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<div class="title">TfLiteYoloV3Big-Armnn.cpp</div> </div>
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<a href="_tf_lite_yolo_v3_big-_armnn_8cpp.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 © 2020 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> </div><div class="line"><a name="l00006"></a><span class="lineno"> 6</span> <span class="preprocessor">#include "<a class="code" href="_i_tf_lite_parser_8hpp.xhtml">armnnTfLiteParser/ITfLiteParser.hpp</a>"</span></div><div class="line"><a name="l00007"></a><span class="lineno"> 7</span> </div><div class="line"><a name="l00008"></a><span class="lineno"> 8</span> <span class="preprocessor">#include "<a class="code" href="_n_m_s_8hpp.xhtml">NMS.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 <stb/stb_image.h></span></div><div class="line"><a name="l00011"></a><span class="lineno"> 11</span> </div><div class="line"><a name="l00012"></a><span class="lineno"> 12</span> <span class="preprocessor">#include <<a class="code" href="_i_network_8hpp.xhtml">armnn/INetwork.hpp</a>></span></div><div class="line"><a name="l00013"></a><span class="lineno"> 13</span> <span class="preprocessor">#include <<a class="code" href="_i_runtime_8hpp.xhtml">armnn/IRuntime.hpp</a>></span></div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span> <span class="preprocessor">#include <<a class="code" href="_logging_8hpp.xhtml">armnn/Logging.hpp</a>></span></div><div class="line"><a name="l00015"></a><span class="lineno"> 15</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="l00016"></a><span class="lineno"> 16</span> </div><div class="line"><a name="l00017"></a><span class="lineno"> 17</span> <span class="preprocessor">#include <cxxopts/cxxopts.hpp></span></div><div class="line"><a name="l00018"></a><span class="lineno"> 18</span> <span class="preprocessor">#include <ghc/filesystem.hpp></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="preprocessor">#include <chrono></span></div><div class="line"><a name="l00021"></a><span class="lineno"> 21</span> <span class="preprocessor">#include <fstream></span></div><div class="line"><a name="l00022"></a><span class="lineno"> 22</span> <span class="preprocessor">#include <iostream></span></div><div class="line"><a name="l00023"></a><span class="lineno"> 23</span> <span class="preprocessor">#include <stdlib.h></span></div><div class="line"><a name="l00024"></a><span class="lineno"> 24</span> </div><div class="line"><a name="l00025"></a><span class="lineno"> 25</span> <span class="keyword">using namespace </span><a class="code" href="namespacearmnn_tf_lite_parser.xhtml">armnnTfLiteParser</a>;</div><div class="line"><a name="l00026"></a><span class="lineno"> 26</span> <span class="keyword">using namespace </span><a class="code" href="namespacearmnn.xhtml">armnn</a>;</div><div class="line"><a name="l00027"></a><span class="lineno"> 27</span> </div><div class="line"><a name="l00028"></a><span class="lineno"> 28</span> <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">int</span> OPEN_FILE_ERROR = -2;</div><div class="line"><a name="l00029"></a><span class="lineno"> 29</span> <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">int</span> OPTIMIZE_NETWORK_ERROR = -3;</div><div class="line"><a name="l00030"></a><span class="lineno"> 30</span> <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">int</span> LOAD_NETWORK_ERROR = -4;</div><div class="line"><a name="l00031"></a><span class="lineno"> 31</span> <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">int</span> LOAD_IMAGE_ERROR = -5;</div><div class="line"><a name="l00032"></a><span class="lineno"> 32</span> <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">int</span> GENERAL_ERROR = -100;</div><div class="line"><a name="l00033"></a><span class="lineno"> 33</span> </div><div class="line"><a name="l00034"></a><span class="lineno"><a class="line" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7013f680e1a8d40e50dc330d57d0ec9a"> 34</a></span> <span class="preprocessor">#define CHECK_OK(v) \</span></div><div class="line"><a name="l00035"></a><span class="lineno"> 35</span> <span class="preprocessor"> do { \</span></div><div class="line"><a name="l00036"></a><span class="lineno"> 36</span> <span class="preprocessor"> try { \</span></div><div class="line"><a name="l00037"></a><span class="lineno"> 37</span> <span class="preprocessor"> auto r_local = v; \</span></div><div class="line"><a name="l00038"></a><span class="lineno"> 38</span> <span class="preprocessor"> if (r_local != 0) { return r_local;} \</span></div><div class="line"><a name="l00039"></a><span class="lineno"> 39</span> <span class="preprocessor"> } \</span></div><div class="line"><a name="l00040"></a><span class="lineno"> 40</span> <span class="preprocessor"> catch (const armnn::Exception& e) \</span></div><div class="line"><a name="l00041"></a><span class="lineno"> 41</span> <span class="preprocessor"> { \</span></div><div class="line"><a name="l00042"></a><span class="lineno"> 42</span> <span class="preprocessor"> ARMNN_LOG(error) << "Oops: " << e.what(); \</span></div><div class="line"><a name="l00043"></a><span class="lineno"> 43</span> <span class="preprocessor"> return GENERAL_ERROR; \</span></div><div class="line"><a name="l00044"></a><span class="lineno"> 44</span> <span class="preprocessor"> } \</span></div><div class="line"><a name="l00045"></a><span class="lineno"> 45</span> <span class="preprocessor"> } while(0)</span></div><div class="line"><a name="l00046"></a><span class="lineno"> 46</span> </div><div class="line"><a name="l00047"></a><span class="lineno"> 47</span> </div><div class="line"><a name="l00048"></a><span class="lineno"> 48</span> </div><div class="line"><a name="l00049"></a><span class="lineno"> 49</span> <span class="keyword">template</span><<span class="keyword">typename</span> TContainer></div><div class="line"><a name="l00050"></a><span class="lineno"><a class="line" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#aa5b4bf99dead35f1ed10ec2da962b5f8"> 50</a></span> <span class="keyword">inline</span> <a class="code" href="namespacearmnn.xhtml#aa01bce88f89975a5a031db4cc8861527">armnn::InputTensors</a> <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#aa5b4bf99dead35f1ed10ec2da962b5f8">MakeInputTensors</a>(<span class="keyword">const</span> std::vector<armnn::BindingPointInfo>& inputBindings,</div><div class="line"><a name="l00051"></a><span class="lineno"> 51</span>  <span class="keyword">const</span> std::vector<std::reference_wrapper<TContainer>>& inputDataContainers)</div><div class="line"><a name="l00052"></a><span class="lineno"> 52</span> {</div><div class="line"><a name="l00053"></a><span class="lineno"> 53</span>  <a class="code" href="namespacearmnn.xhtml#aa01bce88f89975a5a031db4cc8861527">armnn::InputTensors</a> inputTensors;</div><div class="line"><a name="l00054"></a><span class="lineno"> 54</span> </div><div class="line"><a name="l00055"></a><span class="lineno"> 55</span>  <span class="keyword">const</span> <span class="keywordtype">size_t</span> numInputs = inputBindings.size();</div><div class="line"><a name="l00056"></a><span class="lineno"> 56</span>  <span class="keywordflow">if</span> (numInputs != inputDataContainers.size())</div><div class="line"><a name="l00057"></a><span class="lineno"> 57</span>  {</div><div class="line"><a name="l00058"></a><span class="lineno"> 58</span>  <span class="keywordflow">throw</span> <a class="code" href="classarmnn_1_1_exception.xhtml">armnn::Exception</a>(<span class="stringliteral">"Mismatching vectors"</span>);</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> </div><div class="line"><a name="l00061"></a><span class="lineno"> 61</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i < numInputs; i++)</div><div class="line"><a name="l00062"></a><span class="lineno"> 62</span>  {</div><div class="line"><a name="l00063"></a><span class="lineno"> 63</span>  <span class="keyword">const</span> <a class="code" href="namespacearmnn.xhtml#a280670a263dc4fd40491f6d0a2737f44">armnn::BindingPointInfo</a>& inputBinding = inputBindings[i];</div><div class="line"><a name="l00064"></a><span class="lineno"> 64</span>  <span class="keyword">const</span> <a class="code" href="namespacearmnn.xhtml#acf933608643ce27b3c68e3431d047d0a">TContainer</a>& inputData = inputDataContainers[i].get();</div><div class="line"><a name="l00065"></a><span class="lineno"> 65</span> </div><div class="line"><a name="l00066"></a><span class="lineno"> 66</span>  <a class="code" href="classarmnn_1_1_const_tensor.xhtml">armnn::ConstTensor</a> inputTensor(inputBinding.second, inputData.data());</div><div class="line"><a name="l00067"></a><span class="lineno"> 67</span>  inputTensors.push_back(std::make_pair(inputBinding.first, inputTensor));</div><div class="line"><a name="l00068"></a><span class="lineno"> 68</span>  }</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="keywordflow">return</span> inputTensors;</div><div class="line"><a name="l00071"></a><span class="lineno"> 71</span> }</div><div class="line"><a name="l00072"></a><span class="lineno"> 72</span> </div><div class="line"><a name="l00073"></a><span class="lineno"> 73</span> <span class="keyword">template</span><<span class="keyword">typename</span> TContainer></div><div class="line"><a name="l00074"></a><span class="lineno"><a class="line" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a47e2cf3b998bc6a55711799ac97d6eee"> 74</a></span> <span class="keyword">inline</span> <a class="code" href="namespacearmnn.xhtml#a8f091a512915d1cb29a4ebf13dfc53ea">armnn::OutputTensors</a> <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a47e2cf3b998bc6a55711799ac97d6eee">MakeOutputTensors</a>(</div><div class="line"><a name="l00075"></a><span class="lineno"> 75</span>  <span class="keyword">const</span> std::vector<armnn::BindingPointInfo>& outputBindings,</div><div class="line"><a name="l00076"></a><span class="lineno"> 76</span>  <span class="keyword">const</span> std::vector<std::reference_wrapper<TContainer>>& outputDataContainers)</div><div class="line"><a name="l00077"></a><span class="lineno"> 77</span> {</div><div class="line"><a name="l00078"></a><span class="lineno"> 78</span>  <a class="code" href="namespacearmnn.xhtml#a8f091a512915d1cb29a4ebf13dfc53ea">armnn::OutputTensors</a> outputTensors;</div><div class="line"><a name="l00079"></a><span class="lineno"> 79</span> </div><div class="line"><a name="l00080"></a><span class="lineno"> 80</span>  <span class="keyword">const</span> <span class="keywordtype">size_t</span> numOutputs = outputBindings.size();</div><div class="line"><a name="l00081"></a><span class="lineno"> 81</span>  <span class="keywordflow">if</span> (numOutputs != outputDataContainers.size())</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>  <span class="keywordflow">throw</span> <a class="code" href="classarmnn_1_1_exception.xhtml">armnn::Exception</a>(<span class="stringliteral">"Mismatching vectors"</span>);</div><div class="line"><a name="l00084"></a><span class="lineno"> 84</span>  }</div><div class="line"><a name="l00085"></a><span class="lineno"> 85</span> </div><div class="line"><a name="l00086"></a><span class="lineno"> 86</span>  outputTensors.reserve(numOutputs);</div><div class="line"><a name="l00087"></a><span class="lineno"> 87</span> </div><div class="line"><a name="l00088"></a><span class="lineno"> 88</span>  <span class="keywordflow">for</span> (<span class="keywordtype">size_t</span> i = 0; i < numOutputs; i++)</div><div class="line"><a name="l00089"></a><span class="lineno"> 89</span>  {</div><div class="line"><a name="l00090"></a><span class="lineno"> 90</span>  <span class="keyword">const</span> <a class="code" href="namespacearmnn.xhtml#a280670a263dc4fd40491f6d0a2737f44">armnn::BindingPointInfo</a>& outputBinding = outputBindings[i];</div><div class="line"><a name="l00091"></a><span class="lineno"> 91</span>  <span class="keyword">const</span> <a class="code" href="namespacearmnn.xhtml#acf933608643ce27b3c68e3431d047d0a">TContainer</a>& outputData = outputDataContainers[i].get();</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="classarmnn_1_1_tensor.xhtml">armnn::Tensor</a> outputTensor(outputBinding.second, const_cast<float*>(outputData.data()));</div><div class="line"><a name="l00094"></a><span class="lineno"> 94</span>  outputTensors.push_back(std::make_pair(outputBinding.first, outputTensor));</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="keywordflow">return</span> outputTensors;</div><div class="line"><a name="l00098"></a><span class="lineno"> 98</span> }</div><div class="line"><a name="l00099"></a><span class="lineno"> 99</span> </div><div class="line"><a name="l00100"></a><span class="lineno"><a class="line" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a76fd844e3661f9b37921804c97b0f973"> 100</a></span> <span class="preprocessor">#define S_BOOL(name) enum class name {False=0, True=1};</span></div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span> </div><div class="line"><a name="l00102"></a><span class="lineno"><a class="line" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#aa96d209a3a37e0f6792f0f46ee2121e7"> 102</a></span> <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a76fd844e3661f9b37921804c97b0f973">S_BOOL</a>(<a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#aa96d209a3a37e0f6792f0f46ee2121e7">ImportMemory</a>)</div><div class="line"><a name="l00103"></a><span class="lineno"><a class="line" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7454bbb669508e9e0dbdbed5f7456064"> 103</a></span> <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a76fd844e3661f9b37921804c97b0f973">S_BOOL</a>(<a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7454bbb669508e9e0dbdbed5f7456064">DumpToDot</a>)</div><div class="line"><a name="l00104"></a><span class="lineno"><a class="line" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a000e710b0b27fa81885054ad3c5faf09"> 104</a></span> <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a76fd844e3661f9b37921804c97b0f973">S_BOOL</a>(<a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a000e710b0b27fa81885054ad3c5faf09">ExpectFile</a>)</div><div class="line"><a name="l00105"></a><span class="lineno"><a