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| <li class="navelem"><a class="el" href="namespacesinga.html">singa</a></li><li class="navelem"><a class="el" href="classsinga_1_1Regularizer.html">Regularizer</a></li> </ul> |
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| |
| <p>Apply regularization for parameters (gradient), e.g., L1 norm and L2 norm. |
| <a href="classsinga_1_1Regularizer.html#details">More...</a></p> |
| |
| <p><code>#include <<a class="el" href="optimizer_8h_source.html">optimizer.h</a>></code></p> |
| <table class="memberdecls"> |
| <tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="pub-methods"></a> |
| Public Member Functions</h2></td></tr> |
| <tr class="memitem:aca8d67f8755b97d747b0ccd1f6929cd0"><td class="memItemLeft" align="right" valign="top"><a id="aca8d67f8755b97d747b0ccd1f6929cd0"></a> |
|  </td><td class="memItemRight" valign="bottom"><b>Regularizer</b> (const RegularizerConf &conf)</td></tr> |
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|  </td><td class="memItemRight" valign="bottom"><b>Regularizer</b> (const string &type, float coefficient)</td></tr> |
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| void </td><td class="memItemRight" valign="bottom"><b>Setup</b> (const RegularizerConf &conf)</td></tr> |
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| void </td><td class="memItemRight" valign="bottom"><b>Setup</b> (const string &conf_str)</td></tr> |
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| void </td><td class="memItemRight" valign="bottom"><a class="el" href="classsinga_1_1Regularizer.html#a0a0def23a8d3efdf2d2a9025065fc7da">Apply</a> (int epoch, const <a class="el" href="classsinga_1_1Tensor.html">Tensor</a> &value, <a class="el" href="classsinga_1_1Tensor.html">Tensor</a> &grad, int step=-1)</td></tr> |
| <tr class="memdesc:a0a0def23a8d3efdf2d2a9025065fc7da"><td class="mdescLeft"> </td><td class="mdescRight">Apply the regularizer to a single parmeter object, e.g., W, or b e.g., clip each gradient if it is too large w.r.t the threshold, https://www.reddit.com/r/MachineLearning/comments/31b6x8/gradient_clipping_rnns/. <br /></td></tr> |
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| <tr class="memitem:ad791f45a06572dd88a0ab092ddd125f1"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="classsinga_1_1Regularizer.html#ad791f45a06572dd88a0ab092ddd125f1">Apply</a> (int epoch, const vector< <a class="el" href="classsinga_1_1Tensor.html">Tensor</a> > &values, const vector< <a class="el" href="classsinga_1_1Tensor.html">Tensor</a> > &grads, int step=-1)</td></tr> |
| <tr class="memdesc:ad791f45a06572dd88a0ab092ddd125f1"><td class="mdescLeft"> </td><td class="mdescRight">Apply the regularizer for multiple parameter objects together. <a href="#ad791f45a06572dd88a0ab092ddd125f1">More...</a><br /></td></tr> |
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| </table> |
| <a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2> |
| <div class="textblock"><p>Apply regularization for parameters (gradient), e.g., L1 norm and L2 norm. </p> |
| <p>TODO(wangwei) implement a sub-class for each type of regularizer </p> |
| </div><h2 class="groupheader">Member Function Documentation</h2> |
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| <h2 class="memtitle"><span class="permalink"><a href="#ad791f45a06572dd88a0ab092ddd125f1">◆ </a></span>Apply()</h2> |
| |
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| <td class="memname">void singa::Regularizer::Apply </td> |
| <td>(</td> |
| <td class="paramtype">int </td> |
| <td class="paramname"><em>epoch</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">const vector< <a class="el" href="classsinga_1_1Tensor.html">Tensor</a> > & </td> |
| <td class="paramname"><em>values</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">const vector< <a class="el" href="classsinga_1_1Tensor.html">Tensor</a> > & </td> |
| <td class="paramname"><em>grads</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">int </td> |
| <td class="paramname"><em>step</em> = <code>-1</code> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| <p>Apply the regularizer for multiple parameter objects together. </p> |
| <p>https://github.com/Lasagne/Lasagne/blob/master/lasagne/updates.py </p> |
| |
| </div> |
| </div> |
| <hr/>The documentation for this class was generated from the following file:<ul> |
| <li>/home/moaz/incubator-singa/include/singa/model/<a class="el" href="optimizer_8h_source.html">optimizer.h</a></li> |
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