Added: incubator/singa/site/trunk/zh/docs/metric.html URL: http://svn.apache.org/viewvc/incubator/singa/site/trunk/zh/docs/metric.html?rev=1833193&view=auto ============================================================================== --- incubator/singa/site/trunk/zh/docs/metric.html (added) +++ incubator/singa/site/trunk/zh/docs/metric.html Fri Jun 8 15:29:00 2018 @@ -0,0 +1,369 @@ + + + +<!DOCTYPE html> +<!--[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 name="viewport" content="width=device-width, initial-scale=1.0"> + + <title>度é(Metric) — incubator-singa 1.1.0 documentation</title> + + + + + + + + + + + + + + + + + <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" /> + <link rel="stylesheet" href="../_static/pygments.css" type="text/css" /> + <link rel="index" title="Index" href="../genindex.html" /> + <link rel="search" 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href="device.html">设å¤(Device)</a></li> +<li class="toctree-l2"><a class="reference internal" href="tensor.html">å¼ é(Tensor)</a></li> +<li class="toctree-l2"><a class="reference internal" href="layer.html">å±(Layer)</a></li> +<li class="toctree-l2"><a class="reference internal" href="net.html">åé¦ç½ç»</a></li> +<li class="toctree-l2"><a class="reference internal" href="initializer.html">åå§åå¨(Initializer)</a></li> +<li class="toctree-l2"><a class="reference internal" href="loss.html">æ失(Loss)</a></li> +<li class="toctree-l2 current"><a class="current reference internal" href="#">度é(Metric)</a><ul> +<li class="toctree-l3"><a class="reference internal" href="#class-singa-metric-metric">class singa.metric.Metric</a><ul> +<li class="toctree-l4"><a class="reference internal" href="#forward-x-y">forward(x, y)</a></li> +<li class="toctree-l4"><a class="reference internal" href="#evaluate-x-y">evaluate(x, y)</a></li> +</ul> +</li> +<li class="toctree-l3"><a class="reference internal" href="#class-singa-metric-accuracy">class singa.metric.Accuracy</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="optimizer.html">ä¼åå¨(Optimizer)</a></li> +<li class="toctree-l2"><a class="reference internal" href="data.html">æ°æ®(Data)</a></li> +<li class="toctree-l2"><a class="reference internal" href="image_tool.html">å¾åå·¥å ·</a></li> +<li class="toctree-l2"><a class="reference internal" href="snapshot.html">Snapshot</a></li> +<li class="toctree-l2"><a class="reference internal" href="utils.html">Utils</a></li> +<li class="toctree-l2"><a class="reference internal" href="model_zoo/index.html">模ååº</a></li> +</ul> +</li> +</ul> +<p class="caption"><span class="caption-text">å¼å</span></p> +<ul> +<li class="toctree-l1"><a class="reference internal" href="../develop/schedule.html">å¼åæ¶é´è¡¨</a></li> +<li class="toctree-l1"><a class="reference internal" href="../develop/how-contribute.html">å¦ä½è´¡ç®ç» SINGA</a></li> +<li class="toctree-l1"><a class="reference internal" href="../develop/contribute-code.html">å¦ä½è´¡ç®ä»£ç </a></li> +</ul> +<p class="caption"><span class="caption-text">社åº</span></p> +<ul> +<li class="toctree-l1"><a class="reference internal" href="../community/source-repository.html">æºä»£ç