class="line" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a19dca0ed469c67271d60fe635806e75f"> 105</a></span> <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a76fd844e3661f9b37921804c97b0f973">S_BOOL</a>(<a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a19dca0ed469c67271d60fe635806e75f">OptionalArg</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"><a class="line" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7a0e9bc46f97b1bf6ee6b1e8cd655e73"> 107</a></span> <span class="keywordtype">int</span> <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7a0e9bc46f97b1bf6ee6b1e8cd655e73">LoadModel</a>(const <span class="keywordtype">char</span>* filename,</div><div class="line"><a name="l00108"></a><span class="lineno"> 108</span>  <a class="code" href="classarmnn_tf_lite_parser_1_1_i_tf_lite_parser.xhtml">ITfLiteParser</a>& parser,</div><div class="line"><a name="l00109"></a><span class="lineno"> 109</span>  <a class="code" href="classarmnn_1_1_i_runtime.xhtml">IRuntime</a>& runtime,</div><div class="line"><a name="l00110"></a><span class="lineno"> 110</span>  <a class="code" href="namespacearmnn.xhtml#a83015160d8c67d5d77735eb0d4033d9a">NetworkId</a>& networkId,</div><div class="line"><a name="l00111"></a><span class="lineno"> 111</span>  const <a class="code" href="namespacestd.xhtml">std</a>::vector<<a class="code" href="classarmnn_1_1_backend_id.xhtml">BackendId</a>>& backendPreferences,</div><div class="line"><a name="l00112"></a><span class="lineno"> 112</span>  <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#aa96d209a3a37e0f6792f0f46ee2121e7">ImportMemory</a> enableImport,</div><div class="line"><a name="l00113"></a><span class="lineno"> 113</span>  <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7454bbb669508e9e0dbdbed5f7456064">DumpToDot</a> dumpToDot)</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>  std::ifstream stream(filename, std::ios::in | std::ios::binary);</div><div class="line"><a name="l00116"></a><span class="lineno"> 116</span>  <span class="keywordflow">if</span> (!stream.is_open())</div><div class="line"><a name="l00117"></a><span class="lineno"> 117</span>  {</div><div class="line"><a name="l00118"></a><span class="lineno"> 118</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acb5e100e5a9a3e7f6d1fd97512215282">error</a>) << <span class="stringliteral">"Could not open model: "</span> << filename;</div><div class="line"><a name="l00119"></a><span class="lineno"> 119</span>  <span class="keywordflow">return</span> OPEN_FILE_ERROR;</div><div class="line"><a name="l00120"></a><span class="lineno"> 120</span>  }</div><div class="line"><a name="l00121"></a><span class="lineno"> 121</span> </div><div class="line"><a name="l00122"></a><span class="lineno"> 122</span>  std::vector<uint8_t> contents((std::istreambuf_iterator<char>(stream)), std::istreambuf_iterator<char>());</div><div class="line"><a name="l00123"></a><span class="lineno"> 123</span>  stream.close();</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>  <span class="keyword">auto</span> model = parser.CreateNetworkFromBinary(contents);</div><div class="line"><a name="l00126"></a><span class="lineno"> 126</span>  contents.clear();</div><div class="line"><a name="l00127"></a><span class="lineno"> 127</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407aad42f6697b035b7580e4fef93be20b4d">debug</a>) << <span class="stringliteral">"Model loaded ok: "</span> << filename;</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>  <span class="comment">// Optimize backbone model</span></div><div class="line"><a name="l00130"></a><span class="lineno"> 130</span>  <a class="code" href="structarmnn_1_1_optimizer_options.xhtml">OptimizerOptions</a> options;</div><div class="line"><a name="l00131"></a><span class="lineno"> 131</span>  options.<a class="code" href="structarmnn_1_1_optimizer_options.xhtml#a05c1bba6ba3ecc1339d4c4c10c0d8890">m_ImportEnabled</a> = enableImport != <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#aa96d209a3a37e0f6792f0f46ee2121e7af8320b26d30ab433c5a54546d21f414c">ImportMemory::False</a>;</div><div class="line"><a name="l00132"></a><span class="lineno"> 132</span>  <span class="keyword">auto</span> optimizedModel = <a class="code" href="namespacearmnn.xhtml#a82e98ef05fd67036d1195ba17174d685">Optimize</a>(*model, backendPreferences, runtime.GetDeviceSpec(), options);</div><div class="line"><a name="l00133"></a><span class="lineno"> 133</span>  <span class="keywordflow">if</span> (!optimizedModel)</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>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407adf6402fd9ecc60f5a2159fdf45711cd4">fatal</a>) << <span class="stringliteral">"Could not optimize the model:"</span> << filename;</div><div class="line"><a name="l00136"></a><span class="lineno"> 136</span>  <span class="keywordflow">return</span> OPTIMIZE_NETWORK_ERROR;</div><div class="line"><a name="l00137"></a><span class="lineno"> 137</span>  }</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="keywordflow">if</span> (dumpToDot != <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7454bbb669508e9e0dbdbed5f7456064af8320b26d30ab433c5a54546d21f414c">DumpToDot::False</a>)</div><div class="line"><a name="l00140"></a><span class="lineno"> 140</span>  {</div><div class="line"><a name="l00141"></a><span class="lineno"> 141</span>  std::stringstream ss;</div><div class="line"><a name="l00142"></a><span class="lineno"> 142</span>  ss << filename << <span class="stringliteral">".dot"</span>;</div><div class="line"><a name="l00143"></a><span class="lineno"> 143</span>  std::ofstream dotStream(ss.str().c_str(), std::ofstream::out);</div><div class="line"><a name="l00144"></a><span class="lineno"> 144</span>  optimizedModel->SerializeToDot(dotStream);</div><div class="line"><a name="l00145"></a><span class="lineno"> 145</span>  dotStream.close();</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="comment">// Load model into runtime</span></div><div class="line"><a name="l00148"></a><span class="lineno"> 148</span>  {</div><div class="line"><a name="l00149"></a><span class="lineno"> 149</span>  std::string errorMessage;</div><div class="line"><a name="l00150"></a><span class="lineno"> 150</span>  <a class="code" href="structarmnn_1_1_i_network_properties.xhtml">INetworkProperties</a> modelProps(options.<a class="code" href="structarmnn_1_1_optimizer_options.xhtml#a05c1bba6ba3ecc1339d4c4c10c0d8890">m_ImportEnabled</a>, options.<a class="code" href="structarmnn_1_1_optimizer_options.xhtml#a05c1bba6ba3ecc1339d4c4c10c0d8890">m_ImportEnabled</a>);</div><div class="line"><a name="l00151"></a><span class="lineno"> 151</span>  <a class="code" href="namespacearmnn.xhtml#a67a0db04d321a74b7e7fcfd3f1a3f70b">Status</a> status = runtime.LoadNetwork(networkId, std::move(optimizedModel), errorMessage, modelProps);</div><div class="line"><a name="l00152"></a><span class="lineno"> 152</span>  <span class="keywordflow">if</span> (status != Status::Success)</div><div class="line"><a name="l00153"></a><span class="lineno"> 153</span>  {</div><div class="line"><a name="l00154"></a><span class="lineno"> 154</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407adf6402fd9ecc60f5a2159fdf45711cd4">fatal</a>) << <span class="stringliteral">"Could not load "</span> << filename << <span class="stringliteral">" model into runtime: "</span> << errorMessage;</div><div class="line"><a name="l00155"></a><span class="lineno"> 155</span>  <span class="keywordflow">return</span> LOAD_NETWORK_ERROR;</div><div class="line"><a name="l00156"></a><span class="lineno"> 156</span>  }</div><div class="line"><a name="l00157"></a><span class="lineno"> 157</span>  }</div><div class="line"><a name="l00158"></a><span class="lineno"> 158</span> </div><div class="line"><a name="l00159"></a><span class="lineno"> 159</span>  <span class="keywordflow">return</span> 0;</div><div class="line"><a name="l00160"></a><span class="lineno"> 160</span> }</div><div class="line"><a name="l00161"></a><span class="lineno"> 161</span> </div><div class="line"><a name="l00162"></a><span class="lineno"><a class="line" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a3354c1d773cc613c36ef27209fac8a4d"> 162</a></span> std::vector<float> <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a3354c1d773cc613c36ef27209fac8a4d">LoadImage</a>(<span class="keyword">const</span> <span class="keywordtype">char</span>* filename)</div><div class="line"><a name="l00163"></a><span class="lineno"> 163</span> {</div><div class="line"><a name="l00164"></a><span class="lineno"> 164</span>  <span class="keywordflow">if</span> (strlen(filename) == 0)</div><div class="line"><a name="l00165"></a><span class="lineno"> 165</span>  {</div><div class="line"><a name="l00166"></a><span class="lineno"> 166</span>  <span class="keywordflow">return</span> std::vector<float>(1920*10180*3, 0.0f);</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">struct </span>Memory</div><div class="line"><a name="l00169"></a><span class="lineno"> 169</span>  {</div><div class="line"><a name="l00170"></a><span class="lineno"> 170</span>  ~Memory() {stbi_image_free(m_Data);}</div><div class="line"><a name="l00171"></a><span class="lineno"> 171</span>  <span class="keywordtype">bool</span> IsLoaded()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> m_Data != <span class="keyword">nullptr</span>;}</div><div class="line"><a name="l00172"></a><span class="lineno"> 172</span> </div><div class="line"><a name="l00173"></a><span class="lineno"> 173</span>  <span class="keywordtype">unsigned</span> <span class="keywordtype">char</span>* m_Data;</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> </div><div class="line"><a name="l00176"></a><span class="lineno"> 176</span>  std::vector<float> image;</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="keywordtype">int</span> width;</div><div class="line"><a name="l00179"></a><span class="lineno"> 179</span>  <span class="keywordtype">int</span> height;</div><div class="line"><a name="l00180"></a><span class="lineno"> 180</span>  <span class="keywordtype">int</span> channels;</div><div class="line"><a name="l00181"></a><span class="lineno"> 181</span> </div><div class="line"><a name="l00182"></a><span class="lineno"> 182</span>  Memory mem = {stbi_load(filename, &width, &height, &channels, 3)};</div><div class="line"><a name="l00183"></a><span class="lineno"> 183</span>  <span class="keywordflow">if</span> (!mem.IsLoaded())</div><div class="line"><a name="l00184"></a><span class="lineno"> 184</span>  {</div><div class="line"><a name="l00185"></a><span class="lineno"> 185</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acb5e100e5a9a3e7f6d1fd97512215282">error</a>) << <span class="stringliteral">"Could not load input image file: "</span> << filename;</div><div class="line"><a name="l00186"></a><span class="lineno"> 186</span>  <span class="keywordflow">return</span> image;</div><div class="line"><a name="l00187"></a><span class="lineno"> 187</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>  <span class="keywordflow">if</span> (width != 1920 || height != 1080 || channels != 3)</div><div class="line"><a name="l00190"></a><span class="lineno"> 190</span>  {</div><div class="line"><a name="l00191"></a><span class="lineno"> 191</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acb5e100e5a9a3e7f6d1fd97512215282">error</a>) << <span class="stringliteral">"Input image has wong dimension: "</span> << width << <span class="stringliteral">"x"</span> << height << <span class="stringliteral">"x"</span> << channels << <span class="stringliteral">". "</span></div><div class="line"><a name="l00192"></a><span class="lineno"> 192</span>  <span class="stringliteral">" Expected 1920x1080x3."</span>;</div><div class="line"><a name="l00193"></a><span class="lineno"> 193</span>  <span class="keywordflow">return</span> image;</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> </div><div class="line"><a name="l00196"></a><span class="lineno"> 196</span>  image.resize(1920*1080*3);</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="comment">// Expand to float. Does this need de-gamma?</span></div><div class="line"><a name="l00199"></a><span class="lineno"> 199</span>  <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> idx=0; idx <= 1920*1080*3; idx++)</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>  image[idx] = <span class="keyword">static_cast<</span><span class="keywordtype">float</span><span class="keyword">></span>(mem.m_Data[idx]) /255.0f;</div><div class="line"><a name="l00202"></a><span class="lineno"> 202</span>  }</div><div class="line"><a name="l00203"></a><span class="lineno"> 203</span> </div><div class="line"><a name="l00204"></a><span class="lineno"> 204</span>  <span class="keywordflow">return</span> image;</div><div class="line"><a name="l00205"></a><span class="lineno"> 205</span> }</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> </div><div class="line"><a name="l00208"></a><span class="lineno"><a class="line" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a333d6299f43cb5c08079b9004cf0c6c5"> 208</a></span> <span class="keywordtype">bool</span> <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a333d6299f43cb5c08079b9004cf0c6c5">ValidateFilePath</a>(std::string& file, <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a000e710b0b27fa81885054ad3c5faf09">ExpectFile</a> expectFile)</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>  <span class="keywordflow">if</span> (!ghc::filesystem::exists(file))</div><div class="line"><a name="l00211"></a><span class="lineno"> 211</span>  {</div><div class="line"><a name="l00212"></a><span class="lineno"> 212</span>  std::cerr << <span class="stringliteral">"Given file path "</span> << file << <span class="stringliteral">" does not exist"</span> << std::endl;</div><div class="line"><a name="l00213"></a><span class="lineno"> 213</span>  <span class="keywordflow">return</span> <span class="keyword">false</span>;</div><div class="line"><a name="l00214"></a><span class="lineno"> 214</span>  }</div><div class="line"><a name="l00215"></a><span class="lineno"> 215</span>  <span class="keywordflow">if</span> (!ghc::filesystem::is_regular_file(file) && expectFile == <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a000e710b0b27fa81885054ad3c5faf09af827cf462f62848df37c5e1e94a4da74">ExpectFile::True</a>)</div><div class="line"><a name="l00216"></a><span class="lineno"> 216</span>  {</div><div class="line"><a name="l00217"></a><span class="lineno"> 217</span>  std::cerr << <span class="stringliteral">"Given file path "</span> << file << <span class="stringliteral">" is not a regular file"</span> << std::endl;</div><div class="line"><a name="l00218"></a><span class="lineno"> 218</span>  <span class="keywordflow">return</span> <span class="keyword">false</span>;</div><div class="line"><a name="l00219"></a><span class="lineno"> 219</span>  }</div><div class="line"><a name="l00220"></a><span class="lineno"> 220</span>  <span class="keywordflow">return</span> <span class="keyword">true</span>;</div><div class="line"><a name="l00221"></a><span class="lineno"> 221</span> }</div><div class="line"><a name="l00222"></a><span class="lineno"> 222</span> </div><div class="line"><a name="l00223"></a><span class="lineno"><a class="line" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#acde339995fb755d7ac7341ffa28f32b4"> 223</a></span> <span class="keywordtype">void</span> <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#acde339995fb755d7ac7341ffa28f32b4">CheckAccuracy</a>(std::vector<float>* toDetector0, std::vector<float>* toDetector1,</div><div class="line"><a name="l00224"></a><span class="lineno"> 224</span>  std::vector<float>* toDetector2, std::vector<float>* detectorOutput,</div><div class="line"><a name="l00225"></a><span class="lineno"> 225</span>  <span class="keyword">const</span> std::vector<yolov3::Detection>& nmsOut, <span class="keyword">const</span> std::vector<std::string>& filePaths)</div><div class="line"><a name="l00226"></a><span class="lineno"> 226</span> {</div><div class="line"><a name="l00227"></a><span class="lineno"> 227</span>  std::ifstream pathStream;</div><div class="line"><a name="l00228"></a><span class="lineno"> 228</span>  std::vector<float> expected;</div><div class="line"><a name="l00229"></a><span class="lineno"> 229</span>  std::vector<std::vector<float>*> outputs;</div><div class="line"><a name="l00230"></a><span class="lineno"> 230</span>  <span class="keywordtype">float</span> compare = 0;</div><div class="line"><a name="l00231"></a><span class="lineno"> 231</span>  <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> count = 0;</div><div class="line"><a name="l00232"></a><span class="lineno"> 232</span> </div><div class="line"><a name="l00233"></a><span class="lineno"> 233</span>  <span class="comment">//Push back output vectors from inference for use in loop</span></div><div class="line"><a name="l00234"></a><span class="lineno"> 234</span>  outputs.push_back(toDetector0);</div><div class="line"><a name="l00235"></a><span class="lineno"> 235</span>  outputs.push_back(toDetector1);</div><div class="line"><a name="l00236"></a><span class="lineno"> 236</span>  outputs.push_back(toDetector2);</div><div class="line"><a name="l00237"></a><span class="lineno"> 237</span>  outputs.push_back(detectorOutput);</div><div class="line"><a name="l00238"></a><span class="lineno"> 238</span> </div><div class="line"><a name="l00239"></a><span class="lineno"> 239</span>  <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> i = 0; i < outputs.size(); ++i)</div><div class="line"><a name="l00240"></a><span class="lineno"> 240</span>  {</div><div class="line"><a name="l00241"></a><span class="lineno"> 241</span>  <span class="comment">// Reading expected output files and assigning them to @expected. Close and Clear to reuse stream and clean RAM</span></div><div class="line"><a name="l00242"></a><span class="lineno"> 242</span>  pathStream.open(filePaths[i]);</div><div class="line"><a name="l00243"></a><span class="lineno"> 243</span>  <span class="keywordflow">if</span> (!pathStream.is_open())</div><div class="line"><a name="l00244"></a><span class="lineno"> 244</span>  {</div><div class="line"><a name="l00245"></a><span class="lineno"> 245</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acb5e100e5a9a3e7f6d1fd97512215282">error</a>) << <span class="stringliteral">"Expected output file can not be opened: "</span> << filePaths[i];</div><div class="line"><a name="l00246"></a><span class="lineno"> 246</span>  <span class="keywordflow">continue</span>;</div><div class="line"><a name="l00247"></a><span class="lineno"> 247</span>  }</div><div class="line"><a name="l00248"></a><span class="lineno"> 248</span> </div><div class="line"><a name="l00249"></a><span class="lineno"> 249</span>  expected.assign(std::istream_iterator<float>(pathStream), {});</div><div class="line"><a name="l00250"></a><span class="lineno"> 250</span>  pathStream.close();</div><div class="line"><a name="l00251"></a><span class="lineno"> 251</span>  pathStream.clear();</div><div class="line"><a name="l00252"></a><span class="lineno"> 252</span> </div><div class="line"><a name="l00253"></a><span class="lineno"> 253</span>  <span class="comment">// Ensure each vector is the same length</span></div><div class="line"><a name="l00254"></a><span class="lineno"> 254</span>  <span class="keywordflow">if</span> (expected.size() != outputs[i]->size())</div><div class="line"><a name="l00255"></a><span class="lineno"> 255</span>  {</div><div class="line"><a name="l00256"></a><span class="lineno"> 256</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acb5e100e5a9a3e7f6d1fd97512215282">error</a>) << <span class="stringliteral">"Expected output size does not match actual output size: "</span> << filePaths[i];</div><div class="line"><a name="l00257"></a><span class="lineno"> 257</span>  }</div><div class="line"><a name="l00258"></a><span class="lineno"> 258</span>  <span class="keywordflow">else</span></div><div class="line"><a name="l00259"></a><span class="lineno"> 259</span>  {</div><div class="line"><a name="l00260"></a><span class="lineno"> 260</span>  count = 0;</div><div class="line"><a name="l00261"></a><span class="lineno"> 261</span> </div><div class="line"><a name="l00262"></a><span class="lineno"> 262</span>  <span class="comment">// Compare abs(difference) with tolerance to check for value by value equality</span></div><div class="line"><a name="l00263"></a><span class="lineno"> 263</span>  <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> j = 0; j < outputs[i]->size(); ++j)</div><div class="line"><a name="l00264"></a><span class="lineno"> 264</span>  {</div><div class="line"><a name="l00265"></a><span class="lineno"> 265</span>  compare = <a class="code" href="structarmnn_1_1abs.xhtml">abs</a>(expected[j] - outputs[i]->at(j));</div><div class="line"><a name="l00266"></a><span class="lineno"> 266</span>  <span class="keywordflow">if</span> (compare > 0.001f)</div><div class="line"><a name="l00267"></a><span class="lineno"> 267</span>  {</div><div class="line"><a name="l00268"></a><span class="lineno"> 268</span>  count++;</div><div class="line"><a name="l00269"></a><span class="lineno"> 269</span>  }</div><div class="line"><a name="l00270"></a><span class="lineno"> 270</span>  }</div><div class="line"><a name="l00271"></a><span class="lineno"> 271</span>  <span class="keywordflow">if</span> (count > 0)</div><div class="line"><a name="l00272"></a><span class="lineno"> 272</span>  {</div><div class="line"><a name="l00273"></a><span class="lineno"> 273</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acb5e100e5a9a3e7f6d1fd97512215282">error</a>) << count << <span class="stringliteral">" output(s) do not match expected values in: "</span> << filePaths[i];</div><div class="line"><a name="l00274"></a><span class="lineno"> 274</span>  }</div><div class="line"><a name="l00275"></a><span class="lineno"> 275</span>  }</div><div class="line"><a name="l00276"></a><span class="lineno"> 276</span>  }</div><div class="line"><a name="l00277"></a><span class="lineno"> 277</span> </div><div class="line"><a name="l00278"></a><span class="lineno"> 278</span>  pathStream.open(filePaths[4]);</div><div class="line"><a name="l00279"></a><span class="lineno"> 279</span>  <span class="keywordflow">if</span> (!pathStream.is_open())</div><div class="line"><a name="l00280"></a><span class="lineno"> 280</span>  {</div><div class="line"><a name="l00281"></a><span class="lineno"> 281</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acb5e100e5a9a3e7f6d1fd97512215282">error</a>) << <span class="stringliteral">"Expected output file can not be opened: "</span> << filePaths[4];</div><div class="line"><a name="l00282"></a><span class="lineno"> 282</span>  }</div><div class="line"><a name="l00283"></a><span class="lineno"> 283</span>  <span class="keywordflow">else</span></div><div class="line"><a name="l00284"></a><span class="lineno"> 284</span>  {</div><div class="line"><a name="l00285"></a><span class="lineno"> 285</span>  expected.assign(std::istream_iterator<float>(pathStream), {});</div><div class="line"><a name="l00286"></a><span class="lineno"> 286</span>  pathStream.close();</div><div class="line"><a name="l00287"></a><span class="lineno"> 287</span>  pathStream.clear();</div><div class="line"><a name="l00288"></a><span class="lineno"> 288</span>  <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> y = 0;</div><div class="line"><a name="l00289"></a><span class="lineno"> 289</span>  <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> numOfMember = 6;</div><div class="line"><a name="l00290"></a><span class="lineno"> 290</span>  std::vector<float> intermediate;</div><div class="line"><a name="l00291"></a><span class="lineno"> 291</span> </div><div class="line"><a name="l00292"></a><span class="lineno"> 292</span>  <span class="keywordflow">for</span> (<span class="keyword">auto</span>& detection: nmsOut)</div><div class="line"><a name="l00293"></a><span class="lineno"> 293</span>  {</div><div class="line"><a name="l00294"></a><span class="lineno"> 294</span>  <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> x = y * numOfMember; x < ((y * numOfMember) + numOfMember); ++x)</div><div class="line"><a name="l00295"></a><span class="lineno"> 295</span>  {</div><div class="line"><a name="l00296"></a><span class="lineno"> 296</span>  intermediate.push_back(expected[x]);</div><div class="line"><a name="l00297"></a><span class="lineno"> 297</span>  }</div><div class="line"><a name="l00298"></a><span class="lineno"> 298</span>  <span class="keywordflow">if</span> (!<a class="code" href="namespaceyolov3.xhtml#a81be14d2d01feb34d4d9a84f52121ea6">yolov3::compare_detection</a>(detection, intermediate))</div><div class="line"><a name="l00299"></a><span class="lineno"> 299</span>  {</div><div class="line"><a name="l00300"></a><span class="lineno"> 300</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acb5e100e5a9a3e7f6d1fd97512215282">error</a>) << <span class="stringliteral">"Expected NMS output does not match: Detection "</span> << y + 1;</div><div class="line"><a name="l00301"></a><span class="lineno"> 301</span>  }</div><div class="line"><a name="l00302"></a><span class="lineno"> 302</span>  intermediate.clear();</div><div class="line"><a name="l00303"></a><span class="lineno"> 303</span>  y++;</div><div class="line"><a name="l00304"></a><span class="lineno"> 304</span>  }</div><div class="line"><a name="l00305"></a><span class="lineno"> 305</span>  }</div><div class="line"><a name="l00306"></a><span class="lineno"> 306</span> }</div><div class="line"><a name="l00307"></a><span class="lineno"> 307</span> </div><div class="line"><a name="l00308"></a><span class="lineno"> 308</span> <span class="keyword">struct </span>ParseArgs</div><div class="line"><a name="l00309"></a><span class="lineno"> 309</span> {</div><div class="line"><a name="l00310"></a><span class="lineno"> 310</span>  ParseArgs(<span class="keywordtype">int</span> ac, <span class="keywordtype">char</span> *av[]) : options{<span class="stringliteral">"TfLiteYoloV3Big-Armnn"</span>,</div><div class="line"><a name="l00311"></a><span class="lineno"> 311</span>  <span class="stringliteral">"Executes YoloV3Big using ArmNN. YoloV3Big consists "</span></div><div class="line"><a name="l00312"></a><span class="lineno"> 312</span>  <span class="stringliteral">"of 3 parts: A backbone TfLite model, a detector TfLite "</span></div><div class="line"><a name="l00313"></a><span class="lineno"> 313</span>  <span class="stringliteral">"model, and None Maximum Suppression. All parts are "</span></div><div class="line"><a name="l00314"></a><span class="lineno"> 314</span>  <span class="stringliteral">"executed successively."</span>}</div><div class="line"><a name="l00315"></a><span class="lineno"> 315</span>  {</div><div class="line"><a name="l00316"></a><span class="lineno"> 316</span>  options.add_options()</div><div class="line"><a name="l00317"></a><span class="lineno"> 317</span>  (<span class="stringliteral">"b,backbone-path"</span>,</div><div class="line"><a name="l00318"></a><span class="lineno"> 318</span>  <span class="stringliteral">"File path where the TfLite model for the yoloV3big backbone "</span></div><div class="line"><a name="l00319"></a><span class="lineno"> 319</span>  <span class="stringliteral">"can be found e.g. mydir/yoloV3big_backbone.tflite"</span>,</div><div class="line"><a name="l00320"></a><span class="lineno"> 320</span>  cxxopts::value<std::string>())</div><div class="line"><a name="l00321"></a><span class="lineno"> 321</span> </div><div class="line"><a name="l00322"></a><span class="lineno"> 322</span>  (<span class="stringliteral">"c,comparison-files"</span>,</div><div class="line"><a name="l00323"></a><span class="lineno"> 323</span>  <span class="stringliteral">"Defines the expected outputs for the model "</span></div><div class="line"><a name="l00324"></a><span class="lineno"> 324</span>  <span class="stringliteral">"of yoloV3big e.g. 'mydir/file1.txt,mydir/file2.txt,mydir/file3.txt,mydir/file4.txt'->InputToDetector1"</span></div><div class="line"><a name="l00325"></a><span class="lineno"> 325</span>  <span class="stringliteral">" will be tried first then InputToDetector2 then InputToDetector3 then the Detector Output and finally"</span></div><div class="line"><a name="l00326"></a><span class="lineno"> 326</span>  <span class="stringliteral">" the NMS output. NOTE: Files are passed as comma separated list without whitespaces."