aboutsummaryrefslogtreecommitdiff
path: root/20.02/_inference_test_8inl_source.xhtml
diff options
context:
space:
mode:
Diffstat (limited to '20.02/_inference_test_8inl_source.xhtml')
-rw-r--r--20.02/_inference_test_8inl_source.xhtml161
1 files changed, 161 insertions, 0 deletions
diff --git a/20.02/_inference_test_8inl_source.xhtml b/20.02/_inference_test_8inl_source.xhtml
new file mode 100644
index 0000000000..50cdf09c47
--- /dev/null
+++ b/20.02/_inference_test_8inl_source.xhtml
@@ -0,0 +1,161 @@
+<!-- Copyright (c) 2020 ARM Limited. -->
+<!-- -->
+<!-- SPDX-License-Identifier: MIT -->
+<!-- -->
+<!-- HTML header for doxygen 1.8.13-->
+<!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="robots" content="NOINDEX, NOFOLLOW" />
+<meta name="viewport" content="width=device-width, initial-scale=1"/>
+<title>ArmNN: tests/InferenceTest.inl Source File</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">
+ $(document).ready(initResizable);
+</script>
+<link href="search/search.css" rel="stylesheet" type="text/css"/>
+<script type="text/javascript" src="search/searchdata.js"></script>
+<script type="text/javascript" src="search/search.js"></script>
+<script type="text/x-mathjax-config">
+ MathJax.Hub.Config({
+ extensions: ["tex2jax.js"],
+ jax: ["input/TeX","output/HTML-CSS"],
+});
+</script><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js"></script>
+<link href="doxygen.css" rel="stylesheet" type="text/css" />
+<link href="stylesheet.css" rel="stylesheet" type="text/css"/>
+</head>
+<body>
+<div id="top"><!-- do not remove this div, it is closed by doxygen! -->
+<div id="titlearea">
+<table cellspacing="0" cellpadding="0">
+ <tbody>
+ <tr style="height: 56px;">
+ <img alt="ArmNN" src="Arm_NN_horizontal_blue.png" style="max-width: 10rem; margin-top: .5rem; margin-left 10px"/>
+ <td style="padding-left: 0.5em;">
+ <div id="projectname">
+ &#160;<span id="projectnumber">20.02</span>
+ </div>
+ </td>
+ </tr>
+ </tbody>
+</table>
+</div>
+<!-- end header part -->
+<!-- Generated by Doxygen 1.8.13 -->
+<script type="text/javascript">
+var searchBox = new SearchBox("searchBox", "search",false,'Search');
+</script>
+<script type="text/javascript" src="menudata.js"></script>
+<script type="text/javascript" src="menu.js"></script>
+<script type="text/javascript">
+$(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('_inference_test_8inl_source.xhtml','');});
+</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">InferenceTest.inl</div> </div>
+</div><!--header-->
+<div class="contents">
+<a href="_inference_test_8inl.xhtml">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno"> 1</span>&#160;<span class="comment">//</span></div><div class="line"><a name="l00002"></a><span class="lineno"> 2</span>&#160;<span class="comment">// Copyright © 2017 Arm Ltd. All rights reserved.</span></div><div class="line"><a name="l00003"></a><span class="lineno"> 3</span>&#160;<span class="comment">// SPDX-License-Identifier: MIT</span></div><div class="line"><a name="l00004"></a><span class="lineno"> 4</span>&#160;<span class="comment">//</span></div><div class="line"><a name="l00005"></a><span class="lineno"> 5</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_inference_test_8hpp.xhtml">InferenceTest.hpp</a>&quot;</span></div><div class="line"><a name="l00006"></a><span class="lineno"> 6</span>&#160;</div><div class="line"><a name="l00007"></a><span class="lineno"> 7</span>&#160;<span class="preprocessor">#include &lt;boost/algorithm/string.hpp&gt;</span></div><div class="line"><a name="l00008"></a><span class="lineno"> 8</span>&#160;<span class="preprocessor">#include &lt;boost/numeric/conversion/cast.hpp&gt;</span></div><div class="line"><a name="l00009"></a><span class="lineno"> 9</span>&#160;<span class="preprocessor">#include &lt;boost/filesystem/path.hpp&gt;</span></div><div class="line"><a name="l00010"></a><span class="lineno"> 10</span>&#160;<span class="preprocessor">#include &lt;boost/assert.hpp&gt;</span></div><div class="line"><a name="l00011"></a><span class="lineno"> 11</span>&#160;<span class="preprocessor">#include &lt;boost/format.hpp&gt;</span></div><div class="line"><a name="l00012"></a><span class="lineno"> 12</span>&#160;<span class="preprocessor">#include &lt;boost/program_options.hpp&gt;</span></div><div class="line"><a name="l00013"></a><span class="lineno"> 13</span>&#160;<span class="preprocessor">#include &lt;boost/filesystem/operations.hpp&gt;</span></div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span>&#160;</div><div class="line"><a name="l00015"></a><span class="lineno"> 15</span>&#160;<span class="preprocessor">#include &lt;fstream&gt;</span></div><div class="line"><a name="l00016"></a><span class="lineno"> 16</span>&#160;<span class="preprocessor">#include &lt;iostream&gt;</span></div><div class="line"><a name="l00017"></a><span class="lineno"> 17</span>&#160;<span class="preprocessor">#include &lt;iomanip&gt;</span></div><div class="line"><a name="l00018"></a><span class="lineno"> 18</span>&#160;<span class="preprocessor">#include &lt;array&gt;</span></div><div class="line"><a name="l00019"></a><span class="lineno"> 19</span>&#160;<span class="preprocessor">#include &lt;chrono&gt;</span></div><div class="line"><a name="l00020"></a><span class="lineno"> 20</span>&#160;</div><div class="line"><a name="l00021"></a><span class="lineno"> 21</span>&#160;<span class="keyword">using namespace </span><a class="code" href="namespacestd.xhtml">std</a>;</div><div class="line"><a name="l00022"></a><span class="lineno"> 22</span>&#160;<span class="keyword">using namespace </span><a class="code" href="namespacestd_1_1chrono.xhtml">std::chrono</a>;</div><div class="line"><a name="l00023"></a><span class="lineno"> 23</span>&#160;<span class="keyword">using namespace </span><a class="code" href="namespacearmnn_1_1test.xhtml">armnn::test</a>;</div><div class="line"><a name="l00024"></a><span class="lineno"> 24</span>&#160;</div><div class="line"><a name="l00025"></a><span class="lineno"> 25</span>&#160;<span class="keyword">namespace </span><a class="code" href="namespacearmnn.xhtml">armnn</a></div><div class="line"><a name="l00026"></a><span class="lineno"> 26</span>&#160;{</div><div class="line"><a name="l00027"></a><span class="lineno"> 27</span>&#160;<span class="keyword">namespace </span>test</div><div class="line"><a name="l00028"></a><span class="lineno"> 28</span>&#160;{</div><div class="line"><a name="l00029"></a><span class="lineno"> 29</span>&#160;</div><div class="line"><a name="l00030"></a><span class="lineno"><a class="line" href="namespacearmnn_1_1test.xhtml#a9eb69ebdaf4ceb8014e7c8a540266100"> 30</a></span>&#160;<span class="keyword">using</span> <a class="code" href="namespacearmnn_1_1test.xhtml#a9eb69ebdaf4ceb8014e7c8a540266100">TContainer</a> = boost::variant&lt;std::vector&lt;float&gt;, std::vector&lt;int&gt;, std::vector&lt;unsigned char&gt;&gt;;</div><div class="line"><a name="l00031"></a><span class="lineno"> 31</span>&#160;</div><div class="line"><a name="l00032"></a><span class="lineno"> 32</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> TTestCaseDatabase, <span class="keyword">typename</span> TModel&gt;</div><div class="line"><a name="l00033"></a><span class="lineno"><a class="line" href="classarmnn_1_1test_1_1_classifier_test_case.xhtml#af79ae2b63d751cf7eb937ba7cd190217"> 33</a></span>&#160;<a class="code" href="classarmnn_1_1test_1_1_classifier_test_case.xhtml">ClassifierTestCase&lt;TTestCaseDatabase, TModel&gt;::ClassifierTestCase</a>(</div><div class="line"><a name="l00034"></a><span class="lineno"> 34</span>&#160; <span class="keywordtype">int</span>&amp; numInferencesRef,</div><div class="line"><a name="l00035"></a><span class="lineno"> 35</span>&#160; <span class="keywordtype">int</span>&amp; numCorrectInferencesRef,</div><div class="line"><a name="l00036"></a><span class="lineno"> 36</span>&#160; <span class="keyword">const</span> std::vector&lt;unsigned int&gt;&amp; validationPredictions,</div><div class="line"><a name="l00037"></a><span class="lineno"> 37</span>&#160; std::vector&lt;unsigned int&gt;* validationPredictionsOut,</div><div class="line"><a name="l00038"></a><span class="lineno"> 38</span>&#160; TModel&amp; model,</div><div class="line"><a name="l00039"></a><span class="lineno"> 39</span>&#160; <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> testCaseId,</div><div class="line"><a name="l00040"></a><span class="lineno"> 40</span>&#160; <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> label,</div><div class="line"><a name="l00041"></a><span class="lineno"> 41</span>&#160; std::vector&lt;typename TModel::DataType&gt; modelInput)</div><div class="line"><a name="l00042"></a><span class="lineno"> 42</span>&#160; : <a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.xhtml">InferenceModelTestCase</a>&lt;TModel&gt;(</div><div class="line"><a name="l00043"></a><span class="lineno"> 43</span>&#160; model, testCaseId, <a class="code" href="namespacestd.xhtml">std</a>::vector&lt;<a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.xhtml#a9eb69ebdaf4ceb8014e7c8a540266100">TContainer</a>&gt;{ modelInput }, { model.GetOutputSize() })</div><div class="line"><a name="l00044"></a><span class="lineno"> 44</span>&#160; , m_Label(label)</div><div class="line"><a name="l00045"></a><span class="lineno"> 45</span>&#160; , m_QuantizationParams(model.GetQuantizationParams())</div><div class="line"><a name="l00046"></a><span class="lineno"> 46</span>&#160; , m_NumInferencesRef(numInferencesRef)</div><div class="line"><a name="l00047"></a><span class="lineno"> 47</span>&#160; , m_NumCorrectInferencesRef(numCorrectInferencesRef)</div><div class="line"><a name="l00048"></a><span class="lineno"> 48</span>&#160; , m_ValidationPredictions(validationPredictions)</div><div class="line"><a name="l00049"></a><span class="lineno"> 49</span>&#160; , m_ValidationPredictionsOut(validationPredictionsOut)</div><div class="line"><a name="l00050"></a><span class="lineno"> 50</span>&#160;{</div><div class="line"><a name="l00051"></a><span class="lineno"> 51</span>&#160;}</div><div class="line"><a name="l00052"></a><span class="lineno"> 52</span>&#160;</div><div class="line"><a name="l00053"></a><span class="lineno"> 