_0.png
+++ b/images/algo/distillation_0.png
--- a/images/algo/light-nas-block.png
+++ b/images/algo/light-nas-block.png
--- a/images/algo/pruning_0.png
+++ b/images/algo/pruning_0.png
--- a/images/algo/pruning_1.png
+++ b/images/algo/pruning_1.png
--- a/images/algo/pruning_2.png
+++ b/images/algo/pruning_2.png
--- a/images/algo/pruning_3.png
+++ b/images/algo/pruning_3.png
--- a/images/algo/pruning_4.png
+++ b/images/algo/pruning_4.png
--- a/images/algo/quan_bwd.png
+++ b/images/algo/quan_bwd.png
--- a/images/algo/quan_forward.png
+++ b/images/algo/quan_forward.png
--- a/images/algo/quan_fwd_1.png
+++ b/images/algo/quan_fwd_1.png
--- a/images/algo/quan_table_0.png
+++ b/images/algo/quan_table_0.png
--- a/images/algo/quan_table_1.png
+++ b/images/algo/quan_table_1.png
--- a/index.html
+++ b/index.html
@@ -91,6 +91,10 @@
                    
    <a class="" href="tutorials/nas_demo/">SA搜索</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="tutorials/distillation_demo/">知识蒸馏</a>
+                </li>
    </ul>
 	    </li>
          
@@ -104,15 +108,15 @@
                </li>
                <li class="">
                    
-    <a class="" href="api/prune_api/">剪枝</a>
+    <a class="" href="api/prune_api/">剪枝与敏感度</a>
                </li>
                <li class="">
                    
-    <a class="" href="api/analysis_api/">敏感度分析</a>
+    <a class="" href="api/analysis_api/">模型分析</a>
                </li>
                <li class="">
                    
-    <a class="" href="api/single_distiller_api/">蒸馏</a>
+    <a class="" href="api/single_distiller_api/">知识蒸馏</a>
                </li>
                <li class="">
                    
@@ -122,9 +126,18 @@
                    
    <a class="" href="api/search_space/">搜索空间</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="table_latency/">硬件延时评估表</a>
+                </li>
    </ul>
 	    </li>
          
+            <li class="toctree-l1">
+		
+    <a class="" href="algo/algo/">算法原理</a>
+	    </li>
+          
        </ul>
      </div>
      &nbsp;
@@ -267,7 +280,7 @@
    <script>var base_url = '.';</script>
    <script src="js/theme.js" defer></script>
      <script src="mathjax-config.js" defer></script>
-      <script src="MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
+      <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
      <script src="search/main.js" defer></script>

 </body>
@@ -275,5 +288,5 @@

 <!--
 MkDocs version : 1.0.4
-Build Date UTC : 2019-12-23 12:36:00
+Build Date UTC : 2019-12-30 07:49:13
 -->
--- a/search.html
+++ b/search.html
@@ -66,6 +66,10 @@
                    
    <a class="" href="./tutorials/nas_demo/">SA搜索</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="./tutorials/distillation_demo/">知识蒸馏</a>
+                </li>
    </ul>
 	    </li>
          
@@ -79,15 +83,15 @@
                </li>
                <li class="">
                    
-    <a class="" href="./api/prune_api/">剪枝</a>
+    <a class="" href="./api/prune_api/">剪枝与敏感度</a>
                </li>
                <li class="">
                    
-    <a class="" href="./api/analysis_api/">敏感度分析</a>
+    <a class="" href="./api/analysis_api/">模型分析</a>
                </li>
                <li class="">
                    
-    <a class="" href="./api/single_distiller_api/">蒸馏</a>
+    <a class="" href="./api/single_distiller_api/">知识蒸馏</a>
                </li>
                <li class="">
                    
@@ -97,9 +101,18 @@
                    
    <a class="" href="./api/search_space/">搜索空间</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="./table_latency/">硬件延时评估表</a>
+                </li>
    </ul>
 	    </li>
          
+            <li class="toctree-l1">
+		
+    <a class="" href="./algo/algo/">算法原理</a>
+	    </li>
+          
        </ul>
      </div>
      &nbsp;
@@ -177,7 +190,7 @@
    <script>var base_url = '.';</script>
    <script src="./js/theme.js" defer></script>
      <script src="./mathjax-config.js" defer></script>
-      <script src="./MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
+      <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
      <script src="./search/main.js" defer></script>