</span>,</div><div class="line"><a name="l00327"></a><span class="lineno"> 327</span>  cxxopts::value<std::vector<std::string>>()->default_value({}))</div><div class="line"><a name="l00328"></a><span class="lineno"> 328</span> </div><div class="line"><a name="l00329"></a><span class="lineno"> 329</span>  (<span class="stringliteral">"d,detector-path"</span>,</div><div class="line"><a name="l00330"></a><span class="lineno"> 330</span>  <span class="stringliteral">"File path where the TfLite model for the yoloV3big "</span></div><div class="line"><a name="l00331"></a><span class="lineno"> 331</span>  <span class="stringliteral">"detector can be found e.g.'mydir/yoloV3big_detector.tflite'"</span>,</div><div class="line"><a name="l00332"></a><span class="lineno"> 332</span>  cxxopts::value<std::string>())</div><div class="line"><a name="l00333"></a><span class="lineno"> 333</span> </div><div class="line"><a name="l00334"></a><span class="lineno"> 334</span>  (<span class="stringliteral">"h,help"</span>, <span class="stringliteral">"Produce help message"</span>)</div><div class="line"><a name="l00335"></a><span class="lineno"> 335</span> </div><div class="line"><a name="l00336"></a><span class="lineno"> 336</span>  (<span class="stringliteral">"i,image-path"</span>,</div><div class="line"><a name="l00337"></a><span class="lineno"> 337</span>  <span class="stringliteral">"File path to a 1080x1920 jpg image that should be "</span></div><div class="line"><a name="l00338"></a><span class="lineno"> 338</span>  <span class="stringliteral">"processed e.g. 'mydir/example_img_180_1920.jpg'"</span>,</div><div class="line"><a name="l00339"></a><span class="lineno"> 339</span>  cxxopts::value<std::string>())</div><div class="line"><a name="l00340"></a><span class="lineno"> 340</span> </div><div class="line"><a name="l00341"></a><span class="lineno"> 341</span>  (<span class="stringliteral">"B,preferred-backends-backbone"</span>,</div><div class="line"><a name="l00342"></a><span class="lineno"> 342</span>  <span class="stringliteral">"Defines the preferred backends to run the backbone model "</span></div><div class="line"><a name="l00343"></a><span class="lineno"> 343</span>  <span class="stringliteral">"of yoloV3big e.g. 'GpuAcc,CpuRef' -> GpuAcc will be tried "</span></div><div class="line"><a name="l00344"></a><span class="lineno"> 344</span>  <span class="stringliteral">"first before falling back to CpuRef. NOTE: Backends are passed "</span></div><div class="line"><a name="l00345"></a><span class="lineno"> 345</span>  <span class="stringliteral">"as comma separated list without whitespaces."</span>,</div><div class="line"><a name="l00346"></a><span class="lineno"> 346</span>  cxxopts::value<std::vector<std::string>>()->default_value(<span class="stringliteral">"GpuAcc,CpuRef"</span>))</div><div class="line"><a name="l00347"></a><span class="lineno"> 347</span> </div><div class="line"><a name="l00348"></a><span class="lineno"> 348</span>  (<span class="stringliteral">"D,preferred-backends-detector"</span>,</div><div class="line"><a name="l00349"></a><span class="lineno"> 349</span>  <span class="stringliteral">"Defines the preferred backends to run the detector model "</span></div><div class="line"><a name="l00350"></a><span class="lineno"> 350</span>  <span class="stringliteral">"of yoloV3big e.g. 'CpuAcc,CpuRef' -> CpuAcc will be tried "</span></div><div class="line"><a name="l00351"></a><span class="lineno"> 351</span>  <span class="stringliteral">"first before falling back to CpuRef. NOTE: Backends are passed "</span></div><div class="line"><a name="l00352"></a><span class="lineno"> 352</span>  <span class="stringliteral">"as comma separated list without whitespaces."</span>,</div><div class="line"><a name="l00353"></a><span class="lineno"> 353</span>  cxxopts::value<std::vector<std::string>>()->default_value(<span class="stringliteral">"CpuAcc,CpuRef"</span>))</div><div class="line"><a name="l00354"></a><span class="lineno"> 354</span> </div><div class="line"><a name="l00355"></a><span class="lineno"> 355</span>  (<span class="stringliteral">"M, model-to-dot"</span>,</div><div class="line"><a name="l00356"></a><span class="lineno"> 356</span>  <span class="stringliteral">"Dump the optimized model to a dot file for debugging/analysis"</span>,</div><div class="line"><a name="l00357"></a><span class="lineno"> 357</span>  cxxopts::value<bool>()->default_value(<span class="stringliteral">"false"</span>))</div><div class="line"><a name="l00358"></a><span class="lineno"> 358</span> </div><div class="line"><a name="l00359"></a><span class="lineno"> 359</span>  (<span class="stringliteral">"Y, dynamic-backends-path"</span>,</div><div class="line"><a name="l00360"></a><span class="lineno"> 360</span>  <span class="stringliteral">"Define a path from which to load any dynamic backends."</span>,</div><div class="line"><a name="l00361"></a><span class="lineno"> 361</span>  cxxopts::value<std::string>());</div><div class="line"><a name="l00362"></a><span class="lineno"> 362</span> </div><div class="line"><a name="l00363"></a><span class="lineno"> 363</span>  <span class="keyword">auto</span> result = options.parse(ac, av);</div><div class="line"><a name="l00364"></a><span class="lineno"> 364</span> </div><div class="line"><a name="l00365"></a><span class="lineno"> 365</span>  <span class="keywordflow">if</span> (result.count(<span class="stringliteral">"help"</span>))</div><div class="line"><a name="l00366"></a><span class="lineno"> 366</span>  {</div><div class="line"><a name="l00367"></a><span class="lineno"> 367</span>  std::cout << options.help() << <span class="stringliteral">"\n"</span>;</div><div class="line"><a name="l00368"></a><span class="lineno"> 368</span>  exit(EXIT_SUCCESS);</div><div class="line"><a name="l00369"></a><span class="lineno"> 369</span>  }</div><div class="line"><a name="l00370"></a><span class="lineno"> 370</span> </div><div class="line"><a name="l00371"></a><span class="lineno"> 371</span> </div><div class="line"><a name="l00372"></a><span class="lineno"> 372</span>  backboneDir = GetPathArgument(result, <span class="stringliteral">"backbone-path"</span>, <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a000e710b0b27fa81885054ad3c5faf09af827cf462f62848df37c5e1e94a4da74">ExpectFile::True</a>, <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a19dca0ed469c67271d60fe635806e75faf8320b26d30ab433c5a54546d21f414c">OptionalArg::False</a>);</div><div class="line"><a name="l00373"></a><span class="lineno"> 373</span> </div><div class="line"><a name="l00374"></a><span class="lineno"> 374</span>  comparisonFiles = GetPathArgument(result[<span class="stringliteral">"comparison-files"</span>].as<std::vector<std::string>>(), <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a19dca0ed469c67271d60fe635806e75faf827cf462f62848df37c5e1e94a4da74">OptionalArg::True</a>);</div><div class="line"><a name="l00375"></a><span class="lineno"> 375</span> </div><div class="line"><a name="l00376"></a><span class="lineno"> 376</span>  detectorDir = GetPathArgument(result, <span class="stringliteral">"detector-path"</span>, <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a000e710b0b27fa81885054ad3c5faf09af827cf462f62848df37c5e1e94a4da74">ExpectFile::True</a>, <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a19dca0ed469c67271d60fe635806e75faf8320b26d30ab433c5a54546d21f414c">OptionalArg::False</a>);</div><div class="line"><a name="l00377"></a><span class="lineno"> 377</span> </div><div class="line"><a name="l00378"></a><span class="lineno"> 378</span>  imageDir = GetPathArgument(result, <span class="stringliteral">"image-path"</span>, <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a000e710b0b27fa81885054ad3c5faf09af827cf462f62848df37c5e1e94a4da74">ExpectFile::True</a>, <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a19dca0ed469c67271d60fe635806e75faf827cf462f62848df37c5e1e94a4da74">OptionalArg::True</a>);</div><div class="line"><a name="l00379"></a><span class="lineno"> 379</span> </div><div class="line"><a name="l00380"></a><span class="lineno"> 380</span>  dynamicBackendPath = GetPathArgument(result, <span class="stringliteral">"dynamic-backends-path"</span>, <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a000e710b0b27fa81885054ad3c5faf09af8320b26d30ab433c5a54546d21f414c">ExpectFile::False</a>, <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a19dca0ed469c67271d60fe635806e75faf827cf462f62848df37c5e1e94a4da74">OptionalArg::True</a>);</div><div class="line"><a name="l00381"></a><span class="lineno"> 381</span> </div><div class="line"><a name="l00382"></a><span class="lineno"> 382</span>  prefBackendsBackbone = <a class="code" href="_execute_network_program_options_8cpp.xhtml#ae6dc4c83daaf027ae1e1948bac9d7f54">GetBackendIDs</a>(result[<span class="stringliteral">"preferred-backends-backbone"</span>].as<std::vector<std::string>>());</div><div class="line"><a name="l00383"></a><span class="lineno"> 383</span>  LogBackendsInfo(prefBackendsBackbone, <span class="stringliteral">"Backbone"</span>);</div><div class="line"><a name="l00384"></a><span class="lineno"> 384</span>  prefBackendsDetector = <a class="code" href="_execute_network_program_options_8cpp.xhtml#ae6dc4c83daaf027ae1e1948bac9d7f54">GetBackendIDs</a>(result[<span class="stringliteral">"preferred-backends-detector"</span>].as<std::vector<std::string>>());</div><div class="line"><a name="l00385"></a><span class="lineno"> 385</span>  LogBackendsInfo(prefBackendsDetector, <span class="stringliteral">"detector"</span>);</div><div class="line"><a name="l00386"></a><span class="lineno"> 386</span> </div><div class="line"><a name="l00387"></a><span class="lineno"> 387</span>  dumpToDot = result[<span class="stringliteral">"model-to-dot"</span>].as<<span class="keywordtype">bool</span>>() ? <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7454bbb669508e9e0dbdbed5f7456064af827cf462f62848df37c5e1e94a4da74">DumpToDot::True</a> : <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7454bbb669508e9e0dbdbed5f7456064af8320b26d30ab433c5a54546d21f414c">DumpToDot::False</a>;</div><div class="line"><a name="l00388"></a><span class="lineno"> 388</span>  }</div><div class="line"><a name="l00389"></a><span class="lineno"> 389</span> <span class="comment"></span></div><div class="line"><a name="l00390"></a><span class="lineno"> 390</span> <span class="comment"> /// Takes a vector of backend strings and returns a vector of backendIDs</span></div><div class="line"><a name="l00391"></a><span class="lineno"> 391</span> <span class="comment"></span> std::vector<BackendId> <a class="code" href="_execute_network_program_options_8cpp.xhtml#ae6dc4c83daaf027ae1e1948bac9d7f54">GetBackendIDs</a>(<span class="keyword">const</span> std::vector<std::string>& backendStrings)</div><div class="line"><a name="l00392"></a><span class="lineno"> 392</span>  {</div><div class="line"><a name="l00393"></a><span class="lineno"> 393</span>  std::vector<BackendId> backendIDs;</div><div class="line"><a name="l00394"></a><span class="lineno"> 394</span>  <span class="keywordflow">for</span> (<span class="keyword">const</span> <span class="keyword">auto</span>& b : backendStrings)</div><div class="line"><a name="l00395"></a><span class="lineno"> 395</span>  {</div><div class="line"><a name="l00396"></a><span class="lineno"> 396</span>  backendIDs.push_back(<a class="code" href="classarmnn_1_1_backend_id.xhtml">BackendId</a>(b));</div><div class="line"><a name="l00397"></a><span class="lineno"> 397</span>  }</div><div class="line"><a name="l00398"></a><span class="lineno"> 398</span>  <span class="keywordflow">return</span> backendIDs;</div><div class="line"><a name="l00399"></a><span class="lineno"> 399</span>  }</div><div class="line"><a name="l00400"></a><span class="lineno"> 400</span> <span class="comment"></span></div><div class="line"><a name="l00401"></a><span class="lineno"> 401</span> <span class="comment"> /// Verifies if the program argument with the name argName contains a valid file path.</span></div><div class="line"><a name="l00402"></a><span class="lineno"> 402</span> <span class="comment"> /// Returns the valid file path string if given argument is associated a valid file path.</span></div><div class="line"><a name="l00403"></a><span class="lineno"> 403</span> <span class="comment"> /// Otherwise throws an exception.</span></div><div class="line"><a name="l00404"></a><span class="lineno"> 404</span> <span class="comment"></span> std::string GetPathArgument(cxxopts::ParseResult& result,</div><div class="line"><a name="l00405"></a><span class="lineno"> 405</span>  std::string&& argName,</div><div class="line"><a name="l00406"></a><span class="lineno"> 406</span>  <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a000e710b0b27fa81885054ad3c5faf09">ExpectFile</a> expectFile,</div><div class="line"><a name="l00407"></a><span class="lineno"> 407</span>  <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a19dca0ed469c67271d60fe635806e75f">OptionalArg</a> isOptionalArg)</div><div class="line"><a name="l00408"></a><span class="lineno"> 408</span>  {</div><div class="line"><a name="l00409"></a><span class="lineno"> 409</span>  <span class="keywordflow">if</span> (result.count(argName))</div><div class="line"><a name="l00410"></a><span class="lineno"> 410</span>  {</div><div class="line"><a name="l00411"></a><span class="lineno"> 411</span>  std::string path = result[argName].as<std::string>();</div><div class="line"><a name="l00412"></a><span class="lineno"> 412</span>  <span class="keywordflow">if</span> (!