53</span>&#160;<span class="keyword">struct </span>ClassifierResultProcessor : <span class="keyword">public</span> boost::static_visitor&lt;&gt;</div><div class="line"><a name="l00054"></a><span class="lineno"> 54</span>&#160;{</div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span>&#160; <span class="keyword">using</span> ResultMap = std::map&lt;float,int&gt;;</div><div class="line"><a name="l00056"></a><span class="lineno"> 56</span>&#160;</div><div class="line"><a name="l00057"></a><span class="lineno"> 57</span>&#160; ClassifierResultProcessor(<span class="keywordtype">float</span> scale, <span class="keywordtype">int</span> offset)</div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span>&#160; : m_Scale(scale)</div><div class="line"><a name="l00059"></a><span class="lineno"> 59</span>&#160; , m_Offset(offset)</div><div class="line"><a name="l00060"></a><span class="lineno"> 60</span>&#160; {}</div><div class="line"><a name="l00061"></a><span class="lineno"> 61</span>&#160;</div><div class="line"><a name="l00062"></a><span class="lineno"> 62</span>&#160; <span class="keywordtype">void</span> operator()(<span class="keyword">const</span> std::vector&lt;float&gt;&amp; values)</div><div class="line"><a name="l00063"></a><span class="lineno"> 63</span>&#160; {</div><div class="line"><a name="l00064"></a><span class="lineno"> 64</span>&#160; SortPredictions(values, [](<span class="keywordtype">float</span> value)</div><div class="line"><a name="l00065"></a><span class="lineno"> 65</span>&#160; {</div><div class="line"><a name="l00066"></a><span class="lineno"> 66</span>&#160; <span class="keywordflow">return</span> value;</div><div class="line"><a name="l00067"></a><span class="lineno"> 67</span>&#160; });</div><div class="line"><a name="l00068"></a><span class="lineno"> 68</span>&#160; }</div><div class="line"><a name="l00069"></a><span class="lineno"> 69</span>&#160;</div><div class="line"><a name="l00070"></a><span class="lineno"> 70</span>&#160; <span class="keywordtype">void</span> operator()(<span class="keyword">const</span> std::vector&lt;uint8_t&gt;&amp; values)</div><div class="line"><a name="l00071"></a><span class="lineno"> 71</span>&#160; {</div><div class="line"><a name="l00072"></a><span class="lineno"> 72</span>&#160; <span class="keyword">auto</span>&amp; scale = m_Scale;</div><div class="line"><a name="l00073"></a><span class="lineno"> 73</span>&#160; <span class="keyword">auto</span>&amp; offset = m_Offset;</div><div class="line"><a name="l00074"></a><span class="lineno"> 74</span>&#160; SortPredictions(values, [&amp;scale, &amp;offset](uint8_t value)</div><div class="line"><a name="l00075"></a><span class="lineno"> 75</span>&#160; {</div><div class="line"><a name="l00076"></a><span class="lineno"> 76</span>&#160; <span class="keywordflow">return</span> <a class="code" href="namespacearmnn.xhtml#a56943a0946e5f15e5e58054b8e7a04a4a9bc35e069257a508e14ed82965a8661d">armnn::Dequantize</a>(value, scale, offset);</div><div class="line"><a name="l00077"></a><span class="lineno"> 77</span>&#160; });</div><div class="line"><a name="l00078"></a><span class="lineno"> 78</span>&#160; }</div><div class="line"><a name="l00079"></a><span class="lineno"> 79</span>&#160;</div><div class="line"><a name="l00080"></a><span class="lineno"> 80</span>&#160; <span class="keywordtype">void</span> operator()(<span class="keyword">const</span> std::vector&lt;int&gt;&amp; values)</div><div class="line"><a name="l00081"></a><span class="lineno"> 81</span>&#160; {</div><div class="line"><a name="l00082"></a><span class="lineno"> 82</span>&#160; <a class="code" href="namespacearmnn.xhtml#a44affeeb090c3c6a3062830562672e84">IgnoreUnused</a>(values);</div><div class="line"><a name="l00083"></a><span class="lineno"> 83</span>&#160; BOOST_ASSERT_MSG(<span class="keyword">false</span>, <span class="stringliteral">&quot;Non-float predictions output not supported.&quot;</span>);</div><div class="line"><a name="l00084"></a><span class="lineno"> 84</span>&#160; }</div><div class="line"><a name="l00085"></a><span class="lineno"> 85</span>&#160;</div><div class="line"><a name="l00086"></a><span class="lineno"> 86</span>&#160; ResultMap&amp; GetResultMap() { <span class="keywordflow">return</span> m_ResultMap; }</div><div class="line"><a name="l00087"></a><span class="lineno"> 87</span>&#160;</div><div class="line"><a name="l00088"></a><span class="lineno"> 88</span>&#160;<span class="keyword">private</span>:</div><div class="line"><a name="l00089"></a><span class="lineno"> 89</span>&#160; <span class="keyword">template</span>&lt;<span class="keyword">typename</span> Container, <span class="keyword">typename</span> Delegate&gt;</div><div class="line"><a name="l00090"></a><span class="lineno"> 90</span>&#160; <span class="keywordtype">void</span> SortPredictions(<span class="keyword">const</span> Container&amp; c, Delegate delegate)</div><div class="line"><a name="l00091"></a><span class="lineno"> 91</span>&#160; {</div><div class="line"><a name="l00092"></a><span class="lineno"> 92</span>&#160; <span class="keywordtype">int</span> index = 0;</div><div class="line"><a name="l00093"></a><span class="lineno"> 93</span>&#160; <span class="keywordflow">for</span> (<span class="keyword">const</span> <span class="keyword">auto</span>&amp; value : c)</div><div class="line"><a name="l00094"></a><span class="lineno"> 94</span>&#160; {</div><div class="line"><a name="l00095"></a><span class="lineno"> 95</span>&#160; <span class="keywordtype">int</span> classification = index++;</div><div class="line"><a name="l00096"></a><span class="lineno"> 96</span>&#160; <span class="comment">// Take the first class with each probability</span></div><div class="line"><a name="l00097"></a><span class="lineno"> 97</span>&#160; <span class="comment">// This avoids strange results when looping over batched results produced</span></div><div class="line"><a name="l00098"></a><span class="lineno"> 98</span>&#160; <span class="comment">// with identical test data.</span></div><div class="line"><a name="l00099"></a><span class="lineno"> 99</span>&#160; ResultMap::iterator lb = m_ResultMap.lower_bound(value);</div><div class="line"><a name="l00100"></a><span class="lineno"> 100</span>&#160;</div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span>&#160; <span class="keywordflow">if</span> (lb == m_ResultMap.end() || !m_ResultMap.key_comp()(value, lb-&gt;first))</div><div class="line"><a name="l00102"></a><span class="lineno"> 102</span>&#160; {</div><div class="line"><a name="l00103"></a><span class="lineno"> 103</span>&#160; <span class="comment">// If the key is not already in the map, insert it.</span></div><div class="line"><a name="l00104"></a><span class="lineno"> 104</span>&#160; m_ResultMap.insert(lb, ResultMap::value_type(delegate(value), classification));</div><div class="line"><a name="l00105"></a><span class="lineno"> 105</span>&#160; }</div><div class="line"><a name="l00106"></a><span class="lineno"> 106</span>&#160; }</div><div class="line"><a name="l00107"></a><span class="lineno"> 107</span>&#160; }</div><div class="line"><a name="l00108"></a><span class="lineno"> 108</span>&#160;</div><div class="line"><a name="l00109"></a><span class="lineno"> 109</span>&#160; ResultMap m_ResultMap;</div><div class="line"><a name="l00110"></a><span class="lineno"> 110</span>&#160;</div><div class="line"><a name="l00111"></a><span class="lineno"> 111</span>&#160; <span class="keywordtype">float</span> m_Scale=0.0f;</div><div class="line"><a name="l00112"></a><span class="lineno"> 112</span>&#160; <span class="keywordtype">int</span> m_Offset=0;</div><div class="line"><a name="l00113"></a><span class="lineno"> 113</span>&#160;};</div><div class="line"><a name="l00114"></a><span class="lineno"> 114</span>&#160;</div><div class="line"><a name="l00115"></a><span class="lineno"> 115</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> TTestCaseDatabase, <span class="keyword">typename</span> TModel&gt;</div><div class="line"><a name="l00116"></a><span class="lineno"><a class="line" href="classarmnn_1_1test_1_1_classifier_test_case.xhtml#a27343faac4033409ef6f5a60e025bf65"> 116</a></span>&#160;<a class="code" href="namespacearmnn_1_1test.xhtml#a05b3d6105613d2d14099667a6b8ca67b">TestCaseResult</a> <a class="code" href="classarmnn_1_1test_1_1_classifier_test_case.xhtml#a27343faac4033409ef6f5a60e025bf65">ClassifierTestCase&lt;TTestCaseDatabase, TModel&gt;::ProcessResult</a>(<span class="keyword">const</span> <a class="code" href="structarmnn_1_1test_1_1_inference_test_options.xhtml">InferenceTestOptions</a>&amp; params)</div><div class="line"><a name="l00117"></a><span class="lineno"> 117</span>&#160;{</div><div class="line"><a name="l00118"></a><span class="lineno"> 118</span>&#160; <span class="keyword">auto</span>&amp; output = this-&gt;<a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.xhtml#ae7a175231eff460f6d32272930049ca2">GetOutputs</a>()[0];</div><div class="line"><a name="l00119"></a><span class="lineno"> 119</span>&#160; <span class="keyword">const</span> <span class="keyword">auto</span> testCaseId = this-&gt;<a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.xhtml#a4ab19ef735b92c4d4f688f0659e5565e">GetTestCaseId</a>();</div><div class="line"><a name="l00120"></a><span class="lineno"> 120</span>&#160;</div><div class="line"><a name="l00121"></a><span class="lineno"> 121</span>&#160; ClassifierResultProcessor resultProcessor(m_QuantizationParams.first, m_QuantizationParams.second);</div><div class="line"><a name="l00122"></a><span class="lineno"> 122</span>&#160; boost::apply_visitor(resultProcessor, output);</div><div class="line"><a name="l00123"></a><span class="lineno"> 123</span>&#160;</div><div class="line"><a name="l00124"></a><span class="lineno"> 124</span>&#160; <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acaf9b6b99962bf5c2264824231d7a40c">info</a>) &lt;&lt; <span class="stringliteral">&quot;= Prediction values for test #&quot;</span> &lt;&lt; testCaseId;</div><div class="line"><a name="l00125"></a><span class="lineno"> 125</span>&#160; <span class="keyword">auto</span> it = resultProcessor.GetResultMap().rbegin();</div><div class="line"><a name="l00126"></a><span class="lineno"> 