<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd"> <html xmlns="http://www.w3.org/1999/xhtml"> <head> <meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/> <meta http-equiv="X-UA-Compatible" content="IE=9"/> <title>Neural Network Pooling Functions</title> <title>CMSIS-NN: Neural Network Pooling Functions</title> <link href="tabs.css" rel="stylesheet" type="text/css"/> <link href="cmsis.css" rel="stylesheet" type="text/css" /> <script type="text/javascript" src="jquery.js"></script> <script type="text/javascript" src="dynsections.js"></script> <script type="text/javascript" src="printComponentTabs.js"></script> <link href="navtree.css" rel="stylesheet" type="text/css"/> <script type="text/javascript" src="resize.js"></script> <script type="text/javascript" src="navtree.js"></script> <script type="text/javascript"> $(document).ready(initResizable); $(window).load(resizeHeight); </script> <link 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dim_im_in, const uint16_t ch_im_in, const uint16_t dim_kernel, const uint16_t padding, const uint16_t stride, const uint16_t dim_im_out, q7_t *bufferA, q7_t *Im_out)</td></tr> <tr class="memdesc:ga99afcdcc61eaf429ab3ee823702e44ce"><td class="mdescLeft"> </td><td class="mdescRight">Q7 max pooling function. <a href="#ga99afcdcc61eaf429ab3ee823702e44ce">More...</a><br/></td></tr> <tr class="separator:ga99afcdcc61eaf429ab3ee823702e44ce"><td class="memSeparator" colspan="2"> </td></tr> <tr class="memitem:gae4a7b07f97ec4313524c9fb9fbcb1f6a"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="group__Pooling.html#gae4a7b07f97ec4313524c9fb9fbcb1f6a">arm_avepool_q7_HWC</a> (q7_t *Im_in, const uint16_t dim_im_in, const uint16_t ch_im_in, const uint16_t dim_kernel, const uint16_t padding, const uint16_t stride, const uint16_t dim_im_out, q7_t *bufferA, q7_t *Im_out)</td></tr> <tr class="memdesc:gae4a7b07f97ec4313524c9fb9fbcb1f6a"><td class="mdescLeft"> </td><td class="mdescRight">Q7 average pooling function. <a href="#gae4a7b07f97ec4313524c9fb9fbcb1f6a">More...</a><br/></td></tr> <tr class="separator:gae4a7b07f97ec4313524c9fb9fbcb1f6a"><td class="memSeparator" colspan="2"> </td></tr> </table> <a name="details" id="details"></a><h2 class="groupheader">Description</h2> <p>Perform pooling functions, including max pooling and average pooling </p> <h2 class="groupheader">Function Documentation</h2> <a class="anchor" id="gae4a7b07f97ec4313524c9fb9fbcb1f6a"></a> <div class="memitem"> <div class="memproto"> <table class="memname"> <tr> <td class="memname">void arm_avepool_q7_HWC </td> <td>(</td> <td class="paramtype">q7_t * </td> <td class="paramname"><em>Im_in</em>, </td> </tr> <tr> <td class="paramkey"></td> <td></td> <td class="paramtype">const uint16_t </td> <td class="paramname"><em>dim_im_in</em>, </td> </tr> <tr> <td class="paramkey"></td> <td></td> <td class="paramtype">const uint16_t </td> <td class="paramname"><em>ch_im_in</em>, </td> </tr> <tr> <td class="paramkey"></td> <td></td> <td class="paramtype">const uint16_t </td> <td class="paramname"><em>dim_kernel</em>, </td> </tr> <tr> <td class="paramkey"></td> <td></td> <td class="paramtype">const uint16_t </td> <td class="paramname"><em>padding</em>, </td> </tr> <tr> <td class="paramkey"></td> <td></td> <td class="paramtype">const uint16_t </td> <td class="paramname"><em>stride</em>, </td> </tr> <tr> <td class="paramkey"></td> <td></td> <td class="paramtype">const uint16_t </td> <td class="paramname"><em>dim_im_out</em>, </td> </tr> <tr> <td class="paramkey"></td> <td></td> <td class="paramtype">q7_t * </td> <td class="paramname"><em>bufferA</em>, </td> </tr> <tr> <td class="paramkey"></td> <td></td> <td class="paramtype">q7_t * </td> <td class="paramname"><em>Im_out</em> </td> </tr> <tr> <td></td> <td>)</td> <td></td><td></td> </tr> </table> </div><div class="memdoc"> <dl class="params"><dt>Parameters</dt><dd> <table class="params"> <tr><td class="paramdir">[in,out]</td><td class="paramname">Im_in</td><td>pointer to input tensor </td></tr> <tr><td class="paramdir">[in]</td><td class="paramname">dim_im_in</td><td>input tensor dimention </td></tr> <tr><td class="paramdir">[in]</td><td class="paramname">ch_im_in</td><td>number of input tensor channels </td></tr> <tr><td class="paramdir">[in]</td><td class="paramname">dim_kernel</td><td>filter kernel size </td></tr> <tr><td class="paramdir">[in]</td><td class="paramname">padding</td><td>padding sizes </td></tr> <tr><td class="paramdir">[in]</td><td class="paramname">stride</td><td>convolution stride </td></tr> <tr><td class="paramdir">[in]</td><td class="paramname">dim_im_out</td><td>output tensor dimension </td></tr> <tr><td class="paramdir">[in,out]</td><td class="paramname">bufferA</td><td>pointer to buffer space for input </td></tr> <tr><td class="paramdir">[in,out]</td><td class="paramname">Im_out</td><td>pointer to output tensor </td></tr> </table> </dd> </dl> <dl class="section return"><dt>Returns</dt><dd>none.