<a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a333d6299f43cb5c08079b9004cf0c6c5">ValidateFilePath</a>(path, expectFile))</div><div class="line"><a name="l00413"></a><span class="lineno"> 413</span>  {</div><div class="line"><a name="l00414"></a><span class="lineno"> 414</span>  std::stringstream ss;</div><div class="line"><a name="l00415"></a><span class="lineno"> 415</span>  ss << <span class="stringliteral">"Argument given to"</span> << argName << <span class="stringliteral">"is not a valid file path"</span>;</div><div class="line"><a name="l00416"></a><span class="lineno"> 416</span>  <span class="keywordflow">throw</span> cxxopts::option_syntax_exception(ss.str().c_str());</div><div class="line"><a name="l00417"></a><span class="lineno"> 417</span>  }</div><div class="line"><a name="l00418"></a><span class="lineno"> 418</span>  <span class="keywordflow">return</span> path;</div><div class="line"><a name="l00419"></a><span class="lineno"> 419</span>  }</div><div class="line"><a name="l00420"></a><span class="lineno"> 420</span>  <span class="keywordflow">else</span></div><div class="line"><a name="l00421"></a><span class="lineno"> 421</span>  {</div><div class="line"><a name="l00422"></a><span class="lineno"> 422</span>  <span class="keywordflow">if</span> (isOptionalArg == <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a19dca0ed469c67271d60fe635806e75faf827cf462f62848df37c5e1e94a4da74">OptionalArg::True</a>)</div><div class="line"><a name="l00423"></a><span class="lineno"> 423</span>  {</div><div class="line"><a name="l00424"></a><span class="lineno"> 424</span>  <span class="keywordflow">return</span> <span class="stringliteral">""</span>;</div><div class="line"><a name="l00425"></a><span class="lineno"> 425</span>  }</div><div class="line"><a name="l00426"></a><span class="lineno"> 426</span> </div><div class="line"><a name="l00427"></a><span class="lineno"> 427</span>  <span class="keywordflow">throw</span> cxxopts::missing_argument_exception(argName);</div><div class="line"><a name="l00428"></a><span class="lineno"> 428</span>  }</div><div class="line"><a name="l00429"></a><span class="lineno"> 429</span>  }</div><div class="line"><a name="l00430"></a><span class="lineno"> 430</span> <span class="comment"></span></div><div class="line"><a name="l00431"></a><span class="lineno"> 431</span> <span class="comment"> /// Assigns vector of strings to struct member variable</span></div><div class="line"><a name="l00432"></a><span class="lineno"> 432</span> <span class="comment"></span> std::vector<std::string> GetPathArgument(<span class="keyword">const</span> std::vector<std::string>& pathStrings, <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a19dca0ed469c67271d60fe635806e75f">OptionalArg</a> isOptional)</div><div class="line"><a name="l00433"></a><span class="lineno"> 433</span>  {</div><div class="line"><a name="l00434"></a><span class="lineno"> 434</span>  <span class="keywordflow">if</span> (pathStrings.size() < 5){</div><div class="line"><a name="l00435"></a><span class="lineno"> 435</span>  <span class="keywordflow">if</span> (isOptional == <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a19dca0ed469c67271d60fe635806e75faf827cf462f62848df37c5e1e94a4da74">OptionalArg::True</a>)</div><div class="line"><a name="l00436"></a><span class="lineno"> 436</span>  {</div><div class="line"><a name="l00437"></a><span class="lineno"> 437</span>  <span class="keywordflow">return</span> std::vector<std::string>();</div><div class="line"><a name="l00438"></a><span class="lineno"> 438</span>  }</div><div class="line"><a name="l00439"></a><span class="lineno"> 439</span>  <span class="keywordflow">throw</span> cxxopts::option_syntax_exception(<span class="stringliteral">"Comparison files requires 5 file paths."</span>);</div><div class="line"><a name="l00440"></a><span class="lineno"> 440</span>  }</div><div class="line"><a name="l00441"></a><span class="lineno"> 441</span> </div><div class="line"><a name="l00442"></a><span class="lineno"> 442</span>  std::vector<std::string> filePaths;</div><div class="line"><a name="l00443"></a><span class="lineno"> 443</span>  <span class="keywordflow">for</span> (<span class="keyword">auto</span>& path : pathStrings)</div><div class="line"><a name="l00444"></a><span class="lineno"> 444</span>  {</div><div class="line"><a name="l00445"></a><span class="lineno"> 445</span>  filePaths.push_back(path);</div><div class="line"><a name="l00446"></a><span class="lineno"> 446</span>  <span class="keywordflow">if</span> (!<a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a333d6299f43cb5c08079b9004cf0c6c5">ValidateFilePath</a>(filePaths.back(), <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a000e710b0b27fa81885054ad3c5faf09af827cf462f62848df37c5e1e94a4da74">ExpectFile::True</a>))</div><div class="line"><a name="l00447"></a><span class="lineno"> 447</span>  {</div><div class="line"><a name="l00448"></a><span class="lineno"> 448</span>  <span class="keywordflow">throw</span> cxxopts::option_syntax_exception(<span class="stringliteral">"Argument given to Comparison Files is not a valid file path"</span>);</div><div class="line"><a name="l00449"></a><span class="lineno"> 449</span>  }</div><div class="line"><a name="l00450"></a><span class="lineno"> 450</span>  }</div><div class="line"><a name="l00451"></a><span class="lineno"> 451</span>  <span class="keywordflow">return</span> filePaths;</div><div class="line"><a name="l00452"></a><span class="lineno"> 452</span>  }</div><div class="line"><a name="l00453"></a><span class="lineno"> 453</span> <span class="comment"></span></div><div class="line"><a name="l00454"></a><span class="lineno"> 454</span> <span class="comment"> /// Log info about assigned backends</span></div><div class="line"><a name="l00455"></a><span class="lineno"> 455</span> <span class="comment"></span> <span class="keywordtype">void</span> LogBackendsInfo(std::vector<BackendId>& backends, std::string&& modelName)</div><div class="line"><a name="l00456"></a><span class="lineno"> 456</span>  {</div><div class="line"><a name="l00457"></a><span class="lineno"> 457</span>  std::string <a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acaf9b6b99962bf5c2264824231d7a40c">info</a>;</div><div class="line"><a name="l00458"></a><span class="lineno"> 458</span>  info = <span class="stringliteral">"Preferred backends for "</span> + modelName + <span class="stringliteral">" set to [ "</span>;</div><div class="line"><a name="l00459"></a><span class="lineno"> 459</span>  <span class="keywordflow">for</span> (<span class="keyword">auto</span> <span class="keyword">const</span> &backend : backends)</div><div class="line"><a name="l00460"></a><span class="lineno"> 460</span>  {</div><div class="line"><a name="l00461"></a><span class="lineno"> 461</span>  info = info + std::string(backend) + <span class="stringliteral">" "</span>;</div><div class="line"><a name="l00462"></a><span class="lineno"> 462</span>  }</div><div class="line"><a name="l00463"></a><span class="lineno"> 463</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(info) << info << <span class="stringliteral">"]"</span>;</div><div class="line"><a name="l00464"></a><span class="lineno"> 464</span>  }</div><div class="line"><a name="l00465"></a><span class="lineno"> 465</span> </div><div class="line"><a name="l00466"></a><span class="lineno"> 466</span>  <span class="comment">// Member variables</span></div><div class="line"><a name="l00467"></a><span class="lineno"> 467</span>  std::string backboneDir;</div><div class="line"><a name="l00468"></a><span class="lineno"> 468</span>  std::vector<std::string> comparisonFiles;</div><div class="line"><a name="l00469"></a><span class="lineno"> 469</span>  std::string detectorDir;</div><div class="line"><a name="l00470"></a><span class="lineno"> 470</span>  std::string imageDir;</div><div class="line"><a name="l00471"></a><span class="lineno"> 471</span>  std::string dynamicBackendPath;</div><div class="line"><a name="l00472"></a><span class="lineno"> 472</span> </div><div class="line"><a name="l00473"></a><span class="lineno"> 473</span>  std::vector<BackendId> prefBackendsBackbone;</div><div class="line"><a name="l00474"></a><span class="lineno"> 474</span>  std::vector<BackendId> prefBackendsDetector;</div><div class="line"><a name="l00475"></a><span class="lineno"> 475</span> </div><div class="line"><a name="l00476"></a><span class="lineno"> 476</span>  cxxopts::Options options;</div><div class="line"><a name="l00477"></a><span class="lineno"> 477</span> </div><div class="line"><a name="l00478"></a><span class="lineno"> 478</span>  <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7454bbb669508e9e0dbdbed5f7456064">DumpToDot</a> dumpToDot;</div><div class="line"><a name="l00479"></a><span class="lineno"> 479</span> };</div><div class="line"><a name="l00480"></a><span class="lineno"> 480</span> </div><div class="line"><a name="l00481"></a><span class="lineno"><a class="line" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a0ddf1224851353fc92bfbff6f499fa97"> 481</a></span> <span class="keywordtype">int</span> <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a0ddf1224851353fc92bfbff6f499fa97">main</a>(<span class="keywordtype">int</span> argc, <span class="keywordtype">char</span>* argv[])</div><div class="line"><a name="l00482"></a><span class="lineno"> 482</span> {</div><div class="line"><a name="l00483"></a><span class="lineno"> 483</span>  <span class="comment">// Configure logging</span></div><div class="line"><a name="l00484"></a><span class="lineno"> 484</span>  <a class="code" href="namespacearmnn.xhtml#a7f8325a4bc02f2f687ba1968b595ec0a">SetAllLoggingSinks</a>(<span class="keyword">true</span>, <span class="keyword">true</span>, <span class="keyword">true</span>);</div><div class="line"><a name="l00485"></a><span class="lineno"> 485</span>  <a class="code" href="namespacearmnn.xhtml#ac9aad76a34137b6359a867b282ea7cfb">SetLogFilter</a>(LogSeverity::Trace);</div><div class="line"><a name="l00486"></a><span class="lineno"> 486</span> </div><div class="line"><a name="l00487"></a><span class="lineno"> 487</span>  <span class="comment">// Check and get given program arguments</span></div><div class="line"><a name="l00488"></a><span class="lineno"> 488</span>  ParseArgs progArgs = ParseArgs(argc, argv);</div><div class="line"><a name="l00489"></a><span class="lineno"> 489</span> </div><div class="line"><a name="l00490"></a><span class="lineno"> 490</span>  <span class="comment">// Create runtime</span></div><div class="line"><a name="l00491"></a><span class="lineno"> 491</span>  <a class="code" href="structarmnn_1_1_i_runtime_1_1_creation_options.xhtml">IRuntime::CreationOptions</a> runtimeOptions; <span class="comment">// default</span></div><div class="line"><a name="l00492"></a><span class="lineno"> 492</span> </div><div class="line"><a name="l00493"></a><span class="lineno"> 493</span>  <span class="keywordflow">if</span> (!progArgs.dynamicBackendPath.empty())</div><div class="line"><a name="l00494"></a><span class="lineno"> 494</span>  {</div><div class="line"><a name="l00495"></a><span class="lineno"> 495</span>  std::cout << <span class="stringliteral">"Loading backends from"</span> << progArgs.dynamicBackendPath << <span class="stringliteral">"\n"</span>;</div><div class="line"><a name="l00496"></a><span class="lineno"> 496</span>  runtimeOptions.<a class="code" href="structarmnn_1_1_i_runtime_1_1_creation_options.xhtml#ae43cf4b5df0068ee6a9151c98947248b">m_DynamicBackendsPath</a> = progArgs.dynamicBackendPath;</div><div class="line"><a name="l00497"></a><span class="lineno"> 497</span>  }</div><div class="line"><a name="l00498"></a><span class="lineno"> 498</span> </div><div class="line"><a name="l00499"></a><span class="lineno"> 499</span>  <span class="keyword">auto</span> runtime = IRuntime::Create(runtimeOptions);</div><div class="line"><a name="l00500"></a><span class="lineno"> 500</span>  <span class="keywordflow">if</span> (!runtime)</div><div class="line"><a name="l00501"></a><span class="lineno"> 501</span>  {</div><div class="line"><a name="l00502"></a><span class="lineno"> 502</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407adf6402fd9ecc60f5a2159fdf45711cd4">fatal</a>) << <span class="stringliteral">"Could not create runtime."</span>;</div><div class="line"><a name="l00503"></a><span class="lineno"> 503</span>  <span class="keywordflow">return</span> -1;</div><div class="line"><a name="l00504"></a><span class="lineno"> 504</span>  }</div><div class="line"><a name="l00505"></a><span class="lineno"> 505</span> </div><div class="line"><a name="l00506"></a><span class="lineno"> 506</span>  <span class="comment">// Create TfLite Parsers</span></div><div class="line"><a name="l00507"></a><span class="lineno"> 507</span>  <a class="code" href="structarmnn_tf_lite_parser_1_1_i_tf_lite_parser_1_1_tf_lite_parser_options.xhtml">ITfLiteParser::TfLiteParserOptions</a> parserOptions;</div><div class="line"><a name="l00508"></a><span class="lineno"> 508</span>  <span class="keyword">auto</span> parser = <a class="code" href="classarmnn_tf_lite_parser_1_1_i_tf_lite_parser.xhtml#a9932449a89a62cfcfd72a4fedbee1ab7">ITfLiteParser::Create</a>(parserOptions);</div><div class="line"><a name="l00509"></a><span class="lineno"> 509</span> </div><div class="line"><a name="l00510"></a><span class="lineno"> 510</span>  <span class="comment">// Load backbone model</span></div><div class="line"><a name="l00511"></a><span class="lineno"> 511</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acaf9b6b99962bf5c2264824231d7a40c">info</a>) << <span class="stringliteral">"Loading backbone..."