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<div class="title">MobileNetSsdInferenceTest.hpp</div> </div>
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<a href="_mobile_net_ssd_inference_test_8hpp.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 © 2017 Arm Ltd. All rights reserved.</span></div><div class="line"><a name="l00003"></a><span class="lineno"> 3</span> <span class="comment">// SPDX-License-Identifier: MIT</span></div><div class="line"><a name="l00004"></a><span class="lineno"> 4</span> <span class="comment">//</span></div><div class="line"><a name="l00005"></a><span class="lineno"> 5</span> <span class="preprocessor">#pragma once</span></div><div class="line"><a name="l00006"></a><span class="lineno"> 6</span> </div><div class="line"><a name="l00007"></a><span class="lineno"> 7</span> <span class="preprocessor">#include "<a class="code" href="_inference_test_8hpp.xhtml">InferenceTest.hpp</a>"</span></div><div class="line"><a name="l00008"></a><span class="lineno"> 8</span> <span class="preprocessor">#include "<a class="code" href="_mobile_net_ssd_database_8hpp.xhtml">MobileNetSsdDatabase.hpp</a>"</span></div><div class="line"><a name="l00009"></a><span class="lineno"> 9</span> </div><div class="line"><a name="l00010"></a><span class="lineno"> 10</span> <span class="preprocessor">#include <<a class="code" href="_assert_8hpp.xhtml">armnn/utility/Assert.hpp</a>></span></div><div class="line"><a name="l00011"></a><span class="lineno"> 11</span> <span class="preprocessor">#include <<a class="code" href="_ignore_unused_8hpp.xhtml">armnn/utility/IgnoreUnused.hpp</a>></span></div><div class="line"><a name="l00012"></a><span class="lineno"> 12</span> <span class="preprocessor">#include <<a class="code" href="_numeric_cast_8hpp.xhtml">armnn/utility/NumericCast.hpp</a>></span></div><div class="line"><a name="l00013"></a><span class="lineno"> 13</span> <span class="preprocessor">#include <<a class="code" href="_floating_point_comparison_8hpp.xhtml">armnnUtils/FloatingPointComparison.hpp</a>></span></div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span> </div><div class="line"><a name="l00015"></a><span class="lineno"> 15</span> <span class="preprocessor">#include <vector></span></div><div class="line"><a name="l00016"></a><span class="lineno"> 16</span> </div><div class="line"><a name="l00017"></a><span class="lineno"> 17</span> <span class="keyword">namespace</span></div><div class="line"><a name="l00018"></a><span class="lineno"> 18</span> {</div><div class="line"><a name="l00019"></a><span class="lineno"> 19</span> </div><div class="line"><a name="l00020"></a><span class="lineno"> 20</span> <span class="keyword">template</span><<span class="keyword">typename</span> Model></div><div class="line"><a name="l00021"></a><span class="lineno"> 21</span> <span class="keyword">class </span>MobileNetSsdTestCase : <span class="keyword">public</span> <a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.xhtml">InferenceModelTestCase</a><Model></div><div class="line"><a name="l00022"></a><span class="lineno"> 22</span> {</div><div class="line"><a name="l00023"></a><span class="lineno"> 23</span> <span class="keyword">public</span>:</div><div class="line"><a name="l00024"></a><span class="lineno"> 24</span>  MobileNetSsdTestCase(Model& model,</div><div class="line"><a name="l00025"></a><span class="lineno"> 25</span>  <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> testCaseId,</div><div class="line"><a name="l00026"></a><span class="lineno"> 26</span>  <span class="keyword">const</span> MobileNetSsdTestCaseData& testCaseData)</div><div class="line"><a name="l00027"></a><span class="lineno"> 27</span>  : <a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.xhtml">InferenceModelTestCase</a><Model>(model,</div><div class="line"><a name="l00028"></a><span class="lineno"> 28</span>  testCaseId,</div><div class="line"><a name="l00029"></a><span class="lineno"> 29</span>  { std::move(testCaseData.m_InputData) },</div><div class="line"><a name="l00030"></a><span class="lineno"> 30</span>  { k_OutputSize1, k_OutputSize2, k_OutputSize3, k_OutputSize4 })</div><div class="line"><a name="l00031"></a><span class="lineno"> 