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develop/doc/_sources/api/v2/model_configs.rst.txt
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...@@ -4,3 +4,32 @@ Layers ...@@ -4,3 +4,32 @@ Layers
.. automodule:: paddle.v2.layer .. automodule:: paddle.v2.layer
:members: :members:
==========
Attributes
==========
.. automodule:: paddle.v2.attr
:members:
===========
Activations
===========
.. automodule:: paddle.v2.activation
:members:
========
Poolings
========
.. automodule:: paddle.v2.pooling
:members:
========
Networks
========
.. automodule:: paddle.v2.networks
:members:
develop/doc/about/index_en.html
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</li> </li>
<li class="toctree-l1"><a class="reference internal" href="../api/index_en.html">API</a><ul> <li class="toctree-l1"><a class="reference internal" href="../api/index_en.html">API</a><ul>
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<li class="toctree-l2"><a class="reference internal" href="../api/v2/model_configs.html#module-paddle.v2.attr">Attributes</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/v2/model_configs.html#module-paddle.v2.activation">Activations</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/v2/model_configs.html#module-paddle.v2.pooling">Poolings</a></li>
<li class="toctree-l2"><a class="reference internal" href="../api/v2/model_configs.html#module-paddle.v2.networks">Networks</a></li>
</ul> </ul>
</li> </li>
<li class="toctree-l1 current"><a class="current reference internal" href="#">ABOUT</a></li> <li class="toctree-l1 current"><a class="current reference internal" href="#">ABOUT</a></li>
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develop/doc/api/index_en.html
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</li> </li>
<li class="toctree-l1 current"><a class="current reference internal" href="#">API</a><ul> <li class="toctree-l1 current"><a class="current reference internal" href="#">API</a><ul>
<li class="toctree-l2"><a class="reference internal" href="v2/model_configs.html">Layers</a></li> <li class="toctree-l2"><a class="reference internal" href="v2/model_configs.html">Layers</a></li>
<li class="toctree-l2"><a class="reference internal" href="v2/model_configs.html#module-paddle.v2.attr">Attributes</a></li>
<li class="toctree-l2"><a class="reference internal" href="v2/model_configs.html#module-paddle.v2.activation">Activations</a></li>
<li class="toctree-l2"><a class="reference internal" href="v2/model_configs.html#module-paddle.v2.pooling">Poolings</a></li>
<li class="toctree-l2"><a class="reference internal" href="v2/model_configs.html#module-paddle.v2.networks">Networks</a></li>
</ul> </ul>
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<li class="toctree-l1"><a class="reference internal" href="../about/index_en.html">ABOUT</a></li> <li class="toctree-l1"><a class="reference internal" href="../about/index_en.html">ABOUT</a></li>
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<div class="toctree-wrapper compound"> <div class="toctree-wrapper compound">
<ul> <ul>
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<li class="toctree-l1"><a class="reference internal" href="v2/model_configs.html#module-paddle.v2.activation">Activations</a></li>
<li class="toctree-l1"><a class="reference internal" href="v2/model_configs.html#module-paddle.v2.pooling">Poolings</a></li>
<li class="toctree-l1"><a class="reference internal" href="v2/model_configs.html#module-paddle.v2.networks">Networks</a></li>
</ul> </ul>
</div> </div>
</div> </div>
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develop/doc/api/v1/data_provider/dataprovider_en.html
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<li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html#module-paddle.v2.networks">Networks</a></li>
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develop/doc/api/v1/trainer_config_helpers/activations.html
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...@@ -211,61 +215,37 @@ ...@@ -211,61 +215,37 @@
<h1>Activations<a class="headerlink" href="#activations" title="Permalink to this headline"></a></h1> <h1>Activations<a class="headerlink" href="#activations" title="Permalink to this headline"></a></h1>
<div class="section" id="baseactivation"> <div class="section" id="baseactivation">
<h2>BaseActivation<a class="headerlink" href="#baseactivation" title="Permalink to this headline"></a></h2> <h2>BaseActivation<a class="headerlink" href="#baseactivation" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">BaseActivation</code><span class="sig-paren">(</span><em>name</em>, <em>support_hppl</em><span class="sig-paren">)</span></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">BaseActivation</code></dt>
<dd><p>A mark for activation class. <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">Base</span></code></p>
Each activation inherit BaseActivation, which has two parameters.</p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><ul class="first last simple">
<li><strong>name</strong> (<em>basestring</em>) &#8211; activation name in paddle config.</li>
<li><strong>support_hppl</strong> (<em>bool</em>) &#8211; True if supported by hppl. HPPL is a library used by paddle
internally. Currently, lstm layer can only use activations
supported by hppl.</li>
</ul>
</td>
</tr>
</tbody>
</table>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="absactivation"> <div class="section" id="absactivation">
<h2>AbsActivation<a class="headerlink" href="#absactivation" title="Permalink to this headline"></a></h2> <h2>AbsActivation<a class="headerlink" href="#absactivation" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">AbsActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">AbsActivation</code></dt>
<dd><p>Abs Activation.</p> <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">Abs</span></code></p>
<p>Forward: <span class="math">\(f(z) = abs(z)\)</span></p>
<p>Derivative:</p>
<div class="math">
\[\begin{split}1 &amp;\quad if \quad z &gt; 0 \\
-1 &amp;\quad if \quad z &lt; 0 \\
0 &amp;\quad if \quad z = 0\end{split}\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="expactivation"> <div class="section" id="expactivation">
<h2>ExpActivation<a class="headerlink" href="#expactivation" title="Permalink to this headline"></a></h2> <h2>ExpActivation<a class="headerlink" href="#expactivation" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">ExpActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">ExpActivation</code></dt>
<dd><p>Exponential Activation.</p> <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">Exp</span></code></p>
<div class="math">
\[f(z) = e^z.\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="identityactivation"> <div class="section" id="identityactivation">
<h2>IdentityActivation<a class="headerlink" href="#identityactivation" title="Permalink to this headline"></a></h2> <h2>IdentityActivation<a class="headerlink" href="#identityactivation" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">IdentityActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">IdentityActivation</code></dt>
<dd><p>Identity Activation.</p> <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">Linear</span></code></p>
<p>Just do nothing for output both forward/backward.</p>
</dd></dl> </dd></dl>
</div> </div>
...@@ -274,125 +254,97 @@ supported by hppl.</li> ...@@ -274,125 +254,97 @@ supported by hppl.</li>
<dl class="attribute"> <dl class="attribute">
<dt> <dt>
<code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">LinearActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">LinearActivation</code></dt>
<dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">IdentityActivation</span></code></p> <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">Linear</span></code></p>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="logactivation"> <div class="section" id="logactivation">
<h2>LogActivation<a class="headerlink" href="#logactivation" title="Permalink to this headline"></a></h2> <h2>LogActivation<a class="headerlink" href="#logactivation" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">LogActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">LogActivation</code></dt>
<dd><p>Logarithm Activation.</p> <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">Log</span></code></p>
<div class="math">
\[f(z) = log(z)\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="squareactivation"> <div class="section" id="squareactivation">
<h2>SquareActivation<a class="headerlink" href="#squareactivation" title="Permalink to this headline"></a></h2> <h2>SquareActivation<a class="headerlink" href="#squareactivation" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SquareActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SquareActivation</code></dt>