126</span>&#160; <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i=0; i&lt;5 &amp;&amp; it != resultProcessor.GetResultMap().rend(); ++i)</div><div class="line"><a name="l00127"></a><span class="lineno"> 127</span>&#160; {</div><div class="line"><a name="l00128"></a><span class="lineno"> 128</span>&#160; <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acaf9b6b99962bf5c2264824231d7a40c">info</a>) &lt;&lt; <span class="stringliteral">&quot;Top(&quot;</span> &lt;&lt; (i+1) &lt;&lt; <span class="stringliteral">&quot;) prediction is &quot;</span> &lt;&lt; it-&gt;second &lt;&lt;</div><div class="line"><a name="l00129"></a><span class="lineno"> 129</span>&#160; <span class="stringliteral">&quot; with value: &quot;</span> &lt;&lt; (it-&gt;first);</div><div class="line"><a name="l00130"></a><span class="lineno"> 130</span>&#160; ++it;</div><div class="line"><a name="l00131"></a><span class="lineno"> 131</span>&#160; }</div><div class="line"><a name="l00132"></a><span class="lineno"> 132</span>&#160;</div><div class="line"><a name="l00133"></a><span class="lineno"> 133</span>&#160; <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> prediction = 0;</div><div class="line"><a name="l00134"></a><span class="lineno"> 134</span>&#160; boost::apply_visitor([&amp;](<span class="keyword">auto</span>&amp;&amp; value)</div><div class="line"><a name="l00135"></a><span class="lineno"> 135</span>&#160; {</div><div class="line"><a name="l00136"></a><span class="lineno"> 136</span>&#160; prediction = <a class="code" href="namespacearmnn.xhtml#a37fa39012e90d568df7f774cd6d1e956">boost::numeric_cast</a>&lt;<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span>&gt;(</div><div class="line"><a name="l00137"></a><span class="lineno"> 137</span>&#160; std::distance(value.begin(), std::max_element(value.begin(), value.end())));</div><div class="line"><a name="l00138"></a><span class="lineno"> 138</span>&#160; },</div><div class="line"><a name="l00139"></a><span class="lineno"> 139</span>&#160; output);</div><div class="line"><a name="l00140"></a><span class="lineno"> 140</span>&#160;</div><div class="line"><a name="l00141"></a><span class="lineno"> 141</span>&#160; <span class="comment">// If we&#39;re just running the defaultTestCaseIds, each one must be classified correctly.</span></div><div class="line"><a name="l00142"></a><span class="lineno"> 142</span>&#160; <span class="keywordflow">if</span> (params.<a class="code" href="structarmnn_1_1test_1_1_inference_test_options.xhtml#ac9c49972e7f8db643b3c72aa782278df">m_IterationCount</a> == 0 &amp;&amp; prediction != m_Label)</div><div class="line"><a name="l00143"></a><span class="lineno"> 143</span>&#160; {</div><div class="line"><a name="l00144"></a><span class="lineno"> 144</span>&#160; <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acb5e100e5a9a3e7f6d1fd97512215282">error</a>) &lt;&lt; <span class="stringliteral">&quot;Prediction for test case &quot;</span> &lt;&lt; testCaseId &lt;&lt; <span class="stringliteral">&quot; (&quot;</span> &lt;&lt; prediction &lt;&lt; <span class="stringliteral">&quot;)&quot;</span> &lt;&lt;</div><div class="line"><a name="l00145"></a><span class="lineno"> 145</span>&#160; <span class="stringliteral">&quot; is incorrect (should be &quot;</span> &lt;&lt; m_Label &lt;&lt; <span class="stringliteral">&quot;)&quot;</span>;</div><div class="line"><a name="l00146"></a><span class="lineno"> 146</span>&#160; <span class="keywordflow">return</span> <a class="code" href="namespacearmnn_1_1test.xhtml#a05b3d6105613d2d14099667a6b8ca67bad7c8c85bf79bbe1b7188497c32c3b0ca">TestCaseResult::Failed</a>;</div><div class="line"><a name="l00147"></a><span class="lineno"> 147</span>&#160; }</div><div class="line"><a name="l00148"></a><span class="lineno"> 148</span>&#160;</div><div class="line"><a name="l00149"></a><span class="lineno"> 149</span>&#160; <span class="comment">// If a validation file was provided as input, it checks that the prediction matches.</span></div><div class="line"><a name="l00150"></a><span class="lineno"> 150</span>&#160; <span class="keywordflow">if</span> (!m_ValidationPredictions.empty() &amp;&amp; prediction != m_ValidationPredictions[testCaseId])</div><div class="line"><a name="l00151"></a><span class="lineno"> 151</span>&#160; {</div><div class="line"><a name="l00152"></a><span class="lineno"> 152</span>&#160; <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acb5e100e5a9a3e7f6d1fd97512215282">error</a>) &lt;&lt; <span class="stringliteral">&quot;Prediction for test case &quot;</span> &lt;&lt; testCaseId &lt;&lt; <span class="stringliteral">&quot; (&quot;</span> &lt;&lt; prediction &lt;&lt; <span class="stringliteral">&quot;)&quot;</span> &lt;&lt;</div><div class="line"><a name="l00153"></a><span class="lineno"> 153</span>&#160; <span class="stringliteral">&quot; doesn&#39;t match the prediction in the validation file (&quot;</span> &lt;&lt; m_ValidationPredictions[testCaseId] &lt;&lt; <span class="stringliteral">&quot;)&quot;</span>;</div><div class="line"><a name="l00154"></a><span class="lineno"> 154</span>&#160; <span class="keywordflow">return</span> <a class="code" href="namespacearmnn_1_1test.xhtml#a05b3d6105613d2d14099667a6b8ca67bad7c8c85bf79bbe1b7188497c32c3b0ca">TestCaseResult::Failed</a>;</div><div class="line"><a name="l00155"></a><span class="lineno"> 155</span>&#160; }</div><div class="line"><a name="l00156"></a><span class="lineno"> 156</span>&#160;</div><div class="line"><a name="l00157"></a><span class="lineno"> 157</span>&#160; <span class="comment">// If a validation file was requested as output, it stores the predictions.</span></div><div class="line"><a name="l00158"></a><span class="lineno"> 158</span>&#160; <span class="keywordflow">if</span> (m_ValidationPredictionsOut)</div><div class="line"><a name="l00159"></a><span class="lineno"> 159</span>&#160; {</div><div class="line"><a name="l00160"></a><span class="lineno"> 160</span>&#160; m_ValidationPredictionsOut-&gt;push_back(prediction);</div><div class="line"><a name="l00161"></a><span class="lineno"> 161</span>&#160; }</div><div class="line"><a name="l00162"></a><span class="lineno"> 162</span>&#160;</div><div class="line"><a name="l00163"></a><span class="lineno"> 163</span>&#160; <span class="comment">// Updates accuracy stats.</span></div><div class="line"><a name="l00164"></a><span class="lineno"> 164</span>&#160; m_NumInferencesRef++;</div><div class="line"><a name="l00165"></a><span class="lineno"> 165</span>&#160; <span class="keywordflow">if</span> (prediction == m_Label)</div><div class="line"><a name="l00166"></a><span class="lineno"> 166</span>&#160; {</div><div class="line"><a name="l00167"></a><span class="lineno"> 167</span>&#160; m_NumCorrectInferencesRef++;</div><div class="line"><a name="l00168"></a><span class="lineno"> 168</span>&#160; }</div><div class="line"><a name="l00169"></a><span class="lineno"> 169</span>&#160;</div><div class="line"><a name="l00170"></a><span class="lineno"> 170</span>&#160; <span class="keywordflow">return</span> <a class="code" href="namespacearmnn_1_1test.xhtml#a05b3d6105613d2d14099667a6b8ca67baa60852f204ed8028c1c58808b746d115">TestCaseResult::Ok</a>;</div><div class="line"><a name="l00171"></a><span class="lineno"> 171</span>&#160;}</div><div class="line"><a name="l00172"></a><span class="lineno"> 172</span>&#160;</div><div class="line"><a name="l00173"></a><span class="lineno"> 173</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> TDatabase, <span class="keyword">typename</span> InferenceModel&gt;</div><div class="line"><a name="l00174"></a><span class="lineno"> 174</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> TConstructDatabaseCallable, <span class="keyword">typename</span> TConstructModelCallable&gt;</div><div class="line"><a name="l00175"></a><span class="lineno"><a class="line" href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml#a566acf29d57266042a6169d5a9635599"> 175</a></span>&#160;<a class="code" href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml#a566acf29d57266042a6169d5a9635599">ClassifierTestCaseProvider&lt;TDatabase, InferenceModel&gt;::ClassifierTestCaseProvider</a>(</div><div class="line"><a name="l00176"></a><span class="lineno"> 176</span>&#160; TConstructDatabaseCallable constructDatabase, TConstructModelCallable constructModel)</div><div class="line"><a name="l00177"></a><span class="lineno"> 177</span>&#160; : m_ConstructModel(constructModel)</div><div class="line"><a name="l00178"></a><span class="lineno"> 178</span>&#160; , m_ConstructDatabase(constructDatabase)</div><div class="line"><a name="l00179"></a><span class="lineno"> 179</span>&#160; , m_NumInferences(0)</div><div class="line"><a name="l00180"></a><span class="lineno"> 180</span>&#160; , m_NumCorrectInferences(0)</div><div class="line"><a name="l00181"></a><span class="lineno"> 181</span>&#160;{</div><div class="line"><a name="l00182"></a><span class="lineno"> 182</span>&#160;}</div><div class="line"><a name="l00183"></a><span class="lineno"> 183</span>&#160;</div><div class="line"><a name="l00184"></a><span class="lineno"> 184</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> TDatabase, <span class="keyword">typename</span> InferenceModel&gt;</div><div class="line"><a name="l00185"></a><span class="lineno"><a class="line" href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml#aa16e606c01629be4f9c261e5d09fa00a"> 185</a></span>&#160;<span class="keywordtype">void</span> <a class="code" href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml#aa16e606c01629be4f9c261e5d09fa00a">ClassifierTestCaseProvider&lt;TDatabase, InferenceModel&gt;::AddCommandLineOptions</a>(</div><div class="line"><a name="l00186"></a><span class="lineno"> 186</span>&#160; boost::program_options::options_description&amp; <a class="code" href="_file_only_profiling_decorator_tests_8cpp.xhtml#a6560146509197f3e197d8d36f76c1347">options</a>)</div><div class="line"><a name="l00187"></a><span class="lineno"> 187</span>&#160;{</div><div class="line"><a name="l00188"></a><span class="lineno"> 188</span>&#160; <span class="keyword">namespace </span>po = boost::program_options;</div><div class="line"><a name="l00189"></a><span class="lineno"> 189</span>&#160;</div><div class="line"><a name="l00190"></a><span class="lineno"> 190</span>&#160; options.add_options()</div><div class="line"><a name="l00191"></a><span class="lineno"> 191</span>&#160; (<span class="stringliteral">&quot;validation-file-in&quot;</span>, po::value&lt;std::string&gt;(&amp;m_ValidationFileIn)-&gt;default_value(<span class="stringliteral">&quot;&quot;</span>),</div><div class="line"><a name="l00192"></a><span class="lineno"> 192</span>&#160; <span class="stringliteral">&quot;Reads expected predictions from the given file and confirms they match the actual predictions.