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<div class="title">MobileNetSsdInferenceTest.hpp</div> </div>
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<a href="_mobile_net_ssd_inference_test_8hpp.html">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">#pragma once</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 &quot;<a class="code" href="_inference_test_8hpp.html">InferenceTest.hpp</a>&quot;</span></div><div class="line"><a name="l00008"></a><span class="lineno"> 8</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="_mobile_net_ssd_database_8hpp.html">MobileNetSsdDatabase.hpp</a>&quot;</span></div><div class="line"><a name="l00009"></a><span class="lineno"> 9</span>&#160;</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/numeric/conversion/cast.hpp&gt;</span></div><div class="line"><a name="l00012"></a><span class="lineno"> 12</span>&#160;<span class="preprocessor">#include &lt;boost/test/tools/floating_point_comparison.hpp&gt;</span></div><div class="line"><a name="l00013"></a><span class="lineno"> 13</span>&#160;</div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span>&#160;<span class="preprocessor">#include &lt;vector&gt;</span></div><div class="line"><a name="l00015"></a><span class="lineno"> 15</span>&#160;</div><div class="line"><a name="l00016"></a><span class="lineno"> 16</span>&#160;<span class="keyword">namespace</span></div><div class="line"><a name="l00017"></a><span class="lineno"> 17</span>&#160;{</div><div class="line"><a name="l00018"></a><span class="lineno"> 18</span>&#160;</div><div class="line"><a name="l00019"></a><span class="lineno"> 19</span>&#160;<span class="keyword">template</span>&lt;<span class="keyword">typename</span> Model&gt;</div><div class="line"><a name="l00020"></a><span class="lineno"> 20</span>&#160;<span class="keyword">class </span>MobileNetSsdTestCase : <span class="keyword">public</span> <a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.html">InferenceModelTestCase</a>&lt;Model&gt;</div><div class="line"><a name="l00021"></a><span class="lineno"> 21</span>&#160;{</div><div class="line"><a name="l00022"></a><span class="lineno"> 22</span>&#160;<span class="keyword">public</span>:</div><div class="line"><a name="l00023"></a><span class="lineno"> 23</span>&#160; MobileNetSsdTestCase(<a class="code" href="struct_model.html">Model</a>&amp; model,</div><div class="line"><a name="l00024"></a><span class="lineno"> 24</span>&#160; <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> testCaseId,</div><div class="line"><a name="l00025"></a><span class="lineno"> 25</span>&#160; <span class="keyword">const</span> MobileNetSsdTestCaseData&amp; testCaseData)</div><div class="line"><a name="l00026"></a><span class="lineno"> 26</span>&#160; : <a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.html">InferenceModelTestCase</a>&lt;<a class="code" href="struct_model.html">Model</a>&gt;(model,</div><div class="line"><a name="l00027"></a><span class="lineno"> 27</span>&#160; testCaseId,</div><div class="line"><a name="l00028"></a><span class="lineno"> 28</span>&#160; { std::move(testCaseData.m_InputData) },</div><div class="line"><a name="l00029"></a><span class="lineno"> 29</span>&#160; { k_OutputSize1, k_OutputSize2, k_OutputSize3, k_OutputSize4 })</div><div class="line"><a name="l00030"></a><span class="lineno"> 30</span>&#160; , m_FloatComparer(boost::math::fpc::percent_tolerance(1.0f))</div><div class="line"><a name="l00031"></a><span class="lineno"> 31</span>&#160; , m_DetectedObjects(testCaseData.m_ExpectedDetectedObject)</div><div class="line"><a name="l00032"></a><span class="lineno"> 32</span>&#160; {}</div><div class="line"><a name="l00033"></a><span class="lineno"> 33</span>&#160;</div><div class="line"><a name="l00034"></a><span class="lineno"> 34</span>&#160; <a class="code" href="namespacearmnn_1_1test.html#a05b3d6105613d2d14099667a6b8ca67b">TestCaseResult</a> <a