1 <!-- HTML header for doxygen 1.8.9.1-->
2 <!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
3 <html xmlns="http://www.w3.org/1999/xhtml">
5 <meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
6 <meta http-equiv="X-UA-Compatible" content="IE=9"/>
7 <meta name="generator" content="Doxygen 1.8.11"/>
8 <meta name="robots" content="NOINDEX, NOFOLLOW" /> <!-- Prevent indexing by search engines -->
9 <title>Compute Library: src/core/CL/cl_kernels/softmax_layer_quantized.cl Source File</title>
10 <link href="tabs.css" rel="stylesheet" type="text/css"/>
11 <script type="text/javascript" src="jquery.js"></script>
12 <script type="text/javascript" src="dynsections.js"></script>
13 <link href="navtree.css" rel="stylesheet" type="text/css"/>
14 <script type="text/javascript" src="resize.js"></script>
15 <script type="text/javascript" src="navtreedata.js"></script>
16 <script type="text/javascript" src="navtree.js"></script>
17 <script type="text/javascript">
18 $(document).ready(initResizable);
19 $(window).load(resizeHeight);
21 <link href="search/search.css" rel="stylesheet" type="text/css"/>
22 <script type="text/javascript" src="search/searchdata.js"></script>
23 <script type="text/javascript" src="search/search.js"></script>
24 <script type="text/javascript">
25 $(document).ready(function() { init_search(); });
27 <script type="text/x-mathjax-config">
29 extensions: ["tex2jax.js"],
30 jax: ["input/TeX","output/HTML-CSS"],
32 </script><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js"></script>
33 <link href="doxygen.css" rel="stylesheet" type="text/css" />
36 <div id="top"><!-- do not remove this div, it is closed by doxygen! -->
38 <table cellspacing="0" cellpadding="0">
40 <tr style="height: 56px;">
41 <td style="padding-left: 0.5em;">
42 <div id="projectname">Compute Library
43  <span id="projectnumber">18.01</span>
50 <!-- end header part -->
51 <!-- Generated by Doxygen 1.8.11 -->
52 <script type="text/javascript">
53 var searchBox = new SearchBox("searchBox", "search",false,'Search');
55 <div id="navrow1" class="tabs">
57 <li><a href="index.xhtml"><span>Main Page</span></a></li>
58 <li><a href="pages.xhtml"><span>Related Pages</span></a></li>
59 <li><a href="namespaces.xhtml"><span>Namespaces</span></a></li>
60 <li><a href="annotated.xhtml"><span>Data Structures</span></a></li>
61 <li class="current"><a href="files.xhtml"><span>Files</span></a></li>
63 <div id="MSearchBox" class="MSearchBoxInactive">
65 <img id="MSearchSelect" src="search/mag_sel.png"
66 onmouseover="return searchBox.OnSearchSelectShow()"
67 onmouseout="return searchBox.OnSearchSelectHide()"
69 <input type="text" id="MSearchField" value="Search" accesskey="S"
70 onfocus="searchBox.OnSearchFieldFocus(true)"
71 onblur="searchBox.OnSearchFieldFocus(false)"
72 onkeyup="searchBox.OnSearchFieldChange(event)"/>
73 </span><span class="right">
74 <a id="MSearchClose" href="javascript:searchBox.CloseResultsWindow()"><img id="MSearchCloseImg" border="0" src="search/close.png" alt=""/></a>
80 <div id="navrow2" class="tabs2">
82 <li><a href="files.xhtml"><span>File List</span></a></li>
83 <li><a href="globals.xhtml"><span>Globals</span></a></li>
87 <div id="side-nav" class="ui-resizable side-nav-resizable">
89 <div id="nav-tree-contents">
90 <div id="nav-sync" class="sync"></div>
93 <div id="splitbar" style="-moz-user-select:none;"
94 class="ui-resizable-handle">
97 <script type="text/javascript">
98 $(document).ready(function(){initNavTree('softmax__layer__quantized_8cl_source.xhtml','');});
100 <div id="doc-content">
101 <!-- window showing the filter options -->
102 <div id="MSearchSelectWindow"
103 onmouseover="return searchBox.OnSearchSelectShow()"
104 onmouseout="return searchBox.OnSearchSelectHide()"
105 onkeydown="return searchBox.OnSearchSelectKey(event)">
108 <!-- iframe showing the search results (closed by default) -->
109 <div id="MSearchResultsWindow">
110 <iframe src="javascript:void(0)" frameborder="0"
111 name="MSearchResults" id="MSearchResults">
116 <div class="headertitle">
117 <div class="title">softmax_layer_quantized.cl</div> </div>
119 <div class="contents">
120 <a href="softmax__layer__quantized_8cl.xhtml">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno"> 1</span> <span class="comment">/*</span></div><div class="line"><a name="l00002"></a><span class="lineno"> 2</span> <span class="comment"> * Copyright (c) 2017 ARM Limited.</span></div><div class="line"><a name="l00003"></a><span class="lineno"> 3</span> <span class="comment"> *</span></div><div class="line"><a name="l00004"></a><span class="lineno"> 4</span> <span class="comment"> * SPDX-License-Identifier: MIT</span></div><div class="line"><a name="l00005"></a><span class="lineno"> 5</span> <span class="comment"> *</span></div><div class="line"><a name="l00006"></a><span class="lineno"> 6</span> <span class="comment"> * Permission is hereby granted, free of charge, to any person obtaining a copy</span></div><div class="line"><a name="l00007"></a><span class="lineno"> 7</span> <span class="comment"> * of this software and associated documentation files (the "Software"), to</span></div><div class="line"><a name="l00008"></a><span class="lineno"> 8</span> <span class="comment"> * deal in the Software without restriction, including without limitation the</span></div><div class="line"><a name="l00009"></a><span class="lineno"> 9</span> <span