</dd></dl> <p><b>Buffer size:</b></p> <p>bufferA size: 2*dim_im_out*ch_im_in</p> <p>The pooling function is implemented as split x-pooling then y-pooling.</p> <p>This pooling function is input-destructive. Input data is undefined after calling this function. </p> <p>References <a class="el" href="group__nndata__convert.html#gae349de4dba8d253c89d45794ccf05680">arm_q7_to_q15_no_shift()</a>.</p> </div> </div> <a class="anchor" id="ga99afcdcc61eaf429ab3ee823702e44ce"></a> <div class="memitem"> <div class="memproto"> <table class="memname"> <tr> <td class="memname">void arm_maxpool_q7_HWC </td> <td>(</td> <td class="paramtype">q7_t * </td> <td class="paramname"><em>Im_in</em>, </td> </tr> <tr> <td class="paramkey"></td> <td></td> <td class="paramtype">const uint16_t </td> <td class="paramname"><em>dim_im_in</em>, </td> </tr> <tr> <td class="paramkey"></td> <td></td> <td class="paramtype">const uint16_t </td> <td class="paramname"><em>ch_im_in</em>, </td> </tr> <tr> <td class="paramkey"></td> <td></td> <td class="paramtype">const uint16_t </td> <td class="paramname"><em>dim_kernel</em>, </td> </tr> <tr> <td class="paramkey"></td> <td></td> <td class="paramtype">const uint16_t </td> <td class="paramname"><em>padding</em>, </td> </tr> <tr> <td class="paramkey"></td> <td></td> <td class="paramtype">const uint16_t </td> <td class="paramname"><em>stride</em>, </td> </tr> <tr> <td class="paramkey"></td> <td></td> <td class="paramtype">const uint16_t </td> <td class="paramname"><em>dim_im_out</em>, </td> </tr> <tr> <td class="paramkey"></td> <td></td> <td class="paramtype">q7_t * </td> <td class="paramname"><em>bufferA</em>, </td> </tr> <tr> <td class="paramkey"></td> <td></td> <td class="paramtype">q7_t * </td> <td class="paramname"><em>Im_out</em> </td> </tr> <tr> <td></td> <td>)</td> <td></td><td></td> </tr> </table> </div><div class="memdoc"> <dl class="params"><dt>Parameters</dt><dd> <table class="params"> <tr><td class="paramdir">[in,out]</td><td class="paramname">Im_in</td><td>pointer to input tensor </td></tr> <tr><td class="paramdir">[in]</td><td class="paramname">dim_im_in</td><td>input tensor dimention </td></tr> <tr><td class="paramdir">[in]</td><td class="paramname">ch_im_in</td><td>number of input tensor channels </td></tr> <tr><td class="paramdir">[in]</td><td class="paramname">dim_kernel</td><td>filter kernel size </td></tr> <tr><td class="paramdir">[in]</td><td class="paramname">padding</td><td>padding sizes </td></tr> <tr><td class="paramdir">[in]</td><td class="paramname">stride</td><td>convolution stride </td></tr> <tr><td class="paramdir">[in]</td><td class="paramname">dim_im_out</td><td>output tensor dimension </td></tr> <tr><td class="paramdir">[in,out]</td><td class="paramname">bufferA</td><td>pointer to buffer space for input </td></tr> <tr><td class="paramdir">[in,out]</td><td class="paramname">Im_out</td><td>pointer to output tensor </td></tr> </table> </dd> </dl> <dl class="section return"><dt>Returns</dt><dd>none.</dd></dl> <p><b>Buffer size:</b></p> <p>bufferA size: 0</p> <p>The pooling function is implemented as split x-pooling then y-pooling.</p> <p>This pooling function is input-destructive. Input data is undefined after calling this function. </p> <p>Referenced by <a class="el" href="arm__nnexamples__cifar10_8cpp.html#ae66f6b31b5ad750f1fe042a706a4e3d4">main()</a>.</p> </div> </div> </div><!-- contents --> </div><!-- doc-content --> <!-- start footer part --> <div id="nav-path" class="navpath"><!-- id is needed for treeview function! --> <ul> <li class="footer">Generated on Wed Jul 10 2019 15:20:50 for CMSIS-NN Version 1.2.0 by Arm Ltd. All rights reserved. <!-- <a href="http://www.doxygen.org/index.html"> <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.6 --> </li> </ul> </div> </body> </html>