class="code" href="classarmnn_1_1test_1_1_i_inference_test_case.html#a1b6e7a22d06d146f1da514a186dcdc02">ProcessResult</a>(<span class="keyword">const</span> <a class="code" href="structarmnn_1_1test_1_1_inference_test_options.html">InferenceTestOptions</a>&amp; <a class="code" href="_file_only_profiling_decorator_tests_8cpp.html#a6560146509197f3e197d8d36f76c1347">options</a>)<span class="keyword"> override</span></div><div class="line"><a name="l00035"></a><span class="lineno"> 35</span>&#160;<span class="keyword"> </span>{</div><div class="line"><a name="l00036"></a><span class="lineno"> 36</span>&#160; boost::ignore_unused(options);</div><div class="line"><a name="l00037"></a><span class="lineno"> 37</span>&#160;</div><div class="line"><a name="l00038"></a><span class="lineno"> 38</span>&#160; <span class="keyword">const</span> std::vector&lt;float&gt;&amp; output1 = boost::get&lt;std::vector&lt;float&gt;&gt;(this-&gt;<a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.html#ae7a175231eff460f6d32272930049ca2">GetOutputs</a>()[0]); <span class="comment">// bounding boxes</span></div><div class="line"><a name="l00039"></a><span class="lineno"> 39</span>&#160; BOOST_ASSERT(output1.size() == k_OutputSize1);</div><div class="line"><a name="l00040"></a><span class="lineno"> 40</span>&#160;</div><div class="line"><a name="l00041"></a><span class="lineno"> 41</span>&#160; <span class="keyword">const</span> std::vector&lt;float&gt;&amp; output2 = boost::get&lt;std::vector&lt;float&gt;&gt;(this-&gt;<a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.html#ae7a175231eff460f6d32272930049ca2">GetOutputs</a>()[1]); <span class="comment">// classes</span></div><div class="line"><a name="l00042"></a><span class="lineno"> 42</span>&#160; BOOST_ASSERT(output2.size() == k_OutputSize2);</div><div class="line"><a name="l00043"></a><span class="lineno"> 43</span>&#160;</div><div class="line"><a name="l00044"></a><span class="lineno"> 44</span>&#160; <span class="keyword">const</span> std::vector&lt;float&gt;&amp; output3 = boost::get&lt;std::vector&lt;float&gt;&gt;(this-&gt;<a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.html#ae7a175231eff460f6d32272930049ca2">GetOutputs</a>()[2]); <span class="comment">// scores</span></div><div class="line"><a name="l00045"></a><span class="lineno"> 45</span>&#160; BOOST_ASSERT(output3.size() == k_OutputSize3);</div><div class="line"><a name="l00046"></a><span class="lineno"> 46</span>&#160;</div><div class="line"><a name="l00047"></a><span class="lineno"> 47</span>&#160; <span class="keyword">const</span> std::vector&lt;float&gt;&amp; output4 = boost::get&lt;std::vector&lt;float&gt;&gt;(this-&gt;<a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.html#ae7a175231eff460f6d32272930049ca2">GetOutputs</a>()[3]); <span class="comment">// valid detections</span></div><div class="line"><a name="l00048"></a><span class="lineno"> 48</span>&#160; BOOST_ASSERT(output4.size() == k_OutputSize4);</div><div class="line"><a name="l00049"></a><span class="lineno"> 49</span>&#160;</div><div class="line"><a name="l00050"></a><span class="lineno"> 50</span>&#160; <span class="keyword">const</span> <span class="keywordtype">size_t</span> numDetections = boost::numeric_cast&lt;<span class="keywordtype">size_t</span>&gt;(output4[0]);</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; <span class="comment">// Check if number of valid detections matches expectations</span></div><div class="line"><a name="l00053"></a><span class="lineno"> 53</span>&#160; <span class="keyword">const</span> <span class="keywordtype">size_t</span> expectedNumDetections = m_DetectedObjects.size();</div><div class="line"><a name="l00054"></a><span class="lineno"> 54</span>&#160; <span class="keywordflow">if</span> (numDetections != expectedNumDetections)</div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span>&#160; {</div><div