class="comment"> * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or</span></div><div class="line"><a name="l00010"></a><span class="lineno"> 10</span> <span class="comment"> * sell copies of the Software, and to permit persons to whom the Software is</span></div><div class="line"><a name="l00011"></a><span class="lineno"> 11</span> <span class="comment"> * furnished to do so, subject to the following conditions:</span></div><div class="line"><a name="l00012"></a><span class="lineno"> 12</span> <span class="comment"> *</span></div><div class="line"><a name="l00013"></a><span class="lineno"> 13</span> <span class="comment"> * The above copyright notice and this permission notice shall be included in all</span></div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span> <span class="comment"> * copies or substantial portions of the Software.</span></div><div class="line"><a name="l00015"></a><span class="lineno"> 15</span> <span class="comment"> *</span></div><div class="line"><a name="l00016"></a><span class="lineno"> 16</span> <span class="comment"> * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR</span></div><div class="line"><a name="l00017"></a><span class="lineno"> 17</span> <span class="comment"> * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,</span></div><div class="line"><a name="l00018"></a><span class="lineno"> 18</span> <span class="comment"> * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE</span></div><div class="line"><a name="l00019"></a><span class="lineno"> 19</span> <span class="comment"> * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER</span></div><div class="line"><a name="l00020"></a><span class="lineno"> 20</span> <span class="comment"> * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,</span></div><div class="line"><a name="l00021"></a><span class="lineno"> 21</span> <span class="comment"> * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE</span></div><div class="line"><a name="l00022"></a><span class="lineno"> 22</span> <span class="comment"> * SOFTWARE.</span></div><div class="line"><a name="l00023"></a><span class="lineno"> 23</span> <span class="comment"> */</span></div><div class="line"><a name="l00024"></a><span class="lineno"> 24</span> <span class="preprocessor">#include "<a class="code" href="asymm__helper_8h.xhtml">asymm_helper.h</a>"</span></div><div class="line"><a name="l00025"></a><span class="lineno"> 25</span> <span class="preprocessor">#include "<a class="code" href="helpers_8h.xhtml">helpers.h</a>"</span></div><div class="line"><a name="l00026"></a><span class="lineno"> 26</span> </div><div class="line"><a name="l00027"></a><span class="lineno"><a class="line" href="softmax__layer__quantized_8cl.xhtml#abaa48ad818c44e415fd3f9dd0f27bf01"> 27</a></span> <span class="preprocessor">#define MAX_OP(x, y, type, size) max((x), (y))</span></div><div class="line"><a name="l00028"></a><span class="lineno"><a class="line" href="softmax__layer__quantized_8cl.xhtml#a44206a4e5783c7aabacec88aad878c88"> 28</a></span> <span class="preprocessor">#define ADD_OP(x, y, type, size) ((x) + (y))</span></div><div class="line"><a name="l00029"></a><span class="lineno"> 29</span> </div><div class="line"><a name="l00030"></a><span class="lineno"><a class="line" href="softmax__layer__quantized_8cl.xhtml#a4701bcd6d0c0472d7d3e8017a24f2be6"> 30</a></span> __constant uchar16 <a class="code" href="softmax__layer__quantized_8cl.xhtml#a4701bcd6d0c0472d7d3e8017a24f2be6">type_min</a> = 0;</div><div class="line"><a name="l00031"></a><span class="lineno"><a class="line" href="softmax__layer__quantized_8cl.xhtml#a0712735973f172ac9efc7d48a31e47ad"> 31</a></span> __constant uint16 <a class="code" href="softmax__layer__quantized_8cl.xhtml#a0712735973f172ac9efc7d48a31e47ad">idx16</a> = (uint16)(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15);</div><div class="line"><a name="l00032"></a><span class="lineno"> 32</span> </div><div class="line"><a name="l00055"></a><span class="lineno"><a class="line" href="softmax__layer__quantized_8cl.xhtml#a79bd9092e1a23c550d4dc1aeb9b746ad"> 55</a></span> __kernel <span class="keywordtype">void</span> <a class="code" href="softmax__layer__quantized_8cl.xhtml#a79bd9092e1a23c550d4dc1aeb9b746ad">softmax_layer_max_quantized</a>(</div><div class="line"><a name="l00056"></a><span class="lineno"> 56</span>  <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a6743f0a130e8311e6f5b1a23df102472">src</a>),</div><div class="line"><a name="l00057"></a><span class="lineno"> 57</span>  <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a>),</div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span>  uint width)</div><div class="line"><a name="l00059"></a><span class="lineno"> 59</span> {</div><div class="line"><a name="l00060"></a><span class="lineno"> 60</span>  <a class="code" href="struct_image.xhtml">Image</a> <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a6743f0a130e8311e6f5b1a23df102472">src</a> = <a class="code" href="helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a>(src);</div><div class="line"><a name="l00061"></a><span class="lineno"> 61</span>  <a class="code" href="struct_image.xhtml">Image</a> <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a> = <a class="code" href="helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a>(dst);</div><div class="line"><a name="l00062"></a><span class="lineno"> 62</span> </div><div