 </body>

--- a/search/search_index.json
+++ b/search/search_index.json
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -2,57 +2,72 @@
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
    <url>
     <loc>None</loc>
-     <lastmod>2019-12-23</lastmod>
+     <lastmod>2019-12-30</lastmod>
     <changefreq>daily</changefreq>
    </url>
    <url>
     <loc>None</loc>
-     <lastmod>2019-12-23</lastmod>
+     <lastmod>2019-12-30</lastmod>
     <changefreq>daily</changefreq>
    </url>
    <url>
     <loc>None</loc>
-     <lastmod>2019-12-23</lastmod>
+     <lastmod>2019-12-30</lastmod>
     <changefreq>daily</changefreq>
    </url>
    <url>
     <loc>None</loc>
-     <lastmod>2019-12-23</lastmod>
+     <lastmod>2019-12-30</lastmod>
     <changefreq>daily</changefreq>
    </url>
    <url>
     <loc>None</loc>
-     <lastmod>2019-12-23</lastmod>
+     <lastmod>2019-12-30</lastmod>
     <changefreq>daily</changefreq>
    </url>
    <url>
     <loc>None</loc>
-     <lastmod>2019-12-23</lastmod>
+     <lastmod>2019-12-30</lastmod>
     <changefreq>daily</changefreq>
    </url>
    <url>
     <loc>None</loc>
-     <lastmod>2019-12-23</lastmod>
+     <lastmod>2019-12-30</lastmod>
     <changefreq>daily</changefreq>
    </url>
    <url>
     <loc>None</loc>
-     <lastmod>2019-12-23</lastmod>
+     <lastmod>2019-12-30</lastmod>
     <changefreq>daily</changefreq>
    </url>
    <url>
     <loc>None</loc>
-     <lastmod>2019-12-23</lastmod>
+     <lastmod>2019-12-30</lastmod>
     <changefreq>daily</changefreq>
    </url>
    <url>
     <loc>None</loc>
-     <lastmod>2019-12-23</lastmod>
+     <lastmod>2019-12-30</lastmod>
     <changefreq>daily</changefreq>
    </url>
    <url>
     <loc>None</loc>
-     <lastmod>2019-12-23</lastmod>
+     <lastmod>2019-12-30</lastmod>
+     <changefreq>daily</changefreq>
+    </url>
+    <url>
+     <loc>None</loc>
+     <lastmod>2019-12-30</lastmod>
+     <changefreq>daily</changefreq>
+    </url>
+    <url>
+     <loc>None</loc>
+     <lastmod>2019-12-30</lastmod>
+     <changefreq>daily</changefreq>
+    </url>
+    <url>
+     <loc>None</loc>
+     <lastmod>2019-12-30</lastmod>
     <changefreq>daily</changefreq>
    </url>
 </urlset>
\ No newline at end of file
--- a/sitemap.xml.gz
+++ b/sitemap.xml.gz
--- a/table_latency/index.html
+++ b/table_latency/index.html
@@ -73,6 +73,10 @@
                    
    <a class="" href="../tutorials/nas_demo/">SA搜索</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="../tutorials/distillation_demo/">知识蒸馏</a>
+                </li>
    </ul>
 	    </li>
          
@@ -86,15 +90,15 @@
                </li>
                <li class="">
                    
-    <a class="" href="../api/prune_api/">剪枝</a>
+    <a class="" href="../api/prune_api/">剪枝与敏感度</a>
                </li>
                <li class="">
                    
-    <a class="" href="../api/analysis_api/">敏感度分析</a>
+    <a class="" href="../api/analysis_api/">模型分析</a>
                </li>
                <li class="">
                    
-    <a class="" href="../api/single_distiller_api/">蒸馏</a>
+    <a class="" href="../api/single_distiller_api/">知识蒸馏</a>
                </li>
                <li class="">
                    
@@ -104,9 +108,36 @@
                    
    <a class="" href="../api/search_space/">搜索空间</a>
                </li>
+                <li class=" current">
+                    
+    <a class="current" href="./">硬件延时评估表</a>
+    <ul class="subnav">
+            
+    <li class="toctree-l3"><a href="#_1">硬件延时评估表</a></li>
+    
+        <ul>
+        
+            <li><a class="toctree-l4" href="#_2">概述</a></li>
+        
+            <li><a class="toctree-l4" href="#_3">整体格式</a></li>
+        
+            <li><a class="toctree-l4" href="#_4">版本信息</a></li>
+        
+            <li><a class="toctree-l4" href="#_5">操作信息</a></li>
+        
+        </ul>
+    
+
+    </ul>
+                </li>
    </ul>
 	    </li>
          