class="line"><a name="l00056"></a><span class="lineno"> 56</span>&#160; <a class="code" href="_logging_8hpp.html#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(error) &lt;&lt; <span class="stringliteral">&quot;Number of detections is incorrect: Expected (&quot;</span> &lt;&lt;</div><div class="line"><a name="l00057"></a><span class="lineno"> 57</span>&#160; expectedNumDetections &lt;&lt; <span class="stringliteral">&quot;)&quot;</span> &lt;&lt; <span class="stringliteral">&quot; but got (&quot;</span> &lt;&lt; numDetections &lt;&lt; <span class="stringliteral">&quot;)&quot;</span>;</div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span>&#160; <span class="keywordflow">return</span> <a class="code" href="namespacearmnn_1_1test.html#a05b3d6105613d2d14099667a6b8ca67bad7c8c85bf79bbe1b7188497c32c3b0ca">TestCaseResult::Failed</a>;</div><div class="line"><a name="l00059"></a><span class="lineno"> 59</span>&#160; }</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; <span class="comment">// Extract detected objects from output data</span></div><div class="line"><a name="l00062"></a><span class="lineno"> 62</span>&#160; std::vector&lt;DetectedObject&gt; detectedObjects;</div><div class="line"><a name="l00063"></a><span class="lineno"> 63</span>&#160; <span class="keyword">const</span> <span class="keywordtype">float</span>* outputData = output1.data();</div><div class="line"><a name="l00064"></a><span class="lineno"> 64</span>&#160; <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> i = 0u; i &lt; numDetections; i++)</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="comment">// NOTE: Order of coordinates in output data is yMin, xMin, yMax, xMax</span></div><div class="line"><a name="l00067"></a><span class="lineno"> 67</span>&#160; <span class="keywordtype">float</span> yMin = *outputData++;</div><div class="line"><a name="l00068"></a><span class="lineno"> 68</span>&#160; <span class="keywordtype">float</span> xMin = *outputData++;</div><div class="line"><a name="l00069"></a><span class="lineno"> 69</span>&#160; <span class="keywordtype">float</span> yMax = *outputData++;</div><div class="line"><a name="l00070"></a><span class="lineno"> 70</span>&#160; <span class="keywordtype">float</span> xMax = *outputData++;</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; DetectedObject detectedObject(</div><div class="line"><a name="l00073"></a><span class="lineno"> 73</span>&#160; output2.at(i),</div><div class="line"><a name="l00074"></a><span class="lineno"> 74</span>&#160; BoundingBox(xMin, yMin, xMax, yMax),</div><div class="line"><a name="l00075"></a><span class="lineno"> 75</span>&#160; output3.at(i));</div><div class="line"><a name="l00076"></a><span class="lineno"> 76</span>&#160;</div><div class="line"><a name="l00077"></a><span class="lineno"> 77</span>&#160; detectedObjects.push_back(detectedObject);</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; std::sort(detectedObjects.begin(), detectedObjects.end());</div><div class="line"><a name="l00081"></a><span class="lineno"> 81</span>&#160; std::sort(m_DetectedObjects.begin(), m_DetectedObjects.end());</div><div class="line"><a name="l00082"></a><span class="lineno"> 82</span>&#160;</div><div class="line"><a name="l00083"></a><span class="lineno"> 83</span>&#160; <span class="comment">// Compare detected objects with expected results</span></div><div class="line"><a name="l00084"></a><span class="lineno"> 84</span>&#160; std::vector&lt;DetectedObject&gt;::const_iterator it = detectedObjects.begin();</div><div class="line"><a name="l00085"></a><span class="lineno"> 85</span>&#160; <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> i = 0; i &lt; numDetections; i++)</div><div class="line"><a name="l00086"></a><span class="lineno"> 86</span>&#160; {</div><div class="line"><a name="l00087"></a><span class="lineno"> 87</span>&#160; <span