31</span>  , m_DetectedObjects(testCaseData.m_ExpectedDetectedObject)</div><div class="line"><a name="l00032"></a><span class="lineno"> 32</span>  {}</div><div class="line"><a name="l00033"></a><span class="lineno"> 33</span> </div><div class="line"><a name="l00034"></a><span class="lineno"> 34</span>  <a class="code" href="namespacearmnn_1_1test.xhtml#a05b3d6105613d2d14099667a6b8ca67b">TestCaseResult</a> <a class="code" href="classarmnn_1_1test_1_1_i_inference_test_case.xhtml#a1b6e7a22d06d146f1da514a186dcdc02">ProcessResult</a>(<span class="keyword">const</span> <a class="code" href="structarmnn_1_1test_1_1_inference_test_options.xhtml">InferenceTestOptions</a>& options)<span class="keyword"> override</span></div><div class="line"><a name="l00035"></a><span class="lineno"> 35</span> <span class="keyword"> </span>{</div><div class="line"><a name="l00036"></a><span class="lineno"> 36</span>  <a class="code" href="namespacearmnn.xhtml#a44affeeb090c3c6a3062830562672e84">armnn::IgnoreUnused</a>(options);</div><div class="line"><a name="l00037"></a><span class="lineno"> 37</span> </div><div class="line"><a name="l00038"></a><span class="lineno"> 38</span>  <span class="comment">// bounding boxes</span></div><div class="line"><a name="l00039"></a><span class="lineno"> 39</span>  <span class="keyword">const</span> std::vector<float>& output1 = mapbox::util::get<std::vector<float>>(this-><a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.xhtml#ae7a175231eff460f6d32272930049ca2">GetOutputs</a>()[0]);</div><div class="line"><a name="l00040"></a><span class="lineno"> 40</span>  <a class="code" href="_assert_8hpp.xhtml#a5698be69cbd5dfe6c28fcd9867e8cbed">ARMNN_ASSERT</a>(output1.size() == k_OutputSize1);</div><div class="line"><a name="l00041"></a><span class="lineno"> 41</span> </div><div class="line"><a name="l00042"></a><span class="lineno"> 42</span>  <span class="comment">// classes</span></div><div class="line"><a name="l00043"></a><span class="lineno"> 43</span>  <span class="keyword">const</span> std::vector<float>& output2 = mapbox::util::get<std::vector<float>>(this-><a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.xhtml#ae7a175231eff460f6d32272930049ca2">GetOutputs</a>()[1]);</div><div class="line"><a name="l00044"></a><span class="lineno"> 44</span>  <a class="code" href="_assert_8hpp.xhtml#a5698be69cbd5dfe6c28fcd9867e8cbed">ARMNN_ASSERT</a>(output2.size() == k_OutputSize2);</div><div class="line"><a name="l00045"></a><span class="lineno"> 45</span> </div><div class="line"><a name="l00046"></a><span class="lineno"> 46</span>  <span class="comment">// scores</span></div><div class="line"><a name="l00047"></a><span class="lineno"> 47</span>  <span class="keyword">const</span> std::vector<float>& output3 = mapbox::util::get<std::vector<float>>(this-><a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.xhtml#ae7a175231eff460f6d32272930049ca2">GetOutputs</a>()[2]);</div><div class="line"><a name="l00048"></a><span class="lineno"> 48</span>  <a class="code" href="_assert_8hpp.xhtml#a5698be69cbd5dfe6c28fcd9867e8cbed">ARMNN_ASSERT</a>(output3.size() == k_OutputSize3);</div><div class="line"><a name="l00049"></a><span class="lineno"> 49</span> </div><div class="line"><a name="l00050"></a><span class="lineno"> 50</span>  <span class="comment">// valid detections</span></div><div class="line"><a name="l00051"></a><span class="lineno"> 51</span>  <span class="keyword">const</span> std::vector<float>& output4 = mapbox::util::get<std::vector<float>>(this-><a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.xhtml#ae7a175231eff460f6d32272930049ca2">GetOutputs</a>()[3]);</div><div class="line"><a name="l00052"></a><span class="lineno"> 52</span>  <a class="code" href="_assert_8hpp.xhtml#a5698be69cbd5dfe6c28fcd9867e8cbed">ARMNN_ASSERT</a>(output4.size() == k_OutputSize4);</div><div class="line"><a name="l00053"></a><span class="lineno"> 53</span> </div><div class="line"><a name="l00054"></a><span class="lineno"> 54</span>  <span class="keyword">const</span> <span class="keywordtype">size_t</span> numDetections = <a class="code" href="namespacearmnn.xhtml#a375ca3cff9f1b005d1412dc5f3cf5b6e">armnn::numeric_cast</a><<span