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diff --git a/docs/NN/html/group__CNNExample.html b/docs/NN/html/group__CNNExample.html new file mode 100644 index 0000000..ffebf32 --- /dev/null +++ b/docs/NN/html/group__CNNExample.html @@ -0,0 +1,160 @@ +<!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>Convolutional Neural Network Example</title> +<title>CMSIS-NN: Convolutional Neural Network Example</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 href="search/search.css" rel="stylesheet" type="text/css"/> +<script type="text/javascript" src="search/search.js"></script> +<script type="text/javascript"> + $(document).ready(function() { searchBox.OnSelectItem(0); }); +</script> +</head> +<body> +<div id="top"><!-- do not remove this div, it is closed by doxygen! --> +<div id="titlearea"> +<table cellspacing="0" cellpadding="0"> + <tbody> + <tr style="height: 46px;"> + <td id="projectlogo"><img alt="Logo" src="CMSIS_Logo_Final.png"/></td> + <td style="padding-left: 0.5em;"> + <div id="projectname">CMSIS-NN +  <span id="projectnumber">Version 1.1.0</span> + </div> + <div id="projectbrief">CMSIS NN Software Library</div> + </td> + </tr> + </tbody> +</table> +</div> +<!-- end header part --> +<div id="CMSISnav" class="tabs1"> + <ul class="tablist"> + <script type="text/javascript"> + <!-- + writeComponentTabs.call(this); + //--> + </script> + </ul> +</div> +<!-- Generated by Doxygen 1.8.6 --> +<script type="text/javascript"> +var searchBox = new SearchBox("searchBox", "search",false,'Search'); +</script> + <div id="navrow1" class="tabs"> + <ul class="tablist"> + <li><a href="index.html"><span>Main Page</span></a></li> + <li><a href="pages.html"><span>Usage and Description</span></a></li> + <li><a href="modules.html"><span>Reference</span></a></li> + <li> + <div id="MSearchBox" class="MSearchBoxInactive"> + <span class="left"> + <img id="MSearchSelect" src="search/mag_sel.png" + onmouseover="return searchBox.OnSearchSelectShow()" + onmouseout="return searchBox.OnSearchSelectHide()" + alt=""/> + <input type="text" id="MSearchField" value="Search" accesskey="S" + onfocus="searchBox.OnSearchFieldFocus(true)" + onblur="searchBox.OnSearchFieldFocus(false)" + onkeyup="searchBox.OnSearchFieldChange(event)"/> + </span><span class="right"> + <a id="MSearchClose" href="javascript:searchBox.CloseResultsWindow()"><img id="MSearchCloseImg" border="0" src="search/close.png" alt=""/></a> + </span> + </div> + </li> + </ul> + </div> +</div><!-- top --> +<div id="side-nav" class="ui-resizable side-nav-resizable"> + <div id="nav-tree"> + <div id="nav-tree-contents"> + <div id="nav-sync" class="sync"></div> + </div> + </div> + <div id="splitbar" style="-moz-user-select:none;" + class="ui-resizable-handle"> + </div> +</div> +<script type="text/javascript"> +$(document).ready(function(){initNavTree('group__CNNExample.html','');}); +</script> +<div id="doc-content"> +<!-- window showing the filter options --> +<div id="MSearchSelectWindow" + onmouseover="return searchBox.OnSearchSelectShow()" + onmouseout="return searchBox.OnSearchSelectHide()" + onkeydown="return searchBox.OnSearchSelectKey(event)"> +<a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(0)"><span class="SelectionMark"> </span>All</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(1)"><span class="SelectionMark"> </span>Data Structures</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(2)"><span class="SelectionMark"> </span>Namespaces</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(3)"><span class="SelectionMark"> </span>Files</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(4)"><span class="SelectionMark"> </span>Functions</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(5)"><span class="SelectionMark"> </span>Variables</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(6)"><span class="SelectionMark"> </span>Enumerations</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(7)"><span class="SelectionMark"> </span>Enumerator</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(8)"><span class="SelectionMark"> </span>Macros</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(9)"><span class="SelectionMark"> </span>Groups</a><a class="SelectItem" href="javascript:void(0)" onclick="searchBox.OnSelectItem(10)"><span class="SelectionMark"> </span>Pages</a></div> + +<!