class="line"><a name="l00063"></a><span class="lineno"> 63</span>  <span class="comment">// Initialize local maximum</span></div><div class="line"><a name="l00064"></a><span class="lineno"> 64</span>  uchar16 max_val = 0;</div><div class="line"><a name="l00065"></a><span class="lineno"> 65</span> </div><div class="line"><a name="l00066"></a><span class="lineno"> 66</span>  <span class="comment">// Calculate max of row</span></div><div class="line"><a name="l00067"></a><span class="lineno"> 67</span>  <span class="keyword">const</span> uint width4 = width >> 4;</div><div class="line"><a name="l00068"></a><span class="lineno"> 68</span>  <span class="keywordflow">for</span>(uint i = 0; i < width4; i++)</div><div class="line"><a name="l00069"></a><span class="lineno"> 69</span>  {</div><div class="line"><a name="l00070"></a><span class="lineno"> 70</span>  uchar16 data = vload16(0, (__global uchar *)<a class="code" href="helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>(&src, i << 4, 0));</div><div class="line"><a name="l00071"></a><span class="lineno"> 71</span>  max_val = <a class="code" href="softmax__layer__quantized_8cl.xhtml#abaa48ad818c44e415fd3f9dd0f27bf01">MAX_OP</a>(data, max_val, uchar, 16);</div><div class="line"><a name="l00072"></a><span class="lineno"> 72</span>  }</div><div class="line"><a name="l00073"></a><span class="lineno"> 73</span> </div><div class="line"><a name="l00074"></a><span class="lineno"> 74</span> <span class="preprocessor">#ifdef NON_MULTIPLE_OF_16</span></div><div class="line"><a name="l00075"></a><span class="lineno"> 75</span>  <span class="comment">// Handle non multiple of 16</span></div><div class="line"><a name="l00076"></a><span class="lineno"> 76</span>  uchar16 data = vload16(0, (__global uchar *)<a class="code" href="helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>(&src, width4 << 4, 0));</div><div class="line"><a name="l00077"></a><span class="lineno"> 77</span>  uchar16 widx = convert_uchar16(((uint16)(width4 << 4) + <a class="code" href="softmax__layer__quantized_8cl.xhtml#a0712735973f172ac9efc7d48a31e47ad">idx16</a>) < width);</div><div class="line"><a name="l00078"></a><span class="lineno"> 78</span>  max_val = <a class="code" href="softmax__layer__quantized_8cl.xhtml#abaa48ad818c44e415fd3f9dd0f27bf01">MAX_OP</a>(max_val, select(<a class="code" href="softmax__layer__quantized_8cl.xhtml#a4701bcd6d0c0472d7d3e8017a24f2be6">type_min</a>, data, widx), uchar, 16);</div><div class="line"><a name="l00079"></a><span class="lineno"> 79</span> <span class="preprocessor">#endif </span><span class="comment">/* NON_MULTIPLE_OF_16 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00080"></a><span class="lineno"> 80</span> </div><div class="line"><a name="l00081"></a><span class="lineno"> 81</span>  <span class="comment">// Perform max reduction</span></div><div class="line"><a name="l00082"></a><span class="lineno"> 82</span>  max_val.s01234567 = <a class="code" href="softmax__layer__quantized_8cl.xhtml#abaa48ad818c44e415fd3f9dd0f27bf01">MAX_OP</a>(max_val.s01234567, max_val.s89ABCDEF, uchar, 8);</div><div class="line"><a name="l00083"></a><span class="lineno"> 83</span>  max_val.s0123 = <a class="code" href="softmax__layer__quantized_8cl.xhtml#abaa48ad818c44e415fd3f9dd0f27bf01">MAX_OP</a>(max_val.s0123, max_val.s4567, uchar, 4);</div><div class="line"><a name="l00084"></a><span class="lineno"> 84</span>  max_val.s01 = <a class="code" href="softmax__layer__quantized_8cl.xhtml#abaa48ad818c44e415fd3f9dd0f27bf01">MAX_OP</a>(max_val.s01, max_val.s23, uchar, 2);</div><div class="line"><a name="l00085"></a><span class="lineno"> 85</span>  max_val.s0 = <a class="code" href="softmax__layer__quantized_8cl.xhtml#abaa48ad818c44e415fd3f9dd0f27bf01">MAX_OP</a>(max_val.s0, max_val.s1, uchar, 1);</div><div class="line"><a name="l00086"></a><span class="lineno"> 86</span> </div><div class="line"><a name="l00087"></a><span class="lineno"> 87</span>  <span class="comment">// Store result</span></div><div class="line"><a name="l00088"></a><span class="lineno"> 88</span>  *((__global uchar *)dst.<a class="code" href="struct_image.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a>) = max_val.s0;</div><div class="line"><a name="l00089"></a><span class="lineno"> 89</span> }</div><div class="line"><a name="l00090"></a><span class="lineno"> 90</span> </div><div class="line"><a name="l00091"></a><span class="lineno"> 91</span> <span class="preprocessor">#if defined(DIFF_MIN)</span></div><div class="line"><a name="l00092"></a><span class="lineno"> 92</span> </div><div class="line"><a name="l00093"></a><span class="lineno"> 93</span> int16 mult_by_quantized_multiplier(int16 data)</div><div class="line"><a name="l00094"></a><span class="lineno"> 94</span> {</div><div class="line"><a name="l00095"></a><span class="lineno"> 95</span> <span class="preprocessor">#if defined(INPUT_BETA_MULTIPLIER) && defined(INPUT_BETA_LEFT_SHIFT)</span></div><div class="line"><a name="l00096"></a><span class="lineno"> 96</span>  <span class="keywordflow">if</span>(INPUT_BETA_MULTIPLIER > 1)</div><div class="line"><a name="l00097"></a><span class="lineno"> 97</span>  {</div><div class="line"><a name="l00098"></a><span class="lineno"> 98</span>  <span class="keywordflow">return</span> <a class="code" href="asymm__helper_8h.xhtml#ab98c50e16a18dd439b2b7ecdd1ecd81c">asymm_mult</a>(data * (1 << INPUT_BETA_LEFT_SHIFT), INPUT_BETA_MULTIPLIER);</div><div class="line"><a name="l00099"></a><span class="lineno"> 99</span>  }</div><div class="line"><a name="l00100"></a><span class="lineno"> 100</span> <span class="preprocessor">#endif </span><span class="comment">/* defined(INPUT_BETA_MULTIPLIER) && defined(INPUT_BETA_LEFT_SHIFT) */</span><span class="preprocessor"></span></div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span>  <span class="keywordflow">return</span> data;</div><div class="line"><a name="l00102"></a><span class="lineno"> 102</span> }</div><div class="line"><a name="l00103"></a><span class="lineno"> 103</span> </div><div class="line"><a name="l00145"></a><span class="lineno"> 145</span> __kernel <span class="keywordtype">void</span> softmax_layer_shift_exp_sum_quantized(</div><div class="line"><a name="l00146"></a><span class="lineno"> 146</span>  <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a6743f0a130e8311e6f5b1a23df102472">src</a>),</div><div class="line"><a name="l00147"></a><span class="lineno"> 147</span>  <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail.xhtml#ad91bb73431b4de1f4946ed949d444849">max</a>),</div><div class="line"><a name="l00148"></a><span class="lineno"> 148</span>  <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a>),</div><div class="line"><a name="l00149"></a><span class="lineno"> 149</span>  <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(<a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a>),</div><div class="line"><a name="l00150"></a><span class="lineno"> 150</span>  uint width)</div><div class="line"><a name="l00151"></a><span class="lineno"> 151</span> {</div><div class="line"><a name="l00152"></a><span class="lineno"> 152</span>  <a class="code" href="struct_image.xhtml">Image</a> <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a6743f0a130e8311e6f5b1a23df102472">src</a> = <a class="code" href="helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a>(src);</div><div class="line"><a name="l00153"></a><span class="lineno"> 153</span>  <a class="code" href="struct_image.xhtml">Image</a> <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a> = <a class="code" href="helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a>(dst);</div><div class="line"><a name="l00154"></a><span class="lineno"> 154</span>  <a class="code" href="struct_image.xhtml">Image</a> <a class="code" href="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail.xhtml#ad91bb73431b4de1f4946ed949d444849">max</a> = <a class="code" href="helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a>(max);</div><div class="line"><a name="l00155"></a><span class="lineno"> 155</span>  <a class="code" href="struct_image.xhtml">Image</a> <a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a> = <a class="code" href="helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a>(sum);</div><div class="line"><a name="l00156"></a><span class="lineno"> 156</span> </div><div class="line"><a name="l00157"></a><span class="lineno"> 157</span>  <span class="comment">// Load max value of 1D logits vector (row)</span></div><div class="line"><a name="l00158"></a><span class="lineno"> 158</span>  <span class="keywordtype">int</span> max_val = convert_int(*((__global uchar *)<a class="code" href="helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>(&max, 0, 0)));</div><div class="line"><a name="l00159"></a><span class="lineno"> 159</span> </div><div class="line"><a name="l00160"></a><span class="lineno"> 160</span>  <span class="comment">// Set sum vector, Q(EXP_ACCUMULATION_INT_BITS)</span></div><div class="line"><a name="l00161"></a><span class="lineno"> 161</span>  int16 sum1D = 0;</div><div class="line"><a name="l00162"></a><span class="lineno"> 162</span> </div><div class="line"><a name="l00163"></a><span class="lineno"> 163</span>  <span class="comment">// Shift values, exp and sum</span></div><div class="line"><a name="l00164"></a><span class="lineno"> 164</span>  <span class="keyword">const</span> uint width4 = width >> 4;</div><div class="line"><a name="l00165"></a><span class="lineno"> 165</span>  <span class="keywordflow">for</span>(uint i = 0; i < width4; i++)</div><div class="line"><a name="l00166"></a><span class="lineno"> 166</span>  {</div><div class="line"><a name="l00167"></a><span class="lineno"> 167</span>  uchar16 data = vload16(0, (__global uchar *)<a class="code" href="helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>(&src, i << 4, 0));</div><div class="line"><a name="l00168"></a><span class="lineno"> 168</span>  int16 data_fp = convert_int16(data);</div><div class="line"><a name="l00169"></a><span class="lineno"> 169</span>  int16 data_diff = data_fp - max_val;</div><div class="line"><a name="l00170"></a><span class="lineno"> 170</span>  int16 data_diff_mult = mult_by_quantized_multiplier(data_diff);</div><div class="line"><a name="l00171"></a><span class="lineno"> 171</span>  data_fp = <a class="code" href="asymm__helper_8h.xhtml#ad1aa37a99125a65c4f4f3741011677e2">asymm_exp_on_negative_values</a>(data_diff_mult, SCALED_DIFF_INT_BITS);</div><div class="line"><a name="l00172"></a><span class="lineno"> 172</span>  data_fp = <a class="code" href="asymm__helper_8h.xhtml#a4496e3d044dda78318d27aa7f9c0e810">asymm_rescale</a>(data_fp, 0, EXP_ACCUMULATION_INT_BITS);</div><div class="line"><a name="l00173"></a><span class="lineno"> 173</span>  