| <!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"/> |
| <meta name="generator" content="Doxygen 1.8.13"/> |
| <meta name="viewport" content="width=device-width, initial-scale=1"/> |
| <title>ArmNN: CaffeSupport</title> |
| <link href="tabs.css" rel="stylesheet" type="text/css"/> |
| <script type="text/javascript" src="jquery.js"></script> |
| <script type="text/javascript" src="dynsections.js"></script> |
| <link href="navtree.css" rel="stylesheet" type="text/css"/> |
| <script type="text/javascript" src="resize.js"></script> |
| <script type="text/javascript" src="navtreedata.js"></script> |
| <script type="text/javascript" src="navtree.js"></script> |
| <script type="text/javascript"> |
| $(document).ready(initResizable); |
| </script> |
| <link href="search/search.css" rel="stylesheet" type="text/css"/> |
| <script type="text/javascript" src="search/searchdata.js"></script> |
| <script type="text/javascript" src="search/search.js"></script> |
| <link href="doxygen.css" rel="stylesheet" type="text/css" /> |
| </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: 56px;"> |
| <td id="projectalign" style="padding-left: 0.5em;"> |
| <div id="projectname">ArmNN |
|  <span id="projectnumber">NotReleased</span> |
| </div> |
| </td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <!-- end header part --> |
| <!-- Generated by Doxygen 1.8.13 --> |
| <script type="text/javascript"> |
| var searchBox = new SearchBox("searchBox", "search",false,'Search'); |
| </script> |
| <script type="text/javascript" src="menudata.js"></script> |
| <script type="text/javascript" src="menu.js"></script> |
| <script type="text/javascript"> |
| $(function() { |
| initMenu('',true,false,'search.php','Search'); |
| $(document).ready(function() { init_search(); }); |
| }); |
| </script> |
| <div id="main-nav"></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('md_src_armnn_caffe_parser__caffe_support.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)"> |
| </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">CaffeSupport </div> </div> |
| </div><!--header--> |
| <div class="contents"> |
| <div class="textblock"><p>#Caffe layers supported by the Arm NN SDK This reference guide provides a list of Caffe layers the Arm NN SDK currently supports.</p> |
| <p>Although some other neural networks might work, Arm tests the Arm NN SDK with Caffe implementations of the following neural networks:</p> |
| <ul> |
| <li>AlexNet.</li> |
| <li>Cifar10.</li> |
| <li>Inception-BN.</li> |
| <li>Resnet_50, Resnet_101 and Resnet_152.</li> |
| <li>VGG_CNN_S, VGG_16 and VGG_19.</li> |
| <li>Yolov1_tiny.</li> |
| <li>Lenet.</li> |
| <li>MobileNetv1.</li> |
| </ul> |
| <p>The Arm NN SDK supports the following machine learning layers for Caffe networks:</p> |
| <ul> |
| <li>BatchNorm, in inference mode.</li> |
| <li><p class="startli">Convolution, excluding the Dilation Size, Weight Filler, Bias Filler, Engine, Force nd_im2col, and Axis parameters.</p> |
| <p class="startli">Caffe doesn't support depthwise convolution, the equivalent layer is implemented through the notion of groups. ArmNN supports groups this way:</p><ul> |
| <li>when group=1, it is a normal conv2d</li> |
| <li>when group=#input_channels, we can replace it by a depthwise convolution</li> |
| <li>when group>1 && group<#input_channels, we need to split the input into the given number of groups, apply a separate convolution and then merge the results</li> |
| </ul> |
| </li> |
| <li>Concat, along the channel dimension only.</li> |
| <li>Dropout, in inference mode.</li> |
| <li>Eltwise, excluding the coeff parameter.</li> |
| <li>Inner Product, excluding the Weight Filler, Bias Filler, Engine, and Axis parameters.</li> |
| <li>Input.</li> |
| <li>LRN, excluding the Engine parameter.</li> |
| <li>Pooling, excluding the Stochastic Pooling and Engine parameters.</li> |
| <li>ReLU.</li> |
| <li>Scale.</li> |
| <li>Softmax, excluding the Axis and Engine parameters.</li> |
| <li>Split.</li> |
| </ul> |
| <p>More machine learning layers will be supported in future releases. </p> |
| </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 Fri Mar 13 2020 16:07:01 for ArmNN by |
| <a href="http://www.doxygen.org/index.html"> |
| <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.13 </li> |
| </ul> |
| </div> |
| </body> |
| </html> |