class="keywordtype">size_t</span>>(output4[0]);</div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span> </div><div class="line"><a name="l00056"></a><span class="lineno"> 56</span>  <span class="comment">// Check if number of valid detections matches expectations</span></div><div class="line"><a name="l00057"></a><span class="lineno"> 57</span>  <span class="keyword">const</span> <span class="keywordtype">size_t</span> expectedNumDetections = m_DetectedObjects.size();</div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span>  <span class="keywordflow">if</span> (numDetections != expectedNumDetections)</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="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(error) << <span class="stringliteral">"Number of detections is incorrect: Expected ("</span> <<</div><div class="line"><a name="l00061"></a><span class="lineno"> 61</span>  expectedNumDetections << <span class="stringliteral">")"</span> << <span class="stringliteral">" but got ("</span> << numDetections << <span class="stringliteral">")"</span>;</div><div class="line"><a name="l00062"></a><span class="lineno"> 62</span>  <span class="keywordflow">return</span> <a class="code" href="namespacearmnn_1_1test.xhtml#a05b3d6105613d2d14099667a6b8ca67bad7c8c85bf79bbe1b7188497c32c3b0ca">TestCaseResult::Failed</a>;</div><div class="line"><a name="l00063"></a><span class="lineno"> 63</span>  }</div><div class="line"><a name="l00064"></a><span class="lineno"> 64</span> </div><div class="line"><a name="l00065"></a><span class="lineno"> 65</span>  <span class="comment">// Extract detected objects from output data</span></div><div class="line"><a name="l00066"></a><span class="lineno"> 66</span>  std::vector<DetectedObject> detectedObjects;</div><div class="line"><a name="l00067"></a><span class="lineno"> 67</span>  <span class="keyword">const</span> <span class="keywordtype">float</span>* outputData = output1.data();</div><div class="line"><a name="l00068"></a><span class="lineno"> 68</span>  <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> i = 0u; i < numDetections; 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>  <span class="comment">// NOTE: Order of coordinates in output data is yMin, xMin, yMax, xMax</span></div><div class="line"><a name="l00071"></a><span class="lineno"> 71</span>  <span class="keywordtype">float</span> yMin = *outputData++;</div><div class="line"><a name="l00072"></a><span class="lineno"> 72</span>  <span class="keywordtype">float</span> xMin = *outputData++;</div><div class="line"><a name="l00073"></a><span class="lineno"> 73</span>  <span class="keywordtype">float</span> yMax = *outputData++;</div><div class="line"><a name="l00074"></a><span class="lineno"> 74</span>  <span class="keywordtype">float</span> xMax = *outputData++;</div><div class="line"><a name="l00075"></a><span class="lineno"> 75</span> </div><div class="line"><a name="l00076"></a><span class="lineno"> 76</span>  DetectedObject detectedObject(</div><div class="line"><a name="l00077"></a><span class="lineno"> 77</span>  output2.at(i),</div><div class="line"><a name="l00078"></a><span class="lineno"> 78</span>  BoundingBox(xMin, yMin, xMax, yMax),</div><div class="line"><a name="l00079"></a><span class="lineno"> 79</span>  output3.at(i));</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>  detectedObjects.push_back(detectedObject);</div><div class="line"><a name="l00082"></a><span class="lineno"> 82</span>  }</div><div class="line"><a name="l00083"></a><span class="lineno"> 83</span> </div><div class="line"><a name="l00084"></a><span class="lineno"> 84</span>  std::sort(detectedObjects.begin(), detectedObjects.end());</div><div class="line"><a name="l00085"></a><span class="lineno"> 85</span>  std::sort(m_DetectedObjects.begin(), m_DetectedObjects.end());</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">// Compare detected objects with expected results</span></div><div class="line"><a name="l00088"></a><span class="lineno"> 88</span>  std::vector<DetectedObject>::const_iterator it = detectedObjects.begin();</div><div class="line"><a name="l00089"></a><span class="lineno"> 89</span>  <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> i = 0; i < numDetections; i++)</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="keywordflow">if</span> (it == detectedObjects.end())</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>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(error) << <span class="stringliteral">"No more detected objects found! Index out of bounds: "</span> << i;</div><div class="line"><a name="l00094"></a><span class="lineno"> 94</span>  <span class="keywordflow">return</span> <a class="code" href="namespacearmnn_1_1test.xhtml#a05b3d6105613d2d14099667a6b8ca67ba727b63583e01fa2b3952dab580c84dc2">TestCaseResult::Abort</a>;</div><div class="line"><a name="l00095"></a><span class="lineno"> 95</span>  }</div><div class="line"><a name="l00096"></a><span class="lineno"> 96</span> </div><div class="line"><a name="l00097"></a><span class="lineno"> 97</span>  <span class="keyword">const</span> DetectedObject& detectedObject = *it;</div><div class="line"><a name="l00098"></a><span class="lineno"> 98</span>  <span class="keyword">const</span> DetectedObject& expectedObject = m_DetectedObjects[i];</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="keywordflow">if</span> (detectedObject.m_Class != expectedObject.m_Class)</div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span>  {</div><div class="line"><a name="l00102"></a><span class="lineno"> 102</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(error) << <span class="stringliteral">"Prediction for test case "</span> << this-><a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.xhtml#a4ab19ef735b92c4d4f688f0659e5565e">GetTestCaseId</a>() <<</div><div class="line"><a name="l00103"></a><span class="lineno"> 103</span>  <span class="stringliteral">" is incorrect: Expected ("</span> << expectedObject.m_Class << <span class="stringliteral">")"</span> <<</div><div class="line"><a name="l00104"></a><span class="lineno"> 104</span>  <span class="stringliteral">" but predicted ("</span> << detectedObject.m_Class << <span class="stringliteral">")"</span>;</div><div class="line"><a name="l00105"></a><span class="lineno"> 105</span>  <span class="keywordflow">return</span> <a class="code" href="namespacearmnn_1_1test.xhtml#a05b3d6105613d2d14099667a6b8ca67bad7c8c85bf79bbe1b7188497c32c3b0ca">TestCaseResult::Failed</a>;</div><div class="line"><a name="l00106"></a><span class="lineno"> 106</span>  }</div><div class="line"><a name="l00107"></a><span class="lineno"> 107</span> </div><div class="line"><a name="l00108"></a><span class="lineno"> 108</span>  <span class="keywordflow">if</span>(!<a class="code" href="namespacearmnn_utils.xhtml#a56b0e17341e000fa1d4561890294520c">armnnUtils::within_percentage_tolerance</a>(detectedObject.m_Confidence, expectedObject.m_Confidence))</div><div class="line"><a name="l00109"></a><span class="lineno"> 109</span>  {</div><div class="line"><a name="l00110"></a><span class="lineno"> 110</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(error) << <span class="stringliteral">"Confidence of prediction for test case "</span> << this-><a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.xhtml#a4ab19ef735b92c4d4f688f0659e5565e">GetTestCaseId</a>() <<</div><div class="line"><a name="l00111"></a><span class="lineno"> 111</span>  <span class="stringliteral">" is incorrect: Expected ("</span> << expectedObject.m_Confidence << <span class="stringliteral">") +- 1.0 pc"</span> <<</div><div class="line"><a name="l00112"></a><span class="lineno"> 112</span>  <span class="stringliteral">" but predicted ("</span> << detectedObject.m_Confidence << <span class="stringliteral">")"</span>;</div><div class="line"><a name="l00113"></a><span class="lineno"> 113</span>  <span class="keywordflow">return</span> <a class="code" href="namespacearmnn_1_1test.xhtml#a05b3d6105613d2d14099667a6b8ca67bad7c8c85bf79bbe1b7188497c32c3b0ca">TestCaseResult::Failed</a>;</div><div class="line"><a name="l00114"></a><span class="lineno"> 114</span>  }</div><div class="line"><a name="l00115"></a><span class="lineno"> 115</span> </div><div class="line"><a name="l00116"></a><span class="lineno"> 116</span>  <span class="keywordflow">if</span> (!