åº</a></li> +<li class="toctree-l1"><a class="reference internal" href="../community/mail-lists.html">项ç®é®ä»¶å表</a></li> +<li class="toctree-l1"><a class="reference internal" href="../community/issue-tracking.html">é®é¢è¿½è¸ª</a></li> +<li class="toctree-l1"><a class="reference internal" href="../community/team-list.html">SINGAå¢é</a></li> +</ul> + + + + </div> + </div> + </nav> + + <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"> + + + <nav class="wy-nav-top" aria-label="top navigation"> + + <i data-toggle="wy-nav-top" class="fa fa-bars"></i> + <a href="../index.html">incubator-singa</a> + + </nav> + + + <div class="wy-nav-content"> + + <div class="rst-content"> + + + + + + + + + + + + + + + + + +<div role="navigation" aria-label="breadcrumbs navigation"> + + <ul class="wy-breadcrumbs"> + + <li><a href="../index.html">Docs</a> »</li> + + <li><a href="index.html">ææ¡£</a> »</li> + + <li>度é(Metric)</li> + + + <li class="wy-breadcrumbs-aside"> + + + + </li> + + </ul> + + + <hr/> +</div> + <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article";> + <div itemprop="articleBody"> + + <div class="section" id="metric"> +<span id="metric"></span><h1>度é(Metric)<a class="headerlink" href="#metric" title="Permalink to this headline">¶</a></h1> +<p>该模åå å«ä¸ç»ç¨äºè¯ä¼°æ¨¡åæ§è½ç度éç±»ã ç¹å®ç度éç±»å¯ä»¥ç±C++çå®ç°è½¬æ¢æç´æ¥ä½¿ç¨Pythonå®ç°ã</p> +<p>示ä¾ç¨æ³ï¼</p> +<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">singa</span> <span class="kn">import</span> <span class="n">tensor</span> +<span class="kn">from</span> <span class="nn">singa</span> <span class="kn">import</span> <span class="n">metric</span> + +<span class="n">x</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">Tensor</span><span class="p">((</span><span class="mi">3</span><span class="p">,</span> <span class="mi">5</span><span class="p">))</span> +<span class="n">x</span><span class="o">.</span><span class="n">uniform</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="c1"># randomly genearte the prediction activation</span> +<span class="n">x</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">SoftMax</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="c1"># normalize the prediction into probabilities</span> +<span class="n">y</span> <span class="o">=</span> <span class="n">tensor</span><span class="o">.</span><span class="n">from_numpy</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">array</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">3</span><span class="p">],</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">int</span><span class="p">))</span> <span class="c1"># set the truth</span> + +<span class="n">f</span> <span class="o">=</span> <span class="n">metric</span><span class="o">.</span><span class="n">Accuracy</span><span class="p">()</span> +<span class="n">acc</span> <span class="o">=</span> <span class="n">f</span><span class="o">.