&quot;</span>)</div><div class="line"><a name="l00193"></a><span class="lineno"> 193</span>&#160; (<span class="stringliteral">&quot;validation-file-out&quot;</span>, po::value&lt;std::string&gt;(&amp;m_ValidationFileOut)-&gt;default_value(<span class="stringliteral">&quot;&quot;</span>),</div><div class="line"><a name="l00194"></a><span class="lineno"> 194</span>&#160; <span class="stringliteral">&quot;Predictions are saved to the given file for later use via --validation-file-in.&quot;</span>)</div><div class="line"><a name="l00195"></a><span class="lineno"> 195</span>&#160; (<span class="stringliteral">&quot;data-dir,d&quot;</span>, po::value&lt;std::string&gt;(&amp;m_DataDir)-&gt;required(),</div><div class="line"><a name="l00196"></a><span class="lineno"> 196</span>&#160; <span class="stringliteral">&quot;Path to directory containing test data&quot;</span>);</div><div class="line"><a name="l00197"></a><span class="lineno"> 197</span>&#160;</div><div class="line"><a name="l00198"></a><span class="lineno"> 198</span>&#160; <a class="code" href="class_inference_model.xhtml#afdd8d34e58b7a2dbf29e30d228c475a3">InferenceModel::AddCommandLineOptions</a>(options, m_ModelCommandLineOptions);</div><div class="line"><a name="l00199"></a><span class="lineno"> 199</span>&#160;}</div><div class="line"><a name="l00200"></a><span class="lineno"> 200</span>&#160;</div><div class="line"><a name="l00201"></a><span class="lineno"> 201</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> TDatabase, <span class="keyword">typename</span> InferenceModel&gt;</div><div class="line"><a name="l00202"></a><span class="lineno"><a class="line" href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml#ad0077cdc7e406ec5e942e2a148edc077"> 202</a></span>&#160;<span class="keywordtype">bool</span> <a class="code" href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml#ad0077cdc7e406ec5e942e2a148edc077">ClassifierTestCaseProvider&lt;TDatabase, InferenceModel&gt;::ProcessCommandLineOptions</a>(</div><div class="line"><a name="l00203"></a><span class="lineno"> 203</span>&#160; <span class="keyword">const</span> <a class="code" href="structarmnn_1_1test_1_1_inference_test_options.xhtml">InferenceTestOptions</a>&amp; commonOptions)</div><div class="line"><a name="l00204"></a><span class="lineno"> 204</span>&#160;{</div><div class="line"><a name="l00205"></a><span class="lineno"> 205</span>&#160; <span class="keywordflow">if</span> (!<a class="code" href="namespacearmnn_1_1test.xhtml#a8a678fb3a8864e31aeb77f857ae6fc43">ValidateDirectory</a>(m_DataDir))</div><div class="line"><a name="l00206"></a><span class="lineno"> 206</span>&#160; {</div><div class="line"><a name="l00207"></a><span class="lineno"> 207</span>&#160; <span class="keywordflow">return</span> <span class="keyword">false</span>;</div><div class="line"><a name="l00208"></a><span class="lineno"> 208</span>&#160; }</div><div class="line"><a name="l00209"></a><span class="lineno"> 209</span>&#160;</div><div class="line"><a name="l00210"></a><span class="lineno"> 210</span>&#160; ReadPredictions();</div><div class="line"><a name="l00211"></a><span class="lineno"> 211</span>&#160;</div><div class="line"><a name="l00212"></a><span class="lineno"> 212</span>&#160; m_Model = m_ConstructModel(commonOptions, m_ModelCommandLineOptions);</div><div class="line"><a name="l00213"></a><span class="lineno"> 213</span>&#160; <span class="keywordflow">if</span> (!m_Model)</div><div class="line"><a name="l00214"></a><span class="lineno"> 214</span>&#160; {</div><div class="line"><a name="l00215"></a><span class="lineno"> 215</span>&#160; <span class="keywordflow">return</span> <span class="keyword">false</span>;</div><div class="line"><a name="l00216"></a><span class="lineno"> 216</span>&#160; }</div><div class="line"><a name="l00217"></a><span class="lineno"> 217</span>&#160;</div><div class="line"><a name="l00218"></a><span class="lineno"> 218</span>&#160; m_Database = std::make_unique&lt;TDatabase&gt;(m_ConstructDatabase(m_DataDir.c_str(), *m_Model));</div><div class="line"><a name="l00219"></a><span class="lineno"> 219</span>&#160; <span class="keywordflow">if</span> (!m_Database)</div><div class="line"><a name="l00220"></a><span class="lineno"> 220</span>&#160; {</div><div class="line"><a name="l00221"></a><span class="lineno"> 221</span>&#160; <span class="keywordflow">return</span> <span class="keyword">false</span>;</div><div class="line"><a name="l00222"></a><span class="lineno"> 222</span>&#160; }</div><div class="line"><a name="l00223"></a><span class="lineno"> 223</span>&#160;</div><div class="line"><a name="l00224"></a><span class="lineno"> 224</span>&#160; <span class="keywordflow">return</span> <span class="keyword">true</span>;</div><div class="line"><a name="l00225"></a><span class="lineno"> 225</span>&#160;}</div><div class="line"><a name="l00226"></a><span class="lineno"> 226</span>&#160;</div><div class="line"><a name="l00227"></a><span class="lineno"> 227</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> TDatabase, <span class="keyword">typename</span> InferenceModel&gt;</div><div class="line"><a name="l00228"></a><span class="lineno"> 228</span>&#160;std::unique_ptr&lt;IInferenceTestCase&gt;</div><div class="line"><a name="l00229"></a><span class="lineno"><a class="line" href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml#ab5ab4ef07d28ff282c5e3109deed810e"> 229</a></span>&#160;<a class="code" href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml#ab5ab4ef07d28ff282c5e3109deed810e">ClassifierTestCaseProvider&lt;TDatabase, InferenceModel&gt;::GetTestCase</a>(<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> testCaseId)</div><div class="line"><a name="l00230"></a><span class="lineno"> 230</span>&#160;{</div><div class="line"><a name="l00231"></a><span class="lineno"> 231</span>&#160; std::unique_ptr&lt;typename TDatabase::TTestCaseData&gt; testCaseData = m_Database-&gt;GetTestCaseData(testCaseId);</div><div class="line"><a name="l00232"></a><span class="lineno"> 232</span>&#160; <span class="keywordflow">if</span> (testCaseData == <span class="keyword">nullptr</span>)</div><div class="line"><a name="l00233"></a><span class="lineno"> 233</span>&#160; {</div><div class="line"><a name="l00234"></a><span class="lineno"> 234</span>&#160; <span class="keywordflow">return</span> <span class="keyword">nullptr</span>;</div><div class="line"><a name="l00235"></a><span class="lineno"> 235</span>&#160; }</div><div class="line"><a name="l00236"></a><span class="lineno"> 236</span>&#160;</div><div class="line"><a name="l00237"></a><span class="lineno"> 237</span>&#160; <span class="keywordflow">return</span> std::make_unique&lt;ClassifierTestCase&lt;TDatabase, InferenceModel&gt;&gt;(</div><div class="line"><a name="l00238"></a><span class="lineno"> 238</span>&#160; m_NumInferences,</div><div class="line"><a name="l00239"></a><span class="lineno"> 239</span>&#160; m_NumCorrectInferences,</div><div class="line"><a name="l00240"></a><span class="lineno"> 240</span>&#160; m_ValidationPredictions,</div><div class="line"><a name="l00241"></a><span class="lineno"> 241</span>&#160; m_ValidationFileOut.empty() ? nullptr : &amp;m_ValidationPredictionsOut,</div><div class="line"><a name="l00242"></a><span class="lineno"> 242</span>&#160; *m_Model,</div><div class="line"><a name="l00243"></a><span class="lineno"> 243</span>&#160; testCaseId,</div><div class="line"><a name="l00244"></a><span class="lineno"> 244</span>&#160; testCaseData-&gt;m_Label,</div><div class="line"><a name="l00245"></a><span class="lineno"> 245</span>&#160; std::move(testCaseData-&gt;m_InputImage));</div><div class="line"><a name="l00246"></a><span class="lineno"> 246</span>&#160;}</div><div class="line"><a name="l00247"></a><span class="lineno"> 247</span>&#160;</div><div class="line"><a name="l00248"></a><span class="lineno"> 248</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> TDatabase, <span class="keyword">typename</span> InferenceModel&gt;</div><div class="line"><a name="l00249"></a><span class="lineno"><a class="line" href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml#a57a7735851dc40abdb1328e6f97f7b0f"> 249</a></span>&#160;<span class="keywordtype">bool</span> <a class="code" href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml#a57a7735851dc40abdb1328e6f97f7b0f">ClassifierTestCaseProvider&lt;TDatabase, InferenceModel&gt;::OnInferenceTestFinished</a>()</div><div class="line"><a name="l00250"></a><span class="lineno"> 250</span>&#160;{</div><div class="line"><a name="l00251"></a><span class="lineno"> 251</span>&#160; <span class="keyword">const</span> <span class="keywordtype">double</span> accuracy = <a class="code" href="namespacearmnn.xhtml#a37fa39012e90d568df7f774cd6d1e956">boost::numeric_cast</a>&lt;<span class="keywordtype">double</span>&gt;(m_NumCorrectInferences) /</div><div class="line"><a name="l00252"></a><span class="lineno"> 252</span>&#160; boost::numeric_cast&lt;double&gt;(m_NumInferences);</div><div class="line"><a name="l00253"></a><span class="lineno"> 253</span>&#160; <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acaf9b6b99962bf5c2264824231d7a40c">info</a>) &lt;&lt; std::fixed &lt;&lt; std::setprecision(3) &lt;&lt; <span class="stringliteral">&quot;Overall accuracy: &quot;</span> &lt;&lt; accuracy;</div><div class="line"><a name="l00254"></a><span class="lineno"> 254</span>&#160;</div><div class="line"><a name="l00255"></a><span class="lineno"> 255</span>&#160; <span class="comment">// If a validation file was requested as output, the predictions are saved to it.