+            <li class="toctree-l1">
+		
+    <a class="" href="../algo/algo/">算法原理</a>
+	    </li>
+          
        </ul>
      </div>
      &nbsp;
@@ -128,6 +159,10 @@
    <li><a href="..">Docs</a> &raquo;</li>
    
      
+        
+          <li>API &raquo;</li>
+        
+      
    
    <li>硬件延时评估表</li>
    <li class="wy-breadcrumbs-aside">
@@ -213,7 +248,7 @@
 <p><strong>字段解释</strong></p>
 <ul>
 <li><strong>op_type(str)</strong> - 当前op类型。</li>
-<li><strong>active_type (string)</strong> - 激活函数类型，包含：relu, prelu, sigmoid, relu6, tanh。</li>
+<li><strong>active_type (string|None)</strong> - 激活函数类型，包含：relu, prelu, sigmoid, relu6, tanh。</li>
 <li><strong>n_in (int)</strong> - 输入 Tensor 的批尺寸 (batch size)。</li>
 <li><strong>c_in (int)</strong> - 输入 Tensor 的通道 (channel) 数。</li>
 <li><strong>h_in (int)</strong> - 输入 Tensor 的特征高度。</li>
@@ -277,6 +312,15 @@
          </div>
          <footer>
  
+    <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation">
+      
+        <a href="../algo/algo/" class="btn btn-neutral float-right" title="算法原理">Next <span class="icon icon-circle-arrow-right"></span></a>
+      
+      
+        <a href="../api/search_space/" class="btn btn-neutral" title="搜索空间"><span class="icon icon-circle-arrow-left"></span> Previous</a>
+      
+    </div>
+  

  <hr/>

@@ -301,13 +345,17 @@
          <a href="https://github.com/PaddlePaddle/PaddleSlim/" class="fa fa-github" style="float: left; color: #fcfcfc"> GitHub</a>
      
      
+        <span><a href="../api/search_space/" style="color: #fcfcfc;">&laquo; Previous</a></span>
+      
+      
+        <span style="margin-left: 15px"><a href="../algo/algo/" style="color: #fcfcfc">Next &raquo;</a></span>
      
    </span>
 </div>
    <script>var base_url = '..';</script>
    <script src="../js/theme.js" defer></script>
      <script src="../mathjax-config.js" defer></script>
-      <script src="../MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
+      <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
      <script src="../search/main.js" defer></script>

 </body>

--- a/tutorials/demo_guide/index.html
+++ b/tutorials/demo_guide/index.html
@@ -73,6 +73,10 @@
                    
    <a class="" href="../nas_demo/">SA搜索</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="../distillation_demo/">知识蒸馏</a>
+                </li>
    </ul>
 	    </li>
          
@@ -86,15 +90,15 @@
                </li>
                <li class="">
                    
-    <a class="" href="../../api/prune_api/">剪枝</a>
+    <a class="" href="../../api/prune_api/">剪枝与敏感度</a>
                </li>
                <li class="">
                    
-    <a class="" href="../../api/analysis_api/">敏感度分析</a>
+    <a class="" href="../../api/analysis_api/">模型分析</a>
                </li>
                <li class="">
                    
-    <a class="" href="../../api/single_distiller_api/">蒸馏</a>
+    <a class="" href="../../api/single_distiller_api/">知识蒸馏</a>
                </li>
                <li class="">
                    
@@ -104,9 +108,18 @@
                    
    <a class="" href="../../api/search_space/">搜索空间</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="../../table_latency/">硬件延时评估表</a>
+                </li>
    </ul>
 	    </li>
          
+            <li class="toctree-l1">
+		
+    <a class="" href="../../algo/algo/">算法原理</a>
+	    </li>
+          
        </ul>
      </div>
      &nbsp;
@@ -187,7 +200,7 @@
    <script>var base_url = '../..';</script>
    <script src="../../js/theme.js" defer></script>
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+++ b/tutorials/distillation_demo/index.html
--- a/tutorials/nas_demo/index.html
+++ b/tutorials/nas_demo/index.html
@@ -85,6 +85,10 @@