class="keywordflow">if</span> (it == detectedObjects.end())</div><div class="line"><a name="l00088"></a><span class="lineno"> 88</span>&#160; {</div><div class="line"><a name="l00089"></a><span class="lineno"> 89</span>&#160; <a class="code" href="_logging_8hpp.html#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(error) &lt;&lt; <span class="stringliteral">&quot;No more detected objects found! Index out of bounds: &quot;</span> &lt;&lt; i;</div><div class="line"><a name="l00090"></a><span class="lineno"> 90</span>&#160; <span class="keywordflow">return</span> <a class="code" href="namespacearmnn_1_1test.html#a05b3d6105613d2d14099667a6b8ca67ba727b63583e01fa2b3952dab580c84dc2">TestCaseResult::Abort</a>;</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;</div><div class="line"><a name="l00093"></a><span class="lineno"> 93</span>&#160; <span class="keyword">const</span> DetectedObject&amp; detectedObject = *it;</div><div class="line"><a name="l00094"></a><span class="lineno"> 94</span>&#160; <span class="keyword">const</span> DetectedObject&amp; expectedObject = m_DetectedObjects[i];</div><div class="line"><a name="l00095"></a><span class="lineno"> 95</span>&#160;</div><div class="line"><a name="l00096"></a><span class="lineno"> 96</span>&#160; <span class="keywordflow">if</span> (detectedObject.m_Class != expectedObject.m_Class)</div><div class="line"><a name="l00097"></a><span class="lineno"> 97</span>&#160; {</div><div class="line"><a name="l00098"></a><span class="lineno"> 98</span>&#160; <a class="code" href="_logging_8hpp.html#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(error) &lt;&lt; <span class="stringliteral">&quot;Prediction for test case &quot;</span> &lt;&lt; this-&gt;<a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.html#a4ab19ef735b92c4d4f688f0659e5565e">GetTestCaseId</a>() &lt;&lt;</div><div class="line"><a name="l00099"></a><span class="lineno"> 99</span>&#160; <span class="stringliteral">&quot; is incorrect: Expected (&quot;</span> &lt;&lt; expectedObject.m_Class &lt;&lt; <span class="stringliteral">&quot;)&quot;</span> &lt;&lt;</div><div class="line"><a name="l00100"></a><span class="lineno"> 100</span>&#160; <span class="stringliteral">&quot; but predicted (&quot;</span> &lt;&lt; detectedObject.m_Class &lt;&lt; <span class="stringliteral">&quot;)&quot;</span>;</div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span>&#160; <span class="keywordflow">return</span> <a class="code" href="namespacearmnn_1_1test.html#a05b3d6105613d2d14099667a6b8ca67bad7c8c85bf79bbe1b7188497c32c3b0ca">TestCaseResult::Failed</a>;</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;</div><div class="line"><a name="l00104"></a><span class="lineno"> 104</span>&#160; <span class="keywordflow">if</span>(!m_FloatComparer(detectedObject.m_Confidence, expectedObject.m_Confidence))</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; <a class="code" href="_logging_8hpp.html#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(error) &lt;&lt; <span class="stringliteral">&quot;Confidence of prediction for test case &quot;</span> &lt;&lt; this-&gt;<a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.html#a4ab19ef735b92c4d4f688f0659e5565e">GetTestCaseId</a>() &lt;&lt;</div><div class="line"><a name="l00107"></a><span class="lineno"> 107</span>&#160; <span class="stringliteral">&quot; is incorrect: Expected (&quot;</span> &lt;&lt; expectedObject.m_Confidence &lt;&lt; <span class="stringliteral">&quot;) +- 1.0 pc&quot;</span> &lt;&lt;</div><div class="line"><a name="l00108"></a><span class="lineno"> 108</span>&#160; <span class="stringliteral">&quot; but predicted (&quot;</span> &lt;&lt; detectedObject.m_Confidence &lt;&lt; <span class="stringliteral">&quot;)&quot;</span>;</div><div class="line"><a name="l00109"></a><span class="lineno"> 109</span>&#160; <span class="keywordflow">return</span> <a