</span></div><div class="line"><a name="l00256"></a><span class="lineno"> 256</span>&#160; <span class="keywordflow">if</span> (!m_ValidationFileOut.empty())</div><div class="line"><a name="l00257"></a><span class="lineno"> 257</span>&#160; {</div><div class="line"><a name="l00258"></a><span class="lineno"> 258</span>&#160; std::ofstream validationFileOut(m_ValidationFileOut.c_str(), std::ios_base::trunc | std::ios_base::out);</div><div class="line"><a name="l00259"></a><span class="lineno"> 259</span>&#160; <span class="keywordflow">if</span> (validationFileOut.good())</div><div class="line"><a name="l00260"></a><span class="lineno"> 260</span>&#160; {</div><div class="line"><a name="l00261"></a><span class="lineno"> 261</span>&#160; <span class="keywordflow">for</span> (<span class="keyword">const</span> <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> prediction : m_ValidationPredictionsOut)</div><div class="line"><a name="l00262"></a><span class="lineno"> 262</span>&#160; {</div><div class="line"><a name="l00263"></a><span class="lineno"> 263</span>&#160; validationFileOut &lt;&lt; prediction &lt;&lt; std::endl;</div><div class="line"><a name="l00264"></a><span class="lineno"> 264</span>&#160; }</div><div class="line"><a name="l00265"></a><span class="lineno"> 265</span>&#160; }</div><div class="line"><a name="l00266"></a><span class="lineno"> 266</span>&#160; <span class="keywordflow">else</span></div><div class="line"><a name="l00267"></a><span class="lineno"> 267</span>&#160; {</div><div class="line"><a name="l00268"></a><span class="lineno"> 268</span>&#160; <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acb5e100e5a9a3e7f6d1fd97512215282">error</a>) &lt;&lt; <span class="stringliteral">&quot;Failed to open output validation file: &quot;</span> &lt;&lt; m_ValidationFileOut;</div><div class="line"><a name="l00269"></a><span class="lineno"> 269</span>&#160; <span class="keywordflow">return</span> <span class="keyword">false</span>;</div><div class="line"><a name="l00270"></a><span class="lineno"> 270</span>&#160; }</div><div class="line"><a name="l00271"></a><span class="lineno"> 271</span>&#160; }</div><div class="line"><a name="l00272"></a><span class="lineno"> 272</span>&#160;</div><div class="line"><a name="l00273"></a><span class="lineno"> 273</span>&#160; <span class="keywordflow">return</span> <span class="keyword">true</span>;</div><div class="line"><a name="l00274"></a><span class="lineno"> 274</span>&#160;}</div><div class="line"><a name="l00275"></a><span class="lineno"> 275</span>&#160;</div><div class="line"><a name="l00276"></a><span class="lineno"> 276</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> TDatabase, <span class="keyword">typename</span> InferenceModel&gt;</div><div class="line"><a name="l00277"></a><span class="lineno"> 277</span>&#160;<span class="keywordtype">void</span> <a class="code" href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml">ClassifierTestCaseProvider&lt;TDatabase, InferenceModel&gt;::ReadPredictions</a>()</div><div class="line"><a name="l00278"></a><span class="lineno"> 278</span>&#160;{</div><div class="line"><a name="l00279"></a><span class="lineno"> 279</span>&#160; <span class="comment">// Reads the expected predictions from the input validation file (if provided).</span></div><div class="line"><a name="l00280"></a><span class="lineno"> 280</span>&#160; <span class="keywordflow">if</span> (!m_ValidationFileIn.empty())</div><div class="line"><a name="l00281"></a><span class="lineno"> 281</span>&#160; {</div><div class="line"><a name="l00282"></a><span class="lineno"> 282</span>&#160; std::ifstream validationFileIn(m_ValidationFileIn.c_str(), std::ios_base::in);</div><div class="line"><a name="l00283"></a><span class="lineno"> 283</span>&#160; <span class="keywordflow">if</span> (validationFileIn.good())</div><div class="line"><a name="l00284"></a><span class="lineno"> 284</span>&#160; {</div><div class="line"><a name="l00285"></a><span class="lineno"> 285</span>&#160; <span class="keywordflow">while</span> (!validationFileIn.eof())</div><div class="line"><a name="l00286"></a><span class="lineno"> 286</span>&#160; {</div><div class="line"><a name="l00287"></a><span class="lineno"> 287</span>&#160; <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> i;</div><div class="line"><a name="l00288"></a><span class="lineno"> 288</span>&#160; validationFileIn &gt;&gt; i;</div><div class="line"><a name="l00289"></a><span class="lineno"> 289</span>&#160; m_ValidationPredictions.emplace_back(i);</div><div class="line"><a name="l00290"></a><span class="lineno"> 290</span>&#160; }</div><div class="line"><a name="l00291"></a><span class="lineno"> 291</span>&#160; }</div><div class="line"><a name="l00292"></a><span class="lineno"> 292</span>&#160; <span class="keywordflow">else</span></div><div class="line"><a name="l00293"></a><span class="lineno"> 293</span>&#160; {</div><div class="line"><a name="l00294"></a><span class="lineno"> 294</span>&#160; <span class="keywordflow">throw</span> <a class="code" href="classarmnn_1_1_exception.xhtml">armnn::Exception</a>(boost::str(boost::format(<span class="stringliteral">&quot;Failed to open input validation file: %1%&quot;</span>)</div><div class="line"><a name="l00295"></a><span class="lineno"> 295</span>&#160; % m_ValidationFileIn));</div><div class="line"><a name="l00296"></a><span class="lineno"> 296</span>&#160; }</div><div class="line"><a name="l00297"></a><span class="lineno"> 297</span>&#160; }</div><div class="line"><a name="l00298"></a><span class="lineno"> 298</span>&#160;}</div><div class="line"><a name="l00299"></a><span class="lineno"> 299</span>&#160;</div><div class="line"><a name="l00300"></a><span class="lineno"> 300</span>&#160;<span class="keyword">template</span>&lt;<span class="keyword">typename</span> TConstructTestCaseProv<span class="keywordtype">id</span>er&gt;</div><div class="line"><a name="l00301"></a><span class="lineno"><a class="line" href="namespacearmnn_1_1test.xhtml#a7ad751ee33bdcba0656fdb6e98eb17f1"> 301</a></span>&#160;<span class="keywordtype">int</span> <a class="code" href="namespacearmnn_1_1test.xhtml#a7ad751ee33bdcba0656fdb6e98eb17f1">InferenceTestMain</a>(<span class="keywordtype">int</span> argc,</div><div class="line"><a name="l00302"></a><span class="lineno"> 302</span>&#160; <span class="keywordtype">char</span>* argv[],</div><div class="line"><a name="l00303"></a><span class="lineno"> 303</span>&#160; <span class="keyword">const</span> std::vector&lt;unsigned int&gt;&amp; defaultTestCaseIds,</div><div class="line"><a name="l00304"></a><span class="lineno"> 304</span>&#160; TConstructTestCaseProvider constructTestCaseProvider)</div><div class="line"><a name="l00305"></a><span class="lineno"> 305</span>&#160;{</div><div class="line"><a name="l00306"></a><span class="lineno"> 306</span>&#160; <span class="comment">// Configures logging for both the ARMNN library and this test program.</span></div><div class="line"><a name="l00307"></a><span class="lineno"> 307</span>&#160;<span class="preprocessor">#ifdef NDEBUG</span></div><div class="line"><a name="l00308"></a><span class="lineno"> 308</span>&#160; <a class="code" href="namespacearmnn.xhtml#a93a3ba385cad27c4774e5fe64c025d3d">armnn::LogSeverity</a> level = <a class="code" href="namespacearmnn.xhtml#a93a3ba385cad27c4774e5fe64c025d3da4059b0251f66a18cb56f544728796875">armnn::LogSeverity::Info</a>;</div><div class="line"><a name="l00309"></a><span class="lineno"> 309</span>&#160;<span class="preprocessor">#else</span></div><div class="line"><a name="l00310"></a><span class="lineno"> 310</span>&#160; <a class="code" href="namespacearmnn.xhtml#a93a3ba385cad27c4774e5fe64c025d3d">armnn::LogSeverity</a> level = <a class="code" href="namespacearmnn.xhtml#a93a3ba385cad27c4774e5fe64c025d3daa603905470e2a5b8c13e96b579ef0dba">armnn::LogSeverity::Debug</a>;</div><div class="line"><a name="l00311"></a><span class="lineno"> 311</span>&#160;<span class="preprocessor">#endif</span></div><div class="line"><a name="l00312"></a><span class="lineno"> 312</span>&#160; <a class="code" href="namespacearmnn.xhtml#aa59f7a819c3e29d10ffc41e5c0616872">armnn::ConfigureLogging</a>(<span class="keyword">true</span>, <span class="keyword">true</span>, level);</div><div class="line"><a name="l00313"></a><span class="lineno"> 313</span>&#160;</div><div class="line"><a name="l00314"></a><span class="lineno"> 314</span>&#160; <span class="keywordflow">try</span></div><div class="line"><a name="l00315"></a><span class="lineno"> 315</span>&#160; {</div><div class="line"><a name="l00316"></a><span class="lineno"> 316</span>&#160; std::unique_ptr&lt;IInferenceTestCaseProvider&gt; testCaseProvider = constructTestCaseProvider();</div><div class="line"><a name="l00317"></a><span class="lineno"> 317</span>&#160; <span class="keywordflow">if</span> (!testCaseProvider)</div><div class="line"><a name="l00318"></a><span class="lineno"> 318</span>&#160; {</div><div class="line"><a name="l00319"></a><span class="lineno"> 319</span>&#160; <span class="keywordflow">return</span> 1;</div><div class="line"><a name="l00320"></a><span class="lineno"> 320</span>&#160; }</div><div class="line"><a name="l00321"></a><span class="lineno"> 321</span>&#160;</div><div class="line"><a name="l00322"></a><span class="lineno"> 322</span>&#160; <a class="code" href="structarmnn_1_1test_1_1_inference_test_options.xhtml">InferenceTestOptions</a> inferenceTestOptions;</div><div class="line"><a name="l00323"></a><span class="lineno"> 323</span>&#160; <span class="keywordflow">if</span> (!<a class="code" href="namespacearmnn_1_1test.xhtml#ae2e622d6018bd48beabd765d4f6e5714">ParseCommandLine</a>(argc, argv, *testCaseProvider, inferenceTestOptions))</div><div class="line"><a name="l00324"></a><span class="lineno"> 324</span>&#160; {</div><div class="line"><a name="l00325"></a><span class="lineno"> 325</span>&#160; <span class="keywordflow">return</span> 1;</div><div class="line"><a name="l00326"></a><span class="lineno"> 326</span>&#160; }</div><div class="line"><a name="l00327"></a><span class="lineno"> 327</span>&#160;</div><div class="line"><a name="l00328"></a><span class="lineno"> 328</span>&#160; <span class="keyword">const</span> <span class="keywordtype">bool</span> success = <a class="code" href="namespacearmnn_1_1test.xhtml#ab5a7cac4237e83d4f0d67d01dfb8ba9f">InferenceTest</a>(inferenceTestOptions, defaultTestCaseIds, *testCaseProvider);</div><div class="line"><a name="l00329"></a><span class="lineno"> 329</span>&#160; <span class="keywordflow">return</span> success ? 