<dd><p>Square Activation.</p> <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">Square</span></code></p>
<div class="math">
\[f(z) = z^2.\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="sigmoidactivation"> <div class="section" id="sigmoidactivation">
<h2>SigmoidActivation<a class="headerlink" href="#sigmoidactivation" title="Permalink to this headline"></a></h2> <h2>SigmoidActivation<a class="headerlink" href="#sigmoidactivation" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SigmoidActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SigmoidActivation</code></dt>
<dd><p>Sigmoid activation.</p> <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">Sigmoid</span></code></p>
<div class="math">
\[f(z) = \frac{1}{1+exp(-z)}\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="softmaxactivation"> <div class="section" id="softmaxactivation">
<h2>SoftmaxActivation<a class="headerlink" href="#softmaxactivation" title="Permalink to this headline"></a></h2> <h2>SoftmaxActivation<a class="headerlink" href="#softmaxactivation" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SoftmaxActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SoftmaxActivation</code></dt>
<dd><p>Softmax activation for simple input</p> <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">Softmax</span></code></p>
<div class="math">
\[P(y=j|x) = \frac{e^{x_j}} {\sum^K_{k=1} e^{x_j} }\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="sequencesoftmaxactivation"> <div class="section" id="sequencesoftmaxactivation">
<h2>SequenceSoftmaxActivation<a class="headerlink" href="#sequencesoftmaxactivation" title="Permalink to this headline"></a></h2> <h2>SequenceSoftmaxActivation<a class="headerlink" href="#sequencesoftmaxactivation" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SequenceSoftmaxActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SequenceSoftmaxActivation</code></dt>
<dd><p>Softmax activation for one sequence. The dimension of input feature must be <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">SequenceSoftmax</span></code></p>
1 and a sequence.</p>
<div class="code python highlight-default"><div class="highlight"><pre><span></span><span class="n">result</span> <span class="o">=</span> <span class="n">softmax</span><span class="p">(</span><span class="k">for</span> <span class="n">each_feature_vector</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="n">input_feature</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">each_time_step_output</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">output</span><span class="p">):</span>
<span class="n">each_time_step_output</span> <span class="o">=</span> <span class="n">result</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
</pre></div>
</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="reluactivation"> <div class="section" id="reluactivation">
<h2>ReluActivation<a class="headerlink" href="#reluactivation" title="Permalink to this headline"></a></h2> <h2>ReluActivation<a class="headerlink" href="#reluactivation" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">ReluActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">ReluActivation</code></dt>
<dd><p>Relu activation.</p> <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">Relu</span></code></p>
<p>forward. <span class="math">\(y = max(0, z)\)</span></p>
<p>derivative:</p>
<div class="math">
\[\begin{split}1 &amp;\quad if z &gt; 0 \\
0 &amp;\quad\mathrm{otherwize}\end{split}\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="breluactivation"> <div class="section" id="breluactivation">
<h2>BReluActivation<a class="headerlink" href="#breluactivation" title="Permalink to this headline"></a></h2> <h2>BReluActivation<a class="headerlink" href="#breluactivation" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">BReluActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">BReluActivation</code></dt>
<dd><p>BRelu Activation.</p> <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">BRelu</span></code></p>
<p>forward. <span class="math">\(y = min(24, max(0, z))\)</span></p>
<p>derivative:</p>
<div class="math">
\[\begin{split}1 &amp;\quad if 0 &lt; z &lt; 24 \\
0 &amp;\quad \mathrm{otherwise}\end{split}\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="softreluactivation"> <div class="section" id="softreluactivation">
<h2>SoftReluActivation<a class="headerlink" href="#softreluactivation" title="Permalink to this headline"></a></h2> <h2>SoftReluActivation<a class="headerlink" href="#softreluactivation" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SoftReluActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SoftReluActivation</code></dt>
<dd><p>SoftRelu Activation.</p> <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">SoftRelu</span></code></p>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="tanhactivation"> <div class="section" id="tanhactivation">
<h2>TanhActivation<a class="headerlink" href="#tanhactivation" title="Permalink to this headline"></a></h2> <h2>TanhActivation<a class="headerlink" href="#tanhactivation" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">TanhActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">TanhActivation</code></dt>
<dd><p>Tanh activation.</p> <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">Tanh</span></code></p>
<div class="math">
\[f(z)=tanh(z)=\frac{e^z-e^{-z}}{e^z+e^{-z}}\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="stanhactivation"> <div class="section" id="stanhactivation">
<h2>STanhActivation<a class="headerlink" href="#stanhactivation" title="Permalink to this headline"></a></h2> <h2>STanhActivation<a class="headerlink" href="#stanhactivation" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">STanhActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">STanhActivation</code></dt>
<dd><p>Scaled Tanh Activation.</p> <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">STanh</span></code></p>
<div class="math">
\[f(z) = 1.7159 * tanh(2/3*z)\]</div>
</dd></dl> </dd></dl>
</div> </div>
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<li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html#module-paddle.v2.activation">Activations</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html#module-paddle.v2.pooling">Poolings</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html#module-paddle.v2.networks">Networks</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html#module-paddle.v2.activation">Activations</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html#module-paddle.v2.pooling">Poolings</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html#module-paddle.v2.networks">Networks</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html">Layers</a></li> <li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html">Layers</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html#module-paddle.v2.attr">Attributes</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html#module-paddle.v2.activation">Activations</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html#module-paddle.v2.pooling">Poolings</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html#module-paddle.v2.networks">Networks</a></li>
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<li class="toctree-l1"><a class="reference internal" href="../../index_en.html">API</a><ul> <li class="toctree-l1"><a class="reference internal" href="../../index_en.html">API</a><ul>
<li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html">Layers</a></li> <li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html">Layers</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html#module-paddle.v2.activation">Activations</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html#module-paddle.v2.pooling">Poolings</a></li>
<li class="toctree-l2"><a class="reference internal" href="../../v2/model_configs.html#module-paddle.v2.networks">Networks</a></li>
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...@@ -262,9 +266,9 @@ None if user don&#8217;t care.</li> ...@@ -262,9 +266,9 @@ None if user don&#8217;t care.</li>
<li><strong>fc_act</strong> (<em>BaseActivation</em>) &#8211; fc layer activation type. None means tanh</li> <li><strong>fc_act</strong> (<em>BaseActivation</em>) &#8211; fc layer activation type. None means tanh</li>
<li><strong>pool_bias_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ParameterAttribute" title="paddle.trainer_config_helpers.attrs.ParameterAttribute"><em>ParameterAttribute</em></a><em> or </em><em>None.</em>) &#8211; pooling layer bias attr. None if don&#8217;t care. <li><strong>pool_bias_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ParameterAttribute" title="paddle.trainer_config_helpers.attrs.ParameterAttribute"><em>ParameterAttribute</em></a><em> or </em><em>None.</em>) &#8211; pooling layer bias attr. None if don&#8217;t care.