class="code" href="namespacearmnn_1_1test.html#a05b3d6105613d2d14099667a6b8ca67bad7c8c85bf79bbe1b7188497c32c3b0ca">TestCaseResult::Failed</a>;</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;</div><div class="line"><a name="l00112"></a><span class="lineno"> 112</span>&#160; <span class="keywordflow">if</span> (!m_FloatComparer(detectedObject.m_BoundingBox.m_XMin, expectedObject.m_BoundingBox.m_XMin) ||</div><div class="line"><a name="l00113"></a><span class="lineno"> 113</span>&#160; !m_FloatComparer(detectedObject.m_BoundingBox.m_YMin, expectedObject.m_BoundingBox.m_YMin) ||</div><div class="line"><a name="l00114"></a><span class="lineno"> 114</span>&#160; !m_FloatComparer(detectedObject.m_BoundingBox.m_XMax, expectedObject.m_BoundingBox.m_XMax) ||</div><div class="line"><a name="l00115"></a><span class="lineno"> 115</span>&#160; !m_FloatComparer(detectedObject.m_BoundingBox.m_YMax, expectedObject.m_BoundingBox.m_YMax))</div><div class="line"><a name="l00116"></a><span class="lineno"> 116</span>&#160; {</div><div class="line"><a name="l00117"></a><span class="lineno"> 117</span>&#160; <a class="code" href="_logging_8hpp.html#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(error) &lt;&lt; <span class="stringliteral">&quot;Detected bounding box for test case &quot;</span> &lt;&lt; this-&gt;<a class="code" href="classarmnn_1_1test_1_1_inference_model_test_case.html#a4ab19ef735b92c4d4f688f0659e5565e">GetTestCaseId</a>() &lt;&lt;</div><div class="line"><a name="l00118"></a><span class="lineno"> 118</span>&#160; <span class="stringliteral">&quot; is incorrect&quot;</span>;</div><div class="line"><a name="l00119"></a><span class="lineno"> 119</span>&#160; <span class="keywordflow">return</span> <a class="code" href="namespacearmnn_1_1test.html#a05b3d6105613d2d14099667a6b8ca67bad7c8c85bf79bbe1b7188497c32c3b0ca">TestCaseResult::Failed</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;</div><div class="line"><a name="l00122"></a><span class="lineno"> 122</span>&#160; ++it;</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;</div><div class="line"><a name="l00125"></a><span class="lineno"> 125</span>&#160; <span class="keywordflow">return</span> <a class="code" href="namespacearmnn_1_1test.html#a05b3d6105613d2d14099667a6b8ca67baa60852f204ed8028c1c58808b746d115">TestCaseResult::Ok</a>;</div><div class="line"><a name="l00126"></a><span class="lineno"> 126</span>&#160; }</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;<span class="keyword">private</span>:</div><div class="line"><a name="l00129"></a><span class="lineno"> 129</span>&#160; <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="l00130"></a><span class="lineno"> 130</span>&#160;</div><div class="line"><a name="l00131"></a><span class="lineno"> 131</span>&#160; <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="l00132"></a><span class="lineno"> 132</span>&#160; <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="l00133"></a><span class="lineno"> 133</span>&#160; <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="l00134"></a><span class="lineno"> 134</span>&#160; <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="l00135"></a><span class="lineno"> 135</span>&#160;</div><div class="line"><a name="l00136"></a><span class="lineno"> 136</span>&#160; boost::math::fpc::close_at_tolerance&lt;float&gt; m_FloatComparer;</div><div class="line"><a name="l00137"></a><span class="lineno"> 137</span>&#160; std::vector&lt;DetectedObject&gt; m_DetectedObjects;</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;</div><div class="line"><a name="l00140"></a><span class="lineno"> 140</span>&#160;<span class="keyword">template</span> &lt;<span class="keyword">typename</span> Model&gt;</div><div class="line"><a name="l00141"></a><span class="lineno"> 141</span>&#160;<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.html">IInferenceTestCaseProvider</a></div><div