vstore16(data_diff, 0, (__global <span class="keywordtype">int</span> *)<a class="code" href="helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>(&dst, i << 4, 0));</div><div class="line"><a name="l00174"></a><span class="lineno"> 174</span>  sum1D = sum1D + select(0, data_fp, data_diff >= (int16)(DIFF_MIN));</div><div class="line"><a name="l00175"></a><span class="lineno"> 175</span>  }</div><div class="line"><a name="l00176"></a><span class="lineno"> 176</span> </div><div class="line"><a name="l00177"></a><span class="lineno"> 177</span> <span class="preprocessor">#ifdef NON_MULTIPLE_OF_16</span></div><div class="line"><a name="l00178"></a><span class="lineno"> 178</span>  <span class="comment">// Handle non multiple of 16</span></div><div class="line"><a name="l00179"></a><span class="lineno"> 179</span>  uchar16 data = vload16(0, (__global uchar *)<a class="code" href="helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>(&src, width4 << 4, 0));</div><div class="line"><a name="l00180"></a><span class="lineno"> 180</span>  int16 data_fp = convert_int16(data);</div><div class="line"><a name="l00181"></a><span class="lineno"> 181</span>  int16 data_diff = data_fp - max_val;</div><div class="line"><a name="l00182"></a><span class="lineno"> 182</span>  int16 data_diff_mult = mult_by_quantized_multiplier(data_diff);</div><div class="line"><a name="l00183"></a><span class="lineno"> 183</span>  data_fp = <a class="code" href="asymm__helper_8h.xhtml#ad1aa37a99125a65c4f4f3741011677e2">asymm_exp_on_negative_values</a>(data_diff_mult, SCALED_DIFF_INT_BITS);</div><div class="line"><a name="l00184"></a><span class="lineno"> 184</span>  data_fp = <a class="code" href="asymm__helper_8h.xhtml#a4496e3d044dda78318d27aa7f9c0e810">asymm_rescale</a>(data_fp, 0, EXP_ACCUMULATION_INT_BITS);</div><div class="line"><a name="l00185"></a><span class="lineno"> 185</span>  int16 widx = convert_int16(((uint16)(width4 << 4) + <a class="code" href="softmax__layer__quantized_8cl.xhtml#a0712735973f172ac9efc7d48a31e47ad">idx16</a>) < width);</div><div class="line"><a name="l00186"></a><span class="lineno"> 186</span>  vstore16(data_diff, 0, (__global <span class="keywordtype">int</span> *)<a class="code" href="helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>(&dst, width4 << 4, 0));</div><div class="line"><a name="l00187"></a><span class="lineno"> 187</span>  data_fp = select(0, data_fp, data_diff >= (int16)(DIFF_MIN));</div><div class="line"><a name="l00188"></a><span class="lineno"> 188</span>  sum1D = sum1D + select(0, data_fp, widx);</div><div class="line"><a name="l00189"></a><span class="lineno"> 189</span> <span class="preprocessor">#endif </span><span class="comment">/* NON_MULTIPLE_OF_16 */</span><span class="preprocessor"></span></div><div class="line"><a name="l00190"></a><span class="lineno"> 190</span> </div><div class="line"><a name="l00191"></a><span class="lineno"> 191</span>  <span class="comment">// Perform min/max reduction</span></div><div class="line"><a name="l00192"></a><span class="lineno"> 192</span>  sum1D.s01234567 = <a class="code" href="softmax__layer__quantized_8cl.xhtml#a44206a4e5783c7aabacec88aad878c88">ADD_OP</a>(sum1D.s01234567, sum1D.s89ABCDEF, <a class="code" href="fixed__point_8h.xhtml#a26a8ca855cd14b1867173d301baf6c4f">qs16</a>, 8);</div><div class="line"><a name="l00193"></a><span class="lineno"> 193</span>  sum1D.s0123 = <a class="code" href="softmax__layer__quantized_8cl.xhtml#a44206a4e5783c7aabacec88aad878c88">ADD_OP</a>(sum1D.s0123, sum1D.s4567, <a class="code" href="fixed__point_8h.xhtml#a26a8ca855cd14b1867173d301baf6c4f">qs16</a>, 4);</div><div class="line"><a name="l00194"></a><span class="lineno"> 194</span>  sum1D.s01 = <a class="code" href="softmax__layer__quantized_8cl.xhtml#a44206a4e5783c7aabacec88aad878c88">ADD_OP</a>(sum1D.s01, sum1D.s23, <a class="code" href="fixed__point_8h.xhtml#a26a8ca855cd14b1867173d301baf6c4f">qs16</a>, 2);</div><div class="line"><a name="l00195"></a><span class="lineno"> 195</span>  sum1D.s0 = <a class="code" href="softmax__layer__quantized_8cl.xhtml#a44206a4e5783c7aabacec88aad878c88">ADD_OP</a>(sum1D.s0, sum1D.s1, <a class="code" href="fixed__point_8h.xhtml#a26a8ca855cd14b1867173d301baf6c4f">qs16</a>, 1);</div><div class="line"><a name="l00196"></a><span class="lineno"> 196</span> </div><div class="line"><a name="l00197"></a><span class="lineno"> 197</span>  <span class="comment">// Calculate and store result</span></div><div class="line"><a name="l00198"></a><span class="lineno"> 198</span>  *((__global <span class="keywordtype">int</span> *)sum.