<a class="code" href="namespacearmnn_utils.xhtml#a56b0e17341e000fa1d4561890294520c">armnnUtils::within_percentage_tolerance</a>(detectedObject.m_BoundingBox.m_XMin,</div><div class="line"><a name="l00117"></a><span class="lineno"> 117</span>  expectedObject.m_BoundingBox.m_XMin) ||</div><div class="line"><a name="l00118"></a><span class="lineno"> 118</span>  !<a class="code" href="namespacearmnn_utils.xhtml#a56b0e17341e000fa1d4561890294520c">armnnUtils::within_percentage_tolerance</a>(detectedObject.m_BoundingBox.m_YMin,</div><div class="line"><a name="l00119"></a><span class="lineno"> 119</span>  expectedObject.m_BoundingBox.m_YMin) ||</div><div class="line"><a name="l00120"></a><span class="lineno"> 120</span>  !<a class="code" href="namespacearmnn_utils.xhtml#a56b0e17341e000fa1d4561890294520c">armnnUtils::within_percentage_tolerance</a>(detectedObject.m_BoundingBox.m_XMax,</div><div class="line"><a name="l00121"></a><span class="lineno"> 121</span>  expectedObject.m_BoundingBox.m_XMax) ||</div><div class="line"><a name="l00122"></a><span class="lineno"> 122</span>  !<a class="code" href="namespacearmnn_utils.xhtml#a56b0e17341e000fa1d4561890294520c">armnnUtils::within_percentage_tolerance</a>(detectedObject.m_BoundingBox.m_YMax,</div><div class="line"><a name="l00123"></a><span class="lineno"> 123</span>  expectedObject.m_BoundingBox.m_YMax))</div><div class="line"><a name="l00124"></a><span class="lineno"> 124</span>  {</div><div class="line"><a name="l00125"></a><span class="lineno"> 125</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(error) << <span class="stringliteral">"Detected bounding box for test case "</span> << this-><a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.xhtml#a4ab19ef735b92c4d4f688f0659e5565e">GetTestCaseId</a>() <<</div><div class="line"><a name="l00126"></a><span class="lineno"> 126</span>  <span class="stringliteral">" is incorrect"</span>;</div><div class="line"><a name="l00127"></a><span class="lineno"> 127</span>  <span class="keywordflow">return</span> <a class="code" href="namespacearmnn_1_1test.xhtml#a05b3d6105613d2d14099667a6b8ca67bad7c8c85bf79bbe1b7188497c32c3b0ca">TestCaseResult::Failed</a>;</div><div class="line"><a name="l00128"></a><span class="lineno"> 128</span>  }</div><div class="line"><a name="l00129"></a><span class="lineno"> 129</span> </div><div class="line"><a name="l00130"></a><span class="lineno"> 130</span>  ++it;</div><div class="line"><a name="l00131"></a><span class="lineno"> 131</span>  }</div><div class="line"><a name="l00132"></a><span class="lineno"> 132</span> </div><div class="line"><a name="l00133"></a><span class="lineno"> 133</span>  <span class="keywordflow">return</span> <a class="code" href="namespacearmnn_1_1test.xhtml#a05b3d6105613d2d14099667a6b8ca67baa60852f204ed8028c1c58808b746d115">TestCaseResult::Ok</a>;</div><div class="line"><a name="l00134"></a><span class="lineno"> 134</span>  }</div><div class="line"><a name="l00135"></a><span class="lineno"> 135</span> </div><div class="line"><a name="l00136"></a><span class="lineno"> 136</span> <span class="keyword">private</span>:</div><div class="line"><a name="l00137"></a><span class="lineno"> 137</span>  <span class="keyword">static</span> constexpr <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> k_Shape = 10u;</div><div class="line"><a name="l00138"></a><span class="lineno"> 138</span> </div><div class="line"><a name="l00139"></a><span class="lineno"> 139</span>  <span class="keyword">static</span> constexpr <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> k_OutputSize1 = k_Shape * 4u;</div><div class="line"><a name="l00140"></a><span class="lineno"> 140</span>  <span class="keyword">static</span> constexpr <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> k_OutputSize2 = k_Shape;</div><div class="line"><a name="l00141"></a><span class="lineno"> 141</span>  <span class="keyword">static</span> constexpr <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> k_OutputSize3 = k_Shape;</div><div class="line"><a name="l00142"></a><span class="lineno"> 142</span>  <span class="keyword">static</span> constexpr <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> k_OutputSize4 = 1u;</div><div class="line"><a name="l00143"></a><span