    </ul>
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+                <li class="">
+                    
+    <a class="" href="../distillation_demo/">知识蒸馏</a>
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@@ -98,15 +102,15 @@
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-    <a class="" href="../../api/prune_api/">剪枝</a>
+    <a class="" href="../../api/prune_api/">剪枝与敏感度</a>
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-    <a class="" href="../../api/analysis_api/">敏感度分析</a>
+    <a class="" href="../../api/analysis_api/">模型分析</a>
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-    <a class="" href="../../api/single_distiller_api/">蒸馏</a>
+    <a class="" href="../../api/single_distiller_api/">知识蒸馏</a>
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@@ -116,9 +120,18 @@
                    
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+    <a class="" href="../../algo/algo/">算法原理</a>
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@@ -258,7 +271,7 @@
  
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--- a/tutorials/quant_aware_demo/index.html
+++ b/tutorials/quant_aware_demo/index.html
@@ -87,6 +87,10 @@
                    
    <a class="" href="../nas_demo/">SA搜索</a>
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+                <li class="">
+                    
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@@ -100,15 +104,15 @@
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-    <a class="" href="../../api/prune_api/">剪枝</a>
+    <a class="" href="../../api/prune_api/">剪枝与敏感度</a>
                </li>
                <li class="">
                    
-    <a class="" href="../../api/analysis_api/">敏感度分析</a>
+    <a class="" href="../../api/analysis_api/">模型分析</a>
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-    <a class="" href="../../api/single_distiller_api/">蒸馏</a>
+    <a class="" href="../../api/single_distiller_api/">知识蒸馏</a>
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@@ -118,9 +122,18 @@
                    
    <a class="" href="../../api/search_space/">搜索空间</a>
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+                <li class="">
+                    
+    <a class="" href="../../table_latency/">硬件延时评估表</a>
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 	    </li>
          
+            <li class="toctree-l1">
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+    <a class="" href="../../algo/algo/">算法原理</a>
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-      <script src="../../MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
+      <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML" defer></script>
      <script src="../../search/main.js" defer></script>

 </body>

--- a/tutorials/quant_embedding_demo/index.html
+++ b/tutorials/quant_embedding_demo/index.html
@@ -87,6 +87,10 @@
                    
    <a class="" href="../nas_demo/">SA搜索</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="../distillation_demo/">知识蒸馏</a>
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 	    </li>
          
@@ -100,15 +104,15 @@
                </li>
                <li class="">
                    
-    <a class="" href="../../api/prune_api/">剪枝</a>
+    <a class="" href="../../api/prune_api/">剪枝与敏感度</a>
                </li>
                <li class="">
                    
-    <a class="" href="../../api/analysis_api/">敏感度分析</a>
+    <a class="" href="../../api/analysis_api/">模型分析</a>
                </li>
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-    <a class="" href="../../api/single_distiller_api/">蒸馏</a>
+    <a class="" href="../../api/single_distiller_api/">知识蒸馏</a>
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@@ -118,9 +122,18 @@
                    
    <a class="" href="../../api/search_space/">搜索空间</a>
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+                <li class="">
+                    
+    <a class="" href="../../table_latency/">硬件延时评估表</a>
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 	    </li>
          
+            <li class="toctree-l1">
+		
+    <a class="" href="../../algo/algo/">算法原理</a>
+	    </li>
+          
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      &nbsp;
@@ -486,7 +499,7 @@ wget https://paddlerec.bj.bcebos.com/word2vec/test_mid_dir.tar
    <script>var base_url = '../..';</script>
    <script src="../../js/theme.js" defer></script>
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      <script src="../../search/main.js" defer></script>

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--- a/tutorials/quant_post_demo/index.html
+++ b/tutorials/quant_post_demo/index.html
@@ -87,6 +87,10 @@
                    
    <a class="" href="../nas_demo/">SA搜索</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="../distillation_demo/">知识蒸馏</a>
+                </li>
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 	    </li>
          
@@ -100,15 +104,15 @@
                </li>
                <li class="">
                    
-    <a class="" href="../../api/prune_api/">剪枝</a>
+    <a class="" href="../../api/prune_api/">剪枝与敏感度</a>
                </li>
                <li class="">
                    
-    <a class="" href="../../api/analysis_api/">敏感度分析</a>
+    <a class="" href="../../api/analysis_api/">模型分析</a>
                </li>
                <li class="">
                    