0 : 1;</div><div class="line"><a name="l00330"></a><span class="lineno"> 330</span>&#160; }</div><div class="line"><a name="l00331"></a><span class="lineno"> 331</span>&#160; <span class="keywordflow">catch</span> (<a class="code" href="classarmnn_1_1_exception.xhtml">armnn::Exception</a> <span class="keyword">const</span>&amp; e)</div><div class="line"><a name="l00332"></a><span class="lineno"> 332</span>&#160; {</div><div class="line"><a name="l00333"></a><span class="lineno"> 333</span>&#160; <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407adf6402fd9ecc60f5a2159fdf45711cd4">fatal</a>) &lt;&lt; <span class="stringliteral">&quot;Armnn Error: &quot;</span> &lt;&lt; e.<a class="code" href="classarmnn_1_1_exception.xhtml#abf843cbb29dec939d0731e491bab6f70">what</a>();</div><div class="line"><a name="l00334"></a><span class="lineno"> 334</span>&#160; <span class="keywordflow">return</span> 1;</div><div class="line"><a name="l00335"></a><span class="lineno"> 335</span>&#160; }</div><div class="line"><a name="l00336"></a><span class="lineno"> 336</span>&#160;}</div><div class="line"><a name="l00337"></a><span class="lineno"> 337</span>&#160;</div><div class="line"><a name="l00338"></a><span class="lineno"> 338</span>&#160;<span class="comment">//</span></div><div class="line"><a name="l00339"></a><span class="lineno"> 339</span>&#160;<span class="comment">// This function allows us to create a classifier inference test based on:</span></div><div class="line"><a name="l00340"></a><span class="lineno"> 340</span>&#160;<span class="comment">// - a model file name</span></div><div class="line"><a name="l00341"></a><span class="lineno"> 341</span>&#160;<span class="comment">// - which can be a binary or a text file for protobuf formats</span></div><div class="line"><a name="l00342"></a><span class="lineno"> 342</span>&#160;<span class="comment">// - an input tensor name</span></div><div class="line"><a name="l00343"></a><span class="lineno"> 343</span>&#160;<span class="comment">// - an output tensor name</span></div><div class="line"><a name="l00344"></a><span class="lineno"> 344</span>&#160;<span class="comment">// - a set of test case ids</span></div><div class="line"><a name="l00345"></a><span class="lineno"> 345</span>&#160;<span class="comment">// - a callback method which creates an object that can return images</span></div><div class="line"><a name="l00346"></a><span class="lineno"> 346</span>&#160;<span class="comment">// called &#39;Database&#39; in these tests</span></div><div class="line"><a name="l00347"></a><span class="lineno"> 347</span>&#160;<span class="comment">// - and an input tensor shape</span></div><div class="line"><a name="l00348"></a><span class="lineno"> 348</span>&#160;<span class="comment">//</span></div><div class="line"><a name="l00349"></a><span class="lineno"> 349</span>&#160;<span class="keyword">template</span>&lt;<span class="keyword">typename</span> TDatabase,</div><div class="line"><a name="l00350"></a><span class="lineno"> 350</span>&#160; <span class="keyword">typename</span> TParser,</div><div class="line"><a name="l00351"></a><span class="lineno"> 351</span>&#160; <span class="keyword">typename</span> TConstructDatabaseCallable&gt;</div><div class="line"><a name="l00352"></a><span class="lineno"><a class="line" href="namespacearmnn_1_1test.xhtml#a47dfae02e22fcca1b6b784873b0328d9"> 352</a></span>&#160;<span class="keywordtype">int</span> <a class="code" href="namespacearmnn_1_1test.xhtml#a47dfae02e22fcca1b6b784873b0328d9">ClassifierInferenceTestMain</a>(<span class="keywordtype">int</span> argc,</div><div class="line"><a name="l00353"></a><span class="lineno"> 353</span>&#160; <span class="keywordtype">char</span>* argv[],</div><div class="line"><a name="l00354"></a><span class="lineno"> 354</span>&#160; <span class="keyword">const</span> <span class="keywordtype">char</span>* modelFilename,</div><div class="line"><a name="l00355"></a><span class="lineno"> 355</span>&#160; <span class="keywordtype">bool</span> isModelBinary,</div><div class="line"><a name="l00356"></a><span class="lineno"> 356</span>&#160; <span class="keyword">const</span> <span class="keywordtype">char</span>* inputBindingName,</div><div class="line"><a name="l00357"></a><span class="lineno"> 357</span>&#160; <span class="keyword">const</span> <span class="keywordtype">char</span>* outputBindingName,</div><div class="line"><a name="l00358"></a><span class="lineno"> 358</span>&#160; <span class="keyword">const</span> std::vector&lt;unsigned int&gt;&amp; defaultTestCaseIds,</div><div class="line"><a name="l00359"></a><span class="lineno"> 359</span>&#160; TConstructDatabaseCallable constructDatabase,</div><div class="line"><a name="l00360"></a><span class="lineno"> 360</span>&#160; <span class="keyword">const</span> <a class="code" href="classarmnn_1_1_tensor_shape.xhtml">armnn::TensorShape</a>* inputTensorShape)</div><div class="line"><a name="l00361"></a><span class="lineno"> 361</span>&#160;</div><div class="line"><a name="l00362"></a><span class="lineno"> 362</span>&#160;{</div><div class="line"><a name="l00363"></a><span class="lineno"> 363</span>&#160; BOOST_ASSERT(modelFilename);</div><div class="line"><a name="l00364"></a><span class="lineno"> 364</span>&#160; BOOST_ASSERT(inputBindingName);</div><div class="line"><a name="l00365"></a><span class="lineno"> 365</span>&#160; BOOST_ASSERT(outputBindingName);</div><div class="line"><a name="l00366"></a><span class="lineno"> 366</span>&#160;</div><div class="line"><a name="l00367"></a><span class="lineno"> 367</span>&#160; <span class="keywordflow">return</span> <a class="code" href="namespacearmnn_1_1test.xhtml#a7ad751ee33bdcba0656fdb6e98eb17f1">InferenceTestMain</a>(argc, argv, defaultTestCaseIds,</div><div class="line"><a name="l00368"></a><span class="lineno"> 368</span>&#160; [=]</div><div class="line"><a name="l00369"></a><span class="lineno"> 369</span>&#160; ()</div><div class="line"><a name="l00370"></a><span class="lineno"> 370</span>&#160; {</div><div class="line"><a name="l00371"></a><span class="lineno"> 371</span>&#160; <span class="keyword">using</span> <a class="code" href="class_inference_model.xhtml">InferenceModel</a> = <a class="code" href="class_inference_model.xhtml">InferenceModel&lt;TParser, typename TDatabase::DataType&gt;</a>;</div><div class="line"><a name="l00372"></a><span class="lineno"> 372</span>&#160; <span class="keyword">using</span> TestCaseProvider = <a class="code" href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml">ClassifierTestCaseProvider&lt;TDatabase, InferenceModel&gt;</a>;</div><div class="line"><a name="l00373"></a><span class="lineno"> 373</span>&#160;</div><div class="line"><a name="l00374"></a><span class="lineno"> 374</span>&#160; <span class="keywordflow">return</span> make_unique&lt;TestCaseProvider&gt;(constructDatabase,</div><div class="line"><a name="l00375"></a><span class="lineno"> 375</span>&#160; [&amp;]</div><div class="line"><a name="l00376"></a><span class="lineno"> 376</span>&#160; (<span class="keyword">const</span> <a class="code" href="structarmnn_1_1test_1_1_inference_test_options.xhtml">InferenceTestOptions</a> &amp;commonOptions,</div><div class="line"><a name="l00377"></a><span class="lineno"> 377</span>&#160; <span class="keyword">typename</span> <a class="code" href="struct_inference_model_1_1_command_line_options.xhtml">InferenceModel::CommandLineOptions</a> modelOptions)</div><div class="line"><a name="l00378"></a><span class="lineno"> 378</span>&#160; {</div><div class="line"><a name="l00379"></a><span class="lineno"> 379</span>&#160; <span class="keywordflow">if</span> (!<a class="code" href="namespacearmnn_1_1test.xhtml#a8a678fb3a8864e31aeb77f857ae6fc43">ValidateDirectory</a>(modelOptions.m_ModelDir))</div><div class="line"><a name="l00380"></a><span class="lineno"> 380</span>&#160; {</div><div class="line"><a name="l00381"></a><span class="lineno"> 381</span>&#160; <span class="keywordflow">return</span> std::unique_ptr&lt;InferenceModel&gt;();</div><div class="line"><a name="l00382"></a><span class="lineno"> 382</span>&#160; }</div><div class="line"><a name="l00383"></a><span class="lineno"> 383</span>&#160;</div><div class="line"><a name="l00384"></a><span class="lineno"> 384</span>&#160; <span class="keyword">typename</span> <a class="code" href="struct_inference_model_internal_1_1_params.xhtml">InferenceModel::Params</a> modelParams;</div><div class="line"><a name="l00385"></a><span class="lineno"> 385</span>&#160; modelParams.