<a class="code" href="struct_image.xhtml#acf52c23cbd7424606c10a606524e3e32">ptr</a>) = sum1D.s0;</div><div class="line"><a name="l00199"></a><span class="lineno"> 199</span> }</div><div class="line"><a name="l00200"></a><span class="lineno"> 200</span> </div><div class="line"><a name="l00232"></a><span class="lineno"> 232</span> __kernel <span class="keywordtype">void</span> softmax_layer_norm_quantized(</div><div class="line"><a name="l00233"></a><span class="lineno"> 233</span>  <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a6743f0a130e8311e6f5b1a23df102472">src</a>),</div><div class="line"><a name="l00234"></a><span class="lineno"> 234</span>  <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(<a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a>),</div><div class="line"><a name="l00235"></a><span class="lineno"> 235</span>  <a class="code" href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a>(<a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a>))</div><div class="line"><a name="l00236"></a><span class="lineno"> 236</span> {</div><div class="line"><a name="l00237"></a><span class="lineno"> 237</span>  <a class="code" href="struct_image.xhtml">Image</a> <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#a6743f0a130e8311e6f5b1a23df102472">src</a> = <a class="code" href="helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a>(src);</div><div class="line"><a name="l00238"></a><span class="lineno"> 238</span>  <a class="code" href="struct_image.xhtml">Image</a> <a class="code" href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">dst</a> = <a class="code" href="helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a>(dst);</div><div class="line"><a name="l00239"></a><span class="lineno"> 239</span>  <a class="code" href="struct_image.xhtml">Image</a> <a class="code" href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a> = <a class="code" href="helpers_8h.xhtml#a071aa45af973feac43b14f62e54a6fce">CONVERT_TENSOR3D_TO_IMAGE_STRUCT_NO_STEP</a>(sum);</div><div class="line"><a name="l00240"></a><span class="lineno"> 240</span> </div><div class="line"><a name="l00241"></a><span class="lineno"> 241</span>  <span class="comment">// Load max value of 1D logits vector (row)</span></div><div class="line"><a name="l00242"></a><span class="lineno"> 242</span>  <span class="keywordtype">int</span> sum_val = *((__global <span class="keywordtype">int</span> *)<a class="code" href="helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>(&sum, 0, get_global_id(1)));</div><div class="line"><a name="l00243"></a><span class="lineno"> 243</span> </div><div class="line"><a name="l00244"></a><span class="lineno"> 244</span>  <span class="comment">// It will be better to calculate this in prev layer and pass here as parameter</span></div><div class="line"><a name="l00245"></a><span class="lineno"> 245</span>  uint sum_val_u = convert_uint(sum_val);</div><div class="line"><a name="l00246"></a><span class="lineno"> 246</span>  <span class="keywordtype">int</span> headroom_plus_one = <a class="code" href="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail.xhtml#aa43c67a536c661ec28398d06bc8ba5af">clz</a>(sum_val_u);</div><div class="line"><a name="l00247"></a><span class="lineno"> 247</span>  <span class="keywordtype">int</span> num_bits_over_unit = EXP_ACCUMULATION_INT_BITS - headroom_plus_one;</div><div class="line"><a name="l00248"></a><span class="lineno"> 248</span>  <span class="keywordtype">int</span> shifted_sum_minus_one_1 = convert_int((sum_val_u << headroom_plus_one) - (1u << 31));</div><div class="line"><a name="l00249"></a><span class="lineno"> 249</span>  int16 shifted_sum_minus_one = shifted_sum_minus_one_1;</div><div class="line"><a name="l00250"></a><span class="lineno"> 250</span>  int16 shifted_scale = <a class="code" href="asymm__helper_8h.xhtml#adae82358534f6f4a2bcbdd833413ccb8">asymm_one_over_one_plus_x_for_x_in_0_1</a>(shifted_sum_minus_one);</div><div class="line"><a name="l00251"></a><span class="lineno"> 251</span> </div><div class="line"><a name="l00252"></a><span class="lineno"> 252</span>  <span class="comment">// It was already calculated in prev layer, should be stored into tmp output and reused</span></div><div class="line"><a name="l00253"></a><span class="lineno"> 253</span>  int16 data_diff = vload16(0, (__global <span class="keywordtype">int</span> *)<a class="code" href="helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>(&src, 0, 0));</div><div class="line"><a name="l00254"></a><span class="lineno"> 254</span>  int16 data_diff_mult = mult_by_quantized_multiplier(data_diff);</div><div class="line"><a name="l00255"></a><span class="lineno"> 255</span>  int16 data = <a class="code" href="asymm__helper_8h.xhtml#ad1aa37a99125a65c4f4f3741011677e2">asymm_exp_on_negative_values</a>(data_diff_mult, SCALED_DIFF_INT_BITS);</div><div class="line"><a name="l00256"></a><span class="lineno"> 256</span> </div><div class="line"><a name="l00257"></a><span class="lineno"> 257</span>  data = <a class="code" href="asymm__helper_8h.xhtml#ab98c50e16a18dd439b2b7ecdd1ecd81c">asymm_mult</a>(shifted_scale, data);</div><div class="line"><a name="l00258"></a><span class="lineno"> 258</span>  data = <a class="code" href="asymm__helper_8h.xhtml#a766e0a81889256cfa161f7c08951c0b8">asymm_rounding_divide_by_pow2</a>(data, num_bits_over_unit + 31 - 8);</div><div class="line"><a name="l00259"></a><span class="lineno"> 259</span>  data = select(0, data, data_diff >= (int16)(DIFF_MIN));</div><div class="line"><a name="l00260"></a><span class="lineno"> 260</span>  vstore16(convert_uchar16_sat(data), 0, (__global uchar *)<a class="code" href="helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a>(&dst, 0, 0));</div><div class="line"><a name="l00261"></a><span class="lineno"> 261</span> }</div><div class="line"><a name="l00262"></a><span class="lineno"> 262</span> </div><div class="line"><a name="l00263"></a><span class="lineno"> 263</span> <span class="preprocessor">#endif </span><span class="comment">/* defined(DIFF_MIN) */</span><span class="preprocessor"></span></div><div class="ttc" id="helpers_8h_xhtml_a071aa45af973feac43b14f62e54a6fce"><div class="ttname"><a href="helpers_8h.xhtml#a071aa45af973feac43b14f62e54a6fce">CONVERT_TENSOR3D_TO_IMAGE_STRUCT_NO_STEP</a></div><div class="ttdeci">#define CONVERT_TENSOR3D_TO_IMAGE_STRUCT_NO_STEP(name)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00111">helpers.h:111</a></div></div>