class="line"><a name="l00142"></a><span class="lineno"> 142</span>&#160;{</div><div class="line"><a name="l00143"></a><span class="lineno"> 143</span>&#160;<span class="keyword">public</span>:</div><div class="line"><a name="l00144"></a><span class="lineno"> 144</span>&#160; <span class="keyword">template</span> &lt;<span class="keyword">typename</span> TConstructModelCallable&gt;</div><div class="line"><a name="l00145"></a><span class="lineno"> 145</span>&#160; <span class="keyword">explicit</span> MobileNetSsdTestCaseProvider(TConstructModelCallable constructModel)</div><div class="line"><a name="l00146"></a><span class="lineno"> 146</span>&#160; : m_ConstructModel(constructModel)</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="keyword">virtual</span> <span class="keywordtype">void</span> AddCommandLineOptions(boost::program_options::options_description&amp; options)<span class="keyword"> override</span></div><div class="line"><a name="l00150"></a><span class="lineno"> 150</span>&#160;<span class="keyword"> </span>{</div><div class="line"><a name="l00151"></a><span class="lineno"> 151</span>&#160; <span class="keyword">namespace </span>po = boost::program_options;</div><div class="line"><a name="l00152"></a><span class="lineno"> 152</span>&#160;</div><div class="line"><a name="l00153"></a><span class="lineno"> 153</span>&#160; options.add_options()</div><div class="line"><a name="l00154"></a><span class="lineno"> 154</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="l00155"></a><span class="lineno"> 155</span>&#160; <span class="stringliteral">&quot;Path to directory containing test data&quot;</span>);</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; Model::AddCommandLineOptions(options, m_ModelCommandLineOptions);</div><div class="line"><a name="l00158"></a><span class="lineno"> 158</span>&#160; }</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; <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.html">InferenceTestOptions</a> &amp;commonOptions)<span class="keyword"> override</span></div><div class="line"><a name="l00161"></a><span class="lineno"> 161</span>&#160;<span class="keyword"> </span>{</div><div class="line"><a name="l00162"></a><span class="lineno"> 162</span>&#160; <span class="keywordflow">if</span> (!<a class="code" href="namespacearmnn_1_1test.html#a8a678fb3a8864e31aeb77f857ae6fc43">ValidateDirectory</a>(m_DataDir))</div><div class="line"><a name="l00163"></a><span class="lineno"> 163</span>&#160; {</div><div class="line"><a name="l00164"></a><span class="lineno"> 164</span>&#160; <span class="keywordflow">return</span> <span class="keyword">false</span>;</div><div class="line"><a name="l00165"></a><span class="lineno"> 165</span>&#160; }</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_Model = m_ConstructModel(commonOptions, m_ModelCommandLineOptions);</div><div class="line"><a name="l00168"></a><span class="lineno"> 168</span>&#160; <span class="keywordflow">if</span> (!m_Model)</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> <span class="keyword">false</span>;</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; std::pair&lt;float, int32_t&gt; qParams = m_Model-&gt;GetInputQuantizationParams();</div><div class="line"><a name="l00173"></a><span class="lineno"> 173</span>&#160; m_Database = std::make_unique&lt;MobileNetSsdDatabase&gt;(m_DataDir.c_str(), qParams.first, qParams.second);</div><div class="line"><a name="l00174"></a><span class="lineno"> 174</span>&#160; <span class="keywordflow">if</span> (!m_Database)</div><div class="line"><a name="l00175"></a><span class="lineno"> 175</span>&#160; {</div><div class="line"><a name="l00176"></a><span class="lineno"> 176</span>&#160; <span class="keywordflow">return</span> <span class="keyword">false</span>;</div><div class="line"><a name="l00177"></a><span class="lineno"> 177</span>&#160; }</div><div class="line"><a