</span>;</div><div class="line"><a name="l00512"></a><span class="lineno"> 512</span>  <a class="code" href="namespacearmnn.xhtml#a83015160d8c67d5d77735eb0d4033d9a">NetworkId</a> backboneId;</div><div class="line"><a name="l00513"></a><span class="lineno"> 513</span>  <span class="keyword">const</span> <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7454bbb669508e9e0dbdbed5f7456064">DumpToDot</a> dumpToDot = progArgs.dumpToDot;</div><div class="line"><a name="l00514"></a><span class="lineno"> 514</span>  <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7013f680e1a8d40e50dc330d57d0ec9a">CHECK_OK</a>(<a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7a0e9bc46f97b1bf6ee6b1e8cd655e73">LoadModel</a>(progArgs.backboneDir.c_str(),</div><div class="line"><a name="l00515"></a><span class="lineno"> 515</span>  *parser,</div><div class="line"><a name="l00516"></a><span class="lineno"> 516</span>  *runtime,</div><div class="line"><a name="l00517"></a><span class="lineno"> 517</span>  backboneId,</div><div class="line"><a name="l00518"></a><span class="lineno"> 518</span>  progArgs.prefBackendsBackbone,</div><div class="line"><a name="l00519"></a><span class="lineno"> 519</span>  <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#aa96d209a3a37e0f6792f0f46ee2121e7af8320b26d30ab433c5a54546d21f414c">ImportMemory::False</a>,</div><div class="line"><a name="l00520"></a><span class="lineno"> 520</span>  dumpToDot));</div><div class="line"><a name="l00521"></a><span class="lineno"> 521</span>  <span class="keyword">auto</span> inputId = parser->GetNetworkInputBindingInfo(0, <span class="stringliteral">"inputs"</span>);</div><div class="line"><a name="l00522"></a><span class="lineno"> 522</span>  <span class="keyword">auto</span> bbOut0Id = parser->GetNetworkOutputBindingInfo(0, <span class="stringliteral">"input_to_detector_1"</span>);</div><div class="line"><a name="l00523"></a><span class="lineno"> 523</span>  <span class="keyword">auto</span> bbOut1Id = parser->GetNetworkOutputBindingInfo(0, <span class="stringliteral">"input_to_detector_2"</span>);</div><div class="line"><a name="l00524"></a><span class="lineno"> 524</span>  <span class="keyword">auto</span> bbOut2Id = parser->GetNetworkOutputBindingInfo(0, <span class="stringliteral">"input_to_detector_3"</span>);</div><div class="line"><a name="l00525"></a><span class="lineno"> 525</span>  <span class="keyword">auto</span> backboneProfile = runtime->GetProfiler(backboneId);</div><div class="line"><a name="l00526"></a><span class="lineno"> 526</span>  backboneProfile->EnableProfiling(<span class="keyword">true</span>);</div><div class="line"><a name="l00527"></a><span class="lineno"> 527</span> </div><div class="line"><a name="l00528"></a><span class="lineno"> 528</span> </div><div class="line"><a name="l00529"></a><span class="lineno"> 529</span>  <span class="comment">// Load detector model</span></div><div class="line"><a name="l00530"></a><span class="lineno"> 530</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acaf9b6b99962bf5c2264824231d7a40c">info</a>) << <span class="stringliteral">"Loading detector..."</span>;</div><div class="line"><a name="l00531"></a><span class="lineno"> 531</span>  <a class="code" href="namespacearmnn.xhtml#a83015160d8c67d5d77735eb0d4033d9a">NetworkId</a> detectorId;</div><div class="line"><a name="l00532"></a><span class="lineno"> 532</span>  <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7013f680e1a8d40e50dc330d57d0ec9a">CHECK_OK</a>(<a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7a0e9bc46f97b1bf6ee6b1e8cd655e73">LoadModel</a>(progArgs.detectorDir.c_str(),</div><div class="line"><a name="l00533"></a><span class="lineno"> 533</span>  *parser,</div><div class="line"><a name="l00534"></a><span class="lineno"> 534</span>  *runtime,</div><div class="line"><a name="l00535"></a><span class="lineno"> 535</span>  detectorId,</div><div class="line"><a name="l00536"></a><span class="lineno"> 536</span>  progArgs.prefBackendsDetector,</div><div class="line"><a name="l00537"></a><span class="lineno"> 537</span>  <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#aa96d209a3a37e0f6792f0f46ee2121e7af827cf462f62848df37c5e1e94a4da74">ImportMemory::True</a>,</div><div class="line"><a name="l00538"></a><span class="lineno"> 538</span>  dumpToDot));</div><div class="line"><a name="l00539"></a><span class="lineno"> 539</span>  <span class="keyword">auto</span> detectIn0Id = parser->GetNetworkInputBindingInfo(0, <span class="stringliteral">"input_to_detector_1"</span>);</div><div class="line"><a name="l00540"></a><span class="lineno"> 540</span>  <span class="keyword">auto</span> detectIn1Id = parser->GetNetworkInputBindingInfo(0, <span class="stringliteral">"input_to_detector_2"</span>);</div><div class="line"><a name="l00541"></a><span class="lineno"> 541</span>  <span class="keyword">auto</span> detectIn2Id = parser->GetNetworkInputBindingInfo(0, <span class="stringliteral">"input_to_detector_3"</span>);</div><div class="line"><a name="l00542"></a><span class="lineno"> 542</span>  <span class="keyword">auto</span> outputBoxesId = parser->GetNetworkOutputBindingInfo(0, <span class="stringliteral">"output_boxes"</span>);</div><div class="line"><a name="l00543"></a><span class="lineno"> 543</span>  <span class="keyword">auto</span> detectorProfile = runtime->GetProfiler(detectorId);</div><div class="line"><a name="l00544"></a><span class="lineno"> 544</span> </div><div class="line"><a name="l00545"></a><span class="lineno"> 545</span>  <span class="comment">// Load input from file</span></div><div class="line"><a name="l00546"></a><span class="lineno"> 546</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acaf9b6b99962bf5c2264824231d7a40c">info</a>) << <span class="stringliteral">"Loading test image..."</span>;</div><div class="line"><a name="l00547"></a><span class="lineno"> 547</span>  <span class="keyword">auto</span> image = <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a3354c1d773cc613c36ef27209fac8a4d">LoadImage</a>(progArgs.imageDir.c_str());</div><div class="line"><a name="l00548"></a><span class="lineno"> 548</span>  <span class="keywordflow">if</span> (image.empty())</div><div class="line"><a name="l00549"></a><span class="lineno"> 549</span>  {</div><div class="line"><a name="l00550"></a><span class="lineno"> 550</span>  <span class="keywordflow">return</span> LOAD_IMAGE_ERROR;</div><div class="line"><a name="l00551"></a><span class="lineno"> 551</span>  }</div><div class="line"><a name="l00552"></a><span class="lineno"> 552</span> </div><div class="line"><a name="l00553"></a><span class="lineno"> 553</span>  <span class="comment">// Allocate the intermediate tensors</span></div><div class="line"><a name="l00554"></a><span class="lineno"> 554</span>  std::vector<float> intermediateMem0(bbOut0Id.second.GetNumElements());</div><div class="line"><a name="l00555"></a><span class="lineno"> 555</span>  std::vector<float> intermediateMem1(bbOut1Id.second.GetNumElements());</div><div class="line"><a name="l00556"></a><span class="lineno"> 556</span>  std::vector<float> intermediateMem2(bbOut2Id.second.GetNumElements());</div><div class="line"><a name="l00557"></a><span class="lineno"> 557</span>  std::vector<float> intermediateMem3(outputBoxesId.second.GetNumElements());</div><div class="line"><a name="l00558"></a><span class="lineno"> 558</span> </div><div class="line"><a name="l00559"></a><span class="lineno"> 559</span>  <span class="comment">// Setup inputs and outputs</span></div><div class="line"><a name="l00560"></a><span class="lineno"> 560</span>  <span class="keyword">using</span> BindingInfos = std::vector<armnn::BindingPointInfo>;</div><div class="line"><a name="l00561"></a><span class="lineno"> 561</span>  <span class="keyword">using</span> FloatTensors = std::vector<std::reference_wrapper<std::vector<float>>>;</div><div class="line"><a name="l00562"></a><span class="lineno"> 562</span> </div><div class="line"><a name="l00563"></a><span class="lineno"> 563</span>  <a class="code" href="namespacearmnn.xhtml#aa01bce88f89975a5a031db4cc8861527">InputTensors</a> bbInputTensors = <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#aa5b4bf99dead35f1ed10ec2da962b5f8">MakeInputTensors</a>(BindingInfos{ inputId },</div><div class="line"><a name="l00564"></a><span class="lineno"> 564</span>  FloatTensors{ image });</div><div class="line"><a name="l00565"></a><span class="lineno"> 565</span>  <a class="code" href="namespacearmnn.xhtml#a8f091a512915d1cb29a4ebf13dfc53ea">OutputTensors</a> bbOutputTensors = <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a47e2cf3b998bc6a55711799ac97d6eee">MakeOutputTensors</a>(BindingInfos{ bbOut0Id, bbOut1Id, bbOut2Id },</div><div class="line"><a name="l00566"></a><span class="lineno"> 566</span>  FloatTensors{ intermediateMem0,</div><div class="line"><a name="l00567"></a><span class="lineno"> 567</span>  intermediateMem1,</div><div class="line"><a name="l00568"></a><span class="lineno"> 568</span>  intermediateMem2 });</div><div class="line"><a name="l00569"></a><span class="lineno"> 569</span>  <a class="code" href="namespacearmnn.xhtml#aa01bce88f89975a5a031db4cc8861527">InputTensors</a> detectInputTensors = <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#aa5b4bf99dead35f1ed10ec2da962b5f8">MakeInputTensors</a>(BindingInfos{ detectIn0Id,</div><div class="line"><a name="l00570"></a><span class="lineno"> 570</span>  detectIn1Id,</div><div class="line"><a name="l00571"></a><span class="lineno"> 571</span>  detectIn2Id } ,</div><div class="line"><a name="l00572"></a><span class="lineno"> 572</span>  FloatTensors{ intermediateMem0,</div><div class="line"><a name="l00573"></a><span class="lineno"> 573</span>  intermediateMem1,</div><div class="line"><a name="l00574"></a><span class="lineno"> 574</span>  intermediateMem2 });</div><div class="line"><a name="l00575"></a><span class="lineno"> 575</span>  <a class="code" href="namespacearmnn.xhtml#a8f091a512915d1cb29a4ebf13dfc53ea">OutputTensors</a> detectOutputTensors = <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a47e2cf3b998bc6a55711799ac97d6eee">MakeOutputTensors</a>(BindingInfos{ outputBoxesId },</div><div class="line"><a name="l00576"></a><span class="lineno"> 576</span>  FloatTensors{ intermediateMem3 });</div><div class="line"><a name="l00577"></a><span class="lineno"> 577</span> </div><div class="line"><a name="l00578"></a><span class="lineno"> 578</span>  <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">int</span> numIterations=2;</div><div class="line"><a name="l00579"></a><span class="lineno"> 579</span>  <span class="keyword">using</span> DurationUS = std::chrono::duration<double, std::micro>;</div><div class="line"><a name="l00580"></a><span class="lineno"> 580</span>  std::vector<DurationUS> nmsDurations(0);</div><div class="line"><a name="l00581"></a><span class="lineno"> 581</span>  std::vector<yolov3::Detection> filtered_boxes;</div><div class="line"><a name="l00582"></a><span class="lineno"> 582</span>  nmsDurations.reserve(numIterations);</div><div class="line"><a name="l00583"></a><span class="lineno"> 583</span>  <span class="keywordflow">for</span> (<span class="keywordtype">int</span> i=0; i < numIterations; i++)</div><div class="line"><a name="l00584"></a><span class="lineno"> 584</span>  {</div><div class="line"><a name="l00585"></a><span class="lineno"> 585</span>  <span class="comment">// Execute backbone</span></div><div class="line"><a name="l00586"></a><span class="lineno"> 586</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acaf9b6b99962bf5c2264824231d7a40c">info</a>) << <span class="stringliteral">"Running backbone..."</span>;</div><div class="line"><a name="l00587"></a><span class="lineno"> 587</span>  runtime->EnqueueWorkload(backboneId, bbInputTensors, bbOutputTensors);</div><div class="line"><a name="l00588"></a><span class="lineno"> 588</span> </div><div class="line"><a name="l00589"></a><span class="lineno"> 589</span>  <span class="comment">// Execute detector</span></div><div class="line"><a name="l00590"></a><span class="lineno"> 590</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acaf9b6b99962bf5c2264824231d7a40c">info</a>) << <span class="stringliteral">"Running detector..."</span>;</div><div class="line"><a name="l00591"></a><span class="lineno"> 591</span>  runtime->EnqueueWorkload(detectorId, detectInputTensors, detectOutputTensors);</div><div class="line"><a name="l00592"></a><span class="lineno"> 592</span> </div><div class="line"><a name="l00593"></a><span class="lineno"> 593</span>  <span class="comment">// Execute NMS</span></div><div class="line"><a name="l00594"></a><span class="lineno"> 594</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acaf9b6b99962bf5c2264824231d7a40c">info</a>) << <span class="stringliteral">"Running nms..."</span>;</div><div class="line"><a name="l00595"></a><span class="lineno"> 595</span>  <span class="keyword">using</span> clock = std::chrono::steady_clock;</div><div class="line"><a name="l00596"></a><span class="lineno"> 596</span>  <span class="keyword">auto</span> nmsStartTime = clock::now();</div><div class="line"><a name="l00597"></a><span class="lineno"> 597</span>  <a class="code" href="structyolov3_1_1_n_m_s_config.xhtml">yolov3::NMSConfig</a> config;</div><div class="line"><a name="l00598"></a><span class="lineno"> 598</span>  config.<a class="code" href="structyolov3_1_1_n_m_s_config.xhtml#a69e5cb89b98e22ca17e8a7d3d8aef10a">num_boxes</a> = 127800;</div><div class="line"><a name="l00599"></a><span class="lineno"> 599</span>  config.<a class="code" href="structyolov3_1_1_n_m_s_config.xhtml#ae82414d4f3be497637c3456351a19c03">num_classes</a> = 80;</div><div class="line"><a name="l00600"></a><span class="lineno"> 600</span>  config.<a class="code" href="structyolov3_1_1_n_m_s_config.xhtml#a4e90aada4569ce7e2b3e41649cfdc3f8">confidence_threshold</a> = 0.9f;</div><div class="line"><a name="l00601"></a><span class="lineno"> 601</span>  config.