121 <div class="ttc" id="asymm__helper_8h_xhtml_ad1aa37a99125a65c4f4f3741011677e2"><div class="ttname"><a href="asymm__helper_8h.xhtml#ad1aa37a99125a65c4f4f3741011677e2">asymm_exp_on_negative_values</a></div><div class="ttdeci">int16 asymm_exp_on_negative_values(int16 a, int k_integer_bits)</div><div class="ttdoc">Calculates for x < 0. </div><div class="ttdef"><b>Definition:</b> <a href="asymm__helper_8h_source.xhtml#l00200">asymm_helper.h:200</a></div></div>
122 <div class="ttc" id="softmax__layer__quantized_8cl_xhtml_a4701bcd6d0c0472d7d3e8017a24f2be6"><div class="ttname"><a href="softmax__layer__quantized_8cl.xhtml#a4701bcd6d0c0472d7d3e8017a24f2be6">type_min</a></div><div class="ttdeci">__constant uchar16 type_min</div><div class="ttdef"><b>Definition:</b> <a href="softmax__layer__quantized_8cl_source.xhtml#l00030">softmax_layer_quantized.cl:30</a></div></div>
123 <div class="ttc" id="asymm__helper_8h_xhtml_adae82358534f6f4a2bcbdd833413ccb8"><div class="ttname"><a href="asymm__helper_8h.xhtml#adae82358534f6f4a2bcbdd833413ccb8">asymm_one_over_one_plus_x_for_x_in_0_1</a></div><div class="ttdeci">int16 asymm_one_over_one_plus_x_for_x_in_0_1(int16 a)</div><div class="ttdoc">Calculates for x in (0, 1). </div><div class="ttdef"><b>Definition:</b> <a href="asymm__helper_8h_source.xhtml#l00243">asymm_helper.h:243</a></div></div>
124 <div class="ttc" id="softmax__layer__quantized_8cl_xhtml_abaa48ad818c44e415fd3f9dd0f27bf01"><div class="ttname"><a href="softmax__layer__quantized_8cl.xhtml#abaa48ad818c44e415fd3f9dd0f27bf01">MAX_OP</a></div><div class="ttdeci">#define MAX_OP(x, y, type, size)</div><div class="ttdef"><b>Definition:</b> <a href="softmax__layer__quantized_8cl_source.xhtml#l00027">softmax_layer_quantized.cl:27</a></div></div>
125 <div class="ttc" id="reduction__operation_8cl_xhtml_ab0df00f5333da51860deb93deb44a782"><div class="ttname"><a href="reduction__operation_8cl.xhtml#ab0df00f5333da51860deb93deb44a782">sum</a></div><div class="ttdeci">DATA_TYPE sum(__global const DATA_TYPE *input)</div><div class="ttdoc">Calculate sum of a vector. </div><div class="ttdef"><b>Definition:</b> <a href="reduction__operation_8cl_source.xhtml#l00052">reduction_operation.cl:52</a></div></div>
126 <div class="ttc" id="softmax__layer__quantized_8cl_xhtml_a44206a4e5783c7aabacec88aad878c88"><div class="ttname"><a href="softmax__layer__quantized_8cl.xhtml#a44206a4e5783c7aabacec88aad878c88">ADD_OP</a></div><div class="ttdeci">#define ADD_OP(x, y, type, size)</div><div class="ttdef"><b>Definition:</b> <a href="softmax__layer__quantized_8cl_source.xhtml#l00028">softmax_layer_quantized.cl:28</a></div></div>
127 <div class="ttc" id="helpers_8h_xhtml_a009469e4d9b8fce3b6d5e97d2077827d"><div class="ttname"><a href="helpers_8h.xhtml#a009469e4d9b8fce3b6d5e97d2077827d">offset</a></div><div class="ttdeci">__global uchar * offset(const Image *img, int x, int y)</div><div class="ttdoc">Get the pointer position of a Image. </div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00301">helpers.h:301</a></div></div>
128 <div class="ttc" id="softmax__layer__quantized_8cl_xhtml_a79bd9092e1a23c550d4dc1aeb9b746ad"><div class="ttname"><a href="softmax__layer__quantized_8cl.xhtml#a79bd9092e1a23c550d4dc1aeb9b746ad">softmax_layer_max_quantized</a></div><div class="ttdeci">__kernel void softmax_layer_max_quantized(__global uchar *src_ptr, uint src_stride_x, uint src_step_x, uint src_stride_y, uint src_step_y, uint src_stride_z, uint src_step_z, uint src_offset_first_element_in_bytes, __global uchar *dst_ptr, uint dst_stride_x, uint dst_step_x, uint dst_stride_y, uint dst_step_y, uint dst_stride_z, uint dst_step_z, uint dst_offset_first_element_in_bytes, uint width)</div><div class="ttdoc">Identifies the maximum value across the 1st dimension. </div><div class="ttdef"><b>Definition:</b> <a href="softmax__layer__quantized_8cl_source.xhtml#l00055">softmax_layer_quantized.cl:55</a></div></div>
129 <div class="ttc" id="asymm__helper_8h_xhtml_a4496e3d044dda78318d27aa7f9c0e810"><div class="ttname"><a href="asymm__helper_8h.xhtml#a4496e3d044dda78318d27aa7f9c0e810">asymm_rescale</a></div><div class="ttdeci">int16 asymm_rescale(int16 value, int src_integer_bits, int dst_integer_bits)</div><div class="ttdoc">Considering the integer value as fixed-point, change the number of integer bits and update value acco...</div><div class="ttdef"><b>Definition:</b> <a href="asymm__helper_8h_source.xhtml#l00269">asymm_helper.h:269</a></div></div>
130 <div class="ttc" id="fixed__point_8h_xhtml_a26a8ca855cd14b1867173d301baf6c4f"><div class="ttname"><a href="fixed__point_8h.xhtml#a26a8ca855cd14b1867173d301baf6c4f">qs16</a></div><div class="ttdeci">short qs16</div><div class="ttdef"><b>Definition:</b> <a href="fixed__point_8h_source.xhtml#l00037">fixed_point.h:37</a></div></div>
131 <div class="ttc" id="asymm__helper_8h_xhtml_ab98c50e16a18dd439b2b7ecdd1ecd81c"><div class="ttname"><a href="asymm__helper_8h.xhtml#ab98c50e16a18dd439b2b7ecdd1ecd81c">asymm_mult</a></div><div class="ttdeci">int16 asymm_mult(int16 a, int16 b)</div><div class="ttdoc">Fixed-point multiplication. </div><div class="ttdef"><b>Definition:</b> <a href="asymm__helper_8h_source.xhtml#l00167">asymm_helper.h:167</a></div></div>