class="lineno"> 143</span> </div><div class="line"><a name="l00144"></a><span class="lineno"> 144</span>  std::vector<DetectedObject> m_DetectedObjects;</div><div class="line"><a name="l00145"></a><span class="lineno"> 145</span> };</div><div class="line"><a name="l00146"></a><span class="lineno"> 146</span> </div><div class="line"><a name="l00147"></a><span class="lineno"> 147</span> <span class="keyword">template</span> <<span class="keyword">typename</span> Model></div><div class="line"><a name="l00148"></a><span class="lineno"> 148</span> <span class="keyword">class </span>MobileNetSsdTestCaseProvider : <span class="keyword">public</span> <a class="code" href="classarmnn_1_1test_1_1_i_inference_test_case_provider.xhtml">IInferenceTestCaseProvider</a></div><div class="line"><a name="l00149"></a><span class="lineno"> 149</span> {</div><div class="line"><a name="l00150"></a><span class="lineno"> 150</span> <span class="keyword">public</span>:</div><div class="line"><a name="l00151"></a><span class="lineno"> 151</span>  <span class="keyword">template</span> <<span class="keyword">typename</span> TConstructModelCallable></div><div class="line"><a name="l00152"></a><span class="lineno"> 152</span>  <span class="keyword">explicit</span> MobileNetSsdTestCaseProvider(TConstructModelCallable constructModel)</div><div class="line"><a name="l00153"></a><span class="lineno"> 153</span>  : m_ConstructModel(constructModel)</div><div class="line"><a name="l00154"></a><span class="lineno"> 154</span>  {}</div><div class="line"><a name="l00155"></a><span class="lineno"> 155</span> </div><div class="line"><a name="l00156"></a><span class="lineno"> 156</span>  <span class="keyword">virtual</span> <span class="keywordtype">void</span> AddCommandLineOptions(cxxopts::Options& options, std::vector<std::string>& required)<span class="keyword"> override</span></div><div class="line"><a name="l00157"></a><span class="lineno"> 157</span> <span class="keyword"> </span>{</div><div class="line"><a name="l00158"></a><span class="lineno"> 158</span>  options</div><div class="line"><a name="l00159"></a><span class="lineno"> 159</span>  .allow_unrecognised_options()</div><div class="line"><a name="l00160"></a><span class="lineno"> 160</span>  .add_options()</div><div class="line"><a name="l00161"></a><span class="lineno"> 161</span>  (<span class="stringliteral">"d,data-dir"</span>, <span class="stringliteral">"Path to directory containing test data"</span>, cxxopts::value<std::string>(m_DataDir));</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>  required.emplace_back(<span class="stringliteral">"data-dir"</span>);</div><div class="line"><a name="l00164"></a><span class="lineno"> 164</span> </div><div class="line"><a name="l00165"></a><span class="lineno"> 165</span>  Model::AddCommandLineOptions(options, m_ModelCommandLineOptions, required);</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> </div><div class="line"><a name="l00168"></a><span class="lineno"> 168</span>  <span class="keyword">virtual</span> <span class="keywordtype">bool</span> ProcessCommandLineOptions(<span class="keyword">const</span> <a class="code" href="structarmnn_1_1test_1_1_inference_test_options.xhtml">InferenceTestOptions</a>& commonOptions)<span class="keyword"> override</span></div><div class="line"><a name="l00169"></a><span class="lineno"> 169</span> <span class="keyword"> </span>{</div><div class="line"><a name="l00170"></a><span class="lineno"> 170</span>  <span class="keywordflow">if</span> (!<a class="code" href="namespacearmnn_1_1test.xhtml#a8a678fb3a8864e31aeb77f857ae6fc43">ValidateDirectory</a>(m_DataDir))</div><div class="line"><a name="l00171"></a><span class="lineno"> 171</span>  {</div><div class="line"><a name="l00172"></a><span class="lineno"> 172</span>  <span class="keywordflow">return</span> <span class="keyword">false</span>;</div><div class="line"><a name="l00173"></a><span class="lineno"> 173</span>  }</div><div class="line"><a name="l00174"></a><span class="lineno"> 174</span> </div><div class="line"><a name="l00175"></a><span class="lineno"> 175</span>  m_Model = m_ConstructModel(commonOptions, m_ModelCommandLineOptions);</div><div class="line"><a