False if no bias.</li> False if no bias.</li>
<li><strong>fc_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; fc layer extra attribute.</li> <li><strong>fc_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; fc layer extra attribute.</li>
<li><strong>context_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; context projection layer extra attribute.</li> <li><strong>context_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; context projection layer extra attribute.</li>
<li><strong>pool_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; pooling layer extra attribute.</li> <li><strong>pool_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; pooling layer extra attribute.</li>
</ul> </ul>
</td> </td>
</tr> </tr>
...@@ -310,9 +314,9 @@ None if user don&#8217;t care.</li> ...@@ -310,9 +314,9 @@ None if user don&#8217;t care.</li>
<li><strong>fc_act</strong> (<em>BaseActivation</em>) &#8211; fc layer activation type. None means tanh</li> <li><strong>fc_act</strong> (<em>BaseActivation</em>) &#8211; fc layer activation type. None means tanh</li>
<li><strong>pool_bias_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ParameterAttribute" title="paddle.trainer_config_helpers.attrs.ParameterAttribute"><em>ParameterAttribute</em></a><em> or </em><em>None.</em>) &#8211; pooling layer bias attr. None if don&#8217;t care. <li><strong>pool_bias_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ParameterAttribute" title="paddle.trainer_config_helpers.attrs.ParameterAttribute"><em>ParameterAttribute</em></a><em> or </em><em>None.</em>) &#8211; pooling layer bias attr. None if don&#8217;t care.
False if no bias.</li> False if no bias.</li>
<li><strong>fc_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; fc layer extra attribute.</li> <li><strong>fc_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; fc layer extra attribute.</li>
<li><strong>context_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; context projection layer extra attribute.</li> <li><strong>context_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; context projection layer extra attribute.</li>
<li><strong>pool_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; pooling layer extra attribute.</li> <li><strong>pool_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; pooling layer extra attribute.</li>
</ul> </ul>
</td> </td>
</tr> </tr>
...@@ -361,7 +365,7 @@ False if no bias.</li> ...@@ -361,7 +365,7 @@ False if no bias.</li>
<li><strong>bn_layer_attr</strong> &#8211; ParameterAttribute.</li> <li><strong>bn_layer_attr</strong> &#8211; ParameterAttribute.</li>
<li><strong>pool_stride</strong> (<em>int</em>) &#8211; see img_pool_layer&#8217;s document.</li> <li><strong>pool_stride</strong> (<em>int</em>) &#8211; see img_pool_layer&#8217;s document.</li>
<li><strong>pool_padding</strong> (<em>int</em>) &#8211; see img_pool_layer&#8217;s document.</li> <li><strong>pool_padding</strong> (<em>int</em>) &#8211; see img_pool_layer&#8217;s document.</li>
<li><strong>pool_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; see img_pool_layer&#8217;s document.</li> <li><strong>pool_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; see img_pool_layer&#8217;s document.</li>
</ul> </ul>
</td> </td>
</tr> </tr>
...@@ -436,10 +440,10 @@ False if no bias.</li> ...@@ -436,10 +440,10 @@ False if no bias.</li>
<li><strong>num_channel</strong> (<em>int</em>) &#8211; see img_conv_layer for details</li> <li><strong>num_channel</strong> (<em>int</em>) &#8211; see img_conv_layer for details</li>
<li><strong>param_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ParameterAttribute" title="paddle.trainer_config_helpers.attrs.ParameterAttribute"><em>ParameterAttribute</em></a>) &#8211; see img_conv_layer for details</li> <li><strong>param_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ParameterAttribute" title="paddle.trainer_config_helpers.attrs.ParameterAttribute"><em>ParameterAttribute</em></a>) &#8211; see img_conv_layer for details</li>
<li><strong>shared_bias</strong> (<em>bool</em>) &#8211; see img_conv_layer for details</li> <li><strong>shared_bias</strong> (<em>bool</em>) &#8211; see img_conv_layer for details</li>
<li><strong>conv_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; see img_conv_layer for details</li> <li><strong>conv_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; see img_conv_layer for details</li>
<li><strong>pool_stride</strong> (<em>int</em>) &#8211; see img_pool_layer for details</li> <li><strong>pool_stride</strong> (<em>int</em>) &#8211; see img_pool_layer for details</li>
<li><strong>pool_padding</strong> (<em>int</em>) &#8211; see img_pool_layer for details</li> <li><strong>pool_padding</strong> (<em>int</em>) &#8211; see img_pool_layer for details</li>
<li><strong>pool_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; see img_pool_layer for details</li> <li><strong>pool_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; see img_pool_layer for details</li>
</ul> </ul>
</td> </td>
</tr> </tr>
...@@ -523,9 +527,9 @@ for more details about LSTM. The link goes as follows: ...@@ -523,9 +527,9 @@ for more details about LSTM. The link goes as follows:
False means no bias, None means default bias.</li> False means no bias, None means default bias.</li>
<li><strong>lstm_bias_attr</strong> (<em>ParameterAttribute|False</em>) &#8211; bias parameter attribute of lstm layer. <li><strong>lstm_bias_attr</strong> (<em>ParameterAttribute|False</em>) &#8211; bias parameter attribute of lstm layer.