132 <div class="ttc" id="helpers_8h_xhtml"><div class="ttname"><a href="helpers_8h.xhtml">helpers.h</a></div></div>
133 <div class="ttc" id="asymm__helper_8h_xhtml_a766e0a81889256cfa161f7c08951c0b8"><div class="ttname"><a href="asymm__helper_8h.xhtml#a766e0a81889256cfa161f7c08951c0b8">asymm_rounding_divide_by_pow2</a></div><div class="ttdeci">int16 asymm_rounding_divide_by_pow2(int16 x, int exponent)</div><div class="ttdoc">Correctly rounded to nearest division by a power of two. </div><div class="ttdef"><b>Definition:</b> <a href="asymm__helper_8h_source.xhtml#l00082">asymm_helper.h:82</a></div></div>
134 <div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_adbf67dcee294e673cf796f1ed8aeb6a4"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#adbf67dcee294e673cf796f1ed8aeb6a4">arm_compute::test::validation::dst</a></div><div class="ttdeci">CLTensor dst</div><div class="ttdef"><b>Definition:</b> <a href="_c_l_2_convolution_8cpp_source.xhtml#l00123">Convolution.cpp:123</a></div></div>
135 <div class="ttc" id="struct_image_xhtml"><div class="ttname"><a href="struct_image.xhtml">Image</a></div><div class="ttdoc">Structure to hold Image information. </div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00140">helpers.h:140</a></div></div>
136 <div class="ttc" id="helpers_8h_xhtml_a6b83038822d1ae7ab619b684ed3b7fc0"><div class="ttname"><a href="helpers_8h.xhtml#a6b83038822d1ae7ab619b684ed3b7fc0">TENSOR3D_DECLARATION</a></div><div class="ttdeci">#define TENSOR3D_DECLARATION(name)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00074">helpers.h:74</a></div></div>
137 <div class="ttc" id="struct_image_xhtml_acf52c23cbd7424606c10a606524e3e32"><div class="ttname"><a href="struct_image.xhtml#acf52c23cbd7424606c10a606524e3e32">Image::ptr</a></div><div class="ttdeci">__global uchar * ptr</div><div class="ttdoc">Pointer to the starting postion of the buffer. </div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00142">helpers.h:142</a></div></div>
138 <div class="ttc" id="helpers_8h_xhtml_a541f8db866a0fa93ee67d58ea31a7d0c"><div class="ttname"><a href="helpers_8h.xhtml#a541f8db866a0fa93ee67d58ea31a7d0c">CONVERT_TENSOR3D_TO_IMAGE_STRUCT</a></div><div class="ttdeci">#define CONVERT_TENSOR3D_TO_IMAGE_STRUCT(name)</div><div class="ttdef"><b>Definition:</b> <a href="helpers_8h_source.xhtml#l00114">helpers.h:114</a></div></div>
139 <div class="ttc" id="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail_xhtml_aa43c67a536c661ec28398d06bc8ba5af"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail.xhtml#aa43c67a536c661ec28398d06bc8ba5af">arm_compute::test::fixed_point_arithmetic::detail::clz</a></div><div class="ttdeci">constexpr int clz(T value)</div><div class="ttdoc">Count the number of leading zero bits in the given value. </div><div class="ttdef"><b>Definition:</b> <a href="tests_2validation_2_fixed_point_8h_source.xhtml#l00276">FixedPoint.h:276</a></div></div>
140 <div class="ttc" id="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail_xhtml_ad91bb73431b4de1f4946ed949d444849"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1fixed__point__arithmetic_1_1detail.xhtml#ad91bb73431b4de1f4946ed949d444849">arm_compute::test::fixed_point_arithmetic::detail::max</a></div><div class="ttdeci">fixed_point< T > max(fixed_point< T > x, fixed_point< T > y)</div><div class="ttdef"><b>Definition:</b> <a href="tests_2validation_2_fixed_point_8h_source.xhtml#l00889">FixedPoint.h:889</a></div></div>
141 <div class="ttc" id="asymm__helper_8h_xhtml"><div class="ttname"><a href="asymm__helper_8h.xhtml">asymm_helper.h</a></div></div>
142 <div class="ttc" id="namespacearm__compute_1_1test_1_1validation_xhtml_a6743f0a130e8311e6f5b1a23df102472"><div class="ttname"><a href="namespacearm__compute_1_1test_1_1validation.xhtml#a6743f0a130e8311e6f5b1a23df102472">arm_compute::test::validation::src</a></div><div class="ttdeci">convolution configure & src</div><div class="ttdef"><b>Definition:</b> <a href="_c_l_2_convolution_8cpp_source.xhtml#l00133">Convolution.cpp:133</a></div></div>
143 <div class="ttc" id="softmax__layer__quantized_8cl_xhtml_a0712735973f172ac9efc7d48a31e47ad"><div class="ttname"><a href="softmax__layer__quantized_8cl.xhtml#a0712735973f172ac9efc7d48a31e47ad">idx16</a></div><div class="ttdeci">__constant uint16 idx16</div><div class="ttdef"><b>Definition:</b> <a href="softmax__layer__quantized_8cl_source.xhtml#l00031">softmax_layer_quantized.cl:31</a></div></div>
144 </div><!-- fragment --></div><!-- contents -->
145 </div><!-- doc-content -->
146 <!-- start footer part -->
147 <div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
149 <li class="navelem"><a class="el" href="dir_68267d1309a1af8e8297ef4c3efbcdba.xhtml">src</a></li><li class="navelem"><a class="el" href="dir_aebb8dcc11953d78e620bbef0b9e2183.xhtml">core</a></li><li class="navelem"><a class="el" href="dir_8c278f79c760e5c5fbd911f9870614c1.xhtml">CL</a></li><li class="navelem"><a class="el" href="dir_25885286e9dad4fa105b7b25a8031bbf.xhtml">cl_kernels</a></li><li class="navelem"><a class="el" href="softmax__layer__quantized_8cl.xhtml">softmax_layer_quantized.cl</a></li>
150 <li class="footer">Generated on Wed Jan 24 2018 14:30:40 for Compute Library by
151 <a href="http://www.doxygen.org/index.html">
152 <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.11 </li>