name="l00176"></a><span class="lineno"> 176</span>  <span class="keywordflow">if</span> (!m_Model)</div><div class="line"><a name="l00177"></a><span class="lineno"> 177</span>  {</div><div class="line"><a name="l00178"></a><span class="lineno"> 178</span>  <span class="keywordflow">return</span> <span class="keyword">false</span>;</div><div class="line"><a name="l00179"></a><span class="lineno"> 179</span>  }</div><div class="line"><a name="l00180"></a><span class="lineno"> 180</span>  std::pair<float, int32_t> qParams = m_Model->GetInputQuantizationParams();</div><div class="line"><a name="l00181"></a><span class="lineno"> 181</span>  m_Database = std::make_unique<MobileNetSsdDatabase>(m_DataDir.c_str(), qParams.first, qParams.second);</div><div class="line"><a name="l00182"></a><span class="lineno"> 182</span>  <span class="keywordflow">if</span> (!m_Database)</div><div class="line"><a name="l00183"></a><span class="lineno"> 183</span>  {</div><div class="line"><a name="l00184"></a><span class="lineno"> 184</span>  <span class="keywordflow">return</span> <span class="keyword">false</span>;</div><div class="line"><a name="l00185"></a><span class="lineno"> 185</span>  }</div><div class="line"><a name="l00186"></a><span class="lineno"> 186</span> </div><div class="line"><a name="l00187"></a><span class="lineno"> 187</span>  <span class="keywordflow">return</span> <span class="keyword">true</span>;</div><div class="line"><a name="l00188"></a><span class="lineno"> 188</span>  }</div><div class="line"><a name="l00189"></a><span class="lineno"> 189</span> </div><div class="line"><a name="l00190"></a><span class="lineno"> 190</span>  std::unique_ptr<IInferenceTestCase> GetTestCase(<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> testCaseId)<span class="keyword"> override</span></div><div class="line"><a name="l00191"></a><span class="lineno"> 191</span> <span class="keyword"> </span>{</div><div class="line"><a name="l00192"></a><span class="lineno"> 192</span>  std::unique_ptr<MobileNetSsdTestCaseData> testCaseData = m_Database->GetTestCaseData(testCaseId);</div><div class="line"><a name="l00193"></a><span class="lineno"> 193</span>  <span class="keywordflow">if</span> (!testCaseData)</div><div class="line"><a name="l00194"></a><span class="lineno"> 194</span>  {</div><div class="line"><a name="l00195"></a><span class="lineno"> 195</span>  <span class="keywordflow">return</span> <span class="keyword">nullptr</span>;</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> </div><div class="line"><a name="l00198"></a><span class="lineno"> 198</span>  <span class="keywordflow">return</span> std::make_unique<MobileNetSsdTestCase<Model>>(*m_Model, testCaseId, *testCaseData);</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="l00201"></a><span class="lineno"> 201</span> <span class="keyword">private</span>:</div><div class="line"><a name="l00202"></a><span class="lineno"> 202</span>  <span class="keyword">typename</span> Model::CommandLineOptions m_ModelCommandLineOptions;</div><div class="line"><a name="l00203"></a><span class="lineno"> 203</span>  std::function<std::unique_ptr<Model>(<span class="keyword">const</span> <a class="code" href="structarmnn_1_1test_1_1_inference_test_options.xhtml">InferenceTestOptions</a> &,</div><div class="line"><a name="l00204"></a><span class="lineno"> 204</span>  <span class="keyword">typename</span> Model::CommandLineOptions)> m_ConstructModel;</div><div class="line"><a name="l00205"></a><span class="lineno"> 205</span>  std::unique_ptr<Model> m_Model;</div><div class="line"><a name="l00206"></a><span class="lineno"> 206</span> </div><div class="line"><a name="l00207"></a><span class="lineno"> 207</span>  std::string m_DataDir;</div><div class="line"><a name="l00208"></a><span class="lineno"> 208</span>  std::unique_ptr<MobileNetSsdDatabase> m_Database;</div><div class="line"><a name="l00209"></a><span class="lineno"> 209</span> };</div><div class="line"><a name="l00210"></a><span class="lineno"> 210</span> </div><div class="line"><a name="l00211"></a><span class="lineno"> 211</span> } <span class="comment">// anonymous namespace</span></div><div class="ttc" id="_ignore_unused_8hpp_xhtml"><div class="ttname"><a href="_ignore_unused_8hpp.xhtml">IgnoreUnused.hpp</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#l00071">InferenceTest.hpp:71</a></div></div>