<a class="code" href="structyolov3_1_1_n_m_s_config.xhtml#a8f299d6494fbe8a199fed9344d10d99b">iou_threshold</a> = 0.5f;</div><div class="line"><a name="l00602"></a><span class="lineno"> 602</span>  filtered_boxes = <a class="code" href="namespaceyolov3.xhtml#a7cf18c5c3391effbaf3234792876cd52">yolov3::nms</a>(config, intermediateMem3);</div><div class="line"><a name="l00603"></a><span class="lineno"> 603</span>  <span class="keyword">auto</span> nmsEndTime = clock::now();</div><div class="line"><a name="l00604"></a><span class="lineno"> 604</span> </div><div class="line"><a name="l00605"></a><span class="lineno"> 605</span>  <span class="comment">// Enable the profiling after the warm-up run</span></div><div class="line"><a name="l00606"></a><span class="lineno"> 606</span>  <span class="keywordflow">if</span> (i>0)</div><div class="line"><a name="l00607"></a><span class="lineno"> 607</span>  {</div><div class="line"><a name="l00608"></a><span class="lineno"> 608</span>  <a class="code" href="namespaceyolov3.xhtml#a8151de4c14e5e853818753516cb87c26">print_detection</a>(std::cout, filtered_boxes);</div><div class="line"><a name="l00609"></a><span class="lineno"> 609</span> </div><div class="line"><a name="l00610"></a><span class="lineno"> 610</span>  <span class="keyword">const</span> <span class="keyword">auto</span> nmsDuration = DurationUS(nmsStartTime - nmsEndTime);</div><div class="line"><a name="l00611"></a><span class="lineno"> 611</span>  nmsDurations.push_back(nmsDuration);</div><div class="line"><a name="l00612"></a><span class="lineno"> 612</span>  }</div><div class="line"><a name="l00613"></a><span class="lineno"> 613</span>  backboneProfile->EnableProfiling(<span class="keyword">true</span>);</div><div class="line"><a name="l00614"></a><span class="lineno"> 614</span>  detectorProfile->EnableProfiling(<span class="keyword">true</span>);</div><div class="line"><a name="l00615"></a><span class="lineno"> 615</span>  }</div><div class="line"><a name="l00616"></a><span class="lineno"> 616</span>  <span class="comment">// Log timings to file</span></div><div class="line"><a name="l00617"></a><span class="lineno"> 617</span>  std::ofstream backboneProfileStream(<span class="stringliteral">"backbone.json"</span>);</div><div class="line"><a name="l00618"></a><span class="lineno"> 618</span>  backboneProfile->Print(backboneProfileStream);</div><div class="line"><a name="l00619"></a><span class="lineno"> 619</span>  backboneProfileStream.close();</div><div class="line"><a name="l00620"></a><span class="lineno"> 620</span> </div><div class="line"><a name="l00621"></a><span class="lineno"> 621</span>  std::ofstream detectorProfileStream(<span class="stringliteral">"detector.json"</span>);</div><div class="line"><a name="l00622"></a><span class="lineno"> 622</span>  detectorProfile->Print(detectorProfileStream);</div><div class="line"><a name="l00623"></a><span class="lineno"> 623</span>  detectorProfileStream.close();</div><div class="line"><a name="l00624"></a><span class="lineno"> 624</span> </div><div class="line"><a name="l00625"></a><span class="lineno"> 625</span>  <span class="comment">// Manually construct the json output</span></div><div class="line"><a name="l00626"></a><span class="lineno"> 626</span>  std::ofstream nmsProfileStream(<span class="stringliteral">"nms.json"</span>);</div><div class="line"><a name="l00627"></a><span class="lineno"> 627</span>  nmsProfileStream << <span class="stringliteral">"{"</span> << <span class="stringliteral">"\n"</span>;</div><div class="line"><a name="l00628"></a><span class="lineno"> 628</span>  nmsProfileStream << R<span class="stringliteral">"( "NmsTimings": {)" << </span><span class="stringliteral">"\n"</span>;</div><div class="line"><a name="l00629"></a><span class="lineno"> 629</span>  nmsProfileStream << R<span class="stringliteral">"( "raw": [)" << </span><span class="stringliteral">"\n"</span>;</div><div class="line"><a name="l00630"></a><span class="lineno"> 630</span>  <span class="keywordtype">bool</span> isFirst = <span class="keyword">true</span>;</div><div class="line"><a name="l00631"></a><span class="lineno"> 631</span>  <span class="keywordflow">for</span> (<span class="keyword">auto</span> duration : nmsDurations)</div><div class="line"><a name="l00632"></a><span class="lineno"> 632</span>  {</div><div class="line"><a name="l00633"></a><span class="lineno"> 633</span>  <span class="keywordflow">if</span> (!isFirst)</div><div class="line"><a name="l00634"></a><span class="lineno"> 634</span>  {</div><div class="line"><a name="l00635"></a><span class="lineno"> 635</span>  nmsProfileStream << <span class="stringliteral">",\n"</span>;</div><div class="line"><a name="l00636"></a><span class="lineno"> 636</span>  }</div><div class="line"><a name="l00637"></a><span class="lineno"> 637</span> </div><div class="line"><a name="l00638"></a><span class="lineno"> 638</span>  nmsProfileStream << <span class="stringliteral">" "</span> << duration.count();</div><div class="line"><a name="l00639"></a><span class="lineno"> 639</span>  isFirst = <span class="keyword">false</span>;</div><div class="line"><a name="l00640"></a><span class="lineno"> 640</span>  }</div><div class="line"><a name="l00641"></a><span class="lineno"> 641</span>  nmsProfileStream << <span class="stringliteral">"\n"</span>;</div><div class="line"><a name="l00642"></a><span class="lineno"> 642</span>  nmsProfileStream << R<span class="stringliteral">"( "units": "us")" << </span><span class="stringliteral">"\n"</span>;</div><div class="line"><a name="l00643"></a><span class="lineno"> 643</span>  nmsProfileStream << <span class="stringliteral">" ]"</span> << <span class="stringliteral">"\n"</span>;</div><div class="line"><a name="l00644"></a><span class="lineno"> 644</span>  nmsProfileStream << <span class="stringliteral">" }"</span> << <span class="stringliteral">"\n"</span>;</div><div class="line"><a name="l00645"></a><span class="lineno"> 645</span>  nmsProfileStream << <span class="stringliteral">"}"</span> << <span class="stringliteral">"\n"</span>;</div><div class="line"><a name="l00646"></a><span class="lineno"> 646</span>  nmsProfileStream.close();</div><div class="line"><a name="l00647"></a><span class="lineno"> 647</span> </div><div class="line"><a name="l00648"></a><span class="lineno"> 648</span>  <span class="keywordflow">if</span> (progArgs.comparisonFiles.size() > 0)</div><div class="line"><a name="l00649"></a><span class="lineno"> 649</span>  {</div><div class="line"><a name="l00650"></a><span class="lineno"> 650</span>  <a class="code" href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#acde339995fb755d7ac7341ffa28f32b4">CheckAccuracy</a>(&intermediateMem0,</div><div class="line"><a name="l00651"></a><span class="lineno"> 651</span>  &intermediateMem1,</div><div class="line"><a name="l00652"></a><span class="lineno"> 652</span>  &intermediateMem2,</div><div class="line"><a name="l00653"></a><span class="lineno"> 653</span>  &intermediateMem3,</div><div class="line"><a name="l00654"></a><span class="lineno"> 654</span>  filtered_boxes,</div><div class="line"><a name="l00655"></a><span class="lineno"> 655</span>  progArgs.comparisonFiles);</div><div class="line"><a name="l00656"></a><span class="lineno"> 656</span>  }</div><div class="line"><a name="l00657"></a><span class="lineno"> 657</span> </div><div class="line"><a name="l00658"></a><span class="lineno"> 658</span>  <a class="code" href="_logging_8hpp.xhtml#a7b6ad073975f437ec38ca7d20154727f">ARMNN_LOG</a>(<a class="code" href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acaf9b6b99962bf5c2264824231d7a40c">info</a>) << <span class="stringliteral">"Run completed"</span>;</div><div class="line"><a name="l00659"></a><span class="lineno"> 659</span>  <span class="keywordflow">return</span> 0;</div><div class="line"><a name="l00660"></a><span class="lineno"> 660</span> }</div><div class="ttc" id="namespacearmnn_xhtml_a4dc0adc6737b5944e7671bee71788407aad42f6697b035b7580e4fef93be20b4d"><div class="ttname"><a href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407aad42f6697b035b7580e4fef93be20b4d">armnn::BoostLogSeverityMapping::debug</a></div></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="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_aa96d209a3a37e0f6792f0f46ee2121e7"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#aa96d209a3a37e0f6792f0f46ee2121e7">ImportMemory</a></div><div class="ttdeci">ImportMemory</div><div class="ttdef"><b>Definition:</b> <a href="_tf_lite_yolo_v3_big-_armnn_8cpp_source.xhtml#l00102">TfLiteYoloV3Big-Armnn.cpp:102</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_acde339995fb755d7ac7341ffa28f32b4"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#acde339995fb755d7ac7341ffa28f32b4">CheckAccuracy</a></div><div class="ttdeci">void CheckAccuracy(std::vector< float > *toDetector0, std::vector< float > *toDetector1, std::vector< float > *toDetector2, std::vector< float > *detectorOutput, const std::vector< yolov3::Detection > &nmsOut, const std::vector< std::string > &filePaths)</div><div class="ttdef"><b>Definition:</b> <a href="_tf_lite_yolo_v3_big-_armnn_8cpp_source.xhtml#l00223">TfLiteYoloV3Big-Armnn.cpp:223</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_aa96d209a3a37e0f6792f0f46ee2121e7af8320b26d30ab433c5a54546d21f414c"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#aa96d209a3a37e0f6792f0f46ee2121e7af8320b26d30ab433c5a54546d21f414c">ImportMemory::False</a></div></div>
<div class="ttc" id="structarmnn_tf_lite_parser_1_1_i_tf_lite_parser_1_1_tf_lite_parser_options_xhtml"><div class="ttname"><a href="structarmnn_tf_lite_parser_1_1_i_tf_lite_parser_1_1_tf_lite_parser_options.xhtml">armnnTfLiteParser::ITfLiteParser::TfLiteParserOptions</a></div><div class="ttdef"><b>Definition:</b> <a href="_i_tf_lite_parser_8hpp_source.xhtml#l00029">ITfLiteParser.hpp:29</a></div></div>
<div class="ttc" id="namespacearmnn_xhtml_a7f8325a4bc02f2f687ba1968b595ec0a"><div class="ttname"><a href="namespacearmnn.xhtml#a7f8325a4bc02f2f687ba1968b595ec0a">armnn::SetAllLoggingSinks</a></div><div class="ttdeci">void SetAllLoggingSinks(bool standardOut, bool debugOut, bool coloured)</div><div class="ttdef"><b>Definition:</b> <a href="_logging_8cpp_source.xhtml#l00142">Logging.cpp:142</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_a7a0e9bc46f97b1bf6ee6b1e8cd655e73"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7a0e9bc46f97b1bf6ee6b1e8cd655e73">LoadModel</a></div><div class="ttdeci">int LoadModel(const char *filename, ITfLiteParser &parser, IRuntime &runtime, NetworkId &networkId, const std::vector< BackendId > &backendPreferences, ImportMemory enableImport, DumpToDot dumpToDot)</div><div class="ttdef"><b>Definition:</b> <a href="_tf_lite_yolo_v3_big-_armnn_8cpp_source.xhtml#l00107">TfLiteYoloV3Big-Armnn.cpp:107</a></div></div>
<div class="ttc" id="structarmnn_1_1abs_xhtml"><div class="ttname"><a href="structarmnn_1_1abs.xhtml">armnn::abs</a></div><div class="ttdef"><b>Definition:</b> <a href="_abs_8hpp_source.xhtml#l00013">Abs.hpp:13</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_a76fd844e3661f9b37921804c97b0f973"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a76fd844e3661f9b37921804c97b0f973">S_BOOL</a></div><div class="ttdeci">#define S_BOOL(name)</div><div class="ttdef"><b>Definition:</b> <a href="_tf_lite_yolo_v3_big-_armnn_8cpp_source.xhtml#l00100">TfLiteYoloV3Big-Armnn.cpp:100</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_aa5b4bf99dead35f1ed10ec2da962b5f8"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#aa5b4bf99dead35f1ed10ec2da962b5f8">MakeInputTensors</a></div><div class="ttdeci">armnn::InputTensors MakeInputTensors(const std::vector< armnn::BindingPointInfo > &inputBindings, const std::vector< std::reference_wrapper< TContainer >> &inputDataContainers)</div><div class="ttdef"><b>Definition:</b> <a href="_tf_lite_yolo_v3_big-_armnn_8cpp_source.xhtml#l00050">TfLiteYoloV3Big-Armnn.cpp:50</a></div></div>
<div class="ttc" id="_i_runtime_8hpp_xhtml"><div class="ttname"><a href="_i_runtime_8hpp.xhtml">IRuntime.hpp</a></div></div>
<div class="ttc" id="classarmnn_tf_lite_parser_1_1_i_tf_lite_parser_xhtml"><div class="ttname"><a href="classarmnn_tf_lite_parser_1_1_i_tf_lite_parser.xhtml">armnnTfLiteParser::ITfLiteParser</a></div><div class="ttdef"><b>Definition:</b> <a href="_i_tf_lite_parser_8hpp_source.xhtml#l00026">ITfLiteParser.hpp:26</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_a0ddf1224851353fc92bfbff6f499fa97"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a0ddf1224851353fc92bfbff6f499fa97">main</a></div><div class="ttdeci">int main(int argc, char *argv[])</div><div class="ttdef"><b>Definition:</b> <a href="_tf_lite_yolo_v3_big-_armnn_8cpp_source.xhtml#l00481">TfLiteYoloV3Big-Armnn.cpp:481</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="namespacearmnn_xhtml_aa01bce88f89975a5a031db4cc8861527"><div class="ttname"><a href="namespacearmnn.xhtml#aa01bce88f89975a5a031db4cc8861527">armnn::InputTensors</a></div><div class="ttdeci">std::vector< std::pair< LayerBindingId, class ConstTensor > > InputTensors</div><div class="ttdef"><b>Definition:</b> <a href="_tensor_8hpp_source.xhtml#l00340">Tensor.hpp:340</a></div></div>
<div class="ttc" id="namespacearmnn_xhtml_a83015160d8c67d5d77735eb0d4033d9a"><div class="ttname"><a href="namespacearmnn.xhtml#a83015160d8c67d5d77735eb0d4033d9a">armnn::NetworkId</a></div><div class="ttdeci">int NetworkId</div><div class="ttdef"><b>Definition:</b> <a href="_i_runtime_8hpp_source.xhtml#l00020">IRuntime.hpp:20</a></div></div>
<div class="ttc" id="namespacearmnn_xhtml"><div class="ttname"><a href="namespacearmnn.xhtml">armnn</a></div><div class="ttdoc">Copyright (c) 2021 ARM Limited and Contributors. </div><div class="ttdef"><b>Definition:</b> <a href="01__00__software__tools_8dox_source.xhtml#l00006">01_00_software_tools.dox:6</a></div></div>
<div class="ttc" id="classarmnn_1_1_i_runtime_xhtml"><div class="ttname"><a href="classarmnn_1_1_i_runtime.xhtml">armnn::IRuntime</a></div><div class="ttdef"><b>Definition:</b> <a href="_i_runtime_8hpp_source.xhtml#l00040">IRuntime.hpp:40</a></div></div>
<div class="ttc" id="structyolov3_1_1_n_m_s_config_xhtml_a69e5cb89b98e22ca17e8a7d3d8aef10a"><div class="ttname"><a href="structyolov3_1_1_n_m_s_config.xhtml#a69e5cb89b98e22ca17e8a7d3d8aef10a">yolov3::NMSConfig::num_boxes</a></div><div class="ttdeci">unsigned int num_boxes</div><div class="ttdoc">Number of detected boxes. </div><div class="ttdef"><b>Definition:</b> <a href="_n_m_s_8hpp_source.xhtml#l00015">NMS.hpp:15</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="classarmnn_tf_lite_parser_1_1_i_tf_lite_parser_xhtml_a9932449a89a62cfcfd72a4fedbee1ab7"><div class="ttname"><a href="classarmnn_tf_lite_parser_1_1_i_tf_lite_parser.xhtml#a9932449a89a62cfcfd72a4fedbee1ab7">armnnTfLiteParser::ITfLiteParser::Create</a></div><div class="ttdeci">static ITfLiteParserPtr Create(const armnn::Optional< TfLiteParserOptions > &options=armnn::EmptyOptional())</div><div class="ttdef"><b>Definition:</b> <a href="_tf_lite_parser_8cpp_source.xhtml#l00064">TfLiteParser.cpp:64</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_a000e710b0b27fa81885054ad3c5faf09af8320b26d30ab433c5a54546d21f414c"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a000e710b0b27fa81885054ad3c5faf09af8320b26d30ab433c5a54546d21f414c">ExpectFile::False</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_a000e710b0b27fa81885054ad3c5faf09"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a000e710b0b27fa81885054ad3c5faf09">ExpectFile</a></div><div class="ttdeci">ExpectFile</div><div class="ttdef"><b>Definition:</b> <a href="_tf_lite_yolo_v3_big-_armnn_8cpp_source.xhtml#l00104">TfLiteYoloV3Big-Armnn.cpp:104</a></div></div>
<div class="ttc" id="namespacearmnn_xhtml_acf933608643ce27b3c68e3431d047d0a"><div class="ttname"><a href="namespacearmnn.xhtml#acf933608643ce27b3c68e3431d047d0a">armnn::TContainer</a></div><div class="ttdeci">mapbox::util::variant< std::vector< float >, std::vector< int >, std::vector< unsigned char > > TContainer</div><div class="ttdef"><b>Definition:</b> <a href="_network_quantizer_8cpp_source.xhtml#l00034">NetworkQuantizer.cpp:34</a></div></div>