</span><span class="n">evaluate</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span> <span class="c1"># averaged accuracy over all 3 samples in x</span> +</pre></div> +</div> +<hr class="docutils" /> +<div class="section" id="class-singa-metric-metric"> +<span id="class-singa-metric-metric"></span><h2>class singa.metric.Metric<a class="headerlink" href="#class-singa-metric-metric" title="Permalink to this headline">¶</a></h2> +<p>åºç±»ï¼<code class="docutils literal notranslate"><span class="pre">object</span></code></p> +<p>度éç±»çåºç±»</p> +<p>å°è£ C++度éç±»çåç±»å¯ä»¥ä½¿ç¨ç»§æ¿çååå½æ°ï¼å¹¶è¯ä¼°æ¤åºç±»çå½æ°ã å ¶ä»åç±»éè¦éåè¿äºå½æ°ã ç¨æ·éè¦æä¾é¢æµå¼åçå®å¼æ¥è·å度éå¼ã</p> +<hr class="docutils" /> +<div class="section" id="forward-x-y"> +<span id="forward-x-y"></span><h3>forward(x, y)<a class="headerlink" href="#forward-x-y" title="Permalink to this headline">¶</a></h3> +<p>为æ¯ä¸ªæ ·æ¬è®¡ç®åº¦éå¼</p> +<p><strong>åæ°ï¼</strong></p> +<ul class="simple"> +<li><strong>x (Tensor)</strong> â é¢æµå¼ï¼æ¯è¡ä»£è¡¨ä¸ä¸ªæ ·æ¬çé¢æµå¼</li> +<li><strong>y (Tensor)</strong> â çå®å¼ï¼æ¯è¡ä»£è¡¨ä¸ä¸ªæ ·æ¬ççå®å¼</li> +</ul> +<p><strong>è¿åå¼ï¼</strong> æµ®ç¹æ°ç»æçtensorï¼æ¯ä¸ªæ ·æ¬å¯¹åºä¸ä¸ªæµ®ç¹æ°è¾åº</p> +</div> +<hr class="docutils" /> +<div class="section" id="evaluate-x-y"> +<span id="evaluate-x-y"></span><h3>evaluate(x, y)<a class="headerlink" href="#evaluate-x-y" title="Permalink to this headline">¶</a></h3> +<p>计ç®æ ·æ¬çå¹³å度éå¼</p> +<p><strong>åæ°ï¼</strong></p> +<ul class="simple"> +<li><strong>x (Tensor)</strong> â é¢æµå¼ï¼æ¯å代表ä¸ä¸ªæ ·æ¬çé¢æµå¼</li> +<li><strong>y (Tensor)</strong> â çå®å¼ï¼æ¯å代表ä¸ä¸ªæ ·æ¬ççå®å¼</li> +</ul> +<p><strong>è¿åå¼ï¼</strong> æµ®ç¹æ°ç»æçtensorï¼æ¯ä¸ªæ ·æ¬å¯¹åºä¸ä¸ªæµ®ç¹æ°è¾åº</p> +</div> +</div> +<hr class="docutils" /> +<div class="section" id="class-singa-metric-accuracy"> +<span id="class-singa-metric-accuracy"></span><h2>class singa.metric.Accuracy<a class="headerlink" href="#class-singa-metric-accuracy" title="Permalink to this headline">¶</a></h2> +<p>åºç±»ï¼<code class="docutils literal notranslate"><span class="pre">singa.metric.Metric</span></code></p> +<p>对äºåæ ç¾é¢æµä»»å¡ï¼è®¡ç®top-1精确度ãå®è°ç¨C++å½æ°å®ç°è®¡ç®ã</p> +<hr class="docutils" /> 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href="https://code.google.com/p/cuda-convnet/source/browse/trunk/example-layers/layers-18pct.cfg";>AlexNet</a>ï¼æ们å¨éªè¯éä¸è½è¾¾å°çæé«å确度ï¼ä¸åæ°æ®å¢å¼ºï¼å¨82%å·¦å³ã</li> +<li><a class="reference external" href="http://torch.ch/blog/2015/07/30/cifar.html";>VGGNet</a>ï¼æ们å¨éªè¯éä¸è½è¾¾å°çæé«å确度ï¼ä¸åæ°æ®å¢å¼ºï¼å¨89%å·¦å³ã</li> +<li><a class="reference external" href="https://github.com/facebook/fb.resnet.torch";>ResNet</a>ï¼æ们å¨éªè¯éä¸è½è¾¾å°çæé«å确度ï¼ä¸åæ°æ®å¢å¼ºï¼å¨83%å·¦å³ã</li> +<li><a class="reference external" href="https://github.com/BVLC/caffe/tree/master/examples/cifar10";>æ¥èªCaffeçAlexNet</a>ï¼SINGAè½å¤æ ç¼è½¬æ¢Caffe模åã</li> +</ol> +<div class="section" id=""> +<span id="id1"></span><h2>æä½è¯´æ<a class="headerlink" href="#" title="Permalink to this headline">¶</a></h2> +<div class="section" id="singa"> +<span id="singa"></span><h3>SINGAå®è£ <a class="headerlink" href="#singa" title="Permalink to this headline">¶</a></h3> +<p>ç¨æ·å¯ä»¥ä»æºç ç¼è¯åå®è£ C++æè Pythonçæ¬çSINGAã代ç å¯ä»¥å¨CPUåGPUä¸æ§è¡ã对äºGPUä¸åè®ç»ï¼CUDAåCUDNNï¼V4æV5ï¼æ¯éè¦çã请åèå®è£ çé¢ä»¥è·å¾è¯¦ç»æ示ã</p> +</div> +<div class="section" id=""> +<span id="id2"></span><h3>æ°æ®åå¤<a class="headerlink" href="#" title="Permalink to this headline">¶</a></h3> +<p>Cifar-10çäºè¿å¶æ°æ®éæ件å¯ä»¥ç±å¦ä¸æ令ä¸è½½</p> +<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="n">python</span> <span class="n">download_data</span><span class="o">.