<div class="ttc" id="classarmnn_1_1test_1_1_i_inference_test_case_provider_xhtml"><div class="ttname"><a href="classarmnn_1_1test_1_1_i_inference_test_case_provider.xhtml">armnn::test::IInferenceTestCaseProvider</a></div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8hpp_source.xhtml#l00091">InferenceTest.hpp:91</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< TContainer > & GetOutputs() const</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8hpp_source.xhtml#l00140">InferenceTest.hpp:140</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#l00057">InferenceTest.hpp:57</a></div></div>
<div class="ttc" id="_floating_point_comparison_8hpp_xhtml"><div class="ttname"><a href="_floating_point_comparison_8hpp.xhtml">FloatingPointComparison.hpp</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#l00202">Logging.hpp:202</a></div></div>
<div class="ttc" id="classarmnn_1_1test_1_1_i_inference_test_case_xhtml_a1b6e7a22d06d146f1da514a186dcdc02"><div class="ttname"><a href="classarmnn_1_1test_1_1_i_inference_test_case.xhtml#a1b6e7a22d06d146f1da514a186dcdc02">armnn::test::IInferenceTestCase::ProcessResult</a></div><div class="ttdeci">virtual TestCaseResult ProcessResult(const InferenceTestOptions &options)=0</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 &&...)</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="_numeric_cast_8hpp_xhtml"><div class="ttname"><a href="_numeric_cast_8hpp.xhtml">NumericCast.hpp</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="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#l00139">InferenceTest.hpp:139</a></div></div>
<div class="ttc" id="_assert_8hpp_xhtml_a5698be69cbd5dfe6c28fcd9867e8cbed"><div class="ttname"><a href="_assert_8hpp.xhtml#a5698be69cbd5dfe6c28fcd9867e8cbed">ARMNN_ASSERT</a></div><div class="ttdeci">#define ARMNN_ASSERT(COND)</div><div class="ttdef"><b>Definition:</b> <a href="_assert_8hpp_source.xhtml#l00014">Assert.hpp:14</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="_mobile_net_ssd_database_8hpp_xhtml"><div class="ttname"><a href="_mobile_net_ssd_database_8hpp.xhtml">MobileNetSsdDatabase.hpp</a></div></div>
<div class="ttc" id="namespacearmnn_1_1test_xhtml_a05b3d6105613d2d14099667a6b8ca67ba727b63583e01fa2b3952dab580c84dc2"><div class="ttname"><a href="namespacearmnn_1_1test.xhtml#a05b3d6105613d2d14099667a6b8ca67ba727b63583e01fa2b3952dab580c84dc2">armnn::test::TestCaseResult::Abort</a></div><div class="ttdoc">The test failed with a fatal error. The remaining tests will not be run. </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#l00110">InferenceTest.hpp:110</a></div></div>
<div class="ttc" id="_assert_8hpp_xhtml"><div class="ttname"><a href="_assert_8hpp.xhtml">Assert.hpp</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 &dir)</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8cpp_source.xhtml#l00087">InferenceTest.cpp:87</a></div></div>
<div class="ttc" id="namespacearmnn_xhtml_a375ca3cff9f1b005d1412dc5f3cf5b6e"><div class="ttname"><a href="namespacearmnn.xhtml#a375ca3cff9f1b005d1412dc5f3cf5b6e">armnn::numeric_cast</a></div><div class="ttdeci">std::enable_if_t< std::is_unsigned< Source >::value &&std::is_unsigned< Dest >::value, Dest > numeric_cast(Source source)</div><div class="ttdef"><b>Definition:</b> <a href="_numeric_cast_8hpp_source.xhtml#l00035">NumericCast.hpp:35</a></div></div>
<div class="ttc" id="namespacearmnn_utils_xhtml_a56b0e17341e000fa1d4561890294520c"><div class="ttname"><a href="namespacearmnn_utils.xhtml#a56b0e17341e000fa1d4561890294520c">armnnUtils::within_percentage_tolerance</a></div><div class="ttdeci">bool within_percentage_tolerance(float a, float b, float tolerancePercent=1.0f)</div><div class="ttdoc">Compare two floats and return true if their values are within a specified tolerance of each other...</div><div class="ttdef"><b>Definition:</b> <a href="_floating_point_comparison_8hpp_source.xhtml#l00020">FloatingPointComparison.hpp:20</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>
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