name="l00178"></a><span class="lineno"> 178</span>&#160;</div><div class="line"><a name="l00179"></a><span class="lineno"> 179</span>&#160; <span class="keywordflow">return</span> <span class="keyword">true</span>;</div><div class="line"><a name="l00180"></a><span class="lineno"> 180</span>&#160; }</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; std::unique_ptr&lt;IInferenceTestCase&gt; GetTestCase(<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> testCaseId)<span class="keyword"> override</span></div><div class="line"><a name="l00183"></a><span class="lineno"> 183</span>&#160;<span class="keyword"> </span>{</div><div class="line"><a name="l00184"></a><span class="lineno"> 184</span>&#160; std::unique_ptr&lt;MobileNetSsdTestCaseData&gt; testCaseData = m_Database-&gt;GetTestCaseData(testCaseId);</div><div class="line"><a name="l00185"></a><span class="lineno"> 185</span>&#160; <span class="keywordflow">if</span> (!testCaseData)</div><div class="line"><a name="l00186"></a><span class="lineno"> 186</span>&#160; {</div><div class="line"><a name="l00187"></a><span class="lineno"> 187</span>&#160; <span class="keywordflow">return</span> <span class="keyword">nullptr</span>;</div><div class="line"><a name="l00188"></a><span class="lineno"> 188</span>&#160; }</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; <span class="keywordflow">return</span> std::make_unique&lt;MobileNetSsdTestCase&lt;Model&gt;&gt;(*m_Model, testCaseId, *testCaseData);</div><div class="line"><a name="l00191"></a><span class="lineno"> 191</span>&#160; }</div><div class="line"><a name="l00192"></a><span class="lineno"> 192</span>&#160;</div><div class="line"><a name="l00193"></a><span class="lineno"> 193</span>&#160;<span class="keyword">private</span>:</div><div class="line"><a name="l00194"></a><span class="lineno"> 194</span>&#160; <span class="keyword">typename</span> Model::CommandLineOptions m_ModelCommandLineOptions;</div><div class="line"><a name="l00195"></a><span class="lineno"> 195</span>&#160; std::function&lt;std::unique_ptr&lt;Model&gt;(<span class="keyword">const</span> <a class="code" href="structarmnn_1_1test_1_1_inference_test_options.html">InferenceTestOptions</a> &amp;,</div><div class="line"><a name="l00196"></a><span class="lineno"> 196</span>&#160; <span class="keyword">typename</span> Model::CommandLineOptions)&gt; m_ConstructModel;</div><div class="line"><a name="l00197"></a><span class="lineno"> 197</span>&#160; std::unique_ptr&lt;Model&gt; m_Model;</div><div class="line"><a name="l00198"></a><span class="lineno"> 198</span>&#160;</div><div class="line"><a name="l00199"></a><span class="lineno"> 199</span>&#160; std::string m_DataDir;</div><div class="line"><a name="l00200"></a><span class="lineno"> 200</span>&#160; std::unique_ptr&lt;MobileNetSsdDatabase&gt; m_Database;</div><div class="line"><a name="l00201"></a><span class="lineno"> 201</span>&#160;};</div><div class="line"><a name="l00202"></a><span class="lineno"> 202</span>&#160;</div><div class="line"><a name="l00203"></a><span class="lineno"> 203</span>&#160;} <span class="comment">// anonymous namespace</span></div><div class="ttc" id="classarmnn_1_1test_1_1_inference_model_test_case_html"><div class="ttname"><a href="classarmnn_1_1test_1_1_inference_model_test_case.html">armnn::test::InferenceModelTestCase</a></div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8hpp_source.html#l00108">InferenceTest.hpp:108</a></div></div>
<div class="ttc" id="_logging_8hpp_html_a7b6ad073975f437ec38ca7d20154727f"><div class="ttname"><a href="_logging_8hpp.html#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a></div><div class="ttdeci">#define ARMNN_LOG(severity)</div><div class="ttdef"><b>Definition:</b> <a href="_logging_8hpp_source.html#l00163">Logging.hpp:163</a></div></div>