<a class="code" href="struct_inference_model_internal_1_1_params.xhtml#a4fa312cf0d60fbd3988a7c76ab8e2980">m_ModelPath</a> = modelOptions.m_ModelDir + modelFilename;</div><div class="line"><a name="l00386"></a><span class="lineno"> 386</span>&#160; modelParams.m_InputBindings = { inputBindingName };</div><div class="line"><a name="l00387"></a><span class="lineno"> 387</span>&#160; modelParams.m_OutputBindings = { outputBindingName };</div><div class="line"><a name="l00388"></a><span class="lineno"> 388</span>&#160;</div><div class="line"><a name="l00389"></a><span class="lineno"> 389</span>&#160; <span class="keywordflow">if</span> (inputTensorShape)</div><div class="line"><a name="l00390"></a><span class="lineno"> 390</span>&#160; {</div><div class="line"><a name="l00391"></a><span class="lineno"> 391</span>&#160; modelParams.m_InputShapes.push_back(*inputTensorShape);</div><div class="line"><a name="l00392"></a><span class="lineno"> 392</span>&#160; }</div><div class="line"><a name="l00393"></a><span class="lineno"> 393</span>&#160;</div><div class="line"><a name="l00394"></a><span class="lineno"> 394</span>&#160; modelParams.m_IsModelBinary = isModelBinary;</div><div class="line"><a name="l00395"></a><span class="lineno"> 395</span>&#160; modelParams.m_ComputeDevices = modelOptions.GetComputeDevicesAsBackendIds();</div><div class="line"><a name="l00396"></a><span class="lineno"> 396</span>&#160; modelParams.m_VisualizePostOptimizationModel = modelOptions.m_VisualizePostOptimizationModel;</div><div class="line"><a name="l00397"></a><span class="lineno"> 397</span>&#160; modelParams.m_EnableFp16TurboMode = modelOptions.m_EnableFp16TurboMode;</div><div class="line"><a name="l00398"></a><span class="lineno"> 398</span>&#160;</div><div class="line"><a name="l00399"></a><span class="lineno"> 399</span>&#160; <span class="keywordflow">return</span> std::make_unique&lt;InferenceModel&gt;(modelParams,</div><div class="line"><a name="l00400"></a><span class="lineno"> 400</span>&#160; commonOptions.m_EnableProfiling,</div><div class="line"><a name="l00401"></a><span class="lineno"> 401</span>&#160; commonOptions.m_DynamicBackendsPath);</div><div class="line"><a name="l00402"></a><span class="lineno"> 402</span>&#160; });</div><div class="line"><a name="l00403"></a><span class="lineno"> 403</span>&#160; });</div><div class="line"><a name="l00404"></a><span class="lineno"> 404</span>&#160;}</div><div class="line"><a name="l00405"></a><span class="lineno"> 405</span>&#160;</div><div class="line"><a name="l00406"></a><span class="lineno"> 406</span>&#160;} <span class="comment">// namespace test</span></div><div class="line"><a name="l00407"></a><span class="lineno"> 407</span>&#160;} <span class="comment">// namespace armnn</span></div><div class="ttc" id="namespacearmnn_1_1test_xhtml_ae2e622d6018bd48beabd765d4f6e5714"><div class="ttname"><a href="namespacearmnn_1_1test.xhtml#ae2e622d6018bd48beabd765d4f6e5714">armnn::test::ParseCommandLine</a></div><div class="ttdeci">bool ParseCommandLine(int argc, char **argv, IInferenceTestCaseProvider &amp;testCaseProvider, InferenceTestOptions &amp;outParams)</div><div class="ttdoc">Parse the command line of an ArmNN (or referencetests) inference test program. </div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8cpp_source.xhtml#l00031">InferenceTest.cpp:31</a></div></div>
+<div class="ttc" id="namespacearmnn_1_1test_xhtml_a05b3d6105613d2d14099667a6b8ca67b"><div class="ttname"><a href="namespacearmnn_1_1test.xhtml#a05b3d6105613d2d14099667a6b8ca67b">armnn::test::TestCaseResult</a></div><div class="ttdeci">TestCaseResult</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8hpp_source.xhtml#l00070">InferenceTest.hpp:70</a></div></div>
+<div class="ttc" id="namespacearmnn_xhtml_aa59f7a819c3e29d10ffc41e5c0616872"><div class="ttname"><a href="namespacearmnn.xhtml#aa59f7a819c3e29d10ffc41e5c0616872">armnn::ConfigureLogging</a></div><div class="ttdeci">void ConfigureLogging(bool printToStandardOutput, bool printToDebugOutput, LogSeverity severity)</div><div class="ttdoc">Configures the logging behaviour of the ARMNN library. </div><div class="ttdef"><b>Definition:</b> <a href="_utils_8cpp_source.xhtml#l00010">Utils.cpp:10</a></div></div>
+<div class="ttc" id="classarmnn_1_1test_1_1_inference_model_test_case_xhtml_ae7a175231eff460f6d32272930049ca2"><div class="ttname"><a href="classarmnn_1_1test_1_1_inference_model_test_case.xhtml#ae7a175231eff460f6d32272930049ca2">armnn::test::InferenceModelTestCase::GetOutputs</a></div><div class="ttdeci">const std::vector&lt; TContainer &gt; &amp; GetOutputs() const</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8hpp_source.xhtml#l00139">InferenceTest.hpp:139</a></div></div>
+<div class="ttc" id="classarmnn_1_1test_1_1_classifier_test_case_xhtml"><div class="ttname"><a href="classarmnn_1_1test_1_1_classifier_test_case.xhtml">armnn::test::ClassifierTestCase</a></div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8hpp_source.xhtml#l00149">InferenceTest.hpp:149</a></div></div>
+<div class="ttc" id="structarmnn_1_1test_1_1_inference_test_options_xhtml"><div class="ttname"><a href="structarmnn_1_1test_1_1_inference_test_options.xhtml">armnn::test::InferenceTestOptions</a></div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8hpp_source.xhtml#l00056">InferenceTest.hpp:56</a></div></div>
+<div class="ttc" id="struct_inference_model_1_1_command_line_options_xhtml"><div class="ttname"><a href="struct_inference_model_1_1_command_line_options.xhtml">InferenceModel::CommandLineOptions</a></div><div class="ttdef"><b>Definition:</b> <a href="_inference_model_8hpp_source.xhtml#l00324">InferenceModel.hpp:324</a></div></div>
+<div class="ttc" id="class_inference_model_xhtml"><div class="ttname"><a href="class_inference_model.xhtml">InferenceModel</a></div><div class="ttdef"><b>Definition:</b> <a href="_inference_model_8hpp_source.xhtml#l00316">InferenceModel.hpp:316</a></div></div>
+<div class="ttc" id="classarmnn_1_1_exception_xhtml_abf843cbb29dec939d0731e491bab6f70"><div class="ttname"><a href="classarmnn_1_1_exception.xhtml#abf843cbb29dec939d0731e491bab6f70">armnn::Exception::what</a></div><div class="ttdeci">virtual const char * what() const noexcept override</div><div class="ttdef"><b>Definition:</b> <a href="_exceptions_8cpp_source.xhtml#l00032">Exceptions.cpp:32</a></div></div>
+<div class="ttc" id="_logging_8hpp_xhtml_a7b6ad073975f437ec38ca7d20154727f"><div class="ttname"><a href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a></div><div class="ttdeci">#define ARMNN_LOG(severity)</div><div class="ttdef"><b>Definition:</b> <a href="_logging_8hpp_source.xhtml#l00163">Logging.hpp:163</a></div></div>
+<div class="ttc" id="classarmnn_1_1test_1_1_classifier_test_case_provider_xhtml_a566acf29d57266042a6169d5a9635599"><div class="ttname"><a href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml#a566acf29d57266042a6169d5a9635599">armnn::test::ClassifierTestCaseProvider::ClassifierTestCaseProvider</a></div><div class="ttdeci">ClassifierTestCaseProvider(TConstructDatabaseCallable constructDatabase, TConstructModelCallable constructModel)</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8inl_source.xhtml#l00175">InferenceTest.inl:175</a></div></div>
+<div class="ttc" id="namespacearmnn_xhtml"><div class="ttname"><a href="namespacearmnn.xhtml">armnn</a></div><div class="ttdoc">Copyright (c) 2020 ARM Limited. </div><div class="ttdef"><b>Definition:</b> <a href="00__introduction_8dox_source.xhtml#l00025">00_introduction.dox:25</a></div></div>
+<div class="ttc" id="namespacearmnn_xhtml_a44affeeb090c3c6a3062830562672e84"><div class="ttname"><a href="namespacearmnn.xhtml#a44affeeb090c3c6a3062830562672e84">armnn::IgnoreUnused</a></div><div class="ttdeci">void IgnoreUnused(Ts &amp;&amp;...)</div><div class="ttdef"><b>Definition:</b> <a href="_ignore_unused_8hpp_source.xhtml#l00014">IgnoreUnused.hpp:14</a></div></div>
+<div class="ttc" id="classarmnn_1_1_tensor_shape_xhtml"><div class="ttname"><a href="classarmnn_1_1_tensor_shape.xhtml">armnn::TensorShape</a></div><div class="ttdef"><b>Definition:</b> <a href="_tensor_8hpp_source.xhtml#l00020">Tensor.hpp:20</a></div></div>
+<div class="ttc" id="classarmnn_1_1test_1_1_classifier_test_case_provider_xhtml_ad0077cdc7e406ec5e942e2a148edc077"><div class="ttname"><a href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml#ad0077cdc7e406ec5e942e2a148edc077">armnn::test::ClassifierTestCaseProvider::ProcessCommandLineOptions</a></div><div class="ttdeci">virtual bool ProcessCommandLineOptions(const InferenceTestOptions &amp;commonOptions) override</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8inl_source.xhtml#l00202">InferenceTest.inl:202</a></div></div>
+<div class="ttc" id="namespacearmnn_xhtml_a4dc0adc6737b5944e7671bee71788407acb5e100e5a9a3e7f6d1fd97512215282"><div class="ttname"><a href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acb5e100e5a9a3e7f6d1fd97512215282">armnn::BoostLogSeverityMapping::error</a></div></div>
+<div class="ttc" id="namespacearmnn_xhtml_a93a3ba385cad27c4774e5fe64c025d3da4059b0251f66a18cb56f544728796875"><div class="ttname"><a href="namespacearmnn.xhtml#a93a3ba385cad27c4774e5fe64c025d3da4059b0251f66a18cb56f544728796875">armnn::LogSeverity::Info</a></div></div>
+<div class="ttc" id="namespacestd_xhtml"><div class="ttname"><a href="namespacestd.xhtml">std</a></div><div class="ttdef"><b>Definition:</b> <a href="_backend_id_8hpp_source.xhtml#l00147">BackendId.hpp:147</a></div></div>
+<div class="ttc" id="classarmnn_1_1test_1_1_classifier_test_case_provider_xhtml_a57a7735851dc40abdb1328e6f97f7b0f"><div class="ttname"><a href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml#a57a7735851dc40abdb1328e6f97f7b0f">armnn::test::ClassifierTestCaseProvider::OnInferenceTestFinished</a></div><div class="ttdeci">virtual bool OnInferenceTestFinished() override</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8inl_source.xhtml#l00249">InferenceTest.inl:249</a></div></div>
+<div class="ttc" id="_inference_test_8hpp_xhtml"><div class="ttname"><a href="_inference_test_8hpp.xhtml">InferenceTest.hpp</a></div></div>
+<div class="ttc" id="namespacearmnn_xhtml_a93a3ba385cad27c4774e5fe64c025d3daa603905470e2a5b8c13e96b579ef0dba"><div class="ttname"><a href="namespacearmnn.xhtml#a93a3ba385cad27c4774e5fe64c025d3daa603905470e2a5b8c13e96b579ef0dba">armnn::LogSeverity::Debug</a></div></div>
+<div class="ttc" id="classarmnn_1_1test_1_1_classifier_test_case_xhtml_a27343faac4033409ef6f5a60e025bf65"><div class="ttname"><a href="classarmnn_1_1test_1_1_classifier_test_case.xhtml#a27343faac4033409ef6f5a60e025bf65">armnn::test::ClassifierTestCase::ProcessResult</a></div><div class="ttdeci">virtual TestCaseResult ProcessResult(const InferenceTestOptions &amp;params) override</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8inl_source.xhtml#l00116">InferenceTest.inl:116</a></div></div>
+<div class="ttc" id="classarmnn_1_1test_1_1_inference_model_test_case_xhtml_a4ab19ef735b92c4d4f688f0659e5565e"><div class="ttname"><a href="classarmnn_1_1test_1_1_inference_model_test_case.xhtml#a4ab19ef735b92c4d4f688f0659e5565e">armnn::test::InferenceModelTestCase::GetTestCaseId</a></div><div class="ttdeci">unsigned int GetTestCaseId() const</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8hpp_source.xhtml#l00138">InferenceTest.hpp:138</a></div></div>
+<div class="ttc" id="namespacearmnn_xhtml_a4dc0adc6737b5944e7671bee71788407adf6402fd9ecc60f5a2159fdf45711cd4"><div class="ttname"><a href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407adf6402fd9ecc60f5a2159fdf45711cd4">armnn::BoostLogSeverityMapping::fatal</a></div></div>