False means no bias, None means default bias.</li> False means no bias, None means default bias.</li>
<li><strong>mixed_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; mixed layer&#8217;s extra attribute.</li> <li><strong>mixed_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; mixed layer&#8217;s extra attribute.</li>
<li><strong>lstm_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; lstm layer&#8217;s extra attribute.</li> <li><strong>lstm_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; lstm layer&#8217;s extra attribute.</li>
<li><strong>get_output_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; get output layer&#8217;s extra attribute.</li> <li><strong>get_output_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; get output layer&#8217;s extra attribute.</li>
</ul> </ul>
</td> </td>
</tr> </tr>
...@@ -584,9 +588,9 @@ full_matrix_projection must be included before lstmemory_unit is called.</p> ...@@ -584,9 +588,9 @@ full_matrix_projection must be included before lstmemory_unit is called.</p>
False means no bias, None means default bias.</li> False means no bias, None means default bias.</li>
<li><strong>lstm_bias_attr</strong> (<em>ParameterAttribute|False</em>) &#8211; bias parameter attribute of lstm layer. <li><strong>lstm_bias_attr</strong> (<em>ParameterAttribute|False</em>) &#8211; bias parameter attribute of lstm layer.
False means no bias, None means default bias.</li> False means no bias, None means default bias.</li>
<li><strong>mixed_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; mixed layer&#8217;s extra attribute.</li> <li><strong>mixed_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; mixed layer&#8217;s extra attribute.</li>
<li><strong>lstm_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; lstm layer&#8217;s extra attribute.</li> <li><strong>lstm_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; lstm layer&#8217;s extra attribute.</li>
<li><strong>get_output_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; get output layer&#8217;s extra attribute.</li> <li><strong>get_output_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; get output layer&#8217;s extra attribute.</li>
</ul> </ul>
</td> </td>
</tr> </tr>
...@@ -629,8 +633,8 @@ means default bias.</li> ...@@ -629,8 +633,8 @@ means default bias.</li>
<li><strong>act</strong> (<em>BaseActivation</em>) &#8211; lstm final activiation type</li> <li><strong>act</strong> (<em>BaseActivation</em>) &#8211; lstm final activiation type</li>
<li><strong>gate_act</strong> (<em>BaseActivation</em>) &#8211; lstm gate activiation type</li> <li><strong>gate_act</strong> (<em>BaseActivation</em>) &#8211; lstm gate activiation type</li>
<li><strong>state_act</strong> (<em>BaseActivation</em>) &#8211; lstm state activiation type.</li> <li><strong>state_act</strong> (<em>BaseActivation</em>) &#8211; lstm state activiation type.</li>
<li><strong>mixed_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; mixed layer&#8217;s extra attribute.</li> <li><strong>mixed_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; mixed layer&#8217;s extra attribute.</li>
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...@@ -201,77 +205,46 @@ ...@@ -201,77 +205,46 @@
<h1>Poolings<a class="headerlink" href="#poolings" title="Permalink to this headline"></a></h1> <h1>Poolings<a class="headerlink" href="#poolings" title="Permalink to this headline"></a></h1>
<div class="section" id="basepoolingtype"> <div class="section" id="basepoolingtype">
<h2>BasePoolingType<a class="headerlink" href="#basepoolingtype" title="Permalink to this headline"></a></h2> <h2>BasePoolingType<a class="headerlink" href="#basepoolingtype" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">BasePoolingType</code><span class="sig-paren">(</span><em>name</em><span class="sig-paren">)</span></dt> <code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">BasePoolingType</code></dt>
<dd><p>Base Pooling Type. <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">BasePool</span></code></p>
Note these pooling types are used for sequence input, not for images.
Each PoolingType contains one parameter:</p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><strong>name</strong> (<em>basestring</em>) &#8211; pooling layer type name used by paddle.</td>
</tr>
</tbody>
</table>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="avgpooling"> <div class="section" id="avgpooling">
<h2>AvgPooling<a class="headerlink" href="#avgpooling" title="Permalink to this headline"></a></h2> <h2>AvgPooling<a class="headerlink" href="#avgpooling" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">AvgPooling</code><span class="sig-paren">(</span><em>strategy='average'</em><span class="sig-paren">)</span></dt> <code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">AvgPooling</code></dt>
<dd><p>Average pooling.</p> <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">Avg</span></code></p>
<p>Return the average values for each dimension in sequence or time steps.</p>
<div class="math">
\[sum(samples\_of\_a\_sequence)/sample\_num\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="maxpooling"> <div class="section" id="maxpooling">
<h2>MaxPooling<a class="headerlink" href="#maxpooling" title="Permalink to this headline"></a></h2> <h2>MaxPooling<a class="headerlink" href="#maxpooling" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">MaxPooling</code><span class="sig-paren">(</span><em>output_max_index=None</em><span class="sig-paren">)</span></dt> <code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">MaxPooling</code></dt>
<dd><p>Max pooling.</p> <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">Max</span></code></p>
<p>Return the very large values for each dimension in sequence or time steps.</p>
<div class="math">
\[max(samples\_of\_a\_sequence)\]</div>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">Parameters:</th><td class="field-body"><strong>output_max_index</strong> (<em>bool|None</em>) &#8211; True if output sequence max index instead of max
value. None means use default value in proto.</td>
</tr>
</tbody>
</table>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="sumpooling"> <div class="section" id="sumpooling">
<h2>SumPooling<a class="headerlink" href="#sumpooling" title="Permalink to this headline"></a></h2> <h2>SumPooling<a class="headerlink" href="#sumpooling" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">SumPooling</code></dt> <code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">SumPooling</code></dt>
<dd><p>Sum pooling.</p> <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">Sum</span></code></p>
<p>Return the sum values of each dimension in sequence or time steps.</p>
<div class="math">
\[sum(samples\_of\_a\_sequence)\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="squarerootnpooling"> <div class="section" id="squarerootnpooling">
<h2>SquareRootNPooling<a class="headerlink" href="#squarerootnpooling" title="Permalink to this headline"></a></h2> <h2>SquareRootNPooling<a class="headerlink" href="#squarerootnpooling" title="Permalink to this headline"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">SquareRootNPooling</code></dt> <code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">SquareRootNPooling</code></dt>