-    <a class="" href="../../api/single_distiller_api/">蒸馏</a>
+    <a class="" href="../../api/single_distiller_api/">知识蒸馏</a>
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@@ -118,9 +122,18 @@
                    
    <a class="" href="../../api/search_space/">搜索空间</a>
                </li>
+                <li class="">
+                    
+    <a class="" href="../../table_latency/">硬件延时评估表</a>
+                </li>
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 	    </li>
          
+            <li class="toctree-l1">
+		
+    <a class="" href="../../algo/algo/">算法原理</a>
+	    </li>
+          
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@@ -264,7 +277,7 @@
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 </body>

--- a/tutorials/sensitivity_demo/index.html
+++ b/tutorials/sensitivity_demo/index.html
+<!DOCTYPE html>
+<!--[if IE 8]><html class="no-js lt-ie9" lang="en" > <![endif]-->
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+    <li>Sensitivity demo</li>
+    <li class="wy-breadcrumbs-aside">
+      
+        <a href="https://github.com/PaddlePaddle/PaddleSlim/edit/master/docs/tutorials/sensitivity_demo.md"
+          class="icon icon-github"> Edit on GitHub</a>
+      
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+  <hr/>
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+              
+                <p>该示例介绍如何分析卷积网络中各卷积层的敏感度，以及如何根据计算出的敏感度选择一组合适的剪裁率。
+该示例默认会自动下载并使用MNIST数据。支持以下模型：</p>
+<ul>
+<li>MobileNetV1</li>
+<li>MobileNetV2</li>
+<li>ResNet50</li>
+</ul>
+<h2 id="1">1. 接口介绍<a class="headerlink" href="#1" title="Permanent link">#</a></h2>
+<p>该示例涉及以下接口：</p>
+<ul>
+<li><a href="https://paddlepaddle.github.io/PaddleSlim/api/prune_api/#sensitivity">paddleslim.prune.sensitivity</a></li>
+<li><a href="https://paddlepaddle.github.io/PaddleSlim/api/prune_api/#merge_sensitive">paddleslim.prune.merge_sensitive</a></li>
+<li><a href="https://paddlepaddle.github.io/PaddleSlim/api/prune_api/#get_ratios_by_losssensitivities-loss">paddleslim.prune.get_ratios_by_loss</a></li>
+</ul>
+<h2 id="2">2. 运行示例<a class="headerlink" href="#2" title="Permanent link">#</a></h2>
+<p>在路径<code>PaddleSlim/demo/sensitive</code>下执行以下代码运行示例：</p>
+<table class="codehilitetable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span>1
+2</pre></div></td><td class="code"><div class="codehilite"><pre><span></span><span class="n">export</span> <span class="n">CUDA_VISIBLE_DEVICES</span><span class="o">=</span><span class="mi">0</span>
+<span class="n">python</span> <span class="n">train</span><span class="p">.</span><span class="n">py</span> <span class="c1">--model &quot;MobileNetV1&quot;</span>
+</pre></div>
+</td></tr></table>
+
+<p>通过<code>python train.py --help</code>查看更多选项。</p>
+<h2 id="3">3. 重要步骤说明<a class="headerlink" href="#3" title="Permanent link">#</a></h2>
+<h3 id="31">3.1 计算敏感度<a class="headerlink" href="#31" title="Permanent link">#</a></h3>
+<p>计算敏感度之前，用户需要搭建好用于测试的网络，以及实现评估模型精度的回调函数。</p>
+<p>调用<code>paddleslim.prune.sensitivity</code>接口计算敏感度。敏感度信息会追加到<code>sensitivities_file</code>选项所指定的文件中，如果需要重新计算敏感度，需要先删除<code>sensitivities_file</code>文件。</p>
+<p>如果模型评估速度较慢，可以通过多进程的方式加速敏感度计算过程。比如在进程1中设置<code>pruned_ratios=[0.1, 0.2, 0.3, 0.4]</code>，并将敏感度信息存放在文件<code>sensitivities_0.data</code>中，然后在进程2中设置<code>pruned_ratios=[0.5, 0.6, 0.7]</code>，并将敏感度信息存储在文件<code>sensitivities_1.data</code>中。这样每个进程只会计算指定剪切率下的敏感度信息。多进程可以运行在单机多卡，或多机多卡。</p>
+<p>代码如下：</p>
+<table class="codehilitetable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span>1
+2
+3
+4
+5
+6
+7
+8</pre></div></td><td class="code"><div class="codehilite"><pre><span></span><span class="o">#</span> <span class="err">进程</span><span class="mi">1</span>