+<div class="ttc" id="namespacearmnn_xhtml_a37fa39012e90d568df7f774cd6d1e956"><div class="ttname"><a href="namespacearmnn.xhtml#a37fa39012e90d568df7f774cd6d1e956">armnn::numeric_cast</a></div><div class="ttdeci">std::enable_if_t&lt; std::is_unsigned&lt; Source &gt;::value &amp;&amp;std::is_unsigned&lt; Dest &gt;::value, Dest &gt; numeric_cast(Source source)</div><div class="ttdef"><b>Definition:</b> <a href="_numeric_cast_8hpp_source.xhtml#l00033">NumericCast.hpp:33</a></div></div>
+<div class="ttc" id="namespacearmnn_1_1test_xhtml_a47dfae02e22fcca1b6b784873b0328d9"><div class="ttname"><a href="namespacearmnn_1_1test.xhtml#a47dfae02e22fcca1b6b784873b0328d9">armnn::test::ClassifierInferenceTestMain</a></div><div class="ttdeci">int ClassifierInferenceTestMain(int argc, char *argv[], const char *modelFilename, bool isModelBinary, const char *inputBindingName, const char *outputBindingName, const std::vector&lt; unsigned int &gt; &amp;defaultTestCaseIds, TConstructDatabaseCallable constructDatabase, const armnn::TensorShape *inputTensorShape=nullptr)</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8inl_source.xhtml#l00352">InferenceTest.inl:352</a></div></div>
+<div class="ttc" id="namespacearmnn_xhtml_a56943a0946e5f15e5e58054b8e7a04a4a9bc35e069257a508e14ed82965a8661d"><div class="ttname"><a href="namespacearmnn.xhtml#a56943a0946e5f15e5e58054b8e7a04a4a9bc35e069257a508e14ed82965a8661d">armnn::LayerType::Dequantize</a></div></div>
+<div class="ttc" id="namespacearmnn_1_1test_xhtml_a05b3d6105613d2d14099667a6b8ca67bad7c8c85bf79bbe1b7188497c32c3b0ca"><div class="ttname"><a href="namespacearmnn_1_1test.xhtml#a05b3d6105613d2d14099667a6b8ca67bad7c8c85bf79bbe1b7188497c32c3b0ca">armnn::test::TestCaseResult::Failed</a></div><div class="ttdoc">The test failed (e.g. </div></div>
+<div class="ttc" id="namespacearmnn_1_1test_xhtml_ab5a7cac4237e83d4f0d67d01dfb8ba9f"><div class="ttname"><a href="namespacearmnn_1_1test.xhtml#ab5a7cac4237e83d4f0d67d01dfb8ba9f">armnn::test::InferenceTest</a></div><div class="ttdeci">bool InferenceTest(const InferenceTestOptions &amp;params, const std::vector&lt; unsigned int &gt; &amp;defaultTestCaseIds, IInferenceTestCaseProvider &amp;testCaseProvider)</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8cpp_source.xhtml#l00120">InferenceTest.cpp:120</a></div></div>
+<div class="ttc" id="namespacestd_1_1chrono_xhtml"><div class="ttname"><a href="namespacestd_1_1chrono.xhtml">chrono</a></div></div>
+<div class="ttc" id="namespacearmnn_1_1test_xhtml_a9eb69ebdaf4ceb8014e7c8a540266100"><div class="ttname"><a href="namespacearmnn_1_1test.xhtml#a9eb69ebdaf4ceb8014e7c8a540266100">armnn::test::TContainer</a></div><div class="ttdeci">boost::variant&lt; std::vector&lt; float &gt;, std::vector&lt; int &gt;, std::vector&lt; unsigned char &gt; &gt; TContainer</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8inl_source.xhtml#l00030">InferenceTest.inl:30</a></div></div>
+<div class="ttc" id="classarmnn_1_1test_1_1_inference_model_test_case_xhtml"><div class="ttname"><a href="classarmnn_1_1test_1_1_inference_model_test_case.xhtml">armnn::test::InferenceModelTestCase</a></div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8hpp_source.xhtml#l00109">InferenceTest.hpp:109</a></div></div>
+<div class="ttc" id="namespacearmnn_1_1test_xhtml"><div class="ttname"><a href="namespacearmnn_1_1test.xhtml">armnn::test</a></div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8cpp_source.xhtml#l00027">InferenceTest.cpp:27</a></div></div>
+<div class="ttc" id="classarmnn_1_1_exception_xhtml"><div class="ttname"><a href="classarmnn_1_1_exception.xhtml">armnn::Exception</a></div><div class="ttdoc">Base class for all ArmNN exceptions so that users can filter to just those. </div><div class="ttdef"><b>Definition:</b> <a href="_exceptions_8hpp_source.xhtml#l00046">Exceptions.hpp:46</a></div></div>
+<div class="ttc" id="classarmnn_1_1test_1_1_classifier_test_case_provider_xhtml_ab5ab4ef07d28ff282c5e3109deed810e"><div class="ttname"><a href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml#ab5ab4ef07d28ff282c5e3109deed810e">armnn::test::ClassifierTestCaseProvider::GetTestCase</a></div><div class="ttdeci">virtual std::unique_ptr&lt; IInferenceTestCase &gt; GetTestCase(unsigned int testCaseId) override</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8inl_source.xhtml#l00229">InferenceTest.inl:229</a></div></div>
+<div class="ttc" id="namespacearmnn_xhtml_a4dc0adc6737b5944e7671bee71788407acaf9b6b99962bf5c2264824231d7a40c"><div class="ttname"><a href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acaf9b6b99962bf5c2264824231d7a40c">armnn::BoostLogSeverityMapping::info</a></div></div>
+<div class="ttc" id="classarmnn_1_1test_1_1_classifier_test_case_provider_xhtml_aa16e606c01629be4f9c261e5d09fa00a"><div class="ttname"><a href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml#aa16e606c01629be4f9c261e5d09fa00a">armnn::test::ClassifierTestCaseProvider::AddCommandLineOptions</a></div><div class="ttdeci">virtual void AddCommandLineOptions(boost::program_options::options_description &amp;options) override</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8inl_source.xhtml#l00185">InferenceTest.inl:185</a></div></div>
+<div class="ttc" id="class_inference_model_xhtml_afdd8d34e58b7a2dbf29e30d228c475a3"><div class="ttname"><a href="class_inference_model.xhtml#afdd8d34e58b7a2dbf29e30d228c475a3">InferenceModel::AddCommandLineOptions</a></div><div class="ttdeci">static void AddCommandLineOptions(boost::program_options::options_description &amp;desc, CommandLineOptions &amp;options)</div><div class="ttdef"><b>Definition:</b> <a href="_inference_model_8hpp_source.xhtml#l00341">InferenceModel.hpp:341</a></div></div>
+<div class="ttc" id="structarmnn_1_1test_1_1_inference_test_options_xhtml_ac9c49972e7f8db643b3c72aa782278df"><div class="ttname"><a href="structarmnn_1_1test_1_1_inference_test_options.xhtml#ac9c49972e7f8db643b3c72aa782278df">armnn::test::InferenceTestOptions::m_IterationCount</a></div><div class="ttdeci">unsigned int m_IterationCount</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8hpp_source.xhtml#l00058">InferenceTest.hpp:58</a></div></div>
+<div class="ttc" id="namespacearmnn_1_1test_xhtml_a8a678fb3a8864e31aeb77f857ae6fc43"><div class="ttname"><a href="namespacearmnn_1_1test.xhtml#a8a678fb3a8864e31aeb77f857ae6fc43">armnn::test::ValidateDirectory</a></div><div class="ttdeci">bool ValidateDirectory(std::string &amp;dir)</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8cpp_source.xhtml#l00092">InferenceTest.cpp:92</a></div></div>
+<div class="ttc" id="struct_inference_model_internal_1_1_params_xhtml_a4fa312cf0d60fbd3988a7c76ab8e2980"><div class="ttname"><a href="struct_inference_model_internal_1_1_params.xhtml#a4fa312cf0d60fbd3988a7c76ab8e2980">InferenceModelInternal::Params::m_ModelPath</a></div><div class="ttdeci">std::string m_ModelPath</div><div class="ttdef"><b>Definition:</b> <a href="_inference_model_8hpp_source.xhtml#l00084">InferenceModel.hpp:84</a></div></div>
+<div class="ttc" id="classarmnn_1_1test_1_1_inference_model_test_case_xhtml_a9eb69ebdaf4ceb8014e7c8a540266100"><div class="ttname"><a href="classarmnn_1_1test_1_1_inference_model_test_case.xhtml#a9eb69ebdaf4ceb8014e7c8a540266100">armnn::test::InferenceModelTestCase::TContainer</a></div><div class="ttdeci">boost::variant&lt; std::vector&lt; float &gt;, std::vector&lt; int &gt;, std::vector&lt; unsigned char &gt; &gt; TContainer</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8hpp_source.xhtml#l00112">InferenceTest.hpp:112</a></div></div>
+<div class="ttc" id="_file_only_profiling_decorator_tests_8cpp_xhtml_a6560146509197f3e197d8d36f76c1347"><div class="ttname"><a href="_file_only_profiling_decorator_tests_8cpp.xhtml#a6560146509197f3e197d8d36f76c1347">options</a></div><div class="ttdeci">armnn::Runtime::CreationOptions::ExternalProfilingOptions options</div><div class="ttdef"><b>Definition:</b> <a href="_file_only_profiling_decorator_tests_8cpp_source.xhtml#l00045">FileOnlyProfilingDecoratorTests.cpp:45</a></div></div>
+<div class="ttc" id="classarmnn_1_1test_1_1_classifier_test_case_provider_xhtml"><div class="ttname"><a href="classarmnn_1_1test_1_1_classifier_test_case_provider.xhtml">armnn::test::ClassifierTestCaseProvider</a></div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8hpp_source.xhtml#l00177">InferenceTest.hpp:177</a></div></div>
+<div class="ttc" id="struct_inference_model_internal_1_1_params_xhtml"><div class="ttname"><a href="struct_inference_model_internal_1_1_params.xhtml">InferenceModelInternal::Params</a></div><div class="ttdef"><b>Definition:</b> <a href="_inference_model_8hpp_source.xhtml#l00082">InferenceModel.hpp:82</a></div></div>
+<div class="ttc" id="namespacearmnn_xhtml_a93a3ba385cad27c4774e5fe64c025d3d"><div class="ttname"><a href="namespacearmnn.xhtml#a93a3ba385cad27c4774e5fe64c025d3d">armnn::LogSeverity</a></div><div class="ttdeci">LogSeverity</div><div class="ttdef"><b>Definition:</b> <a href="_utils_8hpp_source.xhtml#l00012">Utils.hpp:12</a></div></div>
+<div class="ttc" id="namespacearmnn_1_1test_xhtml_a7ad751ee33bdcba0656fdb6e98eb17f1"><div class="ttname"><a href="namespacearmnn_1_1test.xhtml#a7ad751ee33bdcba0656fdb6e98eb17f1">armnn::test::InferenceTestMain</a></div><div class="ttdeci">int InferenceTestMain(int argc, char *argv[], const std::vector&lt; unsigned int &gt; &amp;defaultTestCaseIds, TConstructTestCaseProvider constructTestCaseProvider)</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8inl_source.xhtml#l00301">InferenceTest.inl:301</a></div></div>
+<div class="ttc" id="namespacearmnn_1_1test_xhtml_a05b3d6105613d2d14099667a6b8ca67baa60852f204ed8028c1c58808b746d115"><div class="ttname"><a href="namespacearmnn_1_1test.xhtml#a05b3d6105613d2d14099667a6b8ca67baa60852f204ed8028c1c58808b746d115">armnn::test::TestCaseResult::Ok</a></div><div class="ttdoc">The test completed without any errors. </div></div>
+</div><!-- fragment --></div><!-- contents -->
+</div><!-- doc-content -->
+<!-- start footer part -->
+<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
+ <ul>
+ <li class="navelem"><a class="el" href="dir_59425e443f801f1f2fd8bbe4959a3ccf.xhtml">tests</a></li><li class="navelem"><a class="el" href="_inference_test_8inl.xhtml">InferenceTest.inl</a></li>
+ <li class="footer">Generated on Fri Mar 13 2020 16:09:13 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>