<dd><p>Square Root Pooling.</p> <dd><p>alias of <code class="xref py py-class docutils literal"><span class="pre">SquareRootN</span></code></p>
<p>Return the square root values of each dimension in sequence or time steps.</p>
<div class="math">
\[sum(samples\_of\_a\_sequence)/sqrt(sample\_num)\]</div>
</dd></dl> </dd></dl>
</div> </div>
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.. automodule:: paddle.v2.layer .. automodule:: paddle.v2.layer
:members: :members:
==========
Attributes
==========
.. automodule:: paddle.v2.attr
:members:
===========
Activations
===========
.. automodule:: paddle.v2.activation
:members:
========
Poolings
========
.. automodule:: paddle.v2.pooling
:members:
========
Networks
========
.. automodule:: paddle.v2.networks
:members:
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<h1>Activations<a class="headerlink" href="#activations" title="永久链接至标题"></a></h1> <h1>Activations<a class="headerlink" href="#activations" title="永久链接至标题"></a></h1>
<div class="section" id="baseactivation"> <div class="section" id="baseactivation">
<h2>BaseActivation<a class="headerlink" href="#baseactivation" title="永久链接至标题"></a></h2> <h2>BaseActivation<a class="headerlink" href="#baseactivation" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">BaseActivation</code><span class="sig-paren">(</span><em>name</em>, <em>support_hppl</em><span class="sig-paren">)</span></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">BaseActivation</code></dt>
<dd><p>A mark for activation class. <dd><p><code class="xref py py-class docutils literal"><span class="pre">Base</span></code> 的别名</p>
Each activation inherit BaseActivation, which has two parameters.</p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">参数:</th><td class="field-body"><ul class="first last simple">
<li><strong>name</strong> (<em>basestring</em>) &#8211; activation name in paddle config.</li>
<li><strong>support_hppl</strong> (<em>bool</em>) &#8211; True if supported by hppl. HPPL is a library used by paddle
internally. Currently, lstm layer can only use activations
supported by hppl.</li>
</ul>
</td>
</tr>
</tbody>
</table>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="absactivation"> <div class="section" id="absactivation">
<h2>AbsActivation<a class="headerlink" href="#absactivation" title="永久链接至标题"></a></h2> <h2>AbsActivation<a class="headerlink" href="#absactivation" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">AbsActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">AbsActivation</code></dt>
<dd><p>Abs Activation.</p> <dd><p><code class="xref py py-class docutils literal"><span class="pre">Abs</span></code> 的别名</p>
<p>Forward: <span class="math">\(f(z) = abs(z)\)</span></p>
<p>Derivative:</p>
<div class="math">
\[\begin{split}1 &amp;\quad if \quad z &gt; 0 \\
-1 &amp;\quad if \quad z &lt; 0 \\
0 &amp;\quad if \quad z = 0\end{split}\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="expactivation"> <div class="section" id="expactivation">
<h2>ExpActivation<a class="headerlink" href="#expactivation" title="永久链接至标题"></a></h2> <h2>ExpActivation<a class="headerlink" href="#expactivation" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">ExpActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">ExpActivation</code></dt>
<dd><p>Exponential Activation.</p> <dd><p><code class="xref py py-class docutils literal"><span class="pre">Exp</span></code> 的别名</p>
<div class="math">
\[f(z) = e^z.\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="identityactivation"> <div class="section" id="identityactivation">
<h2>IdentityActivation<a class="headerlink" href="#identityactivation" title="永久链接至标题"></a></h2> <h2>IdentityActivation<a class="headerlink" href="#identityactivation" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">IdentityActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">IdentityActivation</code></dt>
<dd><p>Identity Activation.</p> <dd><p><code class="xref py py-class docutils literal"><span class="pre">Linear</span></code> 的别名</p>
<p>Just do nothing for output both forward/backward.</p>
</dd></dl> </dd></dl>
</div> </div>
...@@ -278,125 +254,97 @@ supported by hppl.</li> ...@@ -278,125 +254,97 @@ supported by hppl.</li>
<dl class="attribute"> <dl class="attribute">
<dt> <dt>
<code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">LinearActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">LinearActivation</code></dt>
<dd><p><code class="xref py py-class docutils literal"><span class="pre">IdentityActivation</span></code> 的别名</p> <dd><p><code class="xref py py-class docutils literal"><span class="pre">Linear</span></code> 的别名</p>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="logactivation"> <div class="section" id="logactivation">
<h2>LogActivation<a class="headerlink" href="#logactivation" title="永久链接至标题"></a></h2> <h2>LogActivation<a class="headerlink" href="#logactivation" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">LogActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">LogActivation</code></dt>
<dd><p>Logarithm Activation.</p> <dd><p><code class="xref py py-class docutils literal"><span class="pre">Log</span></code> 的别名</p>
<div class="math">
\[f(z) = log(z)\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="squareactivation"> <div class="section" id="squareactivation">
<h2>SquareActivation<a class="headerlink" href="#squareactivation" title="永久链接至标题"></a></h2> <h2>SquareActivation<a class="headerlink" href="#squareactivation" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SquareActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SquareActivation</code></dt>
<dd><p>Square Activation.</p> <dd><p><code class="xref py py-class docutils literal"><span class="pre">Square</span></code> 的别名</p>
<div class="math">
\[f(z) = z^2.\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="sigmoidactivation"> <div class="section" id="sigmoidactivation">
<h2>SigmoidActivation<a class="headerlink" href="#sigmoidactivation" title="永久链接至标题"></a></h2> <h2>SigmoidActivation<a class="headerlink" href="#sigmoidactivation" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SigmoidActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SigmoidActivation</code></dt>
<dd><p>Sigmoid activation.</p> <dd><p><code class="xref py py-class docutils literal"><span class="pre">Sigmoid</span></code> 的别名</p>
<div class="math">
\[f(z) = \frac{1}{1+exp(-z)}\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="softmaxactivation"> <div class="section" id="softmaxactivation">
<h2>SoftmaxActivation<a class="headerlink" href="#softmaxactivation" title="永久链接至标题"></a></h2> <h2>SoftmaxActivation<a class="headerlink" href="#softmaxactivation" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SoftmaxActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SoftmaxActivation</code></dt>
<dd><p>Softmax activation for simple input</p> <dd><p><code class="xref py py-class docutils literal"><span class="pre">Softmax</span></code> 的别名</p>
<div class="math">
\[P(y=j|x) = \frac{e^{x_j}} {\sum^K_{k=1} e^{x_j} }\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="sequencesoftmaxactivation"> <div class="section" id="sequencesoftmaxactivation">