</span><span class="n">py</span> <span class="nb">bin</span> +</pre></div> +</div> +<p>Pythonçæ¬å¯ä»¥ç±å¦ä¸æ令ä¸è½½</p> +<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="n">python</span> <span class="n">download_data</span><span class="o">.</span><span class="n">py</span> <span class="n">py</span> +</pre></div> +</div> +</div> +<div class="section" id=""> +<span id="id3"></span><h3>è®ç»<a class="headerlink" href="#" title="Permalink to this headline">¶</a></h3> +<p>è¿éæ4个è®ç»ç¨åº</p> +<p>1.train.pyãä¸é¢çæ令å°ä¼ç¨âcifar-10-batches-pyâåºä¸çpythonçæ¬çCifar-10æ°æ®éè®ç»VGG模åã</p> +<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="n">python</span> <span class="n">train</span><span class="o">.</span><span class="n">py</span> <span class="n">vgg</span> <span class="n">cifar</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="n">batches</span><span class="o">-</span><span class="n">py</span> +</pre></div> +</div> +<p>è¦è®ç»å ¶ä»æ¨¡åï¼è¯·ç¨âalexnetâï¼âresnetâæâcaffeâæ¿æ¢âvggâãå ¶ä¸ï¼âcaffeâæç±caffeçAlexNet转æ¢ç模åãé»è®¤æ åµä¸ï¼æ¨¡åå°å¨CudaGPU设å¤ä¸è®ç»ï¼è¥æ³è¦å¨CppCPUä¸è¿è¡ï¼éæ·»å é¢å¤çåæ°</p> +<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="n">python</span> <span class="n">train</span><span class="o">.</span><span class="n">py</span> <span class="n">vgg</span> <span class="n">cifar</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="n">batches</span><span class="o">-</span><span class="n">py</span> <span class="o">--</span><span class="n">use_cpu</span> +</pre></div> +</div> +<p>2.alexnet.ccãå®éè¿è°ç¨CPP APIå¨CudaGPUä¸è®ç»AlexNet模åã</p> +<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="o">./</span><span class="n">run</span><span class="o">.</span><span class="n">sh</span> +</pre></div> +</div> +<p>3.alexnet-parallel.ccãå®éè¿è°ç¨CPP APIå¨ä¸¤ä¸ªCudaGPUä¸è®ç»AlexNet模åã两个设å¤ä¸åæ¶è¿è¡å¹¶è®¡ç®æ¨¡ååæ°ç梯度ï¼ç¶åå®ä»¬ä¼å¨CPU设å¤ä¸åå¹³å并ç¨äºæ´æ°åæ°ã</p> +<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="o">./</span><span class="n">run</span><span class="o">-</span><span class="n">parallel</span><span class="o">.</span><span class="n">sh</span> +</pre></div> +</div> +<p>4.vgg-parallel.ccãå®è°ç¨CPP APIå¨ä¸¤ä¸ªCudaGPU设å¤ä¸è®ç»VGG模åï¼åalexnet-parallel.cc类似ã</p> +</div> +<div class="section" id=""> +<span id="id4"></span><h3>é¢æµ<a class="headerlink" href="#" title="Permalink to this headline">¶</a></h3> +<p>predict.pyå å«é¢æµå½æ°</p> +<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="k">def</span> <span class="nf">predict</span><span class="p">(</span><span class="n">net</span><span class="p">,</span> <span class="n">images</span><span class="p">,</span> <span class="n">dev</span><span class="p">,</span> <span class="n">topk</span><span class="o">=</span><span class="mi">5</span><span class="p">)</span> +</pre></div> +</div> +<p>netéè¿å è½½å åè®ç»å¥½ç模åæ¥è¢«å建ï¼imageså å«å¾åçnumpyæ°ç»ï¼æ¯å¼ å¾åä¸è¡ï¼ï¼devæ¯è®ç»æ¶ç设å¤ï¼ä¾å¦ï¼ä¸ä¸ªCudaGPU设å¤æè CppCPU设å¤ï¼å®å°è¿åæ¯ä¸ªå®ä¾çtopkæ ç¾ã</p> +<p>Predict.pyæ件主å½æ°æä¾äºç¨é¢è®ç»ç模å为æ°å¾çåé¢æµçä¾åãâmode.binâæ件ç±è®ç»ç¨åºçæï¼éè¦è¢«æ¾ç½®å¨cifarç®å½ä¸æ§è¡</p> +<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="n">python</span> 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+<p>å·ç§¯ç¥ç»ç½ç»ï¼CNNï¼æ¯ä¸ç§å¹¿æ³ç¨äºå¾ååè§é¢åç±»çåé¦ç¥ç»ç½ç»ã å¨è¿ä¸ªä¾åä¸ï¼æ们å°ä½¿ç¨<a class="reference external" href="http://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks";>深度CNN模å</a>æ¥å¯¹ImageNetæ°æ®éè¿è¡å¾ååç±»ã</p> +<div class="section" id=""> +<span id="id1"></span><h2>æä½è¯´æ<a class="headerlink" href="#" title="Permalink to this headline">¶</a></h2> +<div class="section" id="singa"> +<span id="singa"></span><h3>ç¼è¯SINGA<a class="headerlink" href="#singa" title="Permalink to this headline">¶</a></h3> +<p>请ç¨CUDAï¼CUDNNåOpenCVç¼è¯SINGAã æ¨å¯ä»¥æå¨æå¼CMakeLists.txtä¸çé项æå¨build /æ件夹ä¸è¿è¡<code class="docutils literal notranslate"><span class="pre">ccmake</span> <span class="pre">..</span></code>è¿è¡é ç½®ã</p> +<p>æ们已ç»å¨CuDNN V4åV5ï¼V5éè¦Cuda7.5ï¼ä¸è¿è¡äºæµè¯ã</p> +</div> +<div class="section" id=""> +<span id="id2"></span><h3>æ°æ®ä¸è½½<a class="headerlink" href="#" title="Permalink to this headline">¶</a></h3> +<ul class="simple"> +<li>请åèå建<a class="reference external" href="https://github.com/amd/OpenCL-caffe/wiki/Instructions-to-create-ImageNet-2012-data";>ImageNet 2012æ°æ®é</a>çæ¥éª¤1-3ä¸è½½åå åæ°æ®ã</li> +<li>ä½ å¯ä»¥éè¿<a class="reference external" href="https://github.com/BVLC/caffe/blob/master/data/ilsvrc12/get_ilsvrc_aux.sh";>get_ilsvrc_aux.sh</a>æä»<a class="reference external" href="http://www.image-net.org/download-images";>ImageNet</a>ä¸è½½è®ç»åéªè¯éã</li> +</ul> +</div> +<div class="section" id=""> +<span id="id3"></span><h3>æ°æ®é¢å¤ç<a class="headerlink" href="#" title="Permalink to this headline">¶</a></h3> +<ul> +<li><p class="first">åè®¾ä½ å·²ç»ä¸è½½äºæ°æ®åæè¿°æ件ã ç°å¨æ们åºè¯¥å°æ°æ®è½¬æ¢ä¸ºäºè¿å¶æ件ãä½ å¯ä»¥è¿è¡ï¼</p> +<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="n">sh</span> <span class="n">create_data</span><span class="o">.</span><span class="n">sh</span> +</pre></div> +</div> +<p>è¿ä¸ªèæ¬ä¼å¨æå®è¾åºç®å½ä¸çæä¸ä¸ªæµè¯æ件ï¼<code class="docutils literal notranslate"><span class="pre">test.bin</span></code>ï¼ï¼åå¼æ件ï¼<code class="docutils literal notranslate"><span class="pre">mean.bin</span></code>ï¼åä¸äºè®ç»æ件ï¼<code class="docutils literal notranslate"><span class="pre">trainX.bin</span></code>ï¼ã</p> +</li> +<li><p class="first">ä½ ä¹å¯ä»¥æ¹å<code class="docutils literal notranslate"><span class="pre">create_data.sh</span></code>çåæ°ã</p> +<ul class="simple"> +<li><code class="docutils literal notranslate"><span class="pre">-trainlist</span> <span class="pre"><file></span></code>: è®ç»æ°æ®å表æ件;</li> +<li><code class="docutils literal notranslate"><span class="pre">-trainfolder</span> <span class="pre"><folder></span></code>: è®ç»å¾çæå¨æ件夹;</li> +<li><code class="docutils literal notranslate"><span class="pre">-testlist</span> <span class="pre"><file></span></code>: æµè¯æ°æ®å表æ件;</li> +<li><code