<div class="ttc" id="structarmnn_1_1_i_network_properties_xhtml"><div class="ttname"><a href="structarmnn_1_1_i_network_properties.xhtml">armnn::INetworkProperties</a></div><div class="ttdef"><b>Definition:</b> <a href="_i_runtime_8hpp_source.xhtml#l00028">IRuntime.hpp:28</a></div></div>
<div class="ttc" id="classarmnn_1_1_tensor_xhtml"><div class="ttname"><a href="classarmnn_1_1_tensor.xhtml">armnn::Tensor</a></div><div class="ttdoc">A tensor defined by a TensorInfo (shape and data type) and a mutable backing store. </div><div class="ttdef"><b>Definition:</b> <a href="_tensor_8hpp_source.xhtml#l00306">Tensor.hpp:306</a></div></div>
<div class="ttc" id="_i_tf_lite_parser_8hpp_xhtml"><div class="ttname"><a href="_i_tf_lite_parser_8hpp.xhtml">ITfLiteParser.hpp</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_a3354c1d773cc613c36ef27209fac8a4d"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a3354c1d773cc613c36ef27209fac8a4d">LoadImage</a></div><div class="ttdeci">std::vector< float > LoadImage(const char *filename)</div><div class="ttdef"><b>Definition:</b> <a href="_tf_lite_yolo_v3_big-_armnn_8cpp_source.xhtml#l00162">TfLiteYoloV3Big-Armnn.cpp:162</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="namespacearmnn_xhtml_ac9aad76a34137b6359a867b282ea7cfb"><div class="ttname"><a href="namespacearmnn.xhtml#ac9aad76a34137b6359a867b282ea7cfb">armnn::SetLogFilter</a></div><div class="ttdeci">void SetLogFilter(LogSeverity level)</div><div class="ttdef"><b>Definition:</b> <a href="_logging_8cpp_source.xhtml#l00024">Logging.cpp:24</a></div></div>
<div class="ttc" id="namespacearmnn_xhtml_a82e98ef05fd67036d1195ba17174d685"><div class="ttname"><a href="namespacearmnn.xhtml#a82e98ef05fd67036d1195ba17174d685">armnn::Optimize</a></div><div class="ttdeci">IOptimizedNetworkPtr Optimize(const INetwork &network, const std::vector< BackendId > &backendPreferences, const IDeviceSpec &deviceSpec, const OptimizerOptions &options=OptimizerOptions(), Optional< std::vector< std::string > &> messages=EmptyOptional())</div><div class="ttdoc">Create an optimized version of the network. </div><div class="ttdef"><b>Definition:</b> <a href="_network_8cpp_source.xhtml#l01502">Network.cpp:1502</a></div></div>
<div class="ttc" id="namespaceyolov3_xhtml_a8151de4c14e5e853818753516cb87c26"><div class="ttname"><a href="namespaceyolov3.xhtml#a8151de4c14e5e853818753516cb87c26">yolov3::print_detection</a></div><div class="ttdeci">void print_detection(std::ostream &os, const std::vector< Detection > &detections)</div><div class="ttdoc">Print identified yolo detections. </div><div class="ttdef"><b>Definition:</b> <a href="_n_m_s_8cpp_source.xhtml#l00096">NMS.cpp:96</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_a7013f680e1a8d40e50dc330d57d0ec9a"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7013f680e1a8d40e50dc330d57d0ec9a">CHECK_OK</a></div><div class="ttdeci">#define CHECK_OK(v)</div><div class="ttdef"><b>Definition:</b> <a href="_tf_lite_yolo_v3_big-_armnn_8cpp_source.xhtml#l00034">TfLiteYoloV3Big-Armnn.cpp:34</a></div></div>
<div class="ttc" id="_execute_network_program_options_8cpp_xhtml_ae6dc4c83daaf027ae1e1948bac9d7f54"><div class="ttname"><a href="_execute_network_program_options_8cpp.xhtml#ae6dc4c83daaf027ae1e1948bac9d7f54">GetBackendIDs</a></div><div class="ttdeci">std::vector< armnn::BackendId > GetBackendIDs(const std::vector< std::string > &backendStrings)</div><div class="ttdoc">Takes a vector of backend strings and returns a vector of backendIDs. Removes duplicate entries...</div><div class="ttdef"><b>Definition:</b> <a href="_execute_network_program_options_8cpp_source.xhtml#l00079">ExecuteNetworkProgramOptions.cpp:79</a></div></div>
<div class="ttc" id="classarmnn_1_1_const_tensor_xhtml"><div class="ttname"><a href="classarmnn_1_1_const_tensor.xhtml">armnn::ConstTensor</a></div><div class="ttdoc">A tensor defined by a TensorInfo (shape and data type) and an immutable backing store. </div><div class="ttdef"><b>Definition:</b> <a href="_tensor_8hpp_source.xhtml#l00314">Tensor.hpp:314</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_a7454bbb669508e9e0dbdbed5f7456064"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7454bbb669508e9e0dbdbed5f7456064">DumpToDot</a></div><div class="ttdeci">DumpToDot</div><div class="ttdef"><b>Definition:</b> <a href="_tf_lite_yolo_v3_big-_armnn_8cpp_source.xhtml#l00103">TfLiteYoloV3Big-Armnn.cpp:103</a></div></div>
<div class="ttc" id="namespacearmnn_xhtml_a8f091a512915d1cb29a4ebf13dfc53ea"><div class="ttname"><a href="namespacearmnn.xhtml#a8f091a512915d1cb29a4ebf13dfc53ea">armnn::OutputTensors</a></div><div class="ttdeci">std::vector< std::pair< LayerBindingId, class Tensor > > OutputTensors</div><div class="ttdef"><b>Definition:</b> <a href="_tensor_8hpp_source.xhtml#l00341">Tensor.hpp:341</a></div></div>
<div class="ttc" id="namespacearmnn_xhtml_a67a0db04d321a74b7e7fcfd3f1a3f70b"><div class="ttname"><a href="namespacearmnn.xhtml#a67a0db04d321a74b7e7fcfd3f1a3f70b">armnn::Status</a></div><div class="ttdeci">Status</div><div class="ttdoc">enumeration </div><div class="ttdef"><b>Definition:</b> <a href="_types_8hpp_source.xhtml#l00026">Types.hpp:26</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_a7454bbb669508e9e0dbdbed5f7456064af827cf462f62848df37c5e1e94a4da74"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7454bbb669508e9e0dbdbed5f7456064af827cf462f62848df37c5e1e94a4da74">DumpToDot::True</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_a7454bbb669508e9e0dbdbed5f7456064af8320b26d30ab433c5a54546d21f414c"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a7454bbb669508e9e0dbdbed5f7456064af8320b26d30ab433c5a54546d21f414c">DumpToDot::False</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="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_a19dca0ed469c67271d60fe635806e75faf8320b26d30ab433c5a54546d21f414c"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a19dca0ed469c67271d60fe635806e75faf8320b26d30ab433c5a54546d21f414c">OptionalArg::False</a></div></div>
<div class="ttc" id="structarmnn_1_1_optimizer_options_xhtml"><div class="ttname"><a href="structarmnn_1_1_optimizer_options.xhtml">armnn::OptimizerOptions</a></div><div class="ttdef"><b>Definition:</b> <a href="_i_network_8hpp_source.xhtml#l00110">INetwork.hpp:110</a></div></div>
<div class="ttc" id="_i_network_8hpp_xhtml"><div class="ttname"><a href="_i_network_8hpp.xhtml">INetwork.hpp</a></div></div>
<div class="ttc" id="_logging_8hpp_xhtml"><div class="ttname"><a href="_logging_8hpp.xhtml">Logging.hpp</a></div></div>
<div class="ttc" id="structarmnn_1_1_optimizer_options_xhtml_a05c1bba6ba3ecc1339d4c4c10c0d8890"><div class="ttname"><a href="structarmnn_1_1_optimizer_options.xhtml#a05c1bba6ba3ecc1339d4c4c10c0d8890">armnn::OptimizerOptions::m_ImportEnabled</a></div><div class="ttdeci">bool m_ImportEnabled</div><div class="ttdef"><b>Definition:</b> <a href="_i_network_8hpp_source.xhtml#l00165">INetwork.hpp:165</a></div></div>
<div class="ttc" id="structarmnn_1_1_i_runtime_1_1_creation_options_xhtml"><div class="ttname"><a href="structarmnn_1_1_i_runtime_1_1_creation_options.xhtml">armnn::IRuntime::CreationOptions</a></div><div class="ttdef"><b>Definition:</b> <a href="_i_runtime_8hpp_source.xhtml#l00043">IRuntime.hpp:43</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_a19dca0ed469c67271d60fe635806e75f"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a19dca0ed469c67271d60fe635806e75f">OptionalArg</a></div><div class="ttdeci">OptionalArg</div><div class="ttdef"><b>Definition:</b> <a href="_tf_lite_yolo_v3_big-_armnn_8cpp_source.xhtml#l00105">TfLiteYoloV3Big-Armnn.cpp:105</a></div></div>
<div class="ttc" id="structyolov3_1_1_n_m_s_config_xhtml_a8f299d6494fbe8a199fed9344d10d99b"><div class="ttname"><a href="structyolov3_1_1_n_m_s_config.xhtml#a8f299d6494fbe8a199fed9344d10d99b">yolov3::NMSConfig::iou_threshold</a></div><div class="ttdeci">float iou_threshold</div><div class="ttdoc">Inclusion threshold for Intersection-Over-Union. </div><div class="ttdef"><b>Definition:</b> <a href="_n_m_s_8hpp_source.xhtml#l00017">NMS.hpp:17</a></div></div>
<div class="ttc" id="structarmnn_1_1_i_runtime_1_1_creation_options_xhtml_ae43cf4b5df0068ee6a9151c98947248b"><div class="ttname"><a href="structarmnn_1_1_i_runtime_1_1_creation_options.xhtml#ae43cf4b5df0068ee6a9151c98947248b">armnn::IRuntime::CreationOptions::m_DynamicBackendsPath</a></div><div class="ttdeci">std::string m_DynamicBackendsPath</div><div class="ttdoc">Setting this value will override the paths set by the DYNAMIC_BACKEND_PATHS compiler directive Only a...</div><div class="ttdef"><b>Definition:</b> <a href="_i_runtime_8hpp_source.xhtml#l00060">IRuntime.hpp:60</a></div></div>
<div class="ttc" id="namespacearmnn_xhtml_a280670a263dc4fd40491f6d0a2737f44"><div class="ttname"><a href="namespacearmnn.xhtml#a280670a263dc4fd40491f6d0a2737f44">armnn::BindingPointInfo</a></div><div class="ttdeci">std::pair< armnn::LayerBindingId, armnn::TensorInfo > BindingPointInfo</div><div class="ttdef"><b>Definition:</b> <a href="_tensor_8hpp_source.xhtml#l00261">Tensor.hpp:261</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="namespacearmnn_xhtml_a4dc0adc6737b5944e7671bee71788407acaf9b6b99962bf5c2264824231d7a40c"><div class="ttname"><a href="namespacearmnn.xhtml#a4dc0adc6737b5944e7671bee71788407acaf9b6b99962bf5c2264824231d7a40c">armnn::BoostLogSeverityMapping::info</a></div></div>
<div class="ttc" id="namespaceyolov3_xhtml_a7cf18c5c3391effbaf3234792876cd52"><div class="ttname"><a href="namespaceyolov3.xhtml#a7cf18c5c3391effbaf3234792876cd52">yolov3::nms</a></div><div class="ttdeci">std::vector< Detection > nms(const NMSConfig &config, const std::vector< float > &detected_boxes)</div><div class="ttdoc">Perform Non-Maxima Supression on a list of given detections. </div><div class="ttdef"><b>Definition:</b> <a href="_n_m_s_8cpp_source.xhtml#l00113">NMS.cpp:113</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_a47e2cf3b998bc6a55711799ac97d6eee"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a47e2cf3b998bc6a55711799ac97d6eee">MakeOutputTensors</a></div><div class="ttdeci">armnn::OutputTensors MakeOutputTensors(const std::vector< armnn::BindingPointInfo > &outputBindings, const std::vector< std::reference_wrapper< TContainer >> &outputDataContainers)</div><div class="ttdef"><b>Definition:</b> <a href="_tf_lite_yolo_v3_big-_armnn_8cpp_source.xhtml#l00074">TfLiteYoloV3Big-Armnn.cpp:74</a></div></div>
<div class="ttc" id="structyolov3_1_1_n_m_s_config_xhtml"><div class="ttname"><a href="structyolov3_1_1_n_m_s_config.xhtml">yolov3::NMSConfig</a></div><div class="ttdoc">Non Maxima Suprresion configuration meta-data. </div><div class="ttdef"><b>Definition:</b> <a href="_n_m_s_8hpp_source.xhtml#l00013">NMS.hpp:13</a></div></div>
<div class="ttc" id="namespacearmnn_tf_lite_parser_xhtml"><div class="ttname"><a href="namespacearmnn_tf_lite_parser.xhtml">armnnTfLiteParser</a></div><div class="ttdef"><b>Definition:</b> <a href="_i_tf_lite_parser_8hpp_source.xhtml#l00017">ITfLiteParser.hpp:17</a></div></div>
<div class="ttc" id="structyolov3_1_1_n_m_s_config_xhtml_a4e90aada4569ce7e2b3e41649cfdc3f8"><div class="ttname"><a href="structyolov3_1_1_n_m_s_config.xhtml#a4e90aada4569ce7e2b3e41649cfdc3f8">yolov3::NMSConfig::confidence_threshold</a></div><div class="ttdeci">float confidence_threshold</div><div class="ttdoc">Inclusion confidence threshold for a box. </div><div class="ttdef"><b>Definition:</b> <a href="_n_m_s_8hpp_source.xhtml#l00016">NMS.hpp:16</a></div></div>
<div class="ttc" id="_n_m_s_8hpp_xhtml"><div class="ttname"><a href="_n_m_s_8hpp.xhtml">NMS.hpp</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_aa96d209a3a37e0f6792f0f46ee2121e7af827cf462f62848df37c5e1e94a4da74"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#aa96d209a3a37e0f6792f0f46ee2121e7af827cf462f62848df37c5e1e94a4da74">ImportMemory::True</a></div></div>
<div class="ttc" id="namespaceyolov3_xhtml_a81be14d2d01feb34d4d9a84f52121ea6"><div class="ttname"><a href="namespaceyolov3.xhtml#a81be14d2d01feb34d4d9a84f52121ea6">yolov3::compare_detection</a></div><div class="ttdeci">bool compare_detection(const yolov3::Detection &detection, const std::vector< float > &expected)</div><div class="ttdoc">Compare a detection object with a vector of float values. </div><div class="ttdef"><b>Definition:</b> <a href="_n_m_s_8cpp_source.xhtml#l00084">NMS.cpp:84</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_a000e710b0b27fa81885054ad3c5faf09af827cf462f62848df37c5e1e94a4da74"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a000e710b0b27fa81885054ad3c5faf09af827cf462f62848df37c5e1e94a4da74">ExpectFile::True</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_a333d6299f43cb5c08079b9004cf0c6c5"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a333d6299f43cb5c08079b9004cf0c6c5">ValidateFilePath</a></div><div class="ttdeci">bool ValidateFilePath(std::string &file, ExpectFile expectFile)</div><div class="ttdef"><b>Definition:</b> <a href="_tf_lite_yolo_v3_big-_armnn_8cpp_source.xhtml#l00208">TfLiteYoloV3Big-Armnn.cpp:208</a></div></div>
<div class="ttc" id="structyolov3_1_1_n_m_s_config_xhtml_ae82414d4f3be497637c3456351a19c03"><div class="ttname"><a href="structyolov3_1_1_n_m_s_config.xhtml#ae82414d4f3be497637c3456351a19c03">yolov3::NMSConfig::num_classes</a></div><div class="ttdeci">unsigned int num_classes</div><div class="ttdoc">Number of classes in the detected boxes. </div><div class="ttdef"><b>Definition:</b> <a href="_n_m_s_8hpp_source.xhtml#l00014">NMS.hpp:14</a></div></div>
<div class="ttc" id="_tf_lite_yolo_v3_big-_armnn_8cpp_xhtml_a19dca0ed469c67271d60fe635806e75faf827cf462f62848df37c5e1e94a4da74"><div class="ttname"><a href="_tf_lite_yolo_v3_big-_armnn_8cpp.xhtml#a19dca0ed469c67271d60fe635806e75faf827cf462f62848df37c5e1e94a4da74">OptionalArg::True</a></div></div>
<div class="ttc" id="classarmnn_1_1_backend_id_xhtml"><div class="ttname"><a href="classarmnn_1_1_backend_id.xhtml">armnn::BackendId</a></div><div class="ttdef"><b>Definition:</b> <a href="_backend_id_8hpp_source.xhtml#l00075">BackendId.hpp:75</a></div></div>
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