<h2>SequenceSoftmaxActivation<a class="headerlink" href="#sequencesoftmaxactivation" title="永久链接至标题"></a></h2> <h2>SequenceSoftmaxActivation<a class="headerlink" href="#sequencesoftmaxactivation" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SequenceSoftmaxActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SequenceSoftmaxActivation</code></dt>
<dd><p>Softmax activation for one sequence. The dimension of input feature must be <dd><p><code class="xref py py-class docutils literal"><span class="pre">SequenceSoftmax</span></code> 的别名</p>
1 and a sequence.</p>
<div class="code python highlight-default"><div class="highlight"><pre><span></span><span class="n">result</span> <span class="o">=</span> <span class="n">softmax</span><span class="p">(</span><span class="k">for</span> <span class="n">each_feature_vector</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="n">input_feature</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">each_time_step_output</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">output</span><span class="p">):</span>
<span class="n">each_time_step_output</span> <span class="o">=</span> <span class="n">result</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
</pre></div>
</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="reluactivation"> <div class="section" id="reluactivation">
<h2>ReluActivation<a class="headerlink" href="#reluactivation" title="永久链接至标题"></a></h2> <h2>ReluActivation<a class="headerlink" href="#reluactivation" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">ReluActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">ReluActivation</code></dt>
<dd><p>Relu activation.</p> <dd><p><code class="xref py py-class docutils literal"><span class="pre">Relu</span></code> 的别名</p>
<p>forward. <span class="math">\(y = max(0, z)\)</span></p>
<p>derivative:</p>
<div class="math">
\[\begin{split}1 &amp;\quad if z &gt; 0 \\
0 &amp;\quad\mathrm{otherwize}\end{split}\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="breluactivation"> <div class="section" id="breluactivation">
<h2>BReluActivation<a class="headerlink" href="#breluactivation" title="永久链接至标题"></a></h2> <h2>BReluActivation<a class="headerlink" href="#breluactivation" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">BReluActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">BReluActivation</code></dt>
<dd><p>BRelu Activation.</p> <dd><p><code class="xref py py-class docutils literal"><span class="pre">BRelu</span></code> 的别名</p>
<p>forward. <span class="math">\(y = min(24, max(0, z))\)</span></p>
<p>derivative:</p>
<div class="math">
\[\begin{split}1 &amp;\quad if 0 &lt; z &lt; 24 \\
0 &amp;\quad \mathrm{otherwise}\end{split}\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="softreluactivation"> <div class="section" id="softreluactivation">
<h2>SoftReluActivation<a class="headerlink" href="#softreluactivation" title="永久链接至标题"></a></h2> <h2>SoftReluActivation<a class="headerlink" href="#softreluactivation" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SoftReluActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">SoftReluActivation</code></dt>
<dd><p>SoftRelu Activation.</p> <dd><p><code class="xref py py-class docutils literal"><span class="pre">SoftRelu</span></code> 的别名</p>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="tanhactivation"> <div class="section" id="tanhactivation">
<h2>TanhActivation<a class="headerlink" href="#tanhactivation" title="永久链接至标题"></a></h2> <h2>TanhActivation<a class="headerlink" href="#tanhactivation" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">TanhActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">TanhActivation</code></dt>
<dd><p>Tanh activation.</p> <dd><p><code class="xref py py-class docutils literal"><span class="pre">Tanh</span></code> 的别名</p>
<div class="math">
\[f(z)=tanh(z)=\frac{e^z-e^{-z}}{e^z+e^{-z}}\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="stanhactivation"> <div class="section" id="stanhactivation">
<h2>STanhActivation<a class="headerlink" href="#stanhactivation" title="永久链接至标题"></a></h2> <h2>STanhActivation<a class="headerlink" href="#stanhactivation" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">STanhActivation</code></dt> <code class="descclassname">paddle.trainer_config_helpers.activations.</code><code class="descname">STanhActivation</code></dt>
<dd><p>Scaled Tanh Activation.</p> <dd><p><code class="xref py py-class docutils literal"><span class="pre">STanh</span></code> 的别名</p>
<div class="math">
\[f(z) = 1.7159 * tanh(2/3*z)\]</div>
</dd></dl> </dd></dl>
</div> </div>
......
develop/doc_cn/api/v1/trainer_config_helpers/networks.html
浏览文件 @ c339946e
...@@ -266,9 +266,9 @@ None if user don&#8217;t care.</li> ...@@ -266,9 +266,9 @@ None if user don&#8217;t care.</li>
<li><strong>fc_act</strong> (<em>BaseActivation</em>) &#8211; fc layer activation type. None means tanh</li> <li><strong>fc_act</strong> (<em>BaseActivation</em>) &#8211; fc layer activation type. None means tanh</li>
<li><strong>pool_bias_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ParameterAttribute" title="paddle.trainer_config_helpers.attrs.ParameterAttribute"><em>ParameterAttribute</em></a><em> or </em><em>None.</em>) &#8211; pooling layer bias attr. None if don&#8217;t care. <li><strong>pool_bias_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ParameterAttribute" title="paddle.trainer_config_helpers.attrs.ParameterAttribute"><em>ParameterAttribute</em></a><em> or </em><em>None.</em>) &#8211; pooling layer bias attr. None if don&#8217;t care.
False if no bias.</li> False if no bias.</li>
<li><strong>fc_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; fc layer extra attribute.</li> <li><strong>fc_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; fc layer extra attribute.</li>
<li><strong>context_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; context projection layer extra attribute.</li> <li><strong>context_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; context projection layer extra attribute.</li>
<li><strong>pool_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; pooling layer extra attribute.</li> <li><strong>pool_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; pooling layer extra attribute.</li>
</ul> </ul>
</td> </td>
</tr> </tr>
...@@ -314,9 +314,9 @@ None if user don&#8217;t care.</li> ...@@ -314,9 +314,9 @@ None if user don&#8217;t care.</li>
<li><strong>fc_act</strong> (<em>BaseActivation</em>) &#8211; fc layer activation type. None means tanh</li> <li><strong>fc_act</strong> (<em>BaseActivation</em>) &#8211; fc layer activation type. None means tanh</li>
<li><strong>pool_bias_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ParameterAttribute" title="paddle.trainer_config_helpers.attrs.ParameterAttribute"><em>ParameterAttribute</em></a><em> or </em><em>None.</em>) &#8211; pooling layer bias attr. None if don&#8217;t care. <li><strong>pool_bias_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ParameterAttribute" title="paddle.trainer_config_helpers.attrs.ParameterAttribute"><em>ParameterAttribute</em></a><em> or </em><em>None.</em>) &#8211; pooling layer bias attr. None if don&#8217;t care.