+<span class="n">sensitivity</span><span class="p">(</span>
+    <span class="n">val_program</span><span class="p">,</span>
+    <span class="n">place</span><span class="p">,</span>
+    <span class="n">params</span><span class="p">,</span>
+    <span class="n">test</span><span class="p">,</span>
+    <span class="n">sensitivities_file</span><span class="o">=</span><span class="ss">&quot;sensitivities_0.data&quot;</span><span class="p">,</span>
+    <span class="n">pruned_ratios</span><span class="o">=</span><span class="p">[</span><span class="mi">0</span><span class="p">.</span><span class="mi">1</span><span class="p">,</span> <span class="mi">0</span><span class="p">.</span><span class="mi">2</span><span class="p">,</span> <span class="mi">0</span><span class="p">.</span><span class="mi">3</span><span class="p">,</span> <span class="mi">0</span><span class="p">.</span><span class="mi">4</span><span class="p">])</span>
+</pre></div>
+</td></tr></table>
+
+<table class="codehilitetable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span>1
+2
+3
+4
+5
+6
+7
+8</pre></div></td><td class="code"><div class="codehilite"><pre><span></span><span class="o">#</span> <span class="err">进程</span><span class="mi">2</span>
+<span class="n">sensitivity</span><span class="p">(</span>
+    <span class="n">val_program</span><span class="p">,</span>
+    <span class="n">place</span><span class="p">,</span>
+    <span class="n">params</span><span class="p">,</span>
+    <span class="n">test</span><span class="p">,</span>
+    <span class="n">sensitivities_file</span><span class="o">=</span><span class="ss">&quot;sensitivities_1.data&quot;</span><span class="p">,</span>
+    <span class="n">pruned_ratios</span><span class="o">=</span><span class="p">[</span><span class="mi">0</span><span class="p">.</span><span class="mi">5</span><span class="p">,</span> <span class="mi">0</span><span class="p">.</span><span class="mi">6</span><span class="p">,</span> <span class="mi">0</span><span class="p">.</span><span class="mi">7</span><span class="p">])</span>
+</pre></div>
+</td></tr></table>
+
+<h3 id="32">3.2 合并敏感度<a class="headerlink" href="#32" title="Permanent link">#</a></h3>
+<p>如果用户通过上一节多进程的方式生成了多个存储敏感度信息的文件，可以通过<code>paddleslim.prune.merge_sensitive</code>将其合并，合并后的敏感度信息存储在一个<code>dict</code>中。代码如下：</p>
+<table class="codehilitetable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span>1</pre></div></td><td class="code"><div class="codehilite"><pre><span></span><span class="n">sens</span> <span class="o">=</span> <span class="n">merge_sensitive</span><span class="p">([</span><span class="ss">&quot;./sensitivities_0.data&quot;</span><span class="p">,</span> <span class="ss">&quot;./sensitivities_1.data&quot;</span><span class="p">])</span>
+</pre></div>
+</td></tr></table>
+
+<h3 id="33">3.3 计算剪裁率<a class="headerlink" href="#33" title="Permanent link">#</a></h3>
+<p>调用<code>paddleslim.prune.get_ratios_by_loss</code>接口计算一组剪裁率。</p>
+<table class="codehilitetable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span>1</pre></div></td><td class="code"><div class="codehilite"><pre><span></span><span class="n">ratios</span> <span class="o">=</span> <span class="n">get_ratios_by_loss</span><span class="p">(</span><span class="n">sens</span><span class="p">,</span> <span class="mi">0</span><span class="p">.</span><span class="mi">01</span><span class="p">)</span>
+</pre></div>
+</td></tr></table>
+
+<p>其中，<code>0.01</code>为一个阈值，对于任意卷积层，其剪裁率为使精度损失低于阈值<code>0.01</code>的最大剪裁率。</p>
+<p>用户在计算出一组剪裁率之后可以通过接口<code>paddleslim.prune.Pruner</code>剪裁网络，并用接口<code>paddleslim.analysis.flops</code>计算<code>FLOPs</code>。如果<code>FLOPs</code>不满足要求，调整阈值重新计算出一组剪裁率。</p>
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