class="docutils literal notranslate"><span class="pre">-testfolder</span> <span class="pre"><floder></span></code>: æµè¯å¾åæå¨æ件夹;</li> +<li><code class="docutils literal notranslate"><span class="pre">-outdata</span> <span class="pre"><folder></span></code>: ä¿åè¾åºæ件çæ件夹ï¼å æ¬å¹³åå¼ï¼è®ç»åæµè¯æ件ã 该èæ¬å°å¨æå®çæ件夹ä¸çæè¿äºæ件;</li> +<li><code class="docutils literal notranslate"><span class="pre">-filesize</span> <span class="pre"><int></span></code>: å¨æ¯ä¸ªäºè¿å¶æ件ä¸åå¨çè®ç»å¾ç个æ°.</li> +</ul> +</li> +</ul> +</div> +<div class="section" id=""> +<span id="id4"></span><h3>è®ç»<a class="headerlink" href="#" title="Permalink to this headline">¶</a></h3> +<ul> +<li><p class="first">åå¤å¥½æ°æ®åï¼ä½ å¯ä»¥è¿è¡ä¸é¢æ令æ¥è®ç»AlexNet模åã</p> +<div class="highlight-default notranslate"><div class="highlight"><pre><span></span> <span class="n">sh</span> <span class="n">run</span><span class="o">.</span><span class="n">sh</span> +</pre></div> +</div> +</li> +<li><p class="first">ä½ å¯ä»¥æ¹å<code class="docutils literal notranslate"><span class="pre">run.sh</span></code>çåæ°ã</p> +<ul class="simple"> +<li><code class="docutils literal notranslate"><span class="pre">-epoch</span> <span class="pre"><int></span></code>: è¦è®ç»çepochæ°ç®ï¼é»è®¤ä¸º90;</li> +<li><code class="docutils literal notranslate"><span class="pre">-lr</span> <span class="pre"><float></span></code>: åºç¡å¦ä¹ çï¼å¦ä¹ çå°åå°æ¯20个æ¶æï¼æ´å ·ä½å°ï¼lr = lr * expï¼0.1 *ï¼epoch / 20ï¼ï¼;</li> +<li><code class="docutils literal notranslate"><span class="pre">-batchsize</span> <span class="pre"><int></span></code>: æ¹æ°ç®ï¼å®åºè¯¥æ ¹æ®ä½ çå åèæ¹å;</li> +<li><code class="docutils literal notranslate"><span class="pre">-filesize</span> <span class="pre"><int></span></code>: åå¨å¨æ¯ä¸ªäºè¿å¶æ件ä¸çè®ç»å¾åçæ°éï¼ä¸æ°æ®é¢å¤çä¸çæ件大å°ç¸å;</li> +<li><code class="docutils literal notranslate"><span class="pre">-ntrain</span> <span class="pre"><int></span></code>: è®ç»å¾ççæ°ç®;</li> +<li><code class="docutils literal notranslate"><span class="pre">-ntest</span> <span class="pre"><int></span></code>: æµè¯å¾ççæ°ç®;</li> +<li><code class="docutils literal notranslate"><span class="pre">-data</span> <span class="pre"><folder></span></code>: åå¨äºè¿å¶æ件çæ件夹ï¼å®æ°å¥½æ¯æ°æ®é¢å¤çæ¥éª¤ä¸çè¾åºæ件夹;</li> +<li><code class="docutils literal notranslate"><span class="pre">-pfreq</span> <span class="pre"><int></span></code>: æå°å½å模åç¶æï¼æ失åå确度ï¼çé¢çï¼ä»¥æ¹æ°æ®ä¸ºåä½ï¼;</li> +<li><code class="docutils literal notranslate"><span class="pre">-nthreads</span> <span class="pre"><int></span></code>: å è½½ä¼ ç»æ¨¡åçæ°æ®ææç线ç¨æ°ã</li> +</ul> +</li> +</ul> +</div> +</div> +</div> + + + </div> + + </div> + <footer> + + <div class="rst-footer-buttons" role="navigation" aria-label="footer navigation"> + + <a href="../googlenet/README.html" class="btn btn-neutral float-right" title="ç¨GoogleNetåå¾ååç±»" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right"></span></a> + + + <a href="../../char-rnn/README.html" class="btn btn-neutral" title="å¨ææ¬ä¸è®ç»Char-RNN" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left"></span> 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