False if no bias.</li> False if no bias.</li>
<li><strong>fc_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; fc layer extra attribute.</li> <li><strong>fc_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; fc layer extra attribute.</li>
<li><strong>context_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; context projection layer extra attribute.</li> <li><strong>context_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; context projection layer extra attribute.</li>
<li><strong>pool_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; pooling layer extra attribute.</li> <li><strong>pool_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; pooling layer extra attribute.</li>
</ul> </ul>
</td> </td>
</tr> </tr>
...@@ -365,7 +365,7 @@ False if no bias.</li> ...@@ -365,7 +365,7 @@ False if no bias.</li>
<li><strong>bn_layer_attr</strong> &#8211; ParameterAttribute.</li> <li><strong>bn_layer_attr</strong> &#8211; ParameterAttribute.</li>
<li><strong>pool_stride</strong> (<em>int</em>) &#8211; see img_pool_layer&#8217;s document.</li> <li><strong>pool_stride</strong> (<em>int</em>) &#8211; see img_pool_layer&#8217;s document.</li>
<li><strong>pool_padding</strong> (<em>int</em>) &#8211; see img_pool_layer&#8217;s document.</li> <li><strong>pool_padding</strong> (<em>int</em>) &#8211; see img_pool_layer&#8217;s document.</li>
<li><strong>pool_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; see img_pool_layer&#8217;s document.</li> <li><strong>pool_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; see img_pool_layer&#8217;s document.</li>
</ul> </ul>
</td> </td>
</tr> </tr>
...@@ -440,10 +440,10 @@ False if no bias.</li> ...@@ -440,10 +440,10 @@ False if no bias.</li>
<li><strong>num_channel</strong> (<em>int</em>) &#8211; see img_conv_layer for details</li> <li><strong>num_channel</strong> (<em>int</em>) &#8211; see img_conv_layer for details</li>
<li><strong>param_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ParameterAttribute" title="paddle.trainer_config_helpers.attrs.ParameterAttribute"><em>ParameterAttribute</em></a>) &#8211; see img_conv_layer for details</li> <li><strong>param_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ParameterAttribute" title="paddle.trainer_config_helpers.attrs.ParameterAttribute"><em>ParameterAttribute</em></a>) &#8211; see img_conv_layer for details</li>
<li><strong>shared_bias</strong> (<em>bool</em>) &#8211; see img_conv_layer for details</li> <li><strong>shared_bias</strong> (<em>bool</em>) &#8211; see img_conv_layer for details</li>
<li><strong>conv_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; see img_conv_layer for details</li> <li><strong>conv_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; see img_conv_layer for details</li>
<li><strong>pool_stride</strong> (<em>int</em>) &#8211; see img_pool_layer for details</li> <li><strong>pool_stride</strong> (<em>int</em>) &#8211; see img_pool_layer for details</li>
<li><strong>pool_padding</strong> (<em>int</em>) &#8211; see img_pool_layer for details</li> <li><strong>pool_padding</strong> (<em>int</em>) &#8211; see img_pool_layer for details</li>
<li><strong>pool_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; see img_pool_layer for details</li> <li><strong>pool_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; see img_pool_layer for details</li>
</ul> </ul>
</td> </td>
</tr> </tr>
...@@ -527,9 +527,9 @@ for more details about LSTM. The link goes as follows: ...@@ -527,9 +527,9 @@ for more details about LSTM. The link goes as follows:
False means no bias, None means default bias.</li> False means no bias, None means default bias.</li>
<li><strong>lstm_bias_attr</strong> (<em>ParameterAttribute|False</em>) &#8211; bias parameter attribute of lstm layer. <li><strong>lstm_bias_attr</strong> (<em>ParameterAttribute|False</em>) &#8211; bias parameter attribute of lstm layer.
False means no bias, None means default bias.</li> False means no bias, None means default bias.</li>
<li><strong>mixed_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; mixed layer&#8217;s extra attribute.</li> <li><strong>mixed_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; mixed layer&#8217;s extra attribute.</li>
<li><strong>lstm_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; lstm layer&#8217;s extra attribute.</li> <li><strong>lstm_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; lstm layer&#8217;s extra attribute.</li>
<li><strong>get_output_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; get output layer&#8217;s extra attribute.</li> <li><strong>get_output_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; get output layer&#8217;s extra attribute.</li>
</ul> </ul>
</td> </td>
</tr> </tr>
...@@ -588,9 +588,9 @@ full_matrix_projection must be included before lstmemory_unit is called.</p> ...@@ -588,9 +588,9 @@ full_matrix_projection must be included before lstmemory_unit is called.</p>
False means no bias, None means default bias.</li> False means no bias, None means default bias.</li>
<li><strong>lstm_bias_attr</strong> (<em>ParameterAttribute|False</em>) &#8211; bias parameter attribute of lstm layer. <li><strong>lstm_bias_attr</strong> (<em>ParameterAttribute|False</em>) &#8211; bias parameter attribute of lstm layer.
False means no bias, None means default bias.</li> False means no bias, None means default bias.</li>
<li><strong>mixed_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; mixed layer&#8217;s extra attribute.</li> <li><strong>mixed_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; mixed layer&#8217;s extra attribute.</li>
<li><strong>lstm_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; lstm layer&#8217;s extra attribute.</li> <li><strong>lstm_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; lstm layer&#8217;s extra attribute.</li>
<li><strong>get_output_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; get output layer&#8217;s extra attribute.</li> <li><strong>get_output_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; get output layer&#8217;s extra attribute.</li>
</ul> </ul>
</td> </td>
</tr> </tr>
...@@ -633,8 +633,8 @@ means default bias.</li> ...@@ -633,8 +633,8 @@ means default bias.</li>
<li><strong>act</strong> (<em>BaseActivation</em>) &#8211; lstm final activiation type</li> <li><strong>act</strong> (<em>BaseActivation</em>) &#8211; lstm final activiation type</li>
<li><strong>gate_act</strong> (<em>BaseActivation</em>) &#8211; lstm gate activiation type</li> <li><strong>gate_act</strong> (<em>BaseActivation</em>) &#8211; lstm gate activiation type</li>
<li><strong>state_act</strong> (<em>BaseActivation</em>) &#8211; lstm state activiation type.</li> <li><strong>state_act</strong> (<em>BaseActivation</em>) &#8211; lstm state activiation type.</li>
<li><strong>mixed_layer_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; mixed layer&#8217;s extra attribute.</li> <li><strong>mixed_layer_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; mixed layer&#8217;s extra attribute.</li>
<li><strong>lstm_cell_attr</strong> (<a class="reference internal" href="attrs.html#paddle.trainer_config_helpers.attrs.ExtraLayerAttribute" title="paddle.trainer_config_helpers.attrs.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; lstm layer&#8217;s extra attribute.</li> <li><strong>lstm_cell_attr</strong> (<a class="reference internal" href="../../v2/model_configs.html#paddle.v2.attr.ExtraLayerAttribute" title="paddle.v2.attr.ExtraLayerAttribute"><em>ExtraLayerAttribute</em></a>) &#8211; lstm layer&#8217;s extra attribute.</li>
</ul> </ul>
</td> </td>
</tr> </tr>
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...@@ -205,77 +205,46 @@ ...@@ -205,77 +205,46 @@
<h1>Poolings<a class="headerlink" href="#poolings" title="永久链接至标题"></a></h1> <h1>Poolings<a class="headerlink" href="#poolings" title="永久链接至标题"></a></h1>
<div class="section" id="basepoolingtype"> <div class="section" id="basepoolingtype">
<h2>BasePoolingType<a class="headerlink" href="#basepoolingtype" title="永久链接至标题"></a></h2> <h2>BasePoolingType<a class="headerlink" href="#basepoolingtype" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">BasePoolingType</code><span class="sig-paren">(</span><em>name</em><span class="sig-paren">)</span></dt> <code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">BasePoolingType</code></dt>
<dd><p>Base Pooling Type. <dd><p><code class="xref py py-class docutils literal"><span class="pre">BasePool</span></code> 的别名</p>
Note these pooling types are used for sequence input, not for images.