-- iframe showing the search results (closed by default) --> +<div id="MSearchResultsWindow"> +<iframe src="javascript:void(0)" frameborder="0" + name="MSearchResults" id="MSearchResults"> +</iframe> +</div> + +<div class="header"> + <div class="headertitle"> +<div class="title">Convolutional Neural Network Example</div> </div> +</div><!--header--> +<div class="contents"> +<dl class="section user"><dt>Description:</dt><dd></dd></dl> +<dl class="section user"><dt></dt><dd>Demonstrates a convolutional neural network (CNN) example with the use of convolution, ReLU activation, pooling and fully-connected functions.</dd></dl> +<dl class="section user"><dt>Model definition:</dt><dd></dd></dl> +<dl class="section user"><dt></dt><dd>The CNN used in this example is based on CIFAR-10 example from Caffe [1]. The neural network consists of 3 convolution layers interspersed by ReLU activation and max pooling layers, followed by a fully-connected layer at the end. The input to the network is a 32x32 pixel color image, which will be classified into one of the 10 output classes. This example model implementation needs 32.3 KB to store weights, 40 KB for activations and 3.1 KB for storing the <code>im2col</code> data.</dd></dl> +<div class="image"> +<img src="CIFAR10_CNN.gif" alt="CIFAR10_CNN.gif"/> +<div class="caption"> +Neural Network model definition</div></div> + <dl class="section user"><dt>Variables Description:</dt><dd></dd></dl> +<dl class="section user"><dt></dt><dd><ul> +<li><code>conv1_wt</code>, <code>conv2_wt</code>, <code>conv3_wt</code> are convolution layer weight matrices </li> +<li><code>conv1_bias</code>, <code>conv2_bias</code>, <code>conv3_bias</code> are convolution layer bias arrays </li> +<li><code>ip1_wt</code>, ip1_bias point to fully-connected layer weights and biases </li> +<li><code>input_data</code> points to the input image data </li> +<li><code>output_data</code> points to the classification output </li> +<li><code>col_buffer</code> is a buffer to store the <code>im2col</code> output </li> +<li><code>scratch_buffer</code> is used to store the activation data (intermediate layer outputs)</li> +</ul> +</dd></dl> +<dl class="section user"><dt>CMSIS DSP Software Library Functions Used:</dt><dd></dd></dl> +<dl class="section user"><dt></dt><dd><ul> +<li><a class="el" href="group__NNConv.html#ga98f2ead67d7cbdf558b0cd8a3b8fc148" title="Q7 version of convolution for RGB image. ">arm_convolve_HWC_q7_RGB()</a></li> +<li><a class="el" href="group__NNConv.html#gae00d3c1285907d59657369fc98bcc83f" title="Fast Q7 convolution function. ">arm_convolve_HWC_q7_fast()</a></li> +<li><a class="el" href="group__Acti.html#ga638e803b4fe00426f401783a6255ca30" title="Q7 RELU function. ">arm_relu_q7()</a></li> +<li><a class="el" href="group__Pooling.html#ga99afcdcc61eaf429ab3ee823702e44ce" title="Q7 max pooling function. ">arm_maxpool_q7_HWC()</a></li> +<li><a class="el" href="group__Pooling.html#gae4a7b07f97ec4313524c9fb9fbcb1f6a" title="Q7 average pooling function. ">arm_avepool_q7_HWC()</a></li> +<li><a class="el" href="group__FC.html#gaf82b71ef472a38f8fc9ac414d9d07e67" title="Q7 opt fully-connected layer function. ">arm_fully_connected_q7_opt()</a></li> +<li><a class="el" href="group__FC.html#ga8b7e0c2e989e8c75f0dc789f3115323d" title="Q7 basic fully-connected layer function. ">arm_fully_connected_q7()</a></li> +</ul> +</dd></dl> +<p><b> Refer </b> <a class="el" href="arm__nnexamples__cifar10_8cpp.html">arm_nnexamples_cifar10.cpp</a></p> +<dl class="section user"><dt>[1] https://github.com/BVLC/caffe</dt><dd></dd></dl> +</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 Aug 1 2018 17:12:32 for CMSIS-NN 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> |