<div class="ttc" id="struct_model_html"><div class="ttname"><a href="struct_model.html">Model</a></div><div class="ttdef"><b>Definition:</b> <a href="_timeline_model_8h_source.html#l00062">TimelineModel.h:62</a></div></div>
<div class="ttc" id="namespacearmnn_1_1test_html_a05b3d6105613d2d14099667a6b8ca67baa60852f204ed8028c1c58808b746d115"><div class="ttname"><a href="namespacearmnn_1_1test.html#a05b3d6105613d2d14099667a6b8ca67baa60852f204ed8028c1c58808b746d115">armnn::test::TestCaseResult::Ok</a></div><div class="ttdoc">The test completed without any errors. </div></div>
<div class="ttc" id="structarmnn_1_1test_1_1_inference_test_options_html"><div class="ttname"><a href="structarmnn_1_1test_1_1_inference_test_options.html">armnn::test::InferenceTestOptions</a></div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8hpp_source.html#l00055">InferenceTest.hpp:55</a></div></div>
<div class="ttc" id="_inference_test_8hpp_html"><div class="ttname"><a href="_inference_test_8hpp.html">InferenceTest.hpp</a></div></div>
<div class="ttc" id="classarmnn_1_1test_1_1_inference_model_test_case_html_ae7a175231eff460f6d32272930049ca2"><div class="ttname"><a href="classarmnn_1_1test_1_1_inference_model_test_case.html#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.html#l00138">InferenceTest.hpp:138</a></div></div>
<div class="ttc" id="classarmnn_1_1test_1_1_i_inference_test_case_html_a1b6e7a22d06d146f1da514a186dcdc02"><div class="ttname"><a href="classarmnn_1_1test_1_1_i_inference_test_case.html#a1b6e7a22d06d146f1da514a186dcdc02">armnn::test::IInferenceTestCase::ProcessResult</a></div><div class="ttdeci">virtual TestCaseResult ProcessResult(const InferenceTestOptions &amp;options)=0</div></div>
<div class="ttc" id="classarmnn_1_1test_1_1_inference_model_test_case_html_a4ab19ef735b92c4d4f688f0659e5565e"><div class="ttname"><a href="classarmnn_1_1test_1_1_inference_model_test_case.html#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.html#l00137">InferenceTest.hpp:137</a></div></div>
<div class="ttc" id="namespacearmnn_1_1test_html_a05b3d6105613d2d14099667a6b8ca67ba727b63583e01fa2b3952dab580c84dc2"><div class="ttname"><a href="namespacearmnn_1_1test.html#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="_mobile_net_ssd_database_8hpp_html"><div class="ttname"><a href="_mobile_net_ssd_database_8hpp.html">MobileNetSsdDatabase.hpp</a></div></div>
<div class="ttc" id="_file_only_profiling_decorator_tests_8cpp_html_a6560146509197f3e197d8d36f76c1347"><div class="ttname"><a href="_file_only_profiling_decorator_tests_8cpp.html#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.html#l00045">FileOnlyProfilingDecoratorTests.cpp:45</a></div></div>
<div class="ttc" id="namespacearmnn_1_1test_html_a05b3d6105613d2d14099667a6b8ca67b"><div class="ttname"><a href="namespacearmnn_1_1test.html#a05b3d6105613d2d14099667a6b8ca67b">armnn::test::TestCaseResult</a></div><div class="ttdeci">TestCaseResult</div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8hpp_source.html#l00069">InferenceTest.hpp:69</a></div></div>
<div class="ttc" id="classarmnn_1_1test_1_1_i_inference_test_case_provider_html"><div class="ttname"><a href="classarmnn_1_1test_1_1_i_inference_test_case_provider.html">armnn::test::IInferenceTestCaseProvider</a></div><div class="ttdef"><b>Definition:</b> <a href="_inference_test_8hpp_source.html#l00089">InferenceTest.hpp:89</a></div></div>
<div class="ttc" id="namespacearmnn_1_1test_html_a8a678fb3a8864e31aeb77f857ae6fc43"><div class="ttname"><a href="namespacearmnn_1_1test.html#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.html#l00092">InferenceTest.cpp:92</a></div></div>
<div class="ttc" id="namespacearmnn_1_1test_html_a05b3d6105613d2d14099667a6b8ca67bad7c8c85bf79bbe1b7188497c32c3b0ca"><div class="ttname"><a href="namespacearmnn_1_1test.html#a05b3d6105613d2d14099667a6b8ca67bad7c8c85bf79bbe1b7188497c32c3b0ca">armnn::test::TestCaseResult::Failed</a></div></div>
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