Each PoolingType contains one parameter:</p>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">参数:</th><td class="field-body"><strong>name</strong> (<em>basestring</em>) &#8211; pooling layer type name used by paddle.</td>
</tr>
</tbody>
</table>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="avgpooling"> <div class="section" id="avgpooling">
<h2>AvgPooling<a class="headerlink" href="#avgpooling" title="永久链接至标题"></a></h2> <h2>AvgPooling<a class="headerlink" href="#avgpooling" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">AvgPooling</code><span class="sig-paren">(</span><em>strategy='average'</em><span class="sig-paren">)</span></dt> <code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">AvgPooling</code></dt>
<dd><p>Average pooling.</p> <dd><p><code class="xref py py-class docutils literal"><span class="pre">Avg</span></code> 的别名</p>
<p>Return the average values for each dimension in sequence or time steps.</p>
<div class="math">
\[sum(samples\_of\_a\_sequence)/sample\_num\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="maxpooling"> <div class="section" id="maxpooling">
<h2>MaxPooling<a class="headerlink" href="#maxpooling" title="永久链接至标题"></a></h2> <h2>MaxPooling<a class="headerlink" href="#maxpooling" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">MaxPooling</code><span class="sig-paren">(</span><em>output_max_index=None</em><span class="sig-paren">)</span></dt> <code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">MaxPooling</code></dt>
<dd><p>Max pooling.</p> <dd><p><code class="xref py py-class docutils literal"><span class="pre">Max</span></code> 的别名</p>
<p>Return the very large values for each dimension in sequence or time steps.</p>
<div class="math">
\[max(samples\_of\_a\_sequence)\]</div>
<table class="docutils field-list" frame="void" rules="none">
<col class="field-name" />
<col class="field-body" />
<tbody valign="top">
<tr class="field-odd field"><th class="field-name">参数:</th><td class="field-body"><strong>output_max_index</strong> (<em>bool|None</em>) &#8211; True if output sequence max index instead of max
value. None means use default value in proto.</td>
</tr>
</tbody>
</table>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="sumpooling"> <div class="section" id="sumpooling">
<h2>SumPooling<a class="headerlink" href="#sumpooling" title="永久链接至标题"></a></h2> <h2>SumPooling<a class="headerlink" href="#sumpooling" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">SumPooling</code></dt> <code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">SumPooling</code></dt>
<dd><p>Sum pooling.</p> <dd><p><code class="xref py py-class docutils literal"><span class="pre">Sum</span></code> 的别名</p>
<p>Return the sum values of each dimension in sequence or time steps.</p>
<div class="math">
\[sum(samples\_of\_a\_sequence)\]</div>
</dd></dl> </dd></dl>
</div> </div>
<div class="section" id="squarerootnpooling"> <div class="section" id="squarerootnpooling">
<h2>SquareRootNPooling<a class="headerlink" href="#squarerootnpooling" title="永久链接至标题"></a></h2> <h2>SquareRootNPooling<a class="headerlink" href="#squarerootnpooling" title="永久链接至标题"></a></h2>
<dl class="class"> <dl class="attribute">
<dt> <dt>
<em class="property">class </em><code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">SquareRootNPooling</code></dt> <code class="descclassname">paddle.trainer_config_helpers.poolings.</code><code class="descname">SquareRootNPooling</code></dt>
<dd><p>Square Root Pooling.</p> <dd><p><code class="xref py py-class docutils literal"><span class="pre">SquareRootN</span></code> 的别名</p>
<p>Return the square root values of each dimension in sequence or time steps.</p>
<div class="math">
\[sum(samples\_of\_a\_sequence)/sqrt(sample\_num)\]</div>
</dd></dl> </dd></dl>
</div> </div>
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...@@ -219,11 +219,31 @@ ...@@ -219,11 +219,31 @@
<td>&#160;&#160;&#160; <td>&#160;&#160;&#160;
<a href="api/v1/trainer_config_helpers/data_sources.html#module-paddle.trainer_config_helpers.data_sources"><code class="xref">paddle.trainer_config_helpers.data_sources</code></a></td><td> <a href="api/v1/trainer_config_helpers/data_sources.html#module-paddle.trainer_config_helpers.data_sources"><code class="xref">paddle.trainer_config_helpers.data_sources</code></a></td><td>
<em></em></td></tr> <em></em></td></tr>
<tr class="cg-1">
<td></td>
<td>&#160;&#160;&#160;
<a href="api/v2/model_configs.html#module-paddle.v2.activation"><code class="xref">paddle.v2.activation</code></a></td><td>
<em></em></td></tr>
<tr class="cg-1">
<td></td>
<td>&#160;&#160;&#160;
<a href="api/v2/model_configs.html#module-paddle.v2.attr"><code class="xref">paddle.v2.attr</code></a></td><td>
<em></em></td></tr>
<tr class="cg-1"> <tr class="cg-1">
<td></td> <td></td>
<td>&#160;&#160;&#160; <td>&#160;&#160;&#160;
<a href="api/v2/model_configs.html#module-paddle.v2.layer"><code class="xref">paddle.v2.layer</code></a></td><td> <a href="api/v2/model_configs.html#module-paddle.v2.layer"><code class="xref">paddle.v2.layer</code></a></td><td>
<em></em></td></tr> <em></em></td></tr>
<tr class="cg-1">
<td></td>
<td>&#160;&#160;&#160;
<a href="api/v2/model_configs.html#module-paddle.v2.networks"><code class="xref">paddle.v2.networks</code></a></td><td>
<em></em></td></tr>
<tr class="cg-1">
<td></td>
<td>&#160;&#160;&#160;
<a href="api/v2/model_configs.html#module-paddle.v2.pooling"><code class="xref">